From 7b8072de4b3d013510dc156b370d7318bcb74218 Mon Sep 17 00:00:00 2001
From: Neil Kakkar <neilkakkar@gmail.com>
Date: Wed, 18 Oct 2023 19:12:28 +0100
Subject: [PATCH 001/133] fix(surveys): Some UI/UX issues (#18070)

* fix more issues

* fix

* Update UI snapshots for `chromium` (2)

* update

* address comment

* Update UI snapshots for `chromium` (2)

---------

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 cypress/e2e/surveys.cy.ts                     |   4 +-
 ...surveys--new-survey-appearance-section.png | Bin 0 -> 51728 bytes
 ...veys--new-survey-customisation-section.png | Bin 0 -> 68642 bytes
 ...rveys--new-survey-presentation-section.png | Bin 0 -> 75483 bytes
 ...-surveys--new-survey-targeting-section.png | Bin 0 -> 110825 bytes
 .../scenes-app-surveys--survey-templates.png  | Bin 108881 -> 108967 bytes
 frontend/src/scenes/surveys/SurveyEdit.tsx    |  68 +++++++++++-------
 .../scenes/surveys/SurveyFormAppearance.tsx   |   4 +-
 .../src/scenes/surveys/SurveyTemplates.tsx    |   4 +-
 frontend/src/scenes/surveys/SurveyView.tsx    |  15 ++--
 .../src/scenes/surveys/Surveys.stories.tsx    |  46 ++++++++++++
 frontend/src/scenes/surveys/Surveys.tsx       |   7 +-
 frontend/src/scenes/surveys/surveyLogic.tsx   |  22 ++++++
 frontend/src/scenes/surveys/surveysLogic.tsx  |   9 +--
 14 files changed, 124 insertions(+), 55 deletions(-)
 create mode 100644 frontend/__snapshots__/scenes-app-surveys--new-survey-appearance-section.png
 create mode 100644 frontend/__snapshots__/scenes-app-surveys--new-survey-customisation-section.png
 create mode 100644 frontend/__snapshots__/scenes-app-surveys--new-survey-presentation-section.png
 create mode 100644 frontend/__snapshots__/scenes-app-surveys--new-survey-targeting-section.png

diff --git a/cypress/e2e/surveys.cy.ts b/cypress/e2e/surveys.cy.ts
index a1b1c6c9c92b3..6d06114bd162b 100644
--- a/cypress/e2e/surveys.cy.ts
+++ b/cypress/e2e/surveys.cy.ts
@@ -42,7 +42,7 @@ describe('Surveys', () => {
     it('shows survey disabled banner when surveys disabled', () => {
         cy.get('div.LemonBanner.LemonBanner--warning.mb-2').should(
             'contain',
-            'Survey popups are currently disabled for this project'
+            'Survey popovers are currently disabled for this project'
         )
         cy.get('div.LemonBanner.LemonBanner--warning.mb-2').contains('Configure').click()
 
@@ -66,7 +66,7 @@ describe('Surveys', () => {
         // now lemon banner should be back
         cy.get('div.LemonBanner.LemonBanner--warning.mb-2').should(
             'contain',
-            'Survey popups are currently disabled for this project'
+            'Survey popovers are currently disabled for this project'
         )
     })
 
diff --git a/frontend/__snapshots__/scenes-app-surveys--new-survey-appearance-section.png b/frontend/__snapshots__/scenes-app-surveys--new-survey-appearance-section.png
new file mode 100644
index 0000000000000000000000000000000000000000..df3e26319da11dd152c366719f7101fccb416d77
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diff --git a/frontend/src/scenes/surveys/SurveyEdit.tsx b/frontend/src/scenes/surveys/SurveyEdit.tsx
index 1db795f0b0d36..9b8b0b41f8a08 100644
--- a/frontend/src/scenes/surveys/SurveyEdit.tsx
+++ b/frontend/src/scenes/surveys/SurveyEdit.tsx
@@ -1,5 +1,5 @@
 import './EditSurvey.scss'
-import { surveyLogic } from './surveyLogic'
+import { SurveyEditSection, surveyLogic } from './surveyLogic'
 import { BindLogic, useActions, useValues } from 'kea'
 import { Group } from 'kea-forms'
 import {
@@ -40,7 +40,7 @@ import {
     SurveyUrlMatchTypeLabels,
 } from './constants'
 import { FeatureFlagReleaseConditions } from 'scenes/feature-flags/FeatureFlagReleaseConditions'
-import React, { useState } from 'react'
+import React from 'react'
 import { CodeEditor } from 'lib/components/CodeEditors'
 import { FEATURE_FLAGS } from 'lib/constants'
 import { featureFlagLogic as enabledFeaturesLogic } from 'lib/logic/featureFlagLogic'
@@ -81,16 +81,25 @@ function PresentationTypeCard({
 }
 
 export default function SurveyEdit(): JSX.Element {
-    const { survey, hasTargetingFlag, urlMatchTypeValidationError, writingHTMLDescription, hasTargetingSet } =
-        useValues(surveyLogic)
-    const { setSurveyValue, setDefaultForQuestionType, setWritingHTMLDescription, resetTargeting } =
-        useActions(surveyLogic)
+    const {
+        survey,
+        hasTargetingFlag,
+        urlMatchTypeValidationError,
+        writingHTMLDescription,
+        hasTargetingSet,
+        selectedQuestion,
+        selectedSection,
+    } = useValues(surveyLogic)
+    const {
+        setSurveyValue,
+        setDefaultForQuestionType,
+        setWritingHTMLDescription,
+        resetTargeting,
+        setSelectedQuestion,
+        setSelectedSection,
+    } = useActions(surveyLogic)
     const { featureFlags } = useValues(enabledFeaturesLogic)
 
-    const [activePreview, setActivePreview] = useState<number>(0)
-
-    const showThankYou = survey.appearance.displayThankYouMessage && activePreview >= survey.questions.length
-
     return (
         <div className="flex flex-row gap-4">
             <div className="flex flex-col gap-2 flex-1 SurveyForm">
@@ -101,16 +110,21 @@ export default function SurveyEdit(): JSX.Element {
                     <LemonTextArea data-attr="survey-description" minRows={2} />
                 </Field>
                 <LemonCollapse
-                    defaultActiveKey="steps"
+                    activeKey={selectedSection || undefined}
+                    onChange={(section) => {
+                        setSelectedSection(section)
+                    }}
                     panels={[
                         {
-                            key: 'steps',
+                            key: SurveyEditSection.Steps,
                             header: 'Steps',
                             content: (
                                 <>
                                     <LemonCollapse
-                                        activeKey={activePreview}
-                                        onChange={(index) => setActivePreview(index || 0)}
+                                        activeKey={selectedQuestion === null ? undefined : selectedQuestion}
+                                        onChange={(index) => {
+                                            setSelectedQuestion(index)
+                                        }}
                                         panels={[
                                             ...survey.questions.map(
                                                 (
@@ -133,7 +147,7 @@ export default function SurveyEdit(): JSX.Element {
                                                                     data-attr={`delete-survey-question-${index}`}
                                                                     onClick={(e) => {
                                                                         e.stopPropagation()
-                                                                        setActivePreview(index <= 0 ? 0 : index - 1)
+                                                                        setSelectedQuestion(index <= 0 ? 0 : index - 1)
                                                                         setSurveyValue(
                                                                             'questions',
                                                                             survey.questions.filter(
@@ -512,7 +526,9 @@ export default function SurveyEdit(): JSX.Element {
                                                                       data-attr={`delete-survey-confirmation`}
                                                                       onClick={(e) => {
                                                                           e.stopPropagation()
-                                                                          setActivePreview(survey.questions.length - 1)
+                                                                          setSelectedQuestion(
+                                                                              survey.questions.length - 1
+                                                                          )
                                                                           setSurveyValue('appearance', {
                                                                               ...survey.appearance,
                                                                               displayThankYouMessage: false,
@@ -578,7 +594,7 @@ export default function SurveyEdit(): JSX.Element {
                                                         ...survey.questions,
                                                         { ...defaultSurveyFieldValues.open.questions[0] },
                                                     ])
-                                                    setActivePreview(survey.questions.length)
+                                                    setSelectedQuestion(survey.questions.length)
                                                 }}
                                             >
                                                 Add question
@@ -594,7 +610,7 @@ export default function SurveyEdit(): JSX.Element {
                                                         ...survey.appearance,
                                                         displayThankYouMessage: true,
                                                     })
-                                                    setActivePreview(survey.questions.length)
+                                                    setSelectedQuestion(survey.questions.length)
                                                 }}
                                             >
                                                 Add confirmation message
@@ -605,7 +621,7 @@ export default function SurveyEdit(): JSX.Element {
                             ),
                         },
                         {
-                            key: 'presentation',
+                            key: SurveyEditSection.Presentation,
                             header: 'Presentation',
                             content: (
                                 <Field name="type">
@@ -673,7 +689,7 @@ export default function SurveyEdit(): JSX.Element {
                         ...(survey.type !== SurveyType.API
                             ? [
                                   {
-                                      key: 'customization',
+                                      key: SurveyEditSection.Customization,
                                       header: 'Customization',
                                       content: (
                                           <Field name="appearance" label="">
@@ -692,7 +708,7 @@ export default function SurveyEdit(): JSX.Element {
                               ]
                             : []),
                         {
-                            key: 'targeting',
+                            key: SurveyEditSection.Targeting,
                             header: 'Targeting',
                             content: (
                                 <PureField>
@@ -886,10 +902,9 @@ export default function SurveyEdit(): JSX.Element {
             <LemonDivider vertical />
             <div className="flex flex-col items-center h-full w-full sticky top-0 pt-8" style={{ maxWidth: 320 }}>
                 <SurveyFormAppearance
-                    activePreview={activePreview}
+                    activePreview={selectedQuestion || 0}
                     survey={survey}
-                    showThankYou={!!showThankYou}
-                    setActivePreview={(preview) => setActivePreview(preview)}
+                    setActivePreview={(preview) => setSelectedQuestion(preview)}
                 />
             </div>
         </div>
@@ -942,6 +957,9 @@ export function HTMLEditor({
                                         minimap: {
                                             enabled: false,
                                         },
+                                        scrollbar: {
+                                            alwaysConsumeMouseWheel: false,
+                                        },
                                         wordWrap: 'on',
                                         scrollBeyondLastLine: false,
                                         automaticLayout: true,
@@ -958,7 +976,7 @@ export function HTMLEditor({
             />
             {value && value?.toLowerCase().includes('<script') && (
                 <LemonBanner type="warning">
-                    Scripts won't run in the survey popup and we'll remove these on save. Use the API question mode to
+                    Scripts won't run in the survey popover and we'll remove these on save. Use the API question mode to
                     run your own scripts in surveys.
                 </LemonBanner>
             )}
diff --git a/frontend/src/scenes/surveys/SurveyFormAppearance.tsx b/frontend/src/scenes/surveys/SurveyFormAppearance.tsx
index e45d40aab7943..279010bd718c7 100644
--- a/frontend/src/scenes/surveys/SurveyFormAppearance.tsx
+++ b/frontend/src/scenes/surveys/SurveyFormAppearance.tsx
@@ -7,16 +7,16 @@ import { LinkSurveyQuestion, Survey, SurveyQuestionType, SurveyType } from '~/ty
 interface SurveyFormAppearanceProps {
     activePreview: number
     survey: NewSurvey | Survey
-    showThankYou: boolean
     setActivePreview: (activePreview: number) => void
 }
 
 export function SurveyFormAppearance({
     activePreview,
     survey,
-    showThankYou,
     setActivePreview,
 }: SurveyFormAppearanceProps): JSX.Element {
+    const showThankYou = survey.appearance.displayThankYouMessage && activePreview >= survey.questions.length
+
     return (
         <>
             {survey.type !== SurveyType.API ? (
diff --git a/frontend/src/scenes/surveys/SurveyTemplates.tsx b/frontend/src/scenes/surveys/SurveyTemplates.tsx
index beb0e95a14b47..4cbb7b56414a9 100644
--- a/frontend/src/scenes/surveys/SurveyTemplates.tsx
+++ b/frontend/src/scenes/surveys/SurveyTemplates.tsx
@@ -44,10 +44,10 @@ export function SurveyTemplates(): JSX.Element {
                                 reportSurveyTemplateClicked(template.type)
                             }}
                         >
-                            <span className="mb-2 text-md">
+                            <span className="text-md">
                                 <b>{template.type}</b>
                             </span>
-                            <span className="flex flex-wrap text-xs text-muted max-w-80 font-medium mb-2">
+                            <span className="flex flex-wrap text-xs text-muted max-w-80 font-medium mb-3">
                                 {template.description}
                             </span>
                             <div className="SurveyTemplateContainer">
diff --git a/frontend/src/scenes/surveys/SurveyView.tsx b/frontend/src/scenes/surveys/SurveyView.tsx
index 33e9d6453fd43..7911a3c629dac 100644
--- a/frontend/src/scenes/surveys/SurveyView.tsx
+++ b/frontend/src/scenes/surveys/SurveyView.tsx
@@ -38,13 +38,12 @@ import './SurveyView.scss'
 import { SurveyFormAppearance } from './SurveyFormAppearance'
 
 export function SurveyView({ id }: { id: string }): JSX.Element {
-    const { survey, surveyLoading } = useValues(surveyLogic)
-    const { editingSurvey, updateSurvey, launchSurvey, stopSurvey, archiveSurvey, resumeSurvey } =
+    const { survey, surveyLoading, selectedQuestion } = useValues(surveyLogic)
+    const { editingSurvey, updateSurvey, launchSurvey, stopSurvey, archiveSurvey, resumeSurvey, setSelectedQuestion } =
         useActions(surveyLogic)
     const { deleteSurvey } = useActions(surveysLogic)
 
     const [tabKey, setTabKey] = useState(survey.start_date ? 'results' : 'overview')
-    const [activePreview, setActivePreview] = useState(0)
 
     useEffect(() => {
         if (survey.start_date) {
@@ -224,15 +223,9 @@ export function SurveyView({ id }: { id: string }): JSX.Element {
                                             {survey.type !== SurveyType.API ? (
                                                 <div className="mt-6">
                                                     <SurveyFormAppearance
-                                                        activePreview={activePreview}
+                                                        activePreview={selectedQuestion || 0}
                                                         survey={survey}
-                                                        showThankYou={
-                                                            !!(
-                                                                survey.appearance.displayThankYouMessage &&
-                                                                activePreview >= survey.questions.length
-                                                            )
-                                                        }
-                                                        setActivePreview={(preview) => setActivePreview(preview)}
+                                                        setActivePreview={(preview) => setSelectedQuestion(preview)}
                                                     />
                                                 </div>
                                             ) : (
diff --git a/frontend/src/scenes/surveys/Surveys.stories.tsx b/frontend/src/scenes/surveys/Surveys.stories.tsx
index 5fc06291eb8a6..f7217ccd16db9 100644
--- a/frontend/src/scenes/surveys/Surveys.stories.tsx
+++ b/frontend/src/scenes/surveys/Surveys.stories.tsx
@@ -6,6 +6,7 @@ import { toPaginatedResponse } from '~/mocks/handlers'
 import { PropertyFilterType, PropertyOperator, Survey, SurveyQuestionType, SurveyType } from '~/types'
 import { Meta } from '@storybook/react'
 import { router } from 'kea-router'
+import { SurveyEditSection, surveyLogic } from './surveyLogic'
 
 const MOCK_BASIC_SURVEY: Survey = {
     id: '0187c279-bcae-0000-34f5-4f121921f005',
@@ -196,6 +197,51 @@ export function NewSurvey(): JSX.Element {
     return <App />
 }
 
+export function NewSurveyCustomisationSection(): JSX.Element {
+    useEffect(() => {
+        router.actions.push(urls.survey('new'))
+        surveyLogic({ id: 'new' }).mount()
+        surveyLogic({ id: 'new' }).actions.setSelectedSection(SurveyEditSection.Customization)
+    }, [])
+    return <App />
+}
+
+export function NewSurveyPresentationSection(): JSX.Element {
+    useEffect(() => {
+        router.actions.push(urls.survey('new'))
+        surveyLogic({ id: 'new' }).mount()
+        surveyLogic({ id: 'new' }).actions.setSelectedSection(SurveyEditSection.Presentation)
+    }, [])
+    return <App />
+}
+
+export function NewSurveyTargetingSection(): JSX.Element {
+    useEffect(() => {
+        router.actions.push(urls.survey('new'))
+        surveyLogic({ id: 'new' }).mount()
+        surveyLogic({ id: 'new' }).actions.setSelectedSection(SurveyEditSection.Targeting)
+        surveyLogic({ id: 'new' }).actions.setSurveyValue('conditions', { url: 'kiki' })
+        surveyLogic({ id: 'new' }).actions.setSurveyValue('targeting_flag_filters', {
+            groups: [
+                {
+                    properties: [{ key: '$browser', value: ['Chrome'], operator: 'exact', type: 'person' }],
+                    rollout_percentage: 20,
+                },
+            ],
+        })
+    }, [])
+    return <App />
+}
+
+export function NewSurveyAppearanceSection(): JSX.Element {
+    useEffect(() => {
+        router.actions.push(urls.survey('new'))
+        surveyLogic({ id: 'new' }).mount()
+        surveyLogic({ id: 'new' }).actions.setSelectedSection(SurveyEditSection.Appearance)
+    }, [])
+    return <App />
+}
+
 export function SurveyView(): JSX.Element {
     useEffect(() => {
         router.actions.push(urls.survey(MOCK_SURVEY_WITH_RELEASE_CONS.id))
diff --git a/frontend/src/scenes/surveys/Surveys.tsx b/frontend/src/scenes/surveys/Surveys.tsx
index 0b7021688a22b..8ea18829c1a86 100644
--- a/frontend/src/scenes/surveys/Surveys.tsx
+++ b/frontend/src/scenes/surveys/Surveys.tsx
@@ -51,7 +51,6 @@ export function Surveys(): JSX.Element {
         surveysLoading,
         surveysResponsesCount,
         surveysResponsesCountLoading,
-        usingSurveysSiteApp,
         searchTerm,
         filters,
         uniqueCreators,
@@ -89,7 +88,7 @@ export function Surveys(): JSX.Element {
                                     actionable: true,
                                     overlay: (
                                         <LemonButton size="small" to={urls.survey('new')}>
-                                            New from blank
+                                            Create blank survey
                                         </LemonButton>
                                     ),
                                 },
@@ -147,9 +146,7 @@ export function Surveys(): JSX.Element {
                         }}
                         className="mb-2"
                     >
-                        {usingSurveysSiteApp
-                            ? 'Survey site apps are now deprecated. Configure and enable surveys popup in the settings here to move to the new system.'
-                            : 'Survey popups are currently disabled for this project.'}
+                        Survey popovers are currently disabled for this project.
                     </LemonBanner>
                 ) : null}
             </div>
diff --git a/frontend/src/scenes/surveys/surveyLogic.tsx b/frontend/src/scenes/surveys/surveyLogic.tsx
index 87014de563604..f53bca6b2e0ab 100644
--- a/frontend/src/scenes/surveys/surveyLogic.tsx
+++ b/frontend/src/scenes/surveys/surveyLogic.tsx
@@ -32,6 +32,13 @@ import {
 } from './constants'
 import { sanitize } from 'dompurify'
 
+export enum SurveyEditSection {
+    Steps = 'steps',
+    Presentation = 'presentation',
+    Appearance = 'appearance',
+    Customization = 'customization',
+    Targeting = 'targeting',
+}
 export interface SurveyLogicProps {
     id: string | 'new'
 }
@@ -120,6 +127,8 @@ export const surveyLogic = kea<surveyLogicType>([
         setCurrentQuestionIndexAndType: (idx: number, type: SurveyQuestionType) => ({ idx, type }),
         setWritingHTMLDescription: (writingHTML: boolean) => ({ writingHTML }),
         setSurveyTemplateValues: (template: any) => ({ template }),
+        setSelectedQuestion: (idx: number | null) => ({ idx }),
+        setSelectedSection: (section: SurveyEditSection | null) => ({ section }),
         resetTargeting: true,
     }),
     loaders(({ props, actions, values }) => ({
@@ -474,6 +483,19 @@ export const surveyLogic = kea<surveyLogicType>([
                 },
             },
         ],
+        selectedQuestion: [
+            0 as number | null,
+            {
+                setSelectedQuestion: (_, { idx }) => idx,
+            },
+        ],
+        selectedSection: [
+            SurveyEditSection.Steps as SurveyEditSection | null,
+            {
+                setSelectedSection: (_, { section }) => section,
+            },
+        ],
+        // TODO: remove this currentQuestionIndexAndType once surveys visualisation flag is rolled out
         currentQuestionIndexAndType: [
             { idx: 0, type: SurveyQuestionType.Open } as { idx: number; type: SurveyQuestionType },
             {
diff --git a/frontend/src/scenes/surveys/surveysLogic.tsx b/frontend/src/scenes/surveys/surveysLogic.tsx
index fa25749343280..cce52cdbede30 100644
--- a/frontend/src/scenes/surveys/surveysLogic.tsx
+++ b/frontend/src/scenes/surveys/surveysLogic.tsx
@@ -9,7 +9,6 @@ import type { surveysLogicType } from './surveysLogicType'
 import { lemonToast } from '@posthog/lemon-ui'
 import { userLogic } from 'scenes/userLogic'
 import { router } from 'kea-router'
-import { pluginsLogic } from 'scenes/plugins/pluginsLogic'
 import { LemonSelectOption } from 'lib/lemon-ui/LemonSelect'
 
 export function getSurveyStatus(survey: Survey): ProgressStatus {
@@ -34,7 +33,7 @@ interface SurveysCreators {
 export const surveysLogic = kea<surveysLogicType>([
     path(['scenes', 'surveys', 'surveysLogic']),
     connect(() => ({
-        values: [pluginsLogic, ['loading as pluginsLoading', 'enabledPlugins'], userLogic, ['user']],
+        values: [userLogic, ['user']],
     })),
     actions({
         setSearchTerm: (searchTerm: string) => ({ searchTerm }),
@@ -163,12 +162,6 @@ export const surveysLogic = kea<surveysLogicType>([
             (s) => [s.user],
             (user) => (user?.organization?.available_features || []).includes(AvailableFeature.WHITE_LABELLING),
         ],
-        usingSurveysSiteApp: [
-            (s) => [s.enabledPlugins, s.pluginsLoading],
-            (enabledPlugins, pluginsLoading): boolean => {
-                return !!(!pluginsLoading && enabledPlugins.find((plugin) => plugin.name === 'Surveys app'))
-            },
-        ],
     }),
     afterMount(({ actions }) => {
         actions.loadSurveys()

From 3fe9dc2a00c9a5098bce5676b5bc1f984a48b99a Mon Sep 17 00:00:00 2001
From: Raquel Smith <raquelmsmith@users.noreply.github.com>
Date: Wed, 18 Oct 2023 13:26:59 -0700
Subject: [PATCH 002/133] feat: surveys onboarding (#18053)

* first pass

* update sdks

* add stepkey

* fix typo

* use correct number of sig figs
---
 frontend/src/scenes/billing/PlanComparison.tsx    |  5 ++++-
 frontend/src/scenes/onboarding/Onboarding.tsx     | 15 +++++++++++++++
 .../onboarding/OnboardingOtherProductsStep.tsx    |  2 +-
 .../onboarding/sdks/surveys/SurveysFinalSteps.tsx |  8 ++++++++
 .../sdks/surveys/SurveysSDKInstructions.tsx       |  8 ++++++++
 .../src/scenes/onboarding/sdks/surveys/index.tsx  |  3 +++
 .../src/scenes/onboarding/sdks/surveys/js-web.tsx | 13 +++++++++++++
 .../scenes/onboarding/sdks/surveys/next-js.tsx    | 11 +++++++++++
 .../src/scenes/onboarding/sdks/surveys/react.tsx  | 11 +++++++++++
 9 files changed, 74 insertions(+), 2 deletions(-)
 create mode 100644 frontend/src/scenes/onboarding/sdks/surveys/SurveysFinalSteps.tsx
 create mode 100644 frontend/src/scenes/onboarding/sdks/surveys/SurveysSDKInstructions.tsx
 create mode 100644 frontend/src/scenes/onboarding/sdks/surveys/index.tsx
 create mode 100644 frontend/src/scenes/onboarding/sdks/surveys/js-web.tsx
 create mode 100644 frontend/src/scenes/onboarding/sdks/surveys/next-js.tsx
 create mode 100644 frontend/src/scenes/onboarding/sdks/surveys/react.tsx

diff --git a/frontend/src/scenes/billing/PlanComparison.tsx b/frontend/src/scenes/billing/PlanComparison.tsx
index 1d2c68bb9aa0b..646c553ce8dc8 100644
--- a/frontend/src/scenes/billing/PlanComparison.tsx
+++ b/frontend/src/scenes/billing/PlanComparison.tsx
@@ -49,6 +49,9 @@ const getProductTiers = (
 ): JSX.Element => {
     const tiers = plan?.tiers
 
+    const allTierPrices = tiers?.map((tier) => parseFloat(tier.unit_amount_usd))
+    const sigFigs = allTierPrices?.map((price) => price?.toString().split('.')[1]?.length).sort((a, b) => b - a)[0]
+
     return (
         <>
             {tiers ? (
@@ -63,7 +66,7 @@ const getProductTiers = (
                         <span className="font-bold">
                             {i === 0 && parseFloat(tier.unit_amount_usd) === 0
                                 ? 'Free'
-                                : `$${parseFloat(tier.unit_amount_usd).toFixed(6)}`}
+                                : `$${parseFloat(tier.unit_amount_usd).toFixed(sigFigs)}`}
                         </span>
                     </div>
                 ))
diff --git a/frontend/src/scenes/onboarding/Onboarding.tsx b/frontend/src/scenes/onboarding/Onboarding.tsx
index d0f221e31a65e..50a1ff9f25956 100644
--- a/frontend/src/scenes/onboarding/Onboarding.tsx
+++ b/frontend/src/scenes/onboarding/Onboarding.tsx
@@ -13,6 +13,7 @@ import { OnboardingBillingStep } from './OnboardingBillingStep'
 import { OnboardingOtherProductsStep } from './OnboardingOtherProductsStep'
 import { OnboardingVerificationStep } from './OnboardingVerificationStep'
 import { FeatureFlagsSDKInstructions } from './sdks/feature-flags/FeatureFlagsSDKInstructions'
+import { SurveysSDKInstructions } from './sdks/surveys/SurveysSDKInstructions'
 
 export const scene: SceneExport = {
     component: Onboarding,
@@ -105,6 +106,19 @@ const FeatureFlagsOnboarding = (): JSX.Element => {
     )
 }
 
+const SurveysOnboarding = (): JSX.Element => {
+    return (
+        <OnboardingWrapper>
+            <SDKs
+                usersAction="taking surveys"
+                sdkInstructionMap={SurveysSDKInstructions}
+                subtitle="Choose the framework your frontend is built on, or use our all-purpose JavaScript library. If you already have the snippet installed, you can skip this step!"
+                stepKey={OnboardingStepKey.SDKS}
+            />
+        </OnboardingWrapper>
+    )
+}
+
 export function Onboarding(): JSX.Element | null {
     const { featureFlags } = useValues(featureFlagLogic)
     const { product } = useValues(onboardingLogic)
@@ -122,6 +136,7 @@ export function Onboarding(): JSX.Element | null {
         [ProductKey.PRODUCT_ANALYTICS]: ProductAnalyticsOnboarding,
         [ProductKey.SESSION_REPLAY]: SessionReplayOnboarding,
         [ProductKey.FEATURE_FLAGS]: FeatureFlagsOnboarding,
+        [ProductKey.SURVEYS]: SurveysOnboarding,
     }
     const OnboardingView = onboardingViews[product.type]
 
diff --git a/frontend/src/scenes/onboarding/OnboardingOtherProductsStep.tsx b/frontend/src/scenes/onboarding/OnboardingOtherProductsStep.tsx
index 90cb37f9e6508..5bba423b8dd12 100644
--- a/frontend/src/scenes/onboarding/OnboardingOtherProductsStep.tsx
+++ b/frontend/src/scenes/onboarding/OnboardingOtherProductsStep.tsx
@@ -14,7 +14,7 @@ export const OnboardingOtherProductsStep = ({
     return (
         <OnboardingStep
             title={`${product?.name} pairs with...`}
-            subtitle="The magic in PostHog is having everyting all in one place. Get started with our other products to unlock your product and data superpowers."
+            subtitle="The magic in PostHog is having everything all in one place. Get started with our other products to unlock your product and data superpowers."
             showSkip
             continueOverride={<></>}
             stepKey={stepKey}
diff --git a/frontend/src/scenes/onboarding/sdks/surveys/SurveysFinalSteps.tsx b/frontend/src/scenes/onboarding/sdks/surveys/SurveysFinalSteps.tsx
new file mode 100644
index 0000000000000..f0caa15d85c03
--- /dev/null
+++ b/frontend/src/scenes/onboarding/sdks/surveys/SurveysFinalSteps.tsx
@@ -0,0 +1,8 @@
+export const SurveysFinalSteps = (): JSX.Element => {
+    return (
+        <>
+            <h3>Next up: Create a survey</h3>
+            <p>Complete this onboarding flow, then create a survey from one of our templates or from scratch.</p>
+        </>
+    )
+}
diff --git a/frontend/src/scenes/onboarding/sdks/surveys/SurveysSDKInstructions.tsx b/frontend/src/scenes/onboarding/sdks/surveys/SurveysSDKInstructions.tsx
new file mode 100644
index 0000000000000..352a4b3d96d82
--- /dev/null
+++ b/frontend/src/scenes/onboarding/sdks/surveys/SurveysSDKInstructions.tsx
@@ -0,0 +1,8 @@
+import { SDKInstructionsMap, SDKKey } from '~/types'
+import { JSWebInstructions, NextJSInstructions, ReactInstructions } from '.'
+
+export const SurveysSDKInstructions: SDKInstructionsMap = {
+    [SDKKey.JS_WEB]: JSWebInstructions,
+    [SDKKey.NEXT_JS]: NextJSInstructions,
+    [SDKKey.REACT]: ReactInstructions,
+}
diff --git a/frontend/src/scenes/onboarding/sdks/surveys/index.tsx b/frontend/src/scenes/onboarding/sdks/surveys/index.tsx
new file mode 100644
index 0000000000000..27d9e5388d04d
--- /dev/null
+++ b/frontend/src/scenes/onboarding/sdks/surveys/index.tsx
@@ -0,0 +1,3 @@
+export * from './js-web'
+export * from './next-js'
+export * from './react'
diff --git a/frontend/src/scenes/onboarding/sdks/surveys/js-web.tsx b/frontend/src/scenes/onboarding/sdks/surveys/js-web.tsx
new file mode 100644
index 0000000000000..522c229904cc7
--- /dev/null
+++ b/frontend/src/scenes/onboarding/sdks/surveys/js-web.tsx
@@ -0,0 +1,13 @@
+import { LemonDivider } from 'lib/lemon-ui/LemonDivider'
+import { SDKInstallJSWebInstructions } from '../sdk-install-instructions'
+import { SurveysFinalSteps } from './SurveysFinalSteps'
+
+export function JSWebInstructions(): JSX.Element {
+    return (
+        <>
+            <SDKInstallJSWebInstructions />
+            <LemonDivider thick dashed className="my-4" />
+            <SurveysFinalSteps />
+        </>
+    )
+}
diff --git a/frontend/src/scenes/onboarding/sdks/surveys/next-js.tsx b/frontend/src/scenes/onboarding/sdks/surveys/next-js.tsx
new file mode 100644
index 0000000000000..2e7f76fb610ff
--- /dev/null
+++ b/frontend/src/scenes/onboarding/sdks/surveys/next-js.tsx
@@ -0,0 +1,11 @@
+import { SDKInstallNextJSInstructions } from '../sdk-install-instructions/next-js'
+import { SurveysFinalSteps } from './SurveysFinalSteps'
+
+export function NextJSInstructions(): JSX.Element {
+    return (
+        <>
+            <SDKInstallNextJSInstructions />
+            <SurveysFinalSteps />
+        </>
+    )
+}
diff --git a/frontend/src/scenes/onboarding/sdks/surveys/react.tsx b/frontend/src/scenes/onboarding/sdks/surveys/react.tsx
new file mode 100644
index 0000000000000..88713cbbafbf1
--- /dev/null
+++ b/frontend/src/scenes/onboarding/sdks/surveys/react.tsx
@@ -0,0 +1,11 @@
+import { SDKInstallReactInstructions } from '../sdk-install-instructions/react'
+import { SurveysFinalSteps } from './SurveysFinalSteps'
+
+export function ReactInstructions(): JSX.Element {
+    return (
+        <>
+            <SDKInstallReactInstructions />
+            <SurveysFinalSteps />
+        </>
+    )
+}

From 665bc2d7fc6ab6f228d61099a360ca3d76906d10 Mon Sep 17 00:00:00 2001
From: Juraj Majerik <juro.majerik@gmail.com>
Date: Thu, 19 Oct 2023 09:16:41 +0200
Subject: [PATCH 003/133] fix(surveys): check result exists (#18082)

---
 frontend/src/scenes/surveys/surveyViewViz.tsx | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/frontend/src/scenes/surveys/surveyViewViz.tsx b/frontend/src/scenes/surveys/surveyViewViz.tsx
index 25111e3cf9f35..ad4a95e86ac89 100644
--- a/frontend/src/scenes/surveys/surveyViewViz.tsx
+++ b/frontend/src/scenes/surveys/surveyViewViz.tsx
@@ -183,7 +183,7 @@ export function RatingQuestionBarChart({
         <div className="mb-4">
             {!surveyRatingResultsReady[questionIndex] ? (
                 <LemonTable dataSource={[]} columns={[]} loading={true} />
-            ) : !surveyRatingResults[questionIndex].total ? (
+            ) : !surveyRatingResults[questionIndex]?.total ? (
                 <></>
             ) : (
                 <div className="mb-8">
@@ -282,7 +282,7 @@ export function SingleChoiceQuestionPieChart({
         <div className="mb-4">
             {!surveySingleChoiceResultsReady[questionIndex] ? (
                 <LemonTable dataSource={[]} columns={[]} loading={true} />
-            ) : !surveySingleChoiceResults[questionIndex].data.length ? (
+            ) : !surveySingleChoiceResults[questionIndex]?.data.length ? (
                 <></>
             ) : (
                 <div className="mb-8">
@@ -382,7 +382,7 @@ export function MultipleChoiceQuestionBarChart({
         <div className="mb-4">
             {!surveyMultipleChoiceResultsReady[questionIndex] ? (
                 <LemonTable dataSource={[]} columns={[]} loading={true} />
-            ) : !surveyMultipleChoiceResults[questionIndex].data.length ? (
+            ) : !surveyMultipleChoiceResults[questionIndex]?.data.length ? (
                 <></>
             ) : (
                 <div className="mb-8">
@@ -453,7 +453,7 @@ export function OpenTextViz({
         <div className="mb-4">
             {!surveyOpenTextResultsReady[questionIndex] ? (
                 <LemonTable dataSource={[]} columns={[]} loading={true} />
-            ) : !surveyOpenTextResults[questionIndex].events.length ? (
+            ) : !surveyOpenTextResults[questionIndex]?.events.length ? (
                 <></>
             ) : (
                 <>

From b124588598b4f5a549d09bc82d8a110a8127723f Mon Sep 17 00:00:00 2001
From: Neil Kakkar <neilkakkar@gmail.com>
Date: Thu, 19 Oct 2023 09:37:08 +0100
Subject: [PATCH 004/133] fix(decide): Don't create exceptions for survey
 targeting flags (#18062)

---
 posthog/api/decide.py           | 12 ++++--------
 posthog/api/test/test_decide.py |  6 +++---
 2 files changed, 7 insertions(+), 11 deletions(-)

diff --git a/posthog/api/decide.py b/posthog/api/decide.py
index 5bd187b819cb7..efb205ee41e35 100644
--- a/posthog/api/decide.py
+++ b/posthog/api/decide.py
@@ -2,7 +2,6 @@
 import re
 from typing import Any, Dict, List, Optional, Union
 from urllib.parse import urlparse
-from posthog.api.survey import SURVEY_TARGETING_FLAG_PREFIX
 from posthog.database_healthcheck import DATABASE_FOR_FLAG_MATCHING
 from posthog.metrics import LABEL_TEAM_ID
 from posthog.models.feature_flag.flag_analytics import increment_request_count
@@ -245,13 +244,10 @@ def get_decide(request: HttpRequest):
 
             if feature_flags:
                 # Billing analytics for decide requests with feature flags
-                # Don't count if all requests are for survey targeting flags only.
-                if not all(flag.startswith(SURVEY_TARGETING_FLAG_PREFIX) for flag in feature_flags.keys()):
-
-                    # Sample no. of decide requests with feature flags
-                    if settings.DECIDE_BILLING_SAMPLING_RATE and random() < settings.DECIDE_BILLING_SAMPLING_RATE:
-                        count = int(1 / settings.DECIDE_BILLING_SAMPLING_RATE)
-                        increment_request_count(team.pk, count)
+                # Sample no. of decide requests with feature flags
+                if settings.DECIDE_BILLING_SAMPLING_RATE and random() < settings.DECIDE_BILLING_SAMPLING_RATE:
+                    count = int(1 / settings.DECIDE_BILLING_SAMPLING_RATE)
+                    increment_request_count(team.pk, count)
 
         else:
             # no auth provided
diff --git a/posthog/api/test/test_decide.py b/posthog/api/test/test_decide.py
index 9ca6b3a28f409..e85fca7c7fba6 100644
--- a/posthog/api/test/test_decide.py
+++ b/posthog/api/test/test_decide.py
@@ -2090,7 +2090,7 @@ def test_decide_analytics_samples_dont_break_with_zero_sampling(self, *args):
             self.assertEqual(client.hgetall(f"posthog:decide_requests:{self.team.pk}"), {})
 
     @patch("posthog.models.feature_flag.flag_analytics.CACHE_BUCKET_SIZE", 10)
-    def test_decide_analytics_only_fires_with_non_survey_targeting_flags(self, *args):
+    def test_decide_analytics_fires_with_survey_linked_and_targeting_flags(self, *args):
         ff = FeatureFlag.objects.create(
             team=self.team, rollout_percentage=50, name="Beta feature", key="beta-feature", created_by=self.user
         )
@@ -2135,7 +2135,7 @@ def test_decide_analytics_only_fires_with_non_survey_targeting_flags(self, *args
             self.assertEqual(client.hgetall(f"posthog:decide_requests:{self.team.pk}"), {b"165192618": b"1"})
 
     @patch("posthog.models.feature_flag.flag_analytics.CACHE_BUCKET_SIZE", 10)
-    def test_decide_analytics_does_not_fire_for_survey_targeting_flags(self, *args):
+    def test_decide_analytics_fire_for_survey_targeting_flags(self, *args):
         FeatureFlag.objects.create(
             team=self.team,
             rollout_percentage=50,
@@ -2180,7 +2180,7 @@ def test_decide_analytics_does_not_fire_for_survey_targeting_flags(self, *args):
 
             client = redis.get_client()
             # check that single increment made it to redis
-            self.assertEqual(client.hgetall(f"posthog:decide_requests:{self.team.pk}"), {})
+            self.assertEqual(client.hgetall(f"posthog:decide_requests:{self.team.pk}"), {b"165192618": b"1"})
 
 
 class TestDatabaseCheckForDecide(BaseTest, QueryMatchingTest):

From 46998502715162b2574bdcf278ef9dcdbbb86ffb Mon Sep 17 00:00:00 2001
From: Robbie <robbie.coomber@gmail.com>
Date: Thu, 19 Oct 2023 09:54:42 +0100
Subject: [PATCH 005/133] chore(insights): Making schema conversion from
 schema.ts to schema.py include everything in schema.ts (#18075)

* Convert all of schema.ts to schema.py

* Add explicit name to schema root

* Fix test
---
 .../Cards/InsightCard/InsightCard.tsx         |   4 +-
 frontend/src/queries/Query/Query.tsx          |   6 +-
 .../src/queries/QueryEditor/QueryEditor.tsx   |   3 +-
 .../src/queries/nodes/DataTable/DataTable.tsx |   3 +-
 .../queries/nodes/DataTable/dataTableLogic.ts |   2 +-
 .../queries/nodes/DataTable/renderColumn.tsx  |   4 +-
 .../nodes/DataTable/renderColumnMeta.tsx      |   4 +-
 .../nodes/InsightViz/InsightContainer.tsx     |   4 +-
 .../queries/nodes/InsightViz/InsightViz.tsx   |   3 +-
 .../nodes/SavedInsight/SavedInsight.tsx       |   4 +-
 frontend/src/queries/schema.json              | 522 +++++++++++++++++-
 frontend/src/queries/schema.ts                |  34 --
 frontend/src/queries/types.ts                 |  35 ++
 .../src/scenes/web-analytics/WebDashboard.tsx |   9 +-
 frontend/src/types.ts                         |   4 +-
 package.json                                  |   4 +-
 posthog/api/insight.py                        |   2 +-
 posthog/api/query.py                          |   2 +-
 posthog/api/test/test_query.py                |   2 +-
 posthog/schema.py                             | 322 ++++++++++-
 20 files changed, 912 insertions(+), 61 deletions(-)
 create mode 100644 frontend/src/queries/types.ts

diff --git a/frontend/src/lib/components/Cards/InsightCard/InsightCard.tsx b/frontend/src/lib/components/Cards/InsightCard/InsightCard.tsx
index 2a1b444f0e774..8fa80e6934cb9 100644
--- a/frontend/src/lib/components/Cards/InsightCard/InsightCard.tsx
+++ b/frontend/src/lib/components/Cards/InsightCard/InsightCard.tsx
@@ -45,7 +45,9 @@ import {
 import { Resizeable } from 'lib/components/Cards/CardMeta'
 import { Query } from '~/queries/Query/Query'
 import { QueriesUnsupportedHere } from 'lib/components/Cards/InsightCard/QueriesUnsupportedHere'
-import { InsightQueryNode, QueryContext } from '~/queries/schema'
+import { InsightQueryNode } from '~/queries/schema'
+import { QueryContext } from '~/queries/types'
+
 import { InsightMeta } from './InsightMeta'
 import { dataNodeLogic, DataNodeLogicProps } from '~/queries/nodes/DataNode/dataNodeLogic'
 import { filtersToQueryNode } from '~/queries/nodes/InsightQuery/utils/filtersToQueryNode'
diff --git a/frontend/src/queries/Query/Query.tsx b/frontend/src/queries/Query/Query.tsx
index c77e88e5cdb61..426cc39d5909f 100644
--- a/frontend/src/queries/Query/Query.tsx
+++ b/frontend/src/queries/Query/Query.tsx
@@ -1,14 +1,16 @@
 import {
     isDataNode,
     isDataTableNode,
-    isSavedInsightNode,
     isInsightVizNode,
+    isSavedInsightNode,
     isTimeToSeeDataSessionsNode,
 } from '../utils'
 import { DataTable } from '~/queries/nodes/DataTable/DataTable'
 import { DataNode } from '~/queries/nodes/DataNode/DataNode'
 import { InsightViz } from '~/queries/nodes/InsightViz/InsightViz'
-import { AnyResponseType, Node, QueryContext, QuerySchema } from '~/queries/schema'
+import { AnyResponseType, Node, QuerySchema } from '~/queries/schema'
+import { QueryContext } from '~/queries/types'
+
 import { ErrorBoundary } from '~/layout/ErrorBoundary'
 import { useEffect, useState } from 'react'
 import { TimeToSeeData } from '../nodes/TimeToSeeData/TimeToSeeData'
diff --git a/frontend/src/queries/QueryEditor/QueryEditor.tsx b/frontend/src/queries/QueryEditor/QueryEditor.tsx
index 93413869db173..e2351e7a83f7d 100644
--- a/frontend/src/queries/QueryEditor/QueryEditor.tsx
+++ b/frontend/src/queries/QueryEditor/QueryEditor.tsx
@@ -6,8 +6,9 @@ import { LemonButton } from 'lib/lemon-ui/LemonButton'
 import { queryEditorLogic } from '~/queries/QueryEditor/queryEditorLogic'
 import { AutoSizer } from 'react-virtualized/dist/es/AutoSizer'
 import clsx from 'clsx'
-import { QueryContext } from '~/queries/schema'
+import { QueryContext } from '~/queries/types'
 import { CodeEditor } from 'lib/components/CodeEditors'
+
 export interface QueryEditorProps {
     query: string
     setQuery?: (query: string) => void
diff --git a/frontend/src/queries/nodes/DataTable/DataTable.tsx b/frontend/src/queries/nodes/DataTable/DataTable.tsx
index 6203e584c1485..47f10de575e5b 100644
--- a/frontend/src/queries/nodes/DataTable/DataTable.tsx
+++ b/frontend/src/queries/nodes/DataTable/DataTable.tsx
@@ -7,8 +7,9 @@ import {
     HogQLQuery,
     PersonsNode,
     PersonsQuery,
-    QueryContext,
 } from '~/queries/schema'
+import { QueryContext } from '~/queries/types'
+
 import { useCallback, useState } from 'react'
 import { BindLogic, useValues } from 'kea'
 import { dataNodeLogic, DataNodeLogicProps } from '~/queries/nodes/DataNode/dataNodeLogic'
diff --git a/frontend/src/queries/nodes/DataTable/dataTableLogic.ts b/frontend/src/queries/nodes/DataTable/dataTableLogic.ts
index 8bc3cad0fd356..86d41a46e0fd9 100644
--- a/frontend/src/queries/nodes/DataTable/dataTableLogic.ts
+++ b/frontend/src/queries/nodes/DataTable/dataTableLogic.ts
@@ -6,9 +6,9 @@ import {
     EventsQuery,
     HogQLExpression,
     NodeKind,
-    QueryContext,
     TimeToSeeDataSessionsQuery,
 } from '~/queries/schema'
+import { QueryContext } from '~/queries/types'
 import { getColumnsForQuery, removeExpressionComment } from './utils'
 import { objectsEqual, sortedKeys } from 'lib/utils'
 import { isDataTableNode, isEventsQuery } from '~/queries/utils'
diff --git a/frontend/src/queries/nodes/DataTable/renderColumn.tsx b/frontend/src/queries/nodes/DataTable/renderColumn.tsx
index 7077620b18abe..e24f9ce1cef80 100644
--- a/frontend/src/queries/nodes/DataTable/renderColumn.tsx
+++ b/frontend/src/queries/nodes/DataTable/renderColumn.tsx
@@ -6,7 +6,9 @@ import { TZLabel } from 'lib/components/TZLabel'
 import { Property } from 'lib/components/Property'
 import { urls } from 'scenes/urls'
 import { PersonDisplay } from 'scenes/persons/PersonDisplay'
-import { DataTableNode, EventsQueryPersonColumn, HasPropertiesNode, QueryContext } from '~/queries/schema'
+import { DataTableNode, EventsQueryPersonColumn, HasPropertiesNode } from '~/queries/schema'
+import { QueryContext } from '~/queries/types'
+
 import {
     isEventsQuery,
     isHogQLQuery,
diff --git a/frontend/src/queries/nodes/DataTable/renderColumnMeta.tsx b/frontend/src/queries/nodes/DataTable/renderColumnMeta.tsx
index 7931d4e239cdb..1aee1ab0e87eb 100644
--- a/frontend/src/queries/nodes/DataTable/renderColumnMeta.tsx
+++ b/frontend/src/queries/nodes/DataTable/renderColumnMeta.tsx
@@ -1,6 +1,8 @@
 import { PropertyFilterType } from '~/types'
 import { PropertyKeyInfo } from 'lib/components/PropertyKeyInfo'
-import { QueryContext, DataTableNode, EventsQuery } from '~/queries/schema'
+import { DataTableNode, EventsQuery } from '~/queries/schema'
+import { QueryContext } from '~/queries/types'
+
 import { isHogQLQuery, trimQuotes } from '~/queries/utils'
 import { extractExpressionComment } from '~/queries/nodes/DataTable/utils'
 import { SortingIndicator } from 'lib/lemon-ui/LemonTable/sorting'
diff --git a/frontend/src/queries/nodes/InsightViz/InsightContainer.tsx b/frontend/src/queries/nodes/InsightViz/InsightContainer.tsx
index 1cf0595dc3ae7..1360d4d946c3b 100644
--- a/frontend/src/queries/nodes/InsightViz/InsightContainer.tsx
+++ b/frontend/src/queries/nodes/InsightViz/InsightContainer.tsx
@@ -6,8 +6,8 @@ import { funnelDataLogic } from 'scenes/funnels/funnelDataLogic'
 import { insightDataLogic } from 'scenes/insights/insightDataLogic'
 import { insightNavLogic } from 'scenes/insights/InsightNav/insightNavLogic'
 
-import { QueryContext } from '~/queries/schema'
-import { ChartDisplayType, FunnelVizType, ExporterFormat, InsightType, ItemMode } from '~/types'
+import { QueryContext } from '~/queries/types'
+import { ChartDisplayType, ExporterFormat, FunnelVizType, InsightType, ItemMode } from '~/types'
 import { Tooltip } from 'lib/lemon-ui/Tooltip'
 import { Animation } from 'lib/components/Animation/Animation'
 import { AnimationType } from 'lib/animations/animations'
diff --git a/frontend/src/queries/nodes/InsightViz/InsightViz.tsx b/frontend/src/queries/nodes/InsightViz/InsightViz.tsx
index 7e9d25ae70223..b75ffbe122b89 100644
--- a/frontend/src/queries/nodes/InsightViz/InsightViz.tsx
+++ b/frontend/src/queries/nodes/InsightViz/InsightViz.tsx
@@ -6,7 +6,8 @@ import { insightSceneLogic } from 'scenes/insights/insightSceneLogic'
 import { isFunnelsQuery } from '~/queries/utils'
 
 import { dataNodeLogic, DataNodeLogicProps } from '../DataNode/dataNodeLogic'
-import { InsightVizNode, QueryContext } from '../../schema'
+import { InsightVizNode } from '~/queries/schema'
+import { QueryContext } from '~/queries/types'
 
 import { InsightContainer } from './InsightContainer'
 import { EditorFilters } from './EditorFilters'
diff --git a/frontend/src/queries/nodes/SavedInsight/SavedInsight.tsx b/frontend/src/queries/nodes/SavedInsight/SavedInsight.tsx
index 1b14be082c320..11b4e87e03b1e 100644
--- a/frontend/src/queries/nodes/SavedInsight/SavedInsight.tsx
+++ b/frontend/src/queries/nodes/SavedInsight/SavedInsight.tsx
@@ -2,7 +2,9 @@ import { useValues } from 'kea'
 
 import { insightLogic } from 'scenes/insights/insightLogic'
 import { Query } from '~/queries/Query/Query'
-import { SavedInsightNode, QueryContext } from '~/queries/schema'
+import { SavedInsightNode } from '~/queries/schema'
+import { QueryContext } from '~/queries/types'
+
 import { InsightLogicProps } from '~/types'
 import { Animation } from 'lib/components/Animation/Animation'
 import { AnimationType } from 'lib/animations/animations'
diff --git a/frontend/src/queries/schema.json b/frontend/src/queries/schema.json
index 02e4e6b2c5b56..830ad1c4aa462 100644
--- a/frontend/src/queries/schema.json
+++ b/frontend/src/queries/schema.json
@@ -1,5 +1,4 @@
 {
-    "$ref": "#/definitions/QuerySchema",
     "$schema": "http://json-schema.org/draft-07/schema#",
     "definitions": {
         "ActionsNode": {
@@ -144,6 +143,46 @@
                 }
             ]
         },
+        "AnyResponseType": {
+            "anyOf": [
+                {
+                    "type": "object"
+                },
+                {
+                    "$ref": "#/definitions/HogQLQueryResponse"
+                },
+                {
+                    "$ref": "#/definitions/HogQLMetadataResponse"
+                },
+                {
+                    "anyOf": [
+                        {
+                            "additionalProperties": false,
+                            "properties": {
+                                "next": {
+                                    "type": "string"
+                                },
+                                "results": {
+                                    "items": {
+                                        "$ref": "#/definitions/EventType"
+                                    },
+                                    "type": "array"
+                                }
+                            },
+                            "required": ["results"],
+                            "type": "object"
+                        },
+                        {
+                            "not": {}
+                        }
+                    ],
+                    "description": "Return a limited set of data"
+                },
+                {
+                    "$ref": "#/definitions/EventsQueryResponse"
+                }
+            ]
+        },
         "BaseMathType": {
             "enum": ["total", "dau", "weekly_active", "monthly_active", "unique_session"],
             "type": "string"
@@ -284,6 +323,20 @@
             ],
             "type": "string"
         },
+        "DataNode": {
+            "additionalProperties": false,
+            "properties": {
+                "kind": {
+                    "$ref": "#/definitions/NodeKind"
+                },
+                "response": {
+                    "description": "Cached query response",
+                    "type": "object"
+                }
+            },
+            "required": ["kind"],
+            "type": "object"
+        },
         "DataTableNode": {
             "additionalProperties": false,
             "properties": {
@@ -554,6 +607,69 @@
             "additionalProperties": false,
             "type": "object"
         },
+        "EntityNode": {
+            "additionalProperties": false,
+            "properties": {
+                "custom_name": {
+                    "type": "string"
+                },
+                "fixedProperties": {
+                    "description": "Fixed properties in the query, can't be edited in the interface (e.g. scoping down by person)",
+                    "items": {
+                        "$ref": "#/definitions/AnyPropertyFilter"
+                    },
+                    "type": "array"
+                },
+                "kind": {
+                    "$ref": "#/definitions/NodeKind"
+                },
+                "math": {
+                    "anyOf": [
+                        {
+                            "$ref": "#/definitions/BaseMathType"
+                        },
+                        {
+                            "$ref": "#/definitions/PropertyMathType"
+                        },
+                        {
+                            "$ref": "#/definitions/CountPerActorMathType"
+                        },
+                        {
+                            "$ref": "#/definitions/GroupMathType"
+                        },
+                        {
+                            "$ref": "#/definitions/HogQLMathType"
+                        }
+                    ]
+                },
+                "math_group_type_index": {
+                    "enum": [0, 1, 2, 3, 4],
+                    "type": "number"
+                },
+                "math_hogql": {
+                    "type": "string"
+                },
+                "math_property": {
+                    "type": "string"
+                },
+                "name": {
+                    "type": "string"
+                },
+                "properties": {
+                    "description": "Properties configurable in the interface",
+                    "items": {
+                        "$ref": "#/definitions/AnyPropertyFilter"
+                    },
+                    "type": "array"
+                },
+                "response": {
+                    "description": "Cached query response",
+                    "type": "object"
+                }
+            },
+            "required": ["kind"],
+            "type": "object"
+        },
         "EntityType": {
             "enum": ["actions", "events", "new_entity"],
             "type": "string"
@@ -805,6 +921,34 @@
             "required": ["kind", "select"],
             "type": "object"
         },
+        "EventsQueryPersonColumn": {
+            "additionalProperties": false,
+            "properties": {
+                "created_at": {
+                    "type": "string"
+                },
+                "distinct_id": {
+                    "type": "string"
+                },
+                "properties": {
+                    "additionalProperties": false,
+                    "properties": {
+                        "email": {
+                            "type": "string"
+                        },
+                        "name": {
+                            "type": "string"
+                        }
+                    },
+                    "type": "object"
+                },
+                "uuid": {
+                    "type": "string"
+                }
+            },
+            "required": ["uuid", "created_at", "properties", "distinct_id"],
+            "type": "object"
+        },
         "EventsQueryResponse": {
             "additionalProperties": false,
             "properties": {
@@ -869,6 +1013,105 @@
             "enum": ["AND", "OR"],
             "type": "string"
         },
+        "FilterType": {
+            "additionalProperties": false,
+            "properties": {
+                "actions": {
+                    "items": {
+                        "type": "object"
+                    },
+                    "type": "array"
+                },
+                "aggregation_group_type_index": {
+                    "type": "number"
+                },
+                "breakdown": {
+                    "$ref": "#/definitions/BreakdownKeyType"
+                },
+                "breakdown_group_type_index": {
+                    "type": ["number", "null"]
+                },
+                "breakdown_normalize_url": {
+                    "type": "boolean"
+                },
+                "breakdown_type": {
+                    "anyOf": [
+                        {
+                            "$ref": "#/definitions/BreakdownType"
+                        },
+                        {
+                            "type": "null"
+                        }
+                    ]
+                },
+                "breakdowns": {
+                    "items": {
+                        "$ref": "#/definitions/Breakdown"
+                    },
+                    "type": "array"
+                },
+                "date_from": {
+                    "type": ["string", "null"]
+                },
+                "date_to": {
+                    "type": ["string", "null"]
+                },
+                "entity_id": {
+                    "type": ["string", "number"]
+                },
+                "entity_math": {
+                    "type": "string"
+                },
+                "entity_type": {
+                    "$ref": "#/definitions/EntityType"
+                },
+                "events": {
+                    "items": {
+                        "type": "object"
+                    },
+                    "type": "array"
+                },
+                "explicit_date": {
+                    "description": "Whether the `date_from` and `date_to` should be used verbatim. Disables rounding to the start and end of period. Strings are cast to bools, e.g. \"true\" -> true.",
+                    "type": ["boolean", "string", "null"]
+                },
+                "filter_test_accounts": {
+                    "type": "boolean"
+                },
+                "from_dashboard": {
+                    "type": ["boolean", "number"]
+                },
+                "insight": {
+                    "$ref": "#/definitions/InsightType"
+                },
+                "interval": {
+                    "$ref": "#/definitions/IntervalType"
+                },
+                "new_entity": {
+                    "items": {
+                        "type": "object"
+                    },
+                    "type": "array"
+                },
+                "properties": {
+                    "anyOf": [
+                        {
+                            "items": {
+                                "$ref": "#/definitions/AnyPropertyFilter"
+                            },
+                            "type": "array"
+                        },
+                        {
+                            "$ref": "#/definitions/PropertyGroupFilter"
+                        }
+                    ]
+                },
+                "sampling_factor": {
+                    "type": ["number", "null"]
+                }
+            },
+            "type": "object"
+        },
         "FunnelConversionWindowTimeUnit": {
             "enum": ["second", "minute", "hour", "day", "week", "month"],
             "type": "string"
@@ -1071,6 +1314,19 @@
             "required": ["key", "operator", "type"],
             "type": "object"
         },
+        "HasPropertiesNode": {
+            "anyOf": [
+                {
+                    "$ref": "#/definitions/EventsNode"
+                },
+                {
+                    "$ref": "#/definitions/EventsQuery"
+                },
+                {
+                    "$ref": "#/definitions/PersonsNode"
+                }
+            ]
+        },
         "HogQLExpression": {
             "type": "string"
         },
@@ -1292,6 +1548,50 @@
             },
             "type": "object"
         },
+        "InsightFilter": {
+            "anyOf": [
+                {
+                    "$ref": "#/definitions/TrendsFilter"
+                },
+                {
+                    "$ref": "#/definitions/FunnelsFilter"
+                },
+                {
+                    "$ref": "#/definitions/RetentionFilter"
+                },
+                {
+                    "$ref": "#/definitions/PathsFilter"
+                },
+                {
+                    "$ref": "#/definitions/StickinessFilter"
+                },
+                {
+                    "$ref": "#/definitions/LifecycleFilter"
+                }
+            ]
+        },
+        "InsightFilterProperty": {
+            "enum": [
+                "trendsFilter",
+                "funnelsFilter",
+                "retentionFilter",
+                "pathsFilter",
+                "stickinessFilter",
+                "lifecycleFilter"
+            ],
+            "type": "string"
+        },
+        "InsightNodeKind": {
+            "enum": [
+                "TrendsQuery",
+                "FunnelsQuery",
+                "RetentionQuery",
+                "PathsQuery",
+                "StickinessQuery",
+                "LifecycleQuery"
+            ],
+            "type": "string"
+        },
         "InsightQueryNode": {
             "anyOf": [
                 {
@@ -1317,6 +1617,10 @@
         "InsightShortId": {
             "type": "string"
         },
+        "InsightType": {
+            "enum": ["TRENDS", "STICKINESS", "LIFECYCLE", "FUNNELS", "RETENTION", "PATHS", "JSON", "SQL"],
+            "type": "string"
+        },
         "InsightVizNode": {
             "additionalProperties": false,
             "properties": {
@@ -1360,6 +1664,47 @@
             "required": ["kind", "source"],
             "type": "object"
         },
+        "InsightsQueryBase": {
+            "additionalProperties": false,
+            "description": "Base class for insight query nodes. Should not be used directly.",
+            "properties": {
+                "aggregation_group_type_index": {
+                    "description": "Groups aggregation",
+                    "type": "number"
+                },
+                "dateRange": {
+                    "$ref": "#/definitions/DateRange",
+                    "description": "Date range for the query"
+                },
+                "filterTestAccounts": {
+                    "description": "Exclude internal and test users by applying the respective filters",
+                    "type": "boolean"
+                },
+                "kind": {
+                    "$ref": "#/definitions/NodeKind"
+                },
+                "properties": {
+                    "anyOf": [
+                        {
+                            "items": {
+                                "$ref": "#/definitions/AnyPropertyFilter"
+                            },
+                            "type": "array"
+                        },
+                        {
+                            "$ref": "#/definitions/PropertyGroupFilter"
+                        }
+                    ],
+                    "description": "Property filters for all series"
+                },
+                "samplingFactor": {
+                    "description": "Sampling rate",
+                    "type": ["number", "null"]
+                }
+            },
+            "required": ["kind"],
+            "type": "object"
+        },
         "IntervalType": {
             "enum": ["hour", "day", "week", "month"],
             "type": "string"
@@ -1481,6 +1826,56 @@
             "enum": ["new", "resurrecting", "returning", "dormant"],
             "type": "string"
         },
+        "NamedParameters<typeof dateRangeForFilter>": {
+            "additionalProperties": false,
+            "properties": {
+                "source": {
+                    "$ref": "#/definitions/FilterType"
+                }
+            },
+            "type": "object"
+        },
+        "Node": {
+            "additionalProperties": false,
+            "description": "Node base class, everything else inherits from here",
+            "properties": {
+                "kind": {
+                    "$ref": "#/definitions/NodeKind"
+                }
+            },
+            "required": ["kind"],
+            "type": "object"
+        },
+        "NodeKind": {
+            "description": "PostHog Query Schema definition.\n\nThis file acts as the source of truth for:\n\n- frontend/src/queries/schema.json   - generated from typescript via \"pnpm run generate:schema:json\"\n\n- posthog/schema.py   - generated from json the above json via \"pnpm run generate:schema:python\"",
+            "enum": [
+                "EventsNode",
+                "ActionsNode",
+                "EventsQuery",
+                "PersonsNode",
+                "HogQLQuery",
+                "HogQLMetadata",
+                "PersonsQuery",
+                "DataTableNode",
+                "SavedInsightNode",
+                "InsightVizNode",
+                "TrendsQuery",
+                "FunnelsQuery",
+                "RetentionQuery",
+                "PathsQuery",
+                "StickinessQuery",
+                "LifecycleQuery",
+                "WebOverviewStatsQuery",
+                "WebTopClicksQuery",
+                "WebStatsTableQuery",
+                "TimeToSeeDataSessionsQuery",
+                "TimeToSeeDataQuery",
+                "TimeToSeeDataSessionsJSONNode",
+                "TimeToSeeDataSessionsWaterfallNode",
+                "DatabaseSchemaQuery"
+            ],
+            "type": "string"
+        },
         "PathCleaningFilter": {
             "additionalProperties": false,
             "properties": {
@@ -1769,6 +2164,21 @@
             "required": ["results", "columns", "types", "hogql"],
             "type": "object"
         },
+        "PropertyFilterType": {
+            "enum": [
+                "meta",
+                "event",
+                "person",
+                "element",
+                "feature",
+                "session",
+                "cohort",
+                "recording",
+                "group",
+                "hogql"
+            ],
+            "type": "string"
+        },
         "PropertyFilterValue": {
             "anyOf": [
                 {
@@ -1856,6 +2266,35 @@
             ],
             "type": "string"
         },
+        "QueryResponse": {
+            "additionalProperties": false,
+            "properties": {
+                "hogql": {
+                    "type": "string"
+                },
+                "is_cached": {
+                    "type": "boolean"
+                },
+                "last_refresh": {
+                    "type": "string"
+                },
+                "next_allowed_client_refresh": {
+                    "type": "string"
+                },
+                "results": {
+                    "items": {},
+                    "type": "array"
+                },
+                "timings": {
+                    "items": {
+                        "$ref": "#/definitions/QueryTiming"
+                    },
+                    "type": "array"
+                }
+            },
+            "required": ["results"],
+            "type": "object"
+        },
         "QuerySchema": {
             "anyOf": [
                 {
@@ -2245,6 +2684,60 @@
             "required": ["kind", "series"],
             "type": "object"
         },
+        "TimeToSeeDataJSONNode": {
+            "additionalProperties": false,
+            "properties": {
+                "kind": {
+                    "const": "TimeToSeeDataSessionsJSONNode",
+                    "type": "string"
+                },
+                "source": {
+                    "$ref": "#/definitions/TimeToSeeDataQuery"
+                }
+            },
+            "required": ["kind", "source"],
+            "type": "object"
+        },
+        "TimeToSeeDataNode": {
+            "anyOf": [
+                {
+                    "$ref": "#/definitions/TimeToSeeDataJSONNode"
+                },
+                {
+                    "$ref": "#/definitions/TimeToSeeDataWaterfallNode"
+                }
+            ]
+        },
+        "TimeToSeeDataQuery": {
+            "additionalProperties": false,
+            "properties": {
+                "kind": {
+                    "const": "TimeToSeeDataQuery",
+                    "type": "string"
+                },
+                "response": {
+                    "description": "Cached query response",
+                    "type": "object"
+                },
+                "sessionEnd": {
+                    "type": "string"
+                },
+                "sessionId": {
+                    "description": "Project to filter on. Defaults to current session",
+                    "type": "string"
+                },
+                "sessionStart": {
+                    "description": "Session start time. Defaults to current time - 2 hours",
+                    "type": "string"
+                },
+                "teamId": {
+                    "description": "Project to filter on. Defaults to current project",
+                    "type": "number"
+                }
+            },
+            "required": ["kind"],
+            "type": "object"
+        },
         "TimeToSeeDataSessionsQuery": {
             "additionalProperties": false,
             "properties": {
@@ -2281,6 +2774,20 @@
             "required": ["results"],
             "type": "object"
         },
+        "TimeToSeeDataWaterfallNode": {
+            "additionalProperties": false,
+            "properties": {
+                "kind": {
+                    "const": "TimeToSeeDataSessionsWaterfallNode",
+                    "type": "string"
+                },
+                "source": {
+                    "$ref": "#/definitions/TimeToSeeDataQuery"
+                }
+            },
+            "required": ["kind", "source"],
+            "type": "object"
+        },
         "TrendsFilter": {
             "additionalProperties": false,
             "description": "`TrendsFilterType` minus everything inherited from `FilterType` and `hidden_legend_keys` replaced by `hidden_legend_indexes`",
@@ -2441,6 +2948,19 @@
             },
             "type": "array"
         },
+        "WebAnalyticsQueryBase": {
+            "additionalProperties": false,
+            "properties": {
+                "dateRange": {
+                    "$ref": "#/definitions/DateRange"
+                },
+                "properties": {
+                    "$ref": "#/definitions/WebAnalyticsPropertyFilters"
+                }
+            },
+            "required": ["dateRange", "properties"],
+            "type": "object"
+        },
         "WebOverviewStatsQuery": {
             "additionalProperties": false,
             "properties": {
diff --git a/frontend/src/queries/schema.ts b/frontend/src/queries/schema.ts
index d38c6498665b1..34270f870fe99 100644
--- a/frontend/src/queries/schema.ts
+++ b/frontend/src/queries/schema.ts
@@ -12,7 +12,6 @@ import {
     GroupMathType,
     HogQLMathType,
     HogQLPropertyFilter,
-    InsightLogicProps,
     InsightShortId,
     IntervalType,
     LifecycleFilterType,
@@ -24,7 +23,6 @@ import {
     StickinessFilterType,
     TrendsFilterType,
 } from '~/types'
-import { ComponentType } from 'react'
 
 /**
  * PostHog Query Schema definition.
@@ -701,35 +699,3 @@ export interface BreakdownFilter {
     breakdown_group_type_index?: number | null
     breakdown_histogram_bin_count?: number // trends breakdown histogram bin count
 }
-
-/** Pass custom metadata to queries. Used for e.g. custom columns in the DataTable. */
-export interface QueryContext {
-    /** Column templates for the DataTable */
-    columns?: Record<string, QueryContextColumn>
-    /** used to override the value in the query */
-    showOpenEditorButton?: boolean
-    showQueryEditor?: boolean
-    /* Adds help and examples to the query editor component */
-    showQueryHelp?: boolean
-    insightProps?: InsightLogicProps
-    emptyStateHeading?: string
-    emptyStateDetail?: string
-}
-
-export type QueryContextColumnTitleComponent = ComponentType<{
-    columnName: string
-    query: DataTableNode
-}>
-
-export type QueryContextColumnComponent = ComponentType<{
-    columnName: string
-    query: DataTableNode
-    record: unknown
-    value: unknown
-}>
-
-interface QueryContextColumn {
-    title?: string
-    renderTitle?: QueryContextColumnTitleComponent
-    render?: QueryContextColumnComponent
-}
diff --git a/frontend/src/queries/types.ts b/frontend/src/queries/types.ts
new file mode 100644
index 0000000000000..3825db4f766c9
--- /dev/null
+++ b/frontend/src/queries/types.ts
@@ -0,0 +1,35 @@
+import { InsightLogicProps } from '~/types'
+import { ComponentType } from 'react'
+import { DataTableNode } from '~/queries/schema'
+
+/** Pass custom metadata to queries. Used for e.g. custom columns in the DataTable. */
+export interface QueryContext {
+    /** Column templates for the DataTable */
+    columns?: Record<string, QueryContextColumn>
+    /** used to override the value in the query */
+    showOpenEditorButton?: boolean
+    showQueryEditor?: boolean
+    /* Adds help and examples to the query editor component */
+    showQueryHelp?: boolean
+    insightProps?: InsightLogicProps
+    emptyStateHeading?: string
+    emptyStateDetail?: string
+}
+
+export type QueryContextColumnTitleComponent = ComponentType<{
+    columnName: string
+    query: DataTableNode
+}>
+
+export type QueryContextColumnComponent = ComponentType<{
+    columnName: string
+    query: DataTableNode
+    record: unknown
+    value: unknown
+}>
+
+interface QueryContextColumn {
+    title?: string
+    renderTitle?: QueryContextColumnTitleComponent
+    render?: QueryContextColumnComponent
+}
diff --git a/frontend/src/scenes/web-analytics/WebDashboard.tsx b/frontend/src/scenes/web-analytics/WebDashboard.tsx
index b5e335e4866a2..b91d2ad611abc 100644
--- a/frontend/src/scenes/web-analytics/WebDashboard.tsx
+++ b/frontend/src/scenes/web-analytics/WebDashboard.tsx
@@ -4,13 +4,8 @@ import { webAnalyticsLogic } from 'scenes/web-analytics/webAnalyticsLogic'
 import { PropertyFilters } from 'lib/components/PropertyFilters/PropertyFilters'
 import { TaxonomicFilterGroupType } from 'lib/components/TaxonomicFilter/types'
 import { isEventPropertyFilter } from 'lib/components/PropertyFilters/utils'
-import {
-    NodeKind,
-    QueryContext,
-    QueryContextColumnComponent,
-    QueryContextColumnTitleComponent,
-    WebStatsBreakdown,
-} from '~/queries/schema'
+import { NodeKind, WebStatsBreakdown } from '~/queries/schema'
+import { QueryContext, QueryContextColumnComponent, QueryContextColumnTitleComponent } from '~/queries/types'
 import { useCallback } from 'react'
 import { UnexpectedNeverError } from 'lib/utils'
 import { DateFilter } from 'lib/components/DateFilter/DateFilter'
diff --git a/frontend/src/types.ts b/frontend/src/types.ts
index a1652c4a75eb5..dfd0636122d0d 100644
--- a/frontend/src/types.ts
+++ b/frontend/src/types.ts
@@ -26,7 +26,9 @@ import { BehavioralFilterKey, BehavioralFilterType } from 'scenes/cohorts/Cohort
 import { LogicWrapper } from 'kea'
 import { AggregationAxisFormat } from 'scenes/insights/aggregationAxisFormat'
 import { Layout } from 'react-grid-layout'
-import { DatabaseSchemaQueryResponseField, HogQLQuery, InsightVizNode, Node, QueryContext } from './queries/schema'
+import { DatabaseSchemaQueryResponseField, HogQLQuery, InsightVizNode, Node } from './queries/schema'
+import { QueryContext } from '~/queries/types'
+
 import { JSONContent } from 'scenes/notebooks/Notebook/utils'
 import { DashboardCompatibleScenes } from 'lib/components/SceneDashboardChoice/sceneDashboardChoiceModalLogic'
 
diff --git a/package.json b/package.json
index 37f04706b6345..5a9a3a6dbb120 100644
--- a/package.json
+++ b/package.json
@@ -37,8 +37,8 @@
         "build": "pnpm copy-scripts && pnpm build:esbuild",
         "build:esbuild": "node frontend/build.mjs",
         "schema:build": "pnpm run schema:build:json && pnpm run schema:build:python",
-        "schema:build:json": "ts-json-schema-generator -f tsconfig.json --path 'frontend/src/*.ts' --type 'QuerySchema' --no-type-check > frontend/src/queries/schema.json && prettier --write frontend/src/queries/schema.json",
-        "schema:build:python": "datamodel-codegen --collapse-root-models --disable-timestamp --use-one-literal-as-default --use-default-kwarg --use-subclass-enum --input frontend/src/queries/schema.json --input-file-type jsonschema --output posthog/schema.py --output-model-type pydantic_v2.BaseModel && black posthog/schema.py",
+        "schema:build:json": "ts-json-schema-generator -f tsconfig.json --path 'frontend/src/queries/schema.ts' --no-type-check > frontend/src/queries/schema.json && prettier --write frontend/src/queries/schema.json",
+        "schema:build:python": "datamodel-codegen --class-name='SchemaRoot' --collapse-root-models --disable-timestamp --use-one-literal-as-default --use-default-kwarg --use-subclass-enum --input frontend/src/queries/schema.json --input-file-type jsonschema --output posthog/schema.py --output-model-type pydantic_v2.BaseModel && black posthog/schema.py",
         "grammar:build": "npm run grammar:build:python && npm run grammar:build:cpp",
         "grammar:build:python": "cd posthog/hogql/grammar && antlr -Dlanguage=Python3 HogQLLexer.g4 && antlr -visitor -no-listener -Dlanguage=Python3 HogQLParser.g4",
         "grammar:build:cpp": "cd posthog/hogql/grammar && antlr -o ../../../hogql_parser -Dlanguage=Cpp HogQLLexer.g4 && antlr -o ../../../hogql_parser -visitor -no-listener -Dlanguage=Cpp HogQLParser.g4",
diff --git a/posthog/api/insight.py b/posthog/api/insight.py
index 8fc0dfa282735..7eb4010cdbc0f 100644
--- a/posthog/api/insight.py
+++ b/posthog/api/insight.py
@@ -138,7 +138,7 @@ def parse(self, stream, media_type=None, parser_context=None):
         try:
             query = data.get("query", None)
             if query:
-                schema.Model.model_validate(query)
+                schema.QuerySchema.model_validate(query)
         except Exception as error:
             raise ParseError(detail=str(error))
         else:
diff --git a/posthog/api/query.py b/posthog/api/query.py
index 080f5af55265c..4f71b05567955 100644
--- a/posthog/api/query.py
+++ b/posthog/api/query.py
@@ -65,7 +65,7 @@ class QuerySchemaParser(JSONParser):
     @staticmethod
     def validate_query(data) -> Dict:
         try:
-            schema.Model.model_validate(data)
+            schema.QuerySchema.model_validate(data)
             # currently we have to return data not the parsed Model
             # because pydantic doesn't know to discriminate on 'kind'
             # if we can get this correctly typed we can return the parsed model
diff --git a/posthog/api/test/test_query.py b/posthog/api/test/test_query.py
index ce07a013c72ab..180eef00dd354 100644
--- a/posthog/api/test/test_query.py
+++ b/posthog/api/test/test_query.py
@@ -514,7 +514,7 @@ def test_invalid_query_kind(self):
         api_response = self.client.post(f"/api/projects/{self.team.id}/query/", {"query": {"kind": "Tomato Soup"}})
         assert api_response.status_code == 400
         assert api_response.json()["code"] == "parse_error"
-        assert "validation errors for Model" in api_response.json()["detail"]
+        assert "validation errors for QuerySchema" in api_response.json()["detail"]
         assert "type=literal_error, input_value='Tomato Soup'" in api_response.json()["detail"]
 
     @snapshot_clickhouse_queries
diff --git a/posthog/schema.py b/posthog/schema.py
index e8e775a81f781..d50b260adba20 100644
--- a/posthog/schema.py
+++ b/posthog/schema.py
@@ -10,6 +10,10 @@
 from typing_extensions import Literal
 
 
+class SchemaRoot(RootModel):
+    root: Any
+
+
 class MathGroupTypeIndex(float, Enum):
     number_0 = 0
     number_1 = 1
@@ -168,6 +172,24 @@ class Response(BaseModel):
     results: List[EventType]
 
 
+class Properties(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    email: Optional[str] = None
+    name: Optional[str] = None
+
+
+class EventsQueryPersonColumn(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    created_at: str
+    distinct_id: str
+    properties: Properties
+    uuid: str
+
+
 class FilterLogicalOperator(str, Enum):
     AND = "AND"
     OR = "OR"
@@ -254,6 +276,35 @@ class HogQLQueryModifiers(BaseModel):
     personsOnEventsMode: Optional[PersonsOnEventsMode] = None
 
 
+class InsightFilterProperty(str, Enum):
+    trendsFilter = "trendsFilter"
+    funnelsFilter = "funnelsFilter"
+    retentionFilter = "retentionFilter"
+    pathsFilter = "pathsFilter"
+    stickinessFilter = "stickinessFilter"
+    lifecycleFilter = "lifecycleFilter"
+
+
+class InsightNodeKind(str, Enum):
+    TrendsQuery = "TrendsQuery"
+    FunnelsQuery = "FunnelsQuery"
+    RetentionQuery = "RetentionQuery"
+    PathsQuery = "PathsQuery"
+    StickinessQuery = "StickinessQuery"
+    LifecycleQuery = "LifecycleQuery"
+
+
+class InsightType(str, Enum):
+    TRENDS = "TRENDS"
+    STICKINESS = "STICKINESS"
+    LIFECYCLE = "LIFECYCLE"
+    FUNNELS = "FUNNELS"
+    RETENTION = "RETENTION"
+    PATHS = "PATHS"
+    JSON = "JSON"
+    SQL = "SQL"
+
+
 class IntervalType(str, Enum):
     hour = "hour"
     day = "day"
@@ -268,6 +319,33 @@ class LifecycleToggle(str, Enum):
     dormant = "dormant"
 
 
+class NodeKind(str, Enum):
+    EventsNode = "EventsNode"
+    ActionsNode = "ActionsNode"
+    EventsQuery = "EventsQuery"
+    PersonsNode = "PersonsNode"
+    HogQLQuery = "HogQLQuery"
+    HogQLMetadata = "HogQLMetadata"
+    PersonsQuery = "PersonsQuery"
+    DataTableNode = "DataTableNode"
+    SavedInsightNode = "SavedInsightNode"
+    InsightVizNode = "InsightVizNode"
+    TrendsQuery = "TrendsQuery"
+    FunnelsQuery = "FunnelsQuery"
+    RetentionQuery = "RetentionQuery"
+    PathsQuery = "PathsQuery"
+    StickinessQuery = "StickinessQuery"
+    LifecycleQuery = "LifecycleQuery"
+    WebOverviewStatsQuery = "WebOverviewStatsQuery"
+    WebTopClicksQuery = "WebTopClicksQuery"
+    WebStatsTableQuery = "WebStatsTableQuery"
+    TimeToSeeDataSessionsQuery = "TimeToSeeDataSessionsQuery"
+    TimeToSeeDataQuery = "TimeToSeeDataQuery"
+    TimeToSeeDataSessionsJSONNode = "TimeToSeeDataSessionsJSONNode"
+    TimeToSeeDataSessionsWaterfallNode = "TimeToSeeDataSessionsWaterfallNode"
+    DatabaseSchemaQuery = "DatabaseSchemaQuery"
+
+
 class PathCleaningFilter(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -304,6 +382,19 @@ class PathsFilter(BaseModel):
     step_limit: Optional[float] = None
 
 
+class PropertyFilterType(str, Enum):
+    meta = "meta"
+    event = "event"
+    person = "person"
+    element = "element"
+    feature = "feature"
+    session = "session"
+    cohort = "cohort"
+    recording = "recording"
+    group = "group"
+    hogql = "hogql"
+
+
 class PropertyMathType(str, Enum):
     avg = "avg"
     sum = "sum"
@@ -450,6 +541,20 @@ class StickinessFilter(BaseModel):
     show_values_on_series: Optional[bool] = None
 
 
+class TimeToSeeDataQuery(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    kind: Literal["TimeToSeeDataQuery"] = "TimeToSeeDataQuery"
+    response: Optional[Dict[str, Any]] = Field(default=None, description="Cached query response")
+    sessionEnd: Optional[str] = None
+    sessionId: Optional[str] = Field(default=None, description="Project to filter on. Defaults to current session")
+    sessionStart: Optional[str] = Field(
+        default=None, description="Session start time. Defaults to current time - 2 hours"
+    )
+    teamId: Optional[float] = Field(default=None, description="Project to filter on. Defaults to current project")
+
+
 class TimeToSeeDataSessionsQueryResponse(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -457,6 +562,14 @@ class TimeToSeeDataSessionsQueryResponse(BaseModel):
     results: List[Dict[str, Any]]
 
 
+class TimeToSeeDataWaterfallNode(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    kind: Literal["TimeToSeeDataSessionsWaterfallNode"] = "TimeToSeeDataSessionsWaterfallNode"
+    source: TimeToSeeDataQuery
+
+
 class TrendsFilter(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -540,6 +653,14 @@ class WebTopClicksQueryResponse(BaseModel):
     types: Optional[List] = None
 
 
+class AnyResponseTypeItem(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    next: Optional[str] = None
+    results: List[EventType]
+
+
 class Breakdown(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -561,6 +682,14 @@ class BreakdownFilter(BaseModel):
     breakdowns: Optional[List[Breakdown]] = None
 
 
+class DataNode(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    kind: NodeKind
+    response: Optional[Dict[str, Any]] = Field(default=None, description="Cached query response")
+
+
 class ElementPropertyFilter(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -696,6 +825,13 @@ class LifecycleQueryResponse(BaseModel):
     timings: Optional[List[QueryTiming]] = None
 
 
+class Node(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    kind: NodeKind
+
+
 class PersonPropertyFilter(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -719,6 +855,18 @@ class PersonsQueryResponse(BaseModel):
     types: List[str]
 
 
+class QueryResponse(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    hogql: Optional[str] = None
+    is_cached: Optional[bool] = None
+    last_refresh: Optional[str] = None
+    next_allowed_client_refresh: Optional[str] = None
+    results: List
+    timings: Optional[List[QueryTiming]] = None
+
+
 class RetentionFilter(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -731,6 +879,18 @@ class RetentionFilter(BaseModel):
     total_intervals: Optional[float] = None
 
 
+class TimeToSeeDataJSONNode(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    kind: Literal["TimeToSeeDataSessionsJSONNode"] = "TimeToSeeDataSessionsJSONNode"
+    source: TimeToSeeDataQuery
+
+
+class TimeToSeeDataNode(RootModel):
+    root: Union[TimeToSeeDataJSONNode, TimeToSeeDataWaterfallNode]
+
+
 class TimeToSeeDataSessionsQuery(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -741,6 +901,14 @@ class TimeToSeeDataSessionsQuery(BaseModel):
     teamId: Optional[float] = Field(default=None, description="Project to filter on. Defaults to current project")
 
 
+class WebAnalyticsQueryBase(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    dateRange: DateRange
+    properties: List[Union[EventPropertyFilter, HogQLPropertyFilter]]
+
+
 class WebOverviewStatsQuery(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -772,6 +940,12 @@ class WebTopClicksQuery(BaseModel):
     response: Optional[WebTopClicksQueryResponse] = None
 
 
+class AnyResponseType(RootModel):
+    root: Union[
+        Dict[str, Any], HogQLQueryResponse, HogQLMetadataResponse, Union[AnyResponseTypeItem, Any], EventsQueryResponse
+    ]
+
+
 class DatabaseSchemaQuery(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -782,6 +956,57 @@ class DatabaseSchemaQuery(BaseModel):
     )
 
 
+class EntityNode(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    custom_name: Optional[str] = None
+    fixedProperties: Optional[
+        List[
+            Union[
+                EventPropertyFilter,
+                PersonPropertyFilter,
+                ElementPropertyFilter,
+                SessionPropertyFilter,
+                CohortPropertyFilter,
+                RecordingDurationFilter,
+                GroupPropertyFilter,
+                FeaturePropertyFilter,
+                HogQLPropertyFilter,
+                EmptyPropertyFilter,
+            ]
+        ]
+    ] = Field(
+        default=None,
+        description="Fixed properties in the query, can't be edited in the interface (e.g. scoping down by person)",
+    )
+    kind: NodeKind
+    math: Optional[
+        Union[BaseMathType, PropertyMathType, CountPerActorMathType, Literal["unique_group"], Literal["hogql"]]
+    ] = None
+    math_group_type_index: Optional[MathGroupTypeIndex] = None
+    math_hogql: Optional[str] = None
+    math_property: Optional[str] = None
+    name: Optional[str] = None
+    properties: Optional[
+        List[
+            Union[
+                EventPropertyFilter,
+                PersonPropertyFilter,
+                ElementPropertyFilter,
+                SessionPropertyFilter,
+                CohortPropertyFilter,
+                RecordingDurationFilter,
+                GroupPropertyFilter,
+                FeaturePropertyFilter,
+                HogQLPropertyFilter,
+                EmptyPropertyFilter,
+            ]
+        ]
+    ] = Field(default=None, description="Properties configurable in the interface")
+    response: Optional[Dict[str, Any]] = Field(default=None, description="Cached query response")
+
+
 class EventsNode(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -943,6 +1168,10 @@ class HogQLQuery(BaseModel):
     )
 
 
+class InsightFilter(RootModel):
+    root: Union[TrendsFilter, FunnelsFilter, RetentionFilter, PathsFilter, StickinessFilter, LifecycleFilter]
+
+
 class PersonsNode(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -1067,6 +1296,10 @@ class ActionsNode(BaseModel):
     response: Optional[Dict[str, Any]] = Field(default=None, description="Cached query response")
 
 
+class HasPropertiesNode(RootModel):
+    root: Union[EventsNode, EventsQuery, PersonsNode]
+
+
 class PropertyGroupFilter(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -1188,6 +1421,54 @@ class TrendsQuery(BaseModel):
     trendsFilter: Optional[TrendsFilter] = Field(default=None, description="Properties specific to the trends insight")
 
 
+class FilterType(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    actions: Optional[List[Dict[str, Any]]] = None
+    aggregation_group_type_index: Optional[float] = None
+    breakdown: Optional[Union[str, float, List[Union[str, float]]]] = None
+    breakdown_group_type_index: Optional[float] = None
+    breakdown_normalize_url: Optional[bool] = None
+    breakdown_type: Optional[BreakdownType] = None
+    breakdowns: Optional[List[Breakdown]] = None
+    date_from: Optional[str] = None
+    date_to: Optional[str] = None
+    entity_id: Optional[Union[str, float]] = None
+    entity_math: Optional[str] = None
+    entity_type: Optional[EntityType] = None
+    events: Optional[List[Dict[str, Any]]] = None
+    explicit_date: Optional[Union[bool, str]] = Field(
+        default=None,
+        description='Whether the `date_from` and `date_to` should be used verbatim. Disables rounding to the start and end of period. Strings are cast to bools, e.g. "true" -> true.',
+    )
+    filter_test_accounts: Optional[bool] = None
+    from_dashboard: Optional[Union[bool, float]] = None
+    insight: Optional[InsightType] = None
+    interval: Optional[IntervalType] = None
+    new_entity: Optional[List[Dict[str, Any]]] = None
+    properties: Optional[
+        Union[
+            List[
+                Union[
+                    EventPropertyFilter,
+                    PersonPropertyFilter,
+                    ElementPropertyFilter,
+                    SessionPropertyFilter,
+                    CohortPropertyFilter,
+                    RecordingDurationFilter,
+                    GroupPropertyFilter,
+                    FeaturePropertyFilter,
+                    HogQLPropertyFilter,
+                    EmptyPropertyFilter,
+                ]
+            ],
+            PropertyGroupFilter,
+        ]
+    ] = None
+    sampling_factor: Optional[float] = None
+
+
 class FunnelsQuery(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -1228,6 +1509,38 @@ class FunnelsQuery(BaseModel):
     series: List[Union[EventsNode, ActionsNode]] = Field(..., description="Events and actions to include")
 
 
+class InsightsQueryBase(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    aggregation_group_type_index: Optional[float] = Field(default=None, description="Groups aggregation")
+    dateRange: Optional[DateRange] = Field(default=None, description="Date range for the query")
+    filterTestAccounts: Optional[bool] = Field(
+        default=None, description="Exclude internal and test users by applying the respective filters"
+    )
+    kind: NodeKind
+    properties: Optional[
+        Union[
+            List[
+                Union[
+                    EventPropertyFilter,
+                    PersonPropertyFilter,
+                    ElementPropertyFilter,
+                    SessionPropertyFilter,
+                    CohortPropertyFilter,
+                    RecordingDurationFilter,
+                    GroupPropertyFilter,
+                    FeaturePropertyFilter,
+                    HogQLPropertyFilter,
+                    EmptyPropertyFilter,
+                ]
+            ],
+            PropertyGroupFilter,
+        ]
+    ] = Field(default=None, description="Property filters for all series")
+    samplingFactor: Optional[float] = Field(default=None, description="Sampling rate")
+
+
 class LifecycleQuery(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -1268,6 +1581,13 @@ class LifecycleQuery(BaseModel):
     series: List[Union[EventsNode, ActionsNode]] = Field(..., description="Events and actions to include")
 
 
+class NamedParametersTypeofDateRangeForFilter(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    source: Optional[FilterType] = None
+
+
 class PathsQuery(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -1422,7 +1742,7 @@ class InsightVizNode(BaseModel):
     source: Union[TrendsQuery, FunnelsQuery, RetentionQuery, PathsQuery, StickinessQuery, LifecycleQuery]
 
 
-class Model(RootModel):
+class QuerySchema(RootModel):
     root: Union[
         DataTableNode,
         SavedInsightNode,

From 867887eebdbe764acf5d02b2f7ef7e0d1c343c40 Mon Sep 17 00:00:00 2001
From: Tom Owers <tom@posthog.com>
Date: Thu, 19 Oct 2023 10:17:10 +0100
Subject: [PATCH 006/133] feat(hogql): Added unit tests for the new trends
 query runner (#17730)

* Added unit tests for the new trends query runner

* Updated test file location

* Remove pydantic

* Update query snapshots

* Update query snapshots

---------

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 .../trends/test/test_trends_query_runner.py   | 282 ++++++++++++++++++
 1 file changed, 282 insertions(+)
 create mode 100644 posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py

diff --git a/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py b/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py
new file mode 100644
index 0000000000000..760c55577d7db
--- /dev/null
+++ b/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py
@@ -0,0 +1,282 @@
+from dataclasses import dataclass
+from typing import List, Optional
+from freezegun import freeze_time
+from posthog.hogql_queries.insights.trends.trends_query_runner import TrendsQueryRunner
+
+from posthog.schema import DateRange, EventsNode, IntervalType, TrendsFilter, TrendsQuery
+from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_event, _create_person
+
+
+@dataclass
+class Series:
+    event: str
+    timestamps: List[str]
+
+
+@dataclass
+class SeriesTestData:
+    distinct_id: str
+    events: List[Series]
+
+
+class TestQuery(ClickhouseTestMixin, APIBaseTest):
+    default_date_from = "2020-01-09"
+    default_date_to = "2020-01-19"
+
+    def _create_events(self, data: List[SeriesTestData]):
+        person_result = []
+        for person in data:
+            first_timestamp = person.events[0].timestamps[0]
+
+            with freeze_time(first_timestamp):
+                person_result.append(
+                    _create_person(
+                        team_id=self.team.pk,
+                        distinct_ids=[person.distinct_id],
+                        properties={
+                            "name": person.distinct_id,
+                            **({"email": "test@posthog.com"} if person.distinct_id == "p1" else {}),
+                        },
+                    )
+                )
+            for event in person.events:
+                for timestamp in event.timestamps:
+                    _create_event(team=self.team, event=event.event, distinct_id=id, timestamp=timestamp)
+        return person_result
+
+    def _create_test_events(self):
+        self._create_events(
+            [
+                SeriesTestData(
+                    distinct_id="p1",
+                    events=[
+                        Series(
+                            event="$pageview",
+                            timestamps=[
+                                "2020-01-11T12:00:00Z",
+                                "2020-01-12T12:00:00Z",
+                                "2020-01-13T12:00:00Z",
+                                "2020-01-15T12:00:00Z",
+                                "2020-01-17T12:00:00Z",
+                                "2020-01-19T12:00:00Z",
+                            ],
+                        ),
+                        Series(
+                            event="$pageleave",
+                            timestamps=[
+                                "2020-01-11T12:00:00Z",
+                                "2020-01-12T12:00:00Z",
+                                "2020-01-13T12:00:00Z",
+                            ],
+                        ),
+                    ],
+                ),
+                SeriesTestData(
+                    distinct_id="p2",
+                    events=[
+                        Series(event="$pageview", timestamps=["2020-01-09T12:00:00Z", "2020-01-12T12:00:00Z"]),
+                        Series(
+                            event="$pageleave",
+                            timestamps=[
+                                "2020-01-13T12:00:00Z",
+                            ],
+                        ),
+                    ],
+                ),
+                SeriesTestData(
+                    distinct_id="p3",
+                    events=[
+                        Series(event="$pageview", timestamps=["2020-01-12T12:00:00Z"]),
+                        Series(event="$pageleave", timestamps=["2020-01-13T12:00:00Z"]),
+                    ],
+                ),
+                SeriesTestData(
+                    distinct_id="p4",
+                    events=[
+                        Series(event="$pageview", timestamps=["2020-01-15T12:00:00Z"]),
+                        Series(event="$pageleave", timestamps=["2020-01-16T12:00:00Z"]),
+                    ],
+                ),
+            ]
+        )
+
+    def _create_query_runner(self, date_from, date_to, interval, series, trends_filters) -> TrendsQueryRunner:
+        query_series = [EventsNode(event="$pageview")] if series is None else series
+        query = TrendsQuery(
+            dateRange=DateRange(date_from=date_from, date_to=date_to),
+            interval=interval,
+            series=query_series,
+            trendsFilter=trends_filters,
+        )
+        return TrendsQueryRunner(team=self.team, query=query)
+
+    def _run_trends_query(
+        self, date_from, date_to, interval, series=None, trends_filters: Optional[TrendsFilter] = None
+    ):
+        return self._create_query_runner(date_from, date_to, interval, series, trends_filters).calculate()
+
+    def test_trends_query_label(self):
+        self._create_test_events()
+
+        response = self._run_trends_query(self.default_date_from, self.default_date_to, IntervalType.day)
+
+        self.assertEqual("$pageview", response.results[0]["label"])
+
+    def test_trends_query_count(self):
+        self._create_test_events()
+
+        response = self._run_trends_query(self.default_date_from, self.default_date_to, IntervalType.day)
+
+        self.assertEqual(10, response.results[0]["count"])
+
+    def test_trends_query_data(self):
+        self._create_test_events()
+
+        response = self._run_trends_query(self.default_date_from, self.default_date_to, IntervalType.day)
+
+        self.assertEqual([1, 0, 1, 3, 1, 0, 2, 0, 1, 0, 1], response.results[0]["data"])
+
+    def test_trends_query_days(self):
+        self._create_test_events()
+
+        response = self._run_trends_query(self.default_date_from, self.default_date_to, IntervalType.day)
+
+        self.assertEqual(
+            [
+                "2020-01-09",
+                "2020-01-10",
+                "2020-01-11",
+                "2020-01-12",
+                "2020-01-13",
+                "2020-01-14",
+                "2020-01-15",
+                "2020-01-16",
+                "2020-01-17",
+                "2020-01-18",
+                "2020-01-19",
+            ],
+            response.results[0]["days"],
+        )
+
+    def test_trends_query_labels(self):
+        self._create_test_events()
+
+        response = self._run_trends_query(self.default_date_from, self.default_date_to, IntervalType.day)
+
+        self.assertEqual(
+            [
+                "9-Jan-2020",
+                "10-Jan-2020",
+                "11-Jan-2020",
+                "12-Jan-2020",
+                "13-Jan-2020",
+                "14-Jan-2020",
+                "15-Jan-2020",
+                "16-Jan-2020",
+                "17-Jan-2020",
+                "18-Jan-2020",
+                "19-Jan-2020",
+            ],
+            response.results[0]["labels"],
+        )
+
+    def test_trends_query_multiple_series(self):
+        self._create_test_events()
+
+        response = self._run_trends_query(
+            self.default_date_from,
+            self.default_date_to,
+            IntervalType.day,
+            [EventsNode(event="$pageview"), EventsNode(event="$pageleave")],
+        )
+
+        self.assertEqual(2, len(response.results))
+
+        self.assertEqual("$pageview", response.results[0]["label"])
+        self.assertEqual("$pageleave", response.results[1]["label"])
+
+        self.assertEqual(10, response.results[0]["count"])
+        self.assertEqual(6, response.results[1]["count"])
+
+        self.assertEqual([1, 0, 1, 3, 1, 0, 2, 0, 1, 0, 1], response.results[0]["data"])
+        self.assertEqual([0, 0, 1, 1, 3, 0, 0, 1, 0, 0, 0], response.results[1]["data"])
+
+    def test_trends_query_formula(self):
+        self._create_test_events()
+
+        response = self._run_trends_query(
+            self.default_date_from,
+            self.default_date_to,
+            IntervalType.day,
+            [EventsNode(event="$pageview"), EventsNode(event="$pageleave")],
+            TrendsFilter(formula="A+B"),
+        )
+
+        self.assertEqual(1, len(response.results))
+        self.assertEqual(16, response.results[0]["count"])
+        self.assertEqual("Formula (A+B)", response.results[0]["label"])
+        self.assertEqual([1, 0, 2, 4, 4, 0, 2, 1, 1, 0, 1], response.results[0]["data"])
+
+    def test_trends_query_compare(self):
+        self._create_test_events()
+
+        response = self._run_trends_query(
+            "2020-01-15", "2020-01-19", IntervalType.day, [EventsNode(event="$pageview")], TrendsFilter(compare=True)
+        )
+
+        self.assertEqual(2, len(response.results))
+
+        self.assertEqual(True, response.results[0]["compare"])
+        self.assertEqual(True, response.results[1]["compare"])
+
+        self.assertEqual("current", response.results[0]["compare_label"])
+        self.assertEqual("previous", response.results[1]["compare_label"])
+
+        self.assertEqual(
+            [
+                "2020-01-15",
+                "2020-01-16",
+                "2020-01-17",
+                "2020-01-18",
+                "2020-01-19",
+            ],
+            response.results[0]["days"],
+        )
+        self.assertEqual(
+            [
+                "2020-01-10",
+                "2020-01-11",
+                "2020-01-12",
+                "2020-01-13",
+                "2020-01-14",
+            ],
+            response.results[1]["days"],
+        )
+
+        self.assertEqual(["day 0", "day 1", "day 2", "day 3", "day 4"], response.results[0]["labels"])
+        self.assertEqual(["day 0", "day 1", "day 2", "day 3", "day 4"], response.results[1]["labels"])
+
+    def test_trends_query_formula_with_compare(self):
+        self._create_test_events()
+
+        response = self._run_trends_query(
+            "2020-01-15",
+            "2020-01-19",
+            IntervalType.day,
+            [EventsNode(event="$pageview"), EventsNode(event="$pageleave")],
+            TrendsFilter(formula="A+B", compare=True),
+        )
+
+        self.assertEqual(2, len(response.results))
+
+        self.assertEqual(5, response.results[0]["count"])
+        self.assertEqual(10, response.results[1]["count"])
+
+        self.assertEqual(True, response.results[0]["compare"])
+        self.assertEqual(True, response.results[1]["compare"])
+
+        self.assertEqual("current", response.results[0]["compare_label"])
+        self.assertEqual("previous", response.results[1]["compare_label"])
+
+        self.assertEqual("Formula (A+B)", response.results[0]["label"])
+        self.assertEqual("Formula (A+B)", response.results[1]["label"])

From a7ae3b0f9da57c27336acf204a7de070f0a2bd77 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tom=C3=A1s=20Far=C3=ADas=20Santana?= <tomas@tomasfarias.dev>
Date: Thu, 19 Oct 2023 15:09:19 +0200
Subject: [PATCH 007/133] feat(batch-exports): Add backfill workflow (#17909)

---
 latest_migrations.manifest                    |   2 +-
 posthog/batch_exports/http.py                 |   4 +-
 posthog/batch_exports/models.py               |  35 ++
 posthog/batch_exports/service.py              | 110 +++++-
 .../commands/create_batch_export_from_app.py  |   4 +-
 .../test/test_create_batch_export_from_app.py |   2 +-
 .../0355_add_batch_export_backfill_model.py   |  98 +++++
 posthog/temporal/tests/batch_exports/base.py  |  12 +
 .../test_backfill_batch_export.py             | 255 +++++++++++++
 .../temporal/tests/test_encryption_codec.py   |  23 +-
 posthog/temporal/workflows/__init__.py        |  12 +
 .../workflows/backfill_batch_export.py        | 359 ++++++++++++++++++
 posthog/temporal/workflows/batch_exports.py   |  51 +++
 posthog/temporal/workflows/noop.py            |  24 +-
 14 files changed, 955 insertions(+), 36 deletions(-)
 create mode 100644 posthog/migrations/0355_add_batch_export_backfill_model.py
 create mode 100644 posthog/temporal/tests/batch_exports/test_backfill_batch_export.py
 create mode 100644 posthog/temporal/workflows/backfill_batch_export.py

diff --git a/latest_migrations.manifest b/latest_migrations.manifest
index a09d7f51cf469..646d97235dab6 100644
--- a/latest_migrations.manifest
+++ b/latest_migrations.manifest
@@ -5,7 +5,7 @@ contenttypes: 0002_remove_content_type_name
 ee: 0015_add_verified_properties
 otp_static: 0002_throttling
 otp_totp: 0002_auto_20190420_0723
-posthog: 0354_organization_never_drop_data
+posthog: 0355_add_batch_export_backfill_model
 sessions: 0001_initial
 social_django: 0010_uid_db_index
 two_factor: 0007_auto_20201201_1019
diff --git a/posthog/batch_exports/http.py b/posthog/batch_exports/http.py
index cd8e24aca5cd6..06fb9866ac0e9 100644
--- a/posthog/batch_exports/http.py
+++ b/posthog/batch_exports/http.py
@@ -248,9 +248,11 @@ def backfill(self, request: request.Request, *args, **kwargs) -> response.Respon
         if start_at >= end_at:
             raise ValidationError("The initial backfill datetime 'start_at' happens after 'end_at'")
 
+        team_id = request.user.current_team.id
+
         batch_export = self.get_object()
         temporal = sync_connect()
-        backfill_export(temporal, str(batch_export.pk), start_at, end_at)
+        backfill_export(temporal, str(batch_export.pk), team_id, start_at, end_at)
 
         return response.Response()
 
diff --git a/posthog/batch_exports/models.py b/posthog/batch_exports/models.py
index b75cadfe3f894..633163b831238 100644
--- a/posthog/batch_exports/models.py
+++ b/posthog/batch_exports/models.py
@@ -27,12 +27,14 @@ class Destination(models.TextChoices):
         SNOWFLAKE = "Snowflake"
         POSTGRES = "Postgres"
         BIGQUERY = "BigQuery"
+        NOOP = "NoOp"
 
     secret_fields = {
         "S3": {"aws_access_key_id", "aws_secret_access_key"},
         "Snowflake": set("password"),
         "Postgres": set("password"),
         "BigQuery": {"private_key", "private_key_id", "client_email", "token_uri"},
+        "NoOp": set(),
     }
 
     type: models.CharField = models.CharField(
@@ -225,3 +227,36 @@ def fetch_batch_export_log_entries(
     return [
         BatchExportLogEntry(*result) for result in typing.cast(list, sync_execute(clickhouse_query, clickhouse_kwargs))
     ]
+
+
+class BatchExportBackfill(UUIDModel):
+    class Status(models.TextChoices):
+        """Possible states of the BatchExportRun."""
+
+        CANCELLED = "Cancelled"
+        COMPLETED = "Completed"
+        CONTINUEDASNEW = "ContinuedAsNew"
+        FAILED = "Failed"
+        TERMINATED = "Terminated"
+        TIMEDOUT = "TimedOut"
+        RUNNING = "Running"
+        STARTING = "Starting"
+
+    team: models.ForeignKey = models.ForeignKey("Team", on_delete=models.CASCADE, help_text="The team this belongs to.")
+    batch_export = models.ForeignKey(
+        "BatchExport", on_delete=models.CASCADE, help_text="The BatchExport this backfill belongs to."
+    )
+    start_at: models.DateTimeField = models.DateTimeField(help_text="The start of the data interval.")
+    end_at: models.DateTimeField = models.DateTimeField(help_text="The end of the data interval.")
+    status: models.CharField = models.CharField(
+        choices=Status.choices, max_length=64, help_text="The status of this backfill."
+    )
+    created_at: models.DateTimeField = models.DateTimeField(
+        auto_now_add=True, help_text="The timestamp at which this BatchExportBackfill was created."
+    )
+    finished_at: models.DateTimeField = models.DateTimeField(
+        null=True, help_text="The timestamp at which this BatchExportBackfill finished, successfully or not."
+    )
+    last_updated_at: models.DateTimeField = models.DateTimeField(
+        auto_now=True, help_text="The timestamp at which this BatchExportBackfill was last updated."
+    )
diff --git a/posthog/batch_exports/service.py b/posthog/batch_exports/service.py
index 2773dd73d7999..a90a2b2ff9a5c 100644
--- a/posthog/batch_exports/service.py
+++ b/posthog/batch_exports/service.py
@@ -8,7 +8,6 @@
     Client,
     Schedule,
     ScheduleActionStartWorkflow,
-    ScheduleBackfill,
     ScheduleIntervalSpec,
     ScheduleOverlapPolicy,
     SchedulePolicy,
@@ -21,6 +20,7 @@
 from posthog import settings
 from posthog.batch_exports.models import (
     BatchExport,
+    BatchExportBackfill,
     BatchExportRun,
 )
 from posthog.temporal.client import sync_connect
@@ -121,11 +121,22 @@ class BigQueryBatchExportInputs:
     include_events: list[str] | None = None
 
 
+@dataclass
+class NoOpInputs:
+    """NoOp Workflow is used for testing, it takes a single argument to echo back."""
+
+    batch_export_id: str
+    team_id: int
+    interval: str = "hour"
+    arg: str = ""
+
+
 DESTINATION_WORKFLOWS = {
     "S3": ("s3-export", S3BatchExportInputs),
     "Snowflake": ("snowflake-export", SnowflakeBatchExportInputs),
     "Postgres": ("postgres-export", PostgresBatchExportInputs),
     "BigQuery": ("bigquery-export", BigQueryBatchExportInputs),
+    "NoOp": ("no-op", NoOpInputs),
 }
 
 
@@ -238,38 +249,64 @@ async def describe_schedule(temporal: Client, schedule_id: str):
     return await handle.describe()
 
 
+@dataclass
+class BackfillBatchExportInputs:
+    """Inputs for the BackfillBatchExport Workflow."""
+
+    team_id: int
+    batch_export_id: str
+    start_at: str
+    end_at: str
+    buffer_limit: int = 1
+    wait_delay: float = 5.0
+
+
 def backfill_export(
     temporal: Client,
     batch_export_id: str,
+    team_id: int,
     start_at: dt.datetime,
     end_at: dt.datetime,
-    overlap: ScheduleOverlapPolicy = ScheduleOverlapPolicy.BUFFER_ALL,
-):
-    """Creates an export run for the given BatchExport, and specified time range.
+) -> None:
+    """Starts a backfill for given team and batch export covering given date range.
 
     Arguments:
+        temporal: A Temporal Client to trigger the workflow.
+        batch_export_id: The id of the BatchExport to backfill.
+        team_id: The id of the Team the BatchExport belongs to.
         start_at: From when to backfill.
         end_at: Up to when to backfill.
     """
     try:
-        BatchExport.objects.get(id=batch_export_id)
+        BatchExport.objects.get(id=batch_export_id, team_id=team_id)
     except BatchExport.DoesNotExist:
         raise BatchExportIdError(batch_export_id)
 
-    schedule_backfill = ScheduleBackfill(start_at=start_at, end_at=end_at, overlap=overlap)
-    backfill_schedule(temporal=temporal, schedule_id=batch_export_id, schedule_backfill=schedule_backfill)
+    inputs = BackfillBatchExportInputs(
+        batch_export_id=batch_export_id,
+        team_id=team_id,
+        start_at=start_at.isoformat(),
+        end_at=end_at.isoformat(),
+    )
+    start_backfill_batch_export_workflow(temporal, inputs=inputs)
 
 
 @async_to_sync
-async def backfill_schedule(temporal: Client, schedule_id: str, schedule_backfill: ScheduleBackfill):
-    """Async call the Temporal client to execute a backfill on the given schedule."""
-    handle = temporal.get_schedule_handle(schedule_id)
+async def start_backfill_batch_export_workflow(temporal: Client, inputs: BackfillBatchExportInputs) -> None:
+    """Async call to start a BackfillBatchExportWorkflow."""
+    handle = temporal.get_schedule_handle(inputs.batch_export_id)
     description = await handle.describe()
 
     if description.schedule.spec.jitter is not None:
-        schedule_backfill.end_at += description.schedule.spec.jitter
-
-    await handle.backfill(schedule_backfill)
+        # Adjust end_at to account for jitter if present.
+        inputs.end_at = (dt.datetime.fromisoformat(inputs.end_at) + description.schedule.spec.jitter).isoformat()
+
+    await temporal.start_workflow(
+        "backfill-batch-export",
+        inputs,
+        id=f"{inputs.batch_export_id}-Backfill-{inputs.start_at}-{inputs.end_at}",
+        task_queue=settings.TEMPORAL_TASK_QUEUE,
+    )
 
 
 def create_batch_export_run(
@@ -284,8 +321,10 @@ def create_batch_export_run(
     as only the Workflows themselves can know when they start.
 
     Args:
-        data_interval_start:
-        data_interval_end:
+        batch_export_id: The UUID of the BatchExport the BatchExportRun to create belongs to.
+        data_interval_start: The start of the period of data exported in this BatchExportRun.
+        data_interval_end: The end of the period of data exported in this BatchExportRun.
+        status: The initial status for the created BatchExportRun.
     """
     run = BatchExportRun(
         batch_export_id=batch_export_id,
@@ -372,3 +411,44 @@ async def updater(_: ScheduleUpdateInput) -> ScheduleUpdate:
     return await handle.update(
         updater=updater,
     )
+
+
+def create_batch_export_backfill(
+    batch_export_id: UUID,
+    team_id: int,
+    start_at: str,
+    end_at: str,
+    status: str = BatchExportRun.Status.RUNNING,
+):
+    """Create a BatchExportBackfill.
+
+
+    Args:
+        batch_export_id: The UUID of the BatchExport the BatchExportBackfill to create belongs to.
+        team_id: The id of the Team the BatchExportBackfill to create belongs to.
+        start_at: The start of the period to backfill in this BatchExportBackfill.
+        end_at: The end of the period to backfill in this BatchExportBackfill.
+        status: The initial status for the created BatchExportBackfill.
+    """
+    backfill = BatchExportBackfill(
+        batch_export_id=batch_export_id,
+        status=status,
+        start_at=dt.datetime.fromisoformat(start_at),
+        end_at=dt.datetime.fromisoformat(end_at),
+        team_id=team_id,
+    )
+    backfill.save()
+
+    return backfill
+
+
+def update_batch_export_backfill_status(backfill_id: UUID, status: str):
+    """Update the status of an BatchExportBackfill with given id.
+
+    Arguments:
+        id: The id of the BatchExportBackfill to update.
+        status: The new status to assign to the BatchExportBackfill.
+    """
+    updated = BatchExportBackfill.objects.filter(id=backfill_id).update(status=status)
+    if not updated:
+        raise ValueError(f"BatchExportBackfill with id {backfill_id} not found.")
diff --git a/posthog/management/commands/create_batch_export_from_app.py b/posthog/management/commands/create_batch_export_from_app.py
index eadf71532db02..510e0f3dbfa4d 100644
--- a/posthog/management/commands/create_batch_export_from_app.py
+++ b/posthog/management/commands/create_batch_export_from_app.py
@@ -115,7 +115,9 @@ def handle(self, *args, **options):
             client = sync_connect()
             end_at = dt.datetime.utcnow()
             start_at = end_at - (dt.timedelta(hours=1) if interval == "hour" else dt.timedelta(days=1))
-            backfill_export(client, batch_export_id=str(batch_export.id), start_at=start_at, end_at=end_at)
+            backfill_export(
+                client, batch_export_id=str(batch_export.id), team_id=team_id, start_at=start_at, end_at=end_at
+            )
             self.stdout.write(f"Triggered backfill for BatchExport '{name}'.")
 
         self.stdout.write("Done!")
diff --git a/posthog/management/commands/test/test_create_batch_export_from_app.py b/posthog/management/commands/test/test_create_batch_export_from_app.py
index bbbb36079d013..fb216dc4f2bb4 100644
--- a/posthog/management/commands/test/test_create_batch_export_from_app.py
+++ b/posthog/management/commands/test/test_create_batch_export_from_app.py
@@ -321,7 +321,7 @@ async def list_workflows(temporal, schedule_id: str):
     return workflows
 
 
-@pytest.mark.django_db
+@pytest.mark.django_db(transaction=True)
 @pytest.mark.parametrize(
     "interval,plugin_config",
     [
diff --git a/posthog/migrations/0355_add_batch_export_backfill_model.py b/posthog/migrations/0355_add_batch_export_backfill_model.py
new file mode 100644
index 0000000000000..c558d2a74d7f8
--- /dev/null
+++ b/posthog/migrations/0355_add_batch_export_backfill_model.py
@@ -0,0 +1,98 @@
+# Generated by Django 3.2.19 on 2023-10-13 09:13
+
+import django.db.models.deletion
+from django.db import migrations, models
+
+import posthog.models.utils
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("posthog", "0354_organization_never_drop_data"),
+    ]
+
+    operations = [
+        migrations.AlterField(
+            model_name="batchexportdestination",
+            name="type",
+            field=models.CharField(
+                choices=[
+                    ("S3", "S3"),
+                    ("Snowflake", "Snowflake"),
+                    ("Postgres", "Postgres"),
+                    ("BigQuery", "Bigquery"),
+                    ("NoOp", "Noop"),
+                ],
+                help_text="A choice of supported BatchExportDestination types.",
+                max_length=64,
+            ),
+        ),
+        migrations.CreateModel(
+            name="BatchExportBackfill",
+            fields=[
+                (
+                    "id",
+                    models.UUIDField(
+                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                    ),
+                ),
+                ("start_at", models.DateTimeField(help_text="The start of the data interval.")),
+                ("end_at", models.DateTimeField(help_text="The end of the data interval.")),
+                (
+                    "status",
+                    models.CharField(
+                        choices=[
+                            ("Cancelled", "Cancelled"),
+                            ("Completed", "Completed"),
+                            ("ContinuedAsNew", "Continuedasnew"),
+                            ("Failed", "Failed"),
+                            ("Terminated", "Terminated"),
+                            ("TimedOut", "Timedout"),
+                            ("Running", "Running"),
+                            ("Starting", "Starting"),
+                        ],
+                        help_text="The status of this backfill.",
+                        max_length=64,
+                    ),
+                ),
+                (
+                    "created_at",
+                    models.DateTimeField(
+                        auto_now_add=True, help_text="The timestamp at which this BatchExportBackfill was created."
+                    ),
+                ),
+                (
+                    "finished_at",
+                    models.DateTimeField(
+                        help_text="The timestamp at which this BatchExportBackfill finished, successfully or not.",
+                        null=True,
+                    ),
+                ),
+                (
+                    "last_updated_at",
+                    models.DateTimeField(
+                        auto_now=True, help_text="The timestamp at which this BatchExportBackfill was last updated."
+                    ),
+                ),
+                (
+                    "batch_export",
+                    models.ForeignKey(
+                        help_text="The BatchExport this backfill belongs to.",
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.batchexport",
+                    ),
+                ),
+                (
+                    "team",
+                    models.ForeignKey(
+                        help_text="The team this belongs to.",
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.team",
+                    ),
+                ),
+            ],
+            options={
+                "abstract": False,
+            },
+        ),
+    ]
diff --git a/posthog/temporal/tests/batch_exports/base.py b/posthog/temporal/tests/batch_exports/base.py
index 88a52fe798426..69c00111d4615 100644
--- a/posthog/temporal/tests/batch_exports/base.py
+++ b/posthog/temporal/tests/batch_exports/base.py
@@ -1,10 +1,12 @@
 import datetime as dt
 import json
 import typing
+import uuid
 
 from asgiref.sync import sync_to_async
 
 from ee.clickhouse.materialized_columns.columns import materialize
+from posthog.batch_exports.models import BatchExportBackfill
 from posthog.temporal.workflows.clickhouse import ClickHouseClient
 
 
@@ -79,3 +81,13 @@ def to_isoformat(d: str | None) -> str | None:
     if d is None:
         return None
     return dt.datetime.fromisoformat(d).replace(tzinfo=dt.timezone.utc).isoformat()
+
+
+def fetch_batch_export_backfills(batch_export_id: uuid.UUID, limit: int = 100) -> list[BatchExportBackfill]:
+    """Fetch the BatchExportBackfills for a given BatchExport."""
+    return list(BatchExportBackfill.objects.filter(batch_export_id=batch_export_id).order_by("-created_at")[:limit])
+
+
+async def afetch_batch_export_backfills(batch_export_id: uuid.UUID, limit: int = 100) -> list[BatchExportBackfill]:
+    """Fetch the BatchExportBackfills for a given BatchExport."""
+    return await sync_to_async(fetch_batch_export_backfills)(batch_export_id, limit)  # type: ignore
diff --git a/posthog/temporal/tests/batch_exports/test_backfill_batch_export.py b/posthog/temporal/tests/batch_exports/test_backfill_batch_export.py
new file mode 100644
index 0000000000000..d91eec51651d0
--- /dev/null
+++ b/posthog/temporal/tests/batch_exports/test_backfill_batch_export.py
@@ -0,0 +1,255 @@
+import asyncio
+import datetime as dt
+import uuid
+
+import pytest
+import pytest_asyncio
+import temporalio
+import temporalio.client
+import temporalio.common
+import temporalio.testing
+import temporalio.worker
+from asgiref.sync import sync_to_async
+from django.conf import settings
+
+from posthog.api.test.test_organization import acreate_organization
+from posthog.api.test.test_team import acreate_team
+from posthog.temporal.client import connect
+from posthog.temporal.tests.batch_exports.base import afetch_batch_export_backfills
+from posthog.temporal.tests.batch_exports.fixtures import (
+    acreate_batch_export,
+    adelete_batch_export,
+)
+from posthog.temporal.workflows.backfill_batch_export import (
+    BackfillBatchExportInputs,
+    BackfillBatchExportWorkflow,
+    BackfillScheduleInputs,
+    backfill_range,
+    backfill_schedule,
+    get_schedule_frequency,
+)
+from posthog.temporal.workflows.batch_exports import (
+    create_batch_export_backfill_model,
+    update_batch_export_backfill_model_status,
+)
+from posthog.temporal.workflows.noop import NoOpWorkflow, noop_activity
+
+
+@pytest_asyncio.fixture
+async def temporal_client():
+    """Yield a Temporal Client."""
+    client = await connect(
+        settings.TEMPORAL_HOST,
+        settings.TEMPORAL_PORT,
+        settings.TEMPORAL_NAMESPACE,
+        settings.TEMPORAL_CLIENT_ROOT_CA,
+        settings.TEMPORAL_CLIENT_CERT,
+        settings.TEMPORAL_CLIENT_KEY,
+    )
+
+    return client
+
+
+@pytest_asyncio.fixture
+async def team():
+    organization = await acreate_organization("test")
+    team = await acreate_team(organization=organization)
+
+    yield team
+
+    sync_to_async(team.delete)()
+    sync_to_async(organization.delete)()
+
+
+@pytest_asyncio.fixture
+async def temporal_schedule(temporal_client, team):
+    """Manage a test Temopral Schedule yielding its handle."""
+    destination_data = {
+        "type": "NoOp",
+        "config": {},
+    }
+
+    interval = "every 1 minutes"
+    batch_export_data = {
+        "name": "no-op-export",
+        "destination": destination_data,
+        "interval": interval,
+        "paused": True,
+    }
+
+    batch_export = await acreate_batch_export(
+        team_id=team.pk,
+        name=batch_export_data["name"],
+        destination_data=batch_export_data["destination"],
+        interval=batch_export_data["interval"],
+    )
+
+    handle = temporal_client.get_schedule_handle(str(batch_export.id))
+    yield handle
+
+    await adelete_batch_export(batch_export, temporal_client)
+
+
+@pytest_asyncio.fixture
+async def temporal_worker(temporal_client):
+    worker = temporalio.worker.Worker(
+        temporal_client,
+        task_queue=settings.TEMPORAL_TASK_QUEUE,
+        workflows=[NoOpWorkflow, BackfillBatchExportWorkflow],
+        activities=[
+            noop_activity,
+            backfill_schedule,
+            create_batch_export_backfill_model,
+            update_batch_export_backfill_model_status,
+            get_schedule_frequency,
+        ],
+        workflow_runner=temporalio.worker.UnsandboxedWorkflowRunner(),
+    )
+
+    worker_run = asyncio.create_task(worker.run())
+
+    yield worker
+
+    worker_run.cancel()
+    await asyncio.wait([worker_run])
+
+
+@pytest.mark.parametrize(
+    "start_at,end_at,step,expected",
+    [
+        (
+            dt.datetime(2023, 1, 1, 0, 0, 0, tzinfo=dt.timezone.utc),
+            dt.datetime(2023, 1, 2, 0, 0, 0, tzinfo=dt.timezone.utc),
+            dt.timedelta(days=1),
+            [
+                (
+                    dt.datetime(2023, 1, 1, 0, 0, 0, tzinfo=dt.timezone.utc),
+                    dt.datetime(2023, 1, 2, 0, 0, 0, tzinfo=dt.timezone.utc),
+                )
+            ],
+        ),
+        (
+            dt.datetime(2023, 1, 1, 0, 0, 0, tzinfo=dt.timezone.utc),
+            dt.datetime(2023, 1, 2, 0, 0, 0, tzinfo=dt.timezone.utc),
+            dt.timedelta(hours=12),
+            [
+                (
+                    dt.datetime(2023, 1, 1, 0, 0, 0, tzinfo=dt.timezone.utc),
+                    dt.datetime(2023, 1, 1, 12, 0, 0, tzinfo=dt.timezone.utc),
+                ),
+                (
+                    dt.datetime(2023, 1, 1, 12, 0, 0, tzinfo=dt.timezone.utc),
+                    dt.datetime(2023, 1, 2, 0, 0, 0, tzinfo=dt.timezone.utc),
+                ),
+            ],
+        ),
+        (
+            dt.datetime(2023, 1, 1, 0, 0, 0, tzinfo=dt.timezone.utc),
+            dt.datetime(2023, 1, 5, 0, 0, 0, tzinfo=dt.timezone.utc),
+            dt.timedelta(days=1),
+            [
+                (
+                    dt.datetime(2023, 1, 1, 0, 0, 0, tzinfo=dt.timezone.utc),
+                    dt.datetime(2023, 1, 2, 0, 0, 0, tzinfo=dt.timezone.utc),
+                ),
+                (
+                    dt.datetime(2023, 1, 2, 0, 0, 0, tzinfo=dt.timezone.utc),
+                    dt.datetime(2023, 1, 3, 0, 0, 0, tzinfo=dt.timezone.utc),
+                ),
+                (
+                    dt.datetime(2023, 1, 3, 0, 0, 0, tzinfo=dt.timezone.utc),
+                    dt.datetime(2023, 1, 4, 0, 0, 0, tzinfo=dt.timezone.utc),
+                ),
+                (
+                    dt.datetime(2023, 1, 4, 0, 0, 0, tzinfo=dt.timezone.utc),
+                    dt.datetime(2023, 1, 5, 0, 0, 0, tzinfo=dt.timezone.utc),
+                ),
+            ],
+        ),
+    ],
+)
+def test_backfill_range(start_at, end_at, step, expected):
+    """Test the backfill_range function yields expected ranges of dates."""
+    result = list(backfill_range(start_at, end_at, step))
+    assert result == expected
+
+
+@pytest.mark.asyncio
+@pytest.mark.django_db(transaction=True)
+async def test_get_schedule_frequency(activity_environment, temporal_worker, temporal_schedule):
+    """Test get_schedule_frequency returns the correct interval."""
+    desc = await temporal_schedule.describe()
+    expected = desc.schedule.spec.intervals[0].every.total_seconds()
+
+    result = await activity_environment.run(get_schedule_frequency, desc.id)
+
+    assert result == expected
+
+
+@pytest.mark.asyncio
+@pytest.mark.django_db(transaction=True)
+async def test_backfill_schedule_activity(activity_environment, temporal_worker, temporal_schedule):
+    """Test backfill_schedule activity schedules all backfill runs."""
+    start_at = dt.datetime(2023, 1, 1, 0, 0, 0, tzinfo=dt.timezone.utc)
+    end_at = dt.datetime(2023, 1, 1, 0, 10, 0, tzinfo=dt.timezone.utc)
+
+    desc = await temporal_schedule.describe()
+    inputs = BackfillScheduleInputs(
+        schedule_id=desc.id,
+        start_at=start_at.isoformat(),
+        end_at=end_at.isoformat(),
+        buffer_limit=2,
+        wait_delay=1.0,
+        frequency_seconds=desc.schedule.spec.intervals[0].every.total_seconds(),
+    )
+
+    await activity_environment.run(backfill_schedule, inputs)
+
+    desc = await temporal_schedule.describe()
+    result = desc.info.num_actions
+    expected = 10
+
+    assert result >= expected
+
+
+@pytest.mark.django_db(transaction=True)
+@pytest.mark.asyncio
+async def test_backfill_batch_export_workflow(temporal_worker, temporal_schedule, temporal_client, team):
+    """Test BackfillBatchExportWorkflow executes all backfill runs and updates model."""
+    start_at = dt.datetime(2023, 1, 1, 0, 0, 0, tzinfo=dt.timezone.utc)
+    end_at = dt.datetime(2023, 1, 1, 0, 10, 0, tzinfo=dt.timezone.utc)
+
+    desc = await temporal_schedule.describe()
+
+    workflow_id = str(uuid.uuid4())
+    inputs = BackfillBatchExportInputs(
+        team_id=team.pk,
+        batch_export_id=desc.id,
+        start_at=start_at.isoformat(),
+        end_at=end_at.isoformat(),
+        buffer_limit=2,
+        wait_delay=1.0,
+    )
+
+    handle = await temporal_client.start_workflow(
+        BackfillBatchExportWorkflow.run,
+        inputs,
+        id=workflow_id,
+        task_queue=settings.TEMPORAL_TASK_QUEUE,
+        execution_timeout=dt.timedelta(minutes=1),
+        retry_policy=temporalio.common.RetryPolicy(maximum_attempts=1),
+    )
+    await handle.result()
+
+    desc = await temporal_schedule.describe()
+    result = desc.info.num_actions
+    expected = 10
+
+    assert result == expected
+
+    backfills = await afetch_batch_export_backfills(batch_export_id=desc.id)
+
+    assert len(backfills) == 1, "Expected one backfill to have been created"
+
+    backfill = backfills.pop()
+    assert backfill.status == "Completed"
diff --git a/posthog/temporal/tests/test_encryption_codec.py b/posthog/temporal/tests/test_encryption_codec.py
index 92c43223672b9..a3d9c33ef478d 100644
--- a/posthog/temporal/tests/test_encryption_codec.py
+++ b/posthog/temporal/tests/test_encryption_codec.py
@@ -1,4 +1,5 @@
 import dataclasses
+import json
 import uuid
 
 import pytest
@@ -8,6 +9,7 @@
 from temporalio.client import Client
 from temporalio.worker import UnsandboxedWorkflowRunner, Worker
 
+from posthog.batch_exports.service import NoOpInputs
 from posthog.temporal.codec import EncryptionCodec
 from posthog.temporal.workflows.noop import NoOpWorkflow, noop_activity
 
@@ -42,12 +44,22 @@ async def test_payloads_are_encrypted():
 
     workflow_id = uuid.uuid4()
     input_str = str(uuid.uuid4())
+
     no_op_result_str = f"OK - {input_str}"
-    no_op_activity_input_str = f'{{"time":"{input_str}"}}'
+    inputs = NoOpInputs(
+        arg=input_str,
+        batch_export_id="123",
+        team_id=1,
+    )
+
     # The no-op Workflow can only produce a limited set of results, so we'll check if the events match any of these.
     # Either it's the final result (no_op_result_str), the input to an activity (no_op_activity_input_str), or the
-    # input to the workflow (input_str). In all cases, data is encoded.
-    expected_results = (f'"{no_op_result_str}"'.encode(), f'"{input_str}"'.encode(), no_op_activity_input_str.encode())
+    # input to the workflow (inputs).
+    expected_results = (
+        no_op_result_str,
+        {"arg": input_str},
+        dataclasses.asdict(inputs),
+    )
 
     async with Worker(
         client,
@@ -58,7 +70,7 @@ async def test_payloads_are_encrypted():
     ) as worker:
         handle = await client.start_workflow(
             NoOpWorkflow.run,
-            input_str,
+            inputs,
             id=f"workflow-{workflow_id}",
             task_queue=worker.task_queue,
         )
@@ -76,4 +88,5 @@ async def test_payloads_are_encrypted():
             assert payload.metadata["encoding"] == b"binary/encrypted"
 
             decoded_payloads = await codec.decode([payload])
-            assert decoded_payloads[0].data in expected_results
+            loaded_payload = json.loads(decoded_payloads[0].data)
+            assert loaded_payload in expected_results
diff --git a/posthog/temporal/workflows/__init__.py b/posthog/temporal/workflows/__init__.py
index 2e4224caf758b..df7356f6ab997 100644
--- a/posthog/temporal/workflows/__init__.py
+++ b/posthog/temporal/workflows/__init__.py
@@ -1,7 +1,14 @@
 from typing import Callable, Sequence
 
+from posthog.temporal.workflows.backfill_batch_export import (
+    BackfillBatchExportWorkflow,
+    backfill_schedule,
+    get_schedule_frequency,
+)
 from posthog.temporal.workflows.batch_exports import (
+    create_batch_export_backfill_model,
     create_export_run,
+    update_batch_export_backfill_model_status,
     update_export_run_status,
 )
 from posthog.temporal.workflows.bigquery_batch_export import (
@@ -24,6 +31,7 @@
 from posthog.temporal.workflows.squash_person_overrides import *
 
 WORKFLOWS = [
+    BackfillBatchExportWorkflow,
     BigQueryBatchExportWorkflow,
     NoOpWorkflow,
     PostgresBatchExportWorkflow,
@@ -33,10 +41,13 @@
 ]
 
 ACTIVITIES: Sequence[Callable] = [
+    backfill_schedule,
+    create_batch_export_backfill_model,
     create_export_run,
     delete_squashed_person_overrides_from_clickhouse,
     delete_squashed_person_overrides_from_postgres,
     drop_dictionary,
+    get_schedule_frequency,
     insert_into_bigquery_activity,
     insert_into_postgres_activity,
     insert_into_s3_activity,
@@ -46,5 +57,6 @@
     prepare_person_overrides,
     select_persons_to_delete,
     squash_events_partition,
+    update_batch_export_backfill_model_status,
     update_export_run_status,
 ]
diff --git a/posthog/temporal/workflows/backfill_batch_export.py b/posthog/temporal/workflows/backfill_batch_export.py
new file mode 100644
index 0000000000000..21f8c21398633
--- /dev/null
+++ b/posthog/temporal/workflows/backfill_batch_export.py
@@ -0,0 +1,359 @@
+import asyncio
+import collections.abc
+import dataclasses
+import datetime as dt
+import json
+import typing
+
+import temporalio
+import temporalio.activity
+import temporalio.client
+import temporalio.common
+import temporalio.exceptions
+import temporalio.workflow
+from django.conf import settings
+
+from posthog.batch_exports.service import BackfillBatchExportInputs
+from posthog.temporal.client import connect
+from posthog.temporal.workflows.base import PostHogWorkflow
+from posthog.temporal.workflows.batch_exports import (
+    CreateBatchExportBackfillInputs,
+    UpdateBatchExportBackfillStatusInputs,
+    create_batch_export_backfill_model,
+    get_batch_exports_logger,
+    update_batch_export_backfill_model_status,
+)
+
+
+class HeartbeatDetails(typing.NamedTuple):
+    """Details sent over in a Temporal Activity heartbeat."""
+
+    schedule_id: str
+    start_at: str
+    end_at: str
+    wait_start_at: str
+
+    def make_activity_heartbeat_while_running(
+        self, function_to_run: collections.abc.Callable, heartbeat_every: dt.timedelta
+    ) -> collections.abc.Callable[..., collections.abc.Coroutine]:
+        """Return a callable that returns a coroutine that hearbeats with these HeartbeatDetails.
+
+        The returned callable wraps 'function_to_run' while heartbeatting 'factor' times for every
+        'heartbeat_timeout'.
+        """
+
+        async def heartbeat() -> None:
+            """Heartbeat factor times every heartbeat_timeout."""
+            while True:
+                await asyncio.sleep(heartbeat_every.total_seconds())
+                temporalio.activity.heartbeat(self)
+
+        async def heartbeat_while_running(*args, **kwargs):
+            """Wrap 'function_to_run' to asynchronously heartbeat while awaiting."""
+            heartbeat_task = asyncio.create_task(heartbeat())
+
+            try:
+                return await function_to_run(*args, **kwargs)
+            finally:
+                heartbeat_task.cancel()
+                await asyncio.wait([heartbeat_task])
+
+        return heartbeat_while_running
+
+
+@temporalio.activity.defn
+async def get_schedule_frequency(schedule_id: str) -> float:
+    """Return a Temporal Schedule's frequency.
+
+    This assumes that the Schedule has one interval set.
+    """
+    client = await connect(
+        settings.TEMPORAL_HOST,
+        settings.TEMPORAL_PORT,
+        settings.TEMPORAL_NAMESPACE,
+        settings.TEMPORAL_CLIENT_ROOT_CA,
+        settings.TEMPORAL_CLIENT_CERT,
+        settings.TEMPORAL_CLIENT_KEY,
+    )
+
+    handle = client.get_schedule_handle(schedule_id)
+    desc = await handle.describe()
+
+    interval = desc.schedule.spec.intervals[0]
+    return interval.every.total_seconds()
+
+
+@dataclasses.dataclass
+class BackfillScheduleInputs:
+    """Inputs for the backfill_schedule Activity."""
+
+    schedule_id: str
+    start_at: str
+    end_at: str
+    frequency_seconds: float
+    buffer_limit: int = 1
+    wait_delay: float = 5.0
+
+
+@temporalio.activity.defn
+async def backfill_schedule(inputs: BackfillScheduleInputs) -> None:
+    """Temporal Activity to backfill a Temporal Schedule.
+
+    The backfill is broken up into batches of inputs.buffer_limit size. After a backfill batch is requested,
+    we wait for it to be done before continuing with the next.
+
+    This activity heartbeats while waiting to allow cancelling an ongoing backfill.
+    """
+    start_at = dt.datetime.fromisoformat(inputs.start_at)
+    end_at = dt.datetime.fromisoformat(inputs.end_at)
+
+    client = await connect(
+        settings.TEMPORAL_HOST,
+        settings.TEMPORAL_PORT,
+        settings.TEMPORAL_NAMESPACE,
+        settings.TEMPORAL_CLIENT_ROOT_CA,
+        settings.TEMPORAL_CLIENT_CERT,
+        settings.TEMPORAL_CLIENT_KEY,
+    )
+
+    heartbeat_timeout = temporalio.activity.info().heartbeat_timeout
+
+    details = temporalio.activity.info().heartbeat_details
+
+    if details:
+        # If we receive details from a previous run, it means we were restarted for some reason.
+        # Let's not double-backfill and instead wait for any outstanding runs.
+        last_activity_details = details[0]
+
+        details = HeartbeatDetails(
+            schedule_id=inputs.schedule_id,
+            start_at=last_activity_details.start_at,
+            end_at=last_activity_details.end_at,
+            wait_start_at=last_activity_details.wait_start_at,
+        )
+
+        await wait_for_schedule_backfill_in_range_with_heartbeat(details, client, heartbeat_timeout, inputs.wait_delay)
+
+        # Update start_at to resume from the end of the period we just waited for
+        start_at = dt.datetime.fromisoformat(last_activity_details.end_at)
+
+    handle = client.get_schedule_handle(inputs.schedule_id)
+
+    frequency = dt.timedelta(seconds=inputs.frequency_seconds)
+    full_backfill_range = backfill_range(start_at, end_at, frequency * inputs.buffer_limit)
+
+    for backfill_start_at, backfill_end_at in full_backfill_range:
+        utcnow = dt.datetime.utcnow()
+
+        backfill = temporalio.client.ScheduleBackfill(
+            start_at=backfill_start_at,
+            end_at=backfill_end_at,
+            overlap=temporalio.client.ScheduleOverlapPolicy.ALLOW_ALL,
+        )
+        await handle.backfill(backfill)
+
+        details = HeartbeatDetails(
+            schedule_id=inputs.schedule_id,
+            start_at=backfill_start_at.isoformat(),
+            end_at=backfill_end_at.isoformat(),
+            wait_start_at=utcnow.isoformat(),
+        )
+
+        await wait_for_schedule_backfill_in_range_with_heartbeat(details, client, heartbeat_timeout, inputs.wait_delay)
+
+
+async def wait_for_schedule_backfill_in_range_with_heartbeat(
+    heartbeat_details: HeartbeatDetails,
+    client: temporalio.client.Client,
+    heartbeat_timeout: dt.timedelta | None = None,
+    wait_delay: float = 5.0,
+):
+    """Decide if heartbeating is required while waiting for a backfill in range to finish."""
+    if heartbeat_timeout:
+        wait_func = heartbeat_details.make_activity_heartbeat_while_running(
+            wait_for_schedule_backfill_in_range, heartbeat_every=dt.timedelta(seconds=1)
+        )
+    else:
+        wait_func = wait_for_schedule_backfill_in_range
+
+    await wait_func(
+        client,
+        heartbeat_details.schedule_id,
+        dt.datetime.fromisoformat(heartbeat_details.start_at),
+        dt.datetime.fromisoformat(heartbeat_details.end_at),
+        dt.datetime.fromisoformat(heartbeat_details.wait_start_at),
+        wait_delay,
+    )
+
+
+async def wait_for_schedule_backfill_in_range(
+    client: temporalio.client.Client,
+    schedule_id: str,
+    start_at: dt.datetime,
+    end_at: dt.datetime,
+    now: dt.datetime,
+    wait_delay: float = 5.0,
+) -> None:
+    """Wait for a Temporal Schedule backfill in a date range to be finished.
+
+    We can use the TemporalScheduledById and the TemporalScheduledStartTime to identify the Workflow executions
+    runs that fall under this Temporal Schedule's backfill. However, there could be regularly scheduled runs returned
+    by a query on just these two fields. So, we take the 'now' argument to provide a lower bound for the Workflow
+    execution start time, assuming that backfill runs will have started recently after 'now' whereas regularly
+    scheduled runs happened sometime in the past, before 'now'. This should hold true for historical backfills,
+    but the heuristic fails for "future backfills", which should not be allowed.
+    """
+    query = (
+        f'TemporalScheduledById="{schedule_id}" '
+        f'AND TemporalScheduledStartTime >= "{start_at.isoformat()}" '
+        f'AND TemporalScheduledStartTime <= "{end_at.isoformat()}" '
+        f'AND StartTime >= "{now.isoformat()}"'
+    )
+
+    done = False
+    while not done:
+        await asyncio.sleep(wait_delay)
+
+        workflows = [workflow async for workflow in client.list_workflows(query=query)]
+
+        if not workflows:
+            # Backfill hasn't started yet.
+            continue
+
+        if check_workflow_executions_not_running(workflows) is False:
+            continue
+
+        done = True
+
+
+def check_workflow_executions_not_running(workflow_executions: list[temporalio.client.WorkflowExecution]) -> bool:
+    """Check if a list of Worflow Executions has any still running."""
+    return all(
+        workflow_execution.status != temporalio.client.WorkflowExecutionStatus.RUNNING
+        for workflow_execution in workflow_executions
+    )
+
+
+def backfill_range(
+    start_at: dt.datetime, end_at: dt.datetime, step: dt.timedelta
+) -> typing.Generator[tuple[dt.datetime, dt.datetime], None, None]:
+    """Generate range of dates between start_at and end_at."""
+    current = start_at
+
+    while current < end_at:
+        current_end = current + step
+
+        if current_end > end_at:
+            current_end = end_at
+
+        yield current, current_end
+
+        current = current_end
+
+
+@temporalio.workflow.defn(name="backfill-batch-export")
+class BackfillBatchExportWorkflow(PostHogWorkflow):
+    """A Temporal Workflow to manage a backfill of a batch export.
+
+    Temporal Schedule backfills are limited in the number of batch periods we can buffer. This limit
+    has been confirmed to be less than 1000. So, when triggering a backfill of more than 1000 batch
+    periods (about a month for hourly batch exports), we need this Workflow to manage its progress.
+
+    We also report on the progress by updating the BatchExportBackfill model.
+    """
+
+    @staticmethod
+    def parse_inputs(inputs: list[str]) -> BackfillBatchExportInputs:
+        """Parse inputs from the management command CLI."""
+        loaded = json.loads(inputs[0])
+        return BackfillBatchExportInputs(**loaded)
+
+    @temporalio.workflow.run
+    async def run(self, inputs: BackfillBatchExportInputs) -> None:
+        """Workflow implementation to backfill a BatchExport."""
+        logger = get_batch_exports_logger(inputs=inputs)
+        logger.info(
+            "Starting Backfill for BatchExport %s: %s - %s", inputs.batch_export_id, inputs.start_at, inputs.end_at
+        )
+
+        create_batch_export_backfill_inputs = CreateBatchExportBackfillInputs(
+            team_id=inputs.team_id,
+            batch_export_id=inputs.batch_export_id,
+            start_at=inputs.start_at,
+            end_at=inputs.end_at,
+            status="Running",
+        )
+
+        backfill_id = await temporalio.workflow.execute_activity(
+            create_batch_export_backfill_model,
+            create_batch_export_backfill_inputs,
+            start_to_close_timeout=dt.timedelta(minutes=5),
+            retry_policy=temporalio.common.RetryPolicy(
+                initial_interval=dt.timedelta(seconds=10),
+                maximum_interval=dt.timedelta(seconds=60),
+                maximum_attempts=0,
+                non_retryable_error_types=["NotNullViolation", "IntegrityError"],
+            ),
+        )
+        update_inputs = UpdateBatchExportBackfillStatusInputs(id=backfill_id, status="Completed")
+
+        frequency_seconds = await temporalio.workflow.execute_activity(
+            get_schedule_frequency,
+            inputs.batch_export_id,
+            start_to_close_timeout=dt.timedelta(minutes=1),
+            retry_policy=temporalio.common.RetryPolicy(maximum_attempts=0),
+        )
+
+        backfill_duration = dt.datetime.fromisoformat(inputs.end_at) - dt.datetime.fromisoformat(inputs.start_at)
+        number_of_expected_runs = backfill_duration / dt.timedelta(seconds=frequency_seconds)
+
+        backfill_schedule_inputs = BackfillScheduleInputs(
+            schedule_id=inputs.batch_export_id,
+            start_at=inputs.start_at,
+            end_at=inputs.end_at,
+            frequency_seconds=frequency_seconds,
+            buffer_limit=inputs.buffer_limit,
+            wait_delay=inputs.wait_delay,
+        )
+        try:
+            await temporalio.workflow.execute_activity(
+                backfill_schedule,
+                backfill_schedule_inputs,
+                retry_policy=temporalio.common.RetryPolicy(
+                    initial_interval=dt.timedelta(seconds=10),
+                    maximum_interval=dt.timedelta(seconds=60),
+                ),
+                # Temporal requires that we set a timeout.
+                # Allocate 5 minutes per expected number of runs to backfill as a timeout.
+                # The 5 minutes are just an assumption and we may tweak this in the future
+                start_to_close_timeout=dt.timedelta(minutes=5 * number_of_expected_runs),
+                heartbeat_timeout=dt.timedelta(minutes=2),
+            )
+
+        except temporalio.exceptions.ActivityError as e:
+            if isinstance(e.cause, temporalio.exceptions.CancelledError):
+                logger.error("Backfill was cancelled.")
+                update_inputs.status = "Cancelled"
+            else:
+                logger.exception("Backfill failed.", exc_info=e.cause)
+                update_inputs.status = "Failed"
+
+            raise
+
+        except Exception as e:
+            logger.exception("Backfill failed with an unexpected error.", exc_info=e)
+            update_inputs.status = "Failed"
+            raise
+
+        finally:
+            await temporalio.workflow.execute_activity(
+                update_batch_export_backfill_model_status,
+                update_inputs,
+                start_to_close_timeout=dt.timedelta(minutes=5),
+                retry_policy=temporalio.common.RetryPolicy(
+                    initial_interval=dt.timedelta(seconds=10),
+                    maximum_interval=dt.timedelta(seconds=60),
+                    maximum_attempts=0,
+                    non_retryable_error_types=["NotNullViolation", "IntegrityError"],
+                ),
+            )
diff --git a/posthog/temporal/workflows/batch_exports.py b/posthog/temporal/workflows/batch_exports.py
index 79a0917fd4f43..4144940e471a8 100644
--- a/posthog/temporal/workflows/batch_exports.py
+++ b/posthog/temporal/workflows/batch_exports.py
@@ -18,7 +18,9 @@
 
 from posthog.batch_exports.service import (
     BatchExportsInputsProtocol,
+    create_batch_export_backfill,
     create_batch_export_run,
+    update_batch_export_backfill_status,
     update_batch_export_run_status,
 )
 from posthog.kafka_client.client import KafkaProducer
@@ -631,3 +633,52 @@ class UpdateBatchExportRunStatusInputs:
 async def update_export_run_status(inputs: UpdateBatchExportRunStatusInputs):
     """Activity that updates the status of an BatchExportRun."""
     await sync_to_async(update_batch_export_run_status)(run_id=uuid.UUID(inputs.id), status=inputs.status, latest_error=inputs.latest_error)  # type: ignore
+
+
+@dataclasses.dataclass
+class CreateBatchExportBackfillInputs:
+    team_id: int
+    batch_export_id: str
+    start_at: str
+    end_at: str
+    status: str
+
+
+@activity.defn
+async def create_batch_export_backfill_model(inputs: CreateBatchExportBackfillInputs) -> str:
+    """Activity that creates an BatchExportBackfill.
+
+    Intended to be used in all export workflows, usually at the start, to create a model
+    instance to represent them in our database.
+    """
+    logger = get_batch_exports_logger(inputs=inputs)
+    logger.info(f"Creating BatchExportBackfill model instance in team {inputs.team_id}.")
+
+    # 'sync_to_async' type hints are fixed in asgiref>=3.4.1
+    # But one of our dependencies is pinned to asgiref==3.3.2.
+    # Remove these comments once we upgrade.
+    run = await sync_to_async(create_batch_export_backfill)(  # type: ignore
+        batch_export_id=uuid.UUID(inputs.batch_export_id),
+        start_at=inputs.start_at,
+        end_at=inputs.end_at,
+        status=inputs.status,
+        team_id=inputs.team_id,
+    )
+
+    logger.info(f"Created BatchExportBackfill {run.id} in team {inputs.team_id}.")
+
+    return str(run.id)
+
+
+@dataclasses.dataclass
+class UpdateBatchExportBackfillStatusInputs:
+    """Inputs to the update_batch_export_backfill_status activity."""
+
+    id: str
+    status: str
+
+
+@activity.defn
+async def update_batch_export_backfill_model_status(inputs: UpdateBatchExportBackfillStatusInputs):
+    """Activity that updates the status of an BatchExportRun."""
+    await sync_to_async(update_batch_export_backfill_status)(backfill_id=uuid.UUID(inputs.id), status=inputs.status)  # type: ignore
diff --git a/posthog/temporal/workflows/noop.py b/posthog/temporal/workflows/noop.py
index a321168bec6c7..20fa2f1ac097e 100644
--- a/posthog/temporal/workflows/noop.py
+++ b/posthog/temporal/workflows/noop.py
@@ -1,22 +1,24 @@
+import json
 import logging
 from dataclasses import dataclass
-from datetime import datetime, timedelta
+from datetime import timedelta
 from typing import Any
 
 from temporalio import activity, workflow
 
+from posthog.batch_exports.service import NoOpInputs
 from posthog.temporal.workflows.base import PostHogWorkflow
 
 
 @dataclass
 class NoopActivityArgs:
-    time: str
+    arg: str
 
 
 @activity.defn
-async def noop_activity(input: NoopActivityArgs) -> str:
-    activity.logger.info(f"Running activity with parameter {input.time}")
-    output = f"OK - {input.time}"
+async def noop_activity(inputs: NoopActivityArgs) -> str:
+    activity.logger.info(f"Running activity with parameter {inputs.arg}")
+    output = f"OK - {inputs.arg}"
     logging.warning(f"[Action] - Action executed on worker with output: {output}")
     return output
 
@@ -29,17 +31,15 @@ def parse_inputs(inputs: list[str]) -> Any:
 
         We expect only one input, so we just return it and assume it's correct.
         """
-        if not inputs:
-            # Preserving defaults from when this was the only workflow.
-            inputs = [datetime.now().isoformat()]
-        return inputs[0]
+        loaded = json.loads(inputs[0])
+        return NoOpInputs(**loaded)
 
     @workflow.run
-    async def run(self, time: str) -> str:
-        workflow.logger.info(f"Running workflow with parameter {time}")
+    async def run(self, inputs: NoOpInputs) -> str:
+        workflow.logger.info(f"Running workflow with parameter {inputs.arg}")
         result = await workflow.execute_activity(
             noop_activity,
-            NoopActivityArgs(time),
+            NoopActivityArgs(inputs.arg),
             start_to_close_timeout=timedelta(seconds=60),
             schedule_to_close_timeout=timedelta(minutes=5),
         )

From 03d22c774569d66eebe7e71350889734972aa582 Mon Sep 17 00:00:00 2001
From: Marius Andra <marius.andra@gmail.com>
Date: Thu, 19 Oct 2023 16:16:00 +0200
Subject: [PATCH 008/133] feat(hogql): basic pretty print (#18086)

---
 posthog/hogql/printer.py                      |  65 +++++++++---
 .../test/__snapshots__/test_printer.ambr      |  70 ++++++++++++
 posthog/hogql/test/test_printer.py            | 100 +++++++++++++++++-
 3 files changed, 218 insertions(+), 17 deletions(-)
 create mode 100644 posthog/hogql/test/__snapshots__/test_printer.ambr

diff --git a/posthog/hogql/printer.py b/posthog/hogql/printer.py
index 800b649760285..3108c31d05124 100644
--- a/posthog/hogql/printer.py
+++ b/posthog/hogql/printer.py
@@ -57,7 +57,10 @@ def team_id_guard_for_table(table_type: Union[ast.TableType, ast.TableAliasType]
 def to_printed_hogql(query: ast.Expr, team_id: int) -> str:
     """Prints the HogQL query without mutating the node"""
     return print_ast(
-        clone_expr(query), dialect="hogql", context=HogQLContext(team_id=team_id, enable_select_queries=True)
+        clone_expr(query),
+        dialect="hogql",
+        context=HogQLContext(team_id=team_id, enable_select_queries=True),
+        pretty=True,
     )
 
 
@@ -67,9 +70,12 @@ def print_ast(
     dialect: Literal["hogql", "clickhouse"],
     stack: Optional[List[ast.SelectQuery]] = None,
     settings: Optional[HogQLGlobalSettings] = None,
+    pretty: bool = False,
 ) -> str:
     prepared_ast = prepare_ast_for_printing(node=node, context=context, dialect=dialect, stack=stack, settings=settings)
-    return print_prepared_ast(node=prepared_ast, context=context, dialect=dialect, stack=stack, settings=settings)
+    return print_prepared_ast(
+        node=prepared_ast, context=context, dialect=dialect, stack=stack, settings=settings, pretty=pretty
+    )
 
 
 def prepare_ast_for_printing(
@@ -111,10 +117,13 @@ def print_prepared_ast(
     dialect: Literal["hogql", "clickhouse"],
     stack: Optional[List[ast.SelectQuery]] = None,
     settings: Optional[HogQLGlobalSettings] = None,
+    pretty: bool = False,
 ) -> str:
     with context.timings.measure("printer"):
         # _Printer also adds a team_id guard if printing clickhouse
-        return _Printer(context=context, dialect=dialect, stack=stack or [], settings=settings).visit(node)
+        return _Printer(context=context, dialect=dialect, stack=stack or [], settings=settings, pretty=pretty).visit(
+            node
+        )
 
 
 @dataclass
@@ -132,15 +141,24 @@ def __init__(
         dialect: Literal["hogql", "clickhouse"],
         stack: Optional[List[AST]] = None,
         settings: Optional[HogQLGlobalSettings] = None,
+        pretty: bool = False,
     ):
         self.context = context
         self.dialect = dialect
         self.stack: List[AST] = stack or []  # Keep track of all traversed nodes.
         self.settings = settings
+        self.pretty = pretty
+        self._indent = -1
+        self.tab_size = 4
+
+    def indent(self, extra: int = 0):
+        return " " * self.tab_size * (self._indent + extra)
 
     def visit(self, node: AST):
         self.stack.append(node)
+        self._indent += 1
         response = super().visit(node)
+        self._indent -= 1
         self.stack.pop()
 
         if len(self.stack) == 0 and self.dialect == "clickhouse" and self.settings:
@@ -153,9 +171,15 @@ def visit(self, node: AST):
         return response
 
     def visit_select_union_query(self, node: ast.SelectUnionQuery):
-        query = " UNION ALL ".join([self.visit(expr) for expr in node.select_queries])
+        self._indent -= 1
+        queries = [self.visit(expr) for expr in node.select_queries]
+        if self.pretty:
+            query = f"\n{self.indent(1)}UNION ALL\n{self.indent(1)}".join([query.strip() for query in queries])
+        else:
+            query = " UNION ALL ".join(queries)
+        self._indent += 1
         if len(self.stack) > 1:
-            return f"({query})"
+            return f"({query.strip()})"
         return query
 
     def visit_select_query(self, node: ast.SelectQuery):
@@ -221,16 +245,19 @@ def visit_select_query(self, node: ast.SelectQuery):
                 raise HogQLException(f"Invalid ARRAY JOIN without an array")
             array_join += f" {', '.join(self.visit(expr) for expr in node.array_join_list)}"
 
+        space = f"\n{self.indent(1)}" if self.pretty else " "
+        comma = f",\n{self.indent(1)}" if self.pretty else ", "
+
         clauses = [
-            f"SELECT {'DISTINCT ' if node.distinct else ''}{', '.join(columns)}",
-            f"FROM {' '.join(joined_tables)}" if len(joined_tables) > 0 else None,
-            array_join,
-            "PREWHERE " + prewhere if prewhere else None,
-            "WHERE " + where if where else None,
-            f"GROUP BY {', '.join(group_by)}" if group_by and len(group_by) > 0 else None,
-            "HAVING " + having if having else None,
-            "WINDOW " + window if window else None,
-            f"ORDER BY {', '.join(order_by)}" if order_by and len(order_by) > 0 else None,
+            f"SELECT{space}{'DISTINCT ' if node.distinct else ''}{comma.join(columns)}",
+            f"FROM{space}{' '.join(joined_tables)}" if len(joined_tables) > 0 else None,
+            array_join if array_join else None,
+            f"PREWHERE{space}" + prewhere if prewhere else None,
+            f"WHERE{space}" + where if where else None,
+            f"GROUP BY{space}{comma.join(group_by)}" if group_by and len(group_by) > 0 else None,
+            f"HAVING{space}" + having if having else None,
+            f"WINDOW{space}" + window if window else None,
+            f"ORDER BY{space}{comma.join(order_by)}" if order_by and len(order_by) > 0 else None,
         ]
 
         limit = node.limit
@@ -257,11 +284,17 @@ def visit_select_query(self, node: ast.SelectQuery):
             if settings is not None:
                 clauses.append(settings)
 
-        response = " ".join([clause for clause in clauses if clause])
+        if self.pretty:
+            response = "\n".join([f"{self.indent()}{clause}" for clause in clauses if clause is not None])
+        else:
+            response = " ".join([clause for clause in clauses if clause is not None])
 
         # If we are printing a SELECT subquery (not the first AST node we are visiting), wrap it in parentheses.
         if not part_of_select_union and not is_top_level_query:
-            response = f"({response})"
+            if self.pretty:
+                response = f"({response.strip()})"
+            else:
+                response = f"({response})"
 
         return response
 
diff --git a/posthog/hogql/test/__snapshots__/test_printer.ambr b/posthog/hogql/test/__snapshots__/test_printer.ambr
new file mode 100644
index 0000000000000..c59af7ed313bd
--- /dev/null
+++ b/posthog/hogql/test/__snapshots__/test_printer.ambr
@@ -0,0 +1,70 @@
+# name: TestPrinter.test_large_pretty_print
+  '
+  SELECT
+      groupArray(start_of_period) AS date,
+      groupArray(counts) AS total,
+      status
+  FROM
+      (SELECT
+          if(equals(status, 'dormant'), negate(sum(counts)), negate(negate(sum(counts)))) AS counts,
+          start_of_period,
+          status
+      FROM
+          (SELECT
+              periods.start_of_period AS start_of_period,
+              0 AS counts,
+              status
+          FROM
+              (SELECT
+                  minus(dateTrunc('day', assumeNotNull(toDateTime('2023-10-19 23:59:59'))), toIntervalDay(number)) AS start_of_period
+              FROM
+                  numbers(dateDiff('day', dateTrunc('day', assumeNotNull(toDateTime('2023-09-19 00:00:00'))), dateTrunc('day', plus(assumeNotNull(toDateTime('2023-10-19 23:59:59')), toIntervalDay(1))))) AS numbers) AS periods CROSS JOIN (SELECT
+                  status
+              FROM
+                  (SELECT
+                      1)
+              ARRAY JOIN ['new', 'returning', 'resurrecting', 'dormant'] AS status) AS sec
+          ORDER BY
+              status ASC,
+              start_of_period ASC
+          UNION ALL
+          SELECT
+              start_of_period,
+              count(DISTINCT person_id) AS counts,
+              status
+          FROM
+              (SELECT
+                  events.person.id AS person_id,
+                  min(events.person.created_at) AS created_at,
+                  arraySort(groupUniqArray(dateTrunc('day', events.timestamp))) AS all_activity,
+                  arrayPopBack(arrayPushFront(all_activity, dateTrunc('day', created_at))) AS previous_activity,
+                  arrayPopFront(arrayPushBack(all_activity, dateTrunc('day', toDateTime('1970-01-01 00:00:00')))) AS following_activity,
+                  arrayMap((previous, current, index) -> if(equals(previous, current), 'new', if(and(equals(minus(current, toIntervalDay(1)), previous), notEquals(index, 1)), 'returning', 'resurrecting')), previous_activity, all_activity, arrayEnumerate(all_activity)) AS initial_status,
+                  arrayMap((current, next) -> if(equals(plus(current, toIntervalDay(1)), next), '', 'dormant'), all_activity, following_activity) AS dormant_status,
+                  arrayMap(x -> plus(x, toIntervalDay(1)), arrayFilter((current, is_dormant) -> equals(is_dormant, 'dormant'), all_activity, dormant_status)) AS dormant_periods,
+                  arrayMap(x -> 'dormant', dormant_periods) AS dormant_label,
+                  arrayConcat(arrayZip(all_activity, initial_status), arrayZip(dormant_periods, dormant_label)) AS temp_concat,
+                  arrayJoin(temp_concat) AS period_status_pairs,
+                  period_status_pairs.1 AS start_of_period,
+                  period_status_pairs.2 AS status
+              FROM
+                  events
+              WHERE
+                  and(greaterOrEquals(timestamp, minus(dateTrunc('day', assumeNotNull(toDateTime('2023-09-19 00:00:00'))), toIntervalDay(1))), less(timestamp, plus(dateTrunc('day', assumeNotNull(toDateTime('2023-10-19 23:59:59'))), toIntervalDay(1))), equals(event, '$pageview'))
+              GROUP BY
+                  person_id)
+          GROUP BY
+              start_of_period,
+              status)
+      WHERE
+          and(lessOrEquals(start_of_period, dateTrunc('day', assumeNotNull(toDateTime('2023-10-19 23:59:59')))), greaterOrEquals(start_of_period, dateTrunc('day', assumeNotNull(toDateTime('2023-09-19 00:00:00')))))
+      GROUP BY
+          start_of_period,
+          status
+      ORDER BY
+          start_of_period ASC)
+  GROUP BY
+      status
+  LIMIT 10000
+  '
+---
diff --git a/posthog/hogql/test/test_printer.py b/posthog/hogql/test/test_printer.py
index 59c2c80a8ac40..3861bd77fce42 100644
--- a/posthog/hogql/test/test_printer.py
+++ b/posthog/hogql/test/test_printer.py
@@ -1,5 +1,6 @@
 from typing import Literal, Optional, Dict
 
+import pytest
 from django.test import override_settings
 
 from posthog.hogql import ast
@@ -50,10 +51,19 @@ def _assert_select_error(self, statement, expected_error):
             raise AssertionError(f"Expected '{expected_error}' in '{str(context.exception)}'")
         self.assertTrue(expected_error in str(context.exception))
 
+    def _pretty(self, query: str):
+        printed = print_ast(
+            parse_select(query),
+            HogQLContext(team_id=self.team.pk, enable_select_queries=True),
+            "hogql",
+            pretty=True,
+        )
+        return printed
+
     def test_to_printed_hogql(self):
         expr = parse_select("select 1 + 2, 3 from events")
         repsponse = to_printed_hogql(expr, self.team.pk)
-        self.assertEqual(repsponse, "SELECT plus(1, 2), 3 FROM events LIMIT 10000")
+        self.assertEqual(repsponse, "SELECT\n    plus(1, 2),\n    3\nFROM\n    events\nLIMIT 10000")
 
     def test_literals(self):
         self.assertEqual(self._expr("1 + 2"), "plus(1, 2)")
@@ -916,3 +926,91 @@ def test_print_both_settings(self):
             printed,
             f"SELECT 1 FROM events WHERE equals(events.team_id, {self.team.pk}) LIMIT 10000 SETTINGS optimize_aggregation_in_order=1, readonly=2, max_execution_time=10, allow_experimental_object_type=1",
         )
+
+    def test_pretty_print(self):
+        printed = self._pretty("SELECT 1, event FROM events")
+        self.assertEqual(
+            printed,
+            f"SELECT\n    1,\n    event\nFROM\n    events\nLIMIT 10000",
+        )
+
+    def test_pretty_print_subquery(self):
+        printed = self._pretty("SELECT 1, event FROM (select 1, event from events)")
+        self.assertEqual(
+            printed,
+            f"""SELECT\n    1,\n    event\nFROM\n    (SELECT\n        1,\n        event\n    FROM\n        events)\nLIMIT 10000""",
+        )
+
+    @pytest.mark.usefixtures("unittest_snapshot")
+    def test_large_pretty_print(self):
+        printed = self._pretty(
+            """
+            SELECT
+                groupArray(start_of_period) AS date,
+                groupArray(counts) AS total,
+                status
+            FROM
+                (SELECT
+                    if(equals(status, 'dormant'), negate(sum(counts)), negate(negate(sum(counts)))) AS counts,
+                    start_of_period,
+                    status
+                FROM
+                    (SELECT
+                        periods.start_of_period AS start_of_period,
+                        0 AS counts,
+                        status
+                    FROM
+                        (SELECT
+                            minus(dateTrunc('day', assumeNotNull(toDateTime('2023-10-19 23:59:59'))), toIntervalDay(number)) AS start_of_period
+                        FROM
+                            numbers(dateDiff('day', dateTrunc('day', assumeNotNull(toDateTime('2023-09-19 00:00:00'))), dateTrunc('day', plus(assumeNotNull(toDateTime('2023-10-19 23:59:59')), toIntervalDay(1))))) AS numbers) AS periods CROSS JOIN (SELECT
+                            status
+                        FROM
+                            (SELECT
+                                1)
+                        ARRAY JOIN ['new', 'returning', 'resurrecting', 'dormant'] AS status) AS sec
+                    ORDER BY
+                        status ASC,
+                        start_of_period ASC
+                    UNION ALL
+                    SELECT
+                        start_of_period,
+                        count(DISTINCT person_id) AS counts,
+                        status
+                    FROM
+                        (SELECT
+                            events.person.id AS person_id,
+                            min(events.person.created_at) AS created_at,
+                            arraySort(groupUniqArray(dateTrunc('day', events.timestamp))) AS all_activity,
+                            arrayPopBack(arrayPushFront(all_activity, dateTrunc('day', created_at))) AS previous_activity,
+                            arrayPopFront(arrayPushBack(all_activity, dateTrunc('day', toDateTime('1970-01-01 00:00:00')))) AS following_activity,
+                            arrayMap((previous, current, index) -> if(equals(previous, current), 'new', if(and(equals(minus(current, toIntervalDay(1)), previous), notEquals(index, 1)), 'returning', 'resurrecting')), previous_activity, all_activity, arrayEnumerate(all_activity)) AS initial_status,
+                            arrayMap((current, next) -> if(equals(plus(current, toIntervalDay(1)), next), '', 'dormant'), all_activity, following_activity) AS dormant_status,
+                            arrayMap(x -> plus(x, toIntervalDay(1)), arrayFilter((current, is_dormant) -> equals(is_dormant, 'dormant'), all_activity, dormant_status)) AS dormant_periods,
+                            arrayMap(x -> 'dormant', dormant_periods) AS dormant_label,
+                            arrayConcat(arrayZip(all_activity, initial_status), arrayZip(dormant_periods, dormant_label)) AS temp_concat,
+                            arrayJoin(temp_concat) AS period_status_pairs,
+                            period_status_pairs.1 AS start_of_period,
+                            period_status_pairs.2 AS status
+                        FROM
+                            events
+                        WHERE
+                            and(greaterOrEquals(timestamp, minus(dateTrunc('day', assumeNotNull(toDateTime('2023-09-19 00:00:00'))), toIntervalDay(1))), less(timestamp, plus(dateTrunc('day', assumeNotNull(toDateTime('2023-10-19 23:59:59'))), toIntervalDay(1))), equals(event, '$pageview'))
+                        GROUP BY
+                            person_id)
+                    GROUP BY
+                        start_of_period,
+                        status)
+                WHERE
+                    and(lessOrEquals(start_of_period, dateTrunc('day', assumeNotNull(toDateTime('2023-10-19 23:59:59')))), greaterOrEquals(start_of_period, dateTrunc('day', assumeNotNull(toDateTime('2023-09-19 00:00:00')))))
+                GROUP BY
+                    start_of_period,
+                    status
+                ORDER BY
+                    start_of_period ASC)
+            GROUP BY
+                status
+            LIMIT 10000
+        """
+        )
+        assert printed == self.snapshot

From e96809155aaafc335552b0f4c967ee141c8c1dd1 Mon Sep 17 00:00:00 2001
From: Brett Hoerner <brett@posthog.com>
Date: Thu, 19 Oct 2023 08:22:26 -0600
Subject: [PATCH 009/133] =?UTF-8?q?fix(plugin-server):=20wrap=20a=20few=20?=
 =?UTF-8?q?ingestion/consumer=20calls=20in=20simple=20ret=E2=80=A6=20(#180?=
 =?UTF-8?q?72)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

fix(plugin-server): wrap a few ingestion/consumer calls in simple retries
---
 plugin-server/src/kafka/batch-consumer.ts     | 14 ++++++-----
 plugin-server/src/kafka/consumer.ts           |  6 +++++
 .../batch-processing/each-batch-ingestion.ts  | 13 +++++------
 plugin-server/src/utils/retries.ts            | 23 +++++++++++++++++++
 plugin-server/src/utils/utils.ts              |  4 ++++
 .../main/ingestion-queues/each-batch.test.ts  | 21 +++++++++++++----
 6 files changed, 63 insertions(+), 18 deletions(-)

diff --git a/plugin-server/src/kafka/batch-consumer.ts b/plugin-server/src/kafka/batch-consumer.ts
index 04845a2f18019..8a5c50be645cb 100644
--- a/plugin-server/src/kafka/batch-consumer.ts
+++ b/plugin-server/src/kafka/batch-consumer.ts
@@ -1,6 +1,7 @@
 import { GlobalConfig, KafkaConsumer, Message } from 'node-rdkafka'
 import { exponentialBuckets, Gauge, Histogram } from 'prom-client'
 
+import { retryIfRetriable } from '../utils/retries'
 import { status } from '../utils/status'
 import { createAdminClient, ensureTopicExists } from './admin'
 import {
@@ -173,7 +174,9 @@ export const startBatchConsumer = async ({
         try {
             while (!isShuttingDown) {
                 status.debug('🔁', 'main_loop_consuming')
-                const messages = await consumeMessages(consumer, fetchBatchSize)
+                const messages = await retryIfRetriable(async () => {
+                    return await consumeMessages(consumer, fetchBatchSize)
+                })
 
                 // It's important that we only set the `lastConsumeTime` after a successful consume
                 // call. Even if we received 0 messages, a successful call means we are actually
@@ -219,11 +222,10 @@ export const startBatchConsumer = async ({
 
             clearInterval(statusLogInterval)
 
-            // Finally disconnect from the broker. I'm not 100% on if the offset
-            // commit is allowed to complete before completing, or if in fact
-            // disconnect itself handles committing offsets thus the previous
-            // `commit()` call is redundant, but it shouldn't hurt.
-            await Promise.all([disconnectConsumer(consumer)])
+            // Finally, disconnect from the broker. If stored offsets have changed via
+            // `storeOffsetsForMessages` above, they will be committed before shutdown (so long
+            // as this consumer is still part of the group).
+            await disconnectConsumer(consumer)
         }
     }
 
diff --git a/plugin-server/src/kafka/consumer.ts b/plugin-server/src/kafka/consumer.ts
index 190d0137c0909..b691fcdba6c97 100644
--- a/plugin-server/src/kafka/consumer.ts
+++ b/plugin-server/src/kafka/consumer.ts
@@ -190,6 +190,12 @@ export const findOffsetsToCommit = (messages: TopicPartitionOffset[]): TopicPart
     return highestOffsets
 }
 
+/**
+ * Updates the offsets that will be committed on the next call to commit() (without offsets
+ * specified) or the next auto commit.
+ *
+ * This is a local (in-memory) operation and does not talk to the Kafka broker.
+ */
 export const storeOffsetsForMessages = (messages: Message[], consumer: RdKafkaConsumer) => {
     const topicPartitionOffsets = findOffsetsToCommit(messages).map((message) => {
         return {
diff --git a/plugin-server/src/main/ingestion-queues/batch-processing/each-batch-ingestion.ts b/plugin-server/src/main/ingestion-queues/batch-processing/each-batch-ingestion.ts
index 9526faa4bb88b..8e512d1aefa10 100644
--- a/plugin-server/src/main/ingestion-queues/batch-processing/each-batch-ingestion.ts
+++ b/plugin-server/src/main/ingestion-queues/batch-processing/each-batch-ingestion.ts
@@ -4,6 +4,7 @@ import { Message, MessageHeader } from 'node-rdkafka'
 import { KAFKA_EVENTS_PLUGIN_INGESTION_DLQ, KAFKA_EVENTS_PLUGIN_INGESTION_OVERFLOW } from '../../../config/kafka-topics'
 import { Hub, PipelineEvent } from '../../../types'
 import { formPipelineEvent } from '../../../utils/event'
+import { retryIfRetriable } from '../../../utils/retries'
 import { status } from '../../../utils/status'
 import { ConfiguredLimiter, LoggingLimiter, WarningLimiter } from '../../../utils/token-bucket'
 import { EventPipelineResult, runEventPipeline } from '../../../worker/ingestion/event-pipeline/runner'
@@ -98,10 +99,6 @@ export async function eachBatchParallelIngestion(
     queue: IngestionConsumer,
     overflowMode: IngestionOverflowMode
 ): Promise<void> {
-    async function eachMessage(event: PipelineEvent, queue: IngestionConsumer): Promise<IngestResult> {
-        return ingestEvent(queue.pluginsServer, event)
-    }
-
     const batchStartTimer = new Date()
     const metricKey = 'ingestion'
     const loggingKey = `each_batch_parallel_ingestion`
@@ -154,15 +151,17 @@ export async function eachBatchParallelIngestion(
                 // Process every message sequentially, stash promises to await on later
                 for (const { message, pluginEvent } of currentBatch) {
                     try {
-                        const result = await eachMessage(pluginEvent, queue)
+                        const result = (await retryIfRetriable(async () => {
+                            return await ingestEvent(queue.pluginsServer, pluginEvent)
+                        })) as IngestResult
 
-                        for (const promise of result.promises ?? []) {
+                        result.promises?.forEach((promise) =>
                             processingPromises.push(
                                 promise.catch(async (error) => {
                                     await handleProcessingError(error, message, pluginEvent, queue)
                                 })
                             )
-                        }
+                        )
                     } catch (error) {
                         await handleProcessingError(error, message, pluginEvent, queue)
                     }
diff --git a/plugin-server/src/utils/retries.ts b/plugin-server/src/utils/retries.ts
index 98639b8057cce..ec28686daa315 100644
--- a/plugin-server/src/utils/retries.ts
+++ b/plugin-server/src/utils/retries.ts
@@ -4,6 +4,7 @@ import { runInTransaction } from '../sentry'
 import { Hub } from '../types'
 import { status } from '../utils/status'
 import { AppMetricIdentifier, ErrorWithContext } from '../worker/ingestion/app-metrics'
+import { sleep } from './utils'
 
 // Simple retries in our code
 export const defaultRetryConfig = {
@@ -153,3 +154,25 @@ export async function runRetriableFunction(retriableFunctionPayload: RetriableFu
         },
     })
 }
+
+/**
+ * Retry a function, respecting `error.isRetriable`.
+ */
+export async function retryIfRetriable<T>(fn: () => Promise<T>, retries = 3, sleepMs = 500): Promise<T> {
+    for (let i = 0; i < retries; i++) {
+        try {
+            return await fn()
+        } catch (error) {
+            if (error?.isRetriable === false || i === retries - 1) {
+                // Throw if the error is not retryable or if we're out of retries.
+                throw error
+            }
+
+            // Fall through, `fn` will retry after sleep.
+            await sleep(sleepMs)
+        }
+    }
+
+    // This should never happen, but TypeScript doesn't know that.
+    throw new Error('Unreachable error in retry')
+}
diff --git a/plugin-server/src/utils/utils.ts b/plugin-server/src/utils/utils.ts
index aace016721449..902ae0d5c553e 100644
--- a/plugin-server/src/utils/utils.ts
+++ b/plugin-server/src/utils/utils.ts
@@ -606,3 +606,7 @@ export function getPropertyValueByPath(properties: Properties, [firstKey, ...nes
     }
     return value
 }
+
+export async function sleep(ms: number): Promise<void> {
+    return new Promise((resolve) => setTimeout(resolve, ms))
+}
diff --git a/plugin-server/tests/main/ingestion-queues/each-batch.test.ts b/plugin-server/tests/main/ingestion-queues/each-batch.test.ts
index 5698af2ade738..19b4317334035 100644
--- a/plugin-server/tests/main/ingestion-queues/each-batch.test.ts
+++ b/plugin-server/tests/main/ingestion-queues/each-batch.test.ts
@@ -426,13 +426,11 @@ describe('eachBatchX', () => {
             )
         })
 
-        it('fails the batch if runEventPipeline rejects', async () => {
+        it("doesn't fail the batch if runEventPipeline rejects once then succeeds on retry", async () => {
             const batch = createBatch(captureEndpointEvent)
             runEventPipelineSpy.mockImplementationOnce(() => Promise.reject('runEventPipeline nopes out'))
-            await expect(eachBatchParallelIngestion(batch, queue, IngestionOverflowMode.Disabled)).rejects.toBe(
-                'runEventPipeline nopes out'
-            )
-            expect(runEventPipeline).toHaveBeenCalledTimes(1)
+            await eachBatchParallelIngestion(batch, queue, IngestionOverflowMode.Disabled)
+            expect(runEventPipeline).toHaveBeenCalledTimes(2)
         })
 
         it('fails the batch if one deferred promise rejects', async () => {
@@ -531,5 +529,18 @@ describe('eachBatchX', () => {
                 key: 'ingestion',
             })
         })
+
+        it('fails the batch if runEventPipeline rejects repeatedly', async () => {
+            const batch = createBatch(captureEndpointEvent)
+            runEventPipelineSpy
+                .mockImplementationOnce(() => Promise.reject('runEventPipeline nopes out'))
+                .mockImplementationOnce(() => Promise.reject('runEventPipeline nopes out'))
+                .mockImplementationOnce(() => Promise.reject('runEventPipeline nopes out'))
+            await expect(eachBatchParallelIngestion(batch, queue, IngestionOverflowMode.Disabled)).rejects.toBe(
+                'runEventPipeline nopes out'
+            )
+            expect(runEventPipeline).toHaveBeenCalledTimes(3)
+            runEventPipelineSpy.mockRestore()
+        })
     })
 })

From b5c1ed6f9e959c4475d07500f8956ff78748df1d Mon Sep 17 00:00:00 2001
From: Neil Kakkar <neilkakkar@gmail.com>
Date: Thu, 19 Oct 2023 16:00:51 +0100
Subject: [PATCH 010/133] fix(version-checker): Use latest semantic version
 (#18085)

* fix(version-checker): Use latest semantic version

* elaborate

* more version nums for funsies
---
 .../versionCheckerLogic.test.ts               | 42 +++++++++++++++++++
 .../VersionChecker/versionCheckerLogic.ts     | 14 +++++--
 2 files changed, 52 insertions(+), 4 deletions(-)

diff --git a/frontend/src/lib/components/VersionChecker/versionCheckerLogic.test.ts b/frontend/src/lib/components/VersionChecker/versionCheckerLogic.test.ts
index 52cfe0740f596..22431153935d2 100644
--- a/frontend/src/lib/components/VersionChecker/versionCheckerLogic.test.ts
+++ b/frontend/src/lib/components/VersionChecker/versionCheckerLogic.test.ts
@@ -105,4 +105,46 @@ describe('versionCheckerLogic', () => {
         await expectLogic(logic).toFinishAllListeners()
         expectLogic(logic).toMatchValues({ versionWarning: options.expectation })
     })
+
+    it.each([
+        {
+            usedVersions: [
+                { version: '1.9.0', timestamp: '2023-01-01T12:00:00Z' },
+                { version: '1.83.1', timestamp: '2023-01-01T10:00:00Z' },
+            ],
+            expectation: {
+                currentVersion: '1.83.1',
+                latestVersion: '1.84.0',
+                diff: 1,
+                level: 'info',
+            },
+        },
+        {
+            usedVersions: [
+                { version: '1.80.0', timestamp: '2023-01-01T12:00:00Z' },
+                { version: '1.83.1', timestamp: '2023-01-01T10:00:00Z' },
+                { version: '1.20.1', timestamp: '2023-01-01T10:00:00Z' },
+                { version: '1.0.890', timestamp: '2023-01-01T10:00:00Z' },
+                { version: '0.89.5', timestamp: '2023-01-01T10:00:00Z' },
+                { version: '0.0.5', timestamp: '2023-01-01T10:00:00Z' },
+                { version: '1.84.0', timestamp: '2023-01-01T08:00:00Z' },
+            ],
+            expectation: null,
+        },
+        {
+            usedVersions: [
+                { version: '1.80.0', timestamp: '2023-01-01T12:00:00Z' },
+                { version: '1.83.1-beta', timestamp: '2023-01-01T10:00:00Z' },
+                { version: '1.84.0-delta', timestamp: '2023-01-01T08:00:00Z' },
+            ],
+            expectation: { currentVersion: '1.84.0-delta', diff: 1, latestVersion: '1.84.0', level: 'info' },
+        },
+    ])('when having multiple versions used, should match with the latest one', async (options) => {
+        useMockedVersions([{ version: '1.84.0' }], options.usedVersions)
+
+        logic.mount()
+
+        await expectLogic(logic).toFinishAllListeners()
+        expectLogic(logic).toMatchValues({ versionWarning: options.expectation })
+    })
 })
diff --git a/frontend/src/lib/components/VersionChecker/versionCheckerLogic.ts b/frontend/src/lib/components/VersionChecker/versionCheckerLogic.ts
index e08b5c26da4cf..acc1897bc78f2 100644
--- a/frontend/src/lib/components/VersionChecker/versionCheckerLogic.ts
+++ b/frontend/src/lib/components/VersionChecker/versionCheckerLogic.ts
@@ -88,18 +88,24 @@ export const versionCheckerLogic = kea<versionCheckerLogicType>([
             }
 
             const latestVersion = values.availableVersions[0].version
-            const currentVersion = values.usedVersions[0].version
 
-            if (latestVersion === currentVersion) {
+            // reverse sort, hence reversed arguments to localeCompare.
+            // We want the highest semantic version to be the latest used one, rather than
+            // the one with the latest timestamp, because secondary installations can spew old versions
+            const latestUsedVersion = [...values.usedVersions].sort((a, b) =>
+                b.version.localeCompare(a.version, undefined, { numeric: true })
+            )[0].version
+
+            if (latestVersion === latestUsedVersion) {
                 actions.setVersionWarning(null)
                 return
             }
 
-            let diff = values.availableVersions.findIndex((v) => v.version === currentVersion)
+            let diff = values.availableVersions.findIndex((v) => v.version === latestUsedVersion)
             diff = diff === -1 ? values.availableVersions.length : diff
 
             const warning: SDKVersionWarning = {
-                currentVersion,
+                currentVersion: latestUsedVersion,
                 latestVersion,
                 diff,
                 level: diff > 20 ? 'error' : diff > 10 ? 'warning' : 'info',

From c8dbc683bfa33302de4079a8b1374c6674ba4b9b Mon Sep 17 00:00:00 2001
From: Brett Hoerner <brett@posthog.com>
Date: Thu, 19 Oct 2023 09:10:37 -0600
Subject: [PATCH 011/133] fix(plugin-server): clarify var name in
 retryIfRetriable (#18093)

---
 plugin-server/src/utils/retries.ts | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/plugin-server/src/utils/retries.ts b/plugin-server/src/utils/retries.ts
index ec28686daa315..4fc6fca9124b8 100644
--- a/plugin-server/src/utils/retries.ts
+++ b/plugin-server/src/utils/retries.ts
@@ -158,13 +158,13 @@ export async function runRetriableFunction(retriableFunctionPayload: RetriableFu
 /**
  * Retry a function, respecting `error.isRetriable`.
  */
-export async function retryIfRetriable<T>(fn: () => Promise<T>, retries = 3, sleepMs = 500): Promise<T> {
-    for (let i = 0; i < retries; i++) {
+export async function retryIfRetriable<T>(fn: () => Promise<T>, tries = 3, sleepMs = 500): Promise<T> {
+    for (let i = 0; i < tries; i++) {
         try {
             return await fn()
         } catch (error) {
-            if (error?.isRetriable === false || i === retries - 1) {
-                // Throw if the error is not retryable or if we're out of retries.
+            if (error?.isRetriable === false || i === tries - 1) {
+                // Throw if the error is not retryable or if we're out of tries.
                 throw error
             }
 

From 4a4c32796a2a9a6784e8333c6a3b44710b14f66f Mon Sep 17 00:00:00 2001
From: Raquel Smith <raquelmsmith@users.noreply.github.com>
Date: Thu, 19 Oct 2023 08:23:50 -0700
Subject: [PATCH 012/133] fix: redirect to correct view for surveys (#18081)

redirect to correct view for surveys
---
 frontend/src/scenes/onboarding/onboardingLogic.tsx | 8 +++++---
 frontend/src/scenes/products/Products.tsx          | 2 +-
 2 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/frontend/src/scenes/onboarding/onboardingLogic.tsx b/frontend/src/scenes/onboarding/onboardingLogic.tsx
index a83f33d5b51fd..dfaff04773bf8 100644
--- a/frontend/src/scenes/onboarding/onboardingLogic.tsx
+++ b/frontend/src/scenes/onboarding/onboardingLogic.tsx
@@ -27,12 +27,14 @@ export type OnboardingStep = JSX.Element
 
 export const getProductUri = (productKey: ProductKey): string => {
     switch (productKey) {
-        case 'product_analytics':
+        case ProductKey.PRODUCT_ANALYTICS:
             return combineUrl(urls.events(), { onboarding_completed: true }).url
-        case 'session_replay':
+        case ProductKey.SESSION_REPLAY:
             return urls.replay()
-        case 'feature_flags':
+        case ProductKey.FEATURE_FLAGS:
             return urls.featureFlags()
+        case ProductKey.SURVEYS:
+            return urls.surveys()
         default:
             return urls.default()
     }
diff --git a/frontend/src/scenes/products/Products.tsx b/frontend/src/scenes/products/Products.tsx
index 0ed69a30e48b0..afdbb1abffabe 100644
--- a/frontend/src/scenes/products/Products.tsx
+++ b/frontend/src/scenes/products/Products.tsx
@@ -17,7 +17,7 @@ import { productsLogic } from './productsLogic'
 
 export const scene: SceneExport = {
     component: Products,
-    // logic: featureFlagsLogic,
+    logic: productsLogic,
 }
 
 function OnboardingCompletedButton({

From be5cdb65d4d9d82f009b550421b1c2f290275b51 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tom=C3=A1s=20Far=C3=ADas=20Santana?= <tomas@tomasfarias.dev>
Date: Thu, 19 Oct 2023 17:27:25 +0200
Subject: [PATCH 013/133] fix(batch-exports-backfill): Instantiate tuple when
 resuming from heartbeat (#18092)

---
 posthog/temporal/workflows/backfill_batch_export.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/posthog/temporal/workflows/backfill_batch_export.py b/posthog/temporal/workflows/backfill_batch_export.py
index 21f8c21398633..10cc2d31d42ed 100644
--- a/posthog/temporal/workflows/backfill_batch_export.py
+++ b/posthog/temporal/workflows/backfill_batch_export.py
@@ -123,7 +123,7 @@ async def backfill_schedule(inputs: BackfillScheduleInputs) -> None:
     if details:
         # If we receive details from a previous run, it means we were restarted for some reason.
         # Let's not double-backfill and instead wait for any outstanding runs.
-        last_activity_details = details[0]
+        last_activity_details = HeartbeatDetails(*details[0])
 
         details = HeartbeatDetails(
             schedule_id=inputs.schedule_id,

From bae6be9c00a89901d2e323b2fbc3cd4b428fdbba Mon Sep 17 00:00:00 2001
From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com>
Date: Thu, 19 Oct 2023 11:28:32 -0400
Subject: [PATCH 014/133] chore(deps): Update posthog-js to 1.84.1 (#18096)

---
 package.json   |  2 +-
 pnpm-lock.yaml | 96 +++++++++++++++++++++++++-------------------------
 2 files changed, 49 insertions(+), 49 deletions(-)

diff --git a/package.json b/package.json
index 5a9a3a6dbb120..9e1427c744e65 100644
--- a/package.json
+++ b/package.json
@@ -131,7 +131,7 @@
         "md5": "^2.3.0",
         "monaco-editor": "^0.39.0",
         "papaparse": "^5.4.1",
-        "posthog-js": "1.84.0",
+        "posthog-js": "1.84.1",
         "posthog-js-lite": "2.0.0-alpha5",
         "prettier": "^2.8.8",
         "prop-types": "^15.7.2",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 67760f1ed2eef..06757dfe6200b 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -207,8 +207,8 @@ dependencies:
     specifier: ^5.4.1
     version: 5.4.1
   posthog-js:
-    specifier: 1.84.0
-    version: 1.84.0
+    specifier: 1.84.1
+    version: 1.84.1
   posthog-js-lite:
     specifier: 2.0.0-alpha5
     version: 2.0.0-alpha5
@@ -626,7 +626,7 @@ devDependencies:
     version: 7.3.1
   storybook-addon-pseudo-states:
     specifier: 2.1.0
-    version: 2.1.0(@storybook/components@7.3.1)(@storybook/core-events@7.3.1)(@storybook/manager-api@7.5.0)(@storybook/preview-api@7.5.0)(@storybook/theming@7.3.1)(react-dom@16.14.0)(react@16.14.0)
+    version: 2.1.0(@storybook/components@7.3.1)(@storybook/core-events@7.3.1)(@storybook/manager-api@7.5.1)(@storybook/preview-api@7.5.1)(@storybook/theming@7.3.1)(react-dom@16.14.0)(react@16.14.0)
   style-loader:
     specifier: ^2.0.0
     version: 2.0.0(webpack@5.88.2)
@@ -4568,11 +4568,11 @@ packages:
       tiny-invariant: 1.3.1
     dev: true
 
-  /@storybook/channels@7.5.0:
-    resolution: {integrity: sha512-/7QJS1UA7TX3uhZqCpjv4Ib8nfMnDOJrBWvjiXiUONaRcSk/he5X+W1Zz/c7dgt+wkYuAh+evjc7glIaBhVNVQ==}
+  /@storybook/channels@7.5.1:
+    resolution: {integrity: sha512-7hTGHqvtdFTqRx8LuCznOpqPBYfUeMUt/0IIp7SFuZT585yMPxrYoaK//QmLEWnPb80B8HVTSQi7caUkJb32LA==}
     dependencies:
-      '@storybook/client-logger': 7.5.0
-      '@storybook/core-events': 7.5.0
+      '@storybook/client-logger': 7.5.1
+      '@storybook/core-events': 7.5.1
       '@storybook/global': 5.0.0
       qs: 6.11.2
       telejson: 7.2.0
@@ -4636,8 +4636,8 @@ packages:
       '@storybook/global': 5.0.0
     dev: true
 
-  /@storybook/client-logger@7.5.0:
-    resolution: {integrity: sha512-JV7J9vc69f9Il4uW62NIeweUU7O38VwFWxtCkhd0bcBA/9RG0go4M2avzxYYEAe9kIOX9IBBk8WGzMacwW4gKQ==}
+  /@storybook/client-logger@7.5.1:
+    resolution: {integrity: sha512-XxbLvg0aQRoBrzxYLcVYCbjDkGbkU8Rfb74XbV2CLiO2bIbFPmA1l1Nwbp+wkCGA+O6Z1zwzSl6wcKKqZ6XZCg==}
     dependencies:
       '@storybook/global': 5.0.0
     dev: true
@@ -4728,8 +4728,8 @@ packages:
     resolution: {integrity: sha512-7Pkgwmj/9B7Z3NNSn2swnviBrg9L1VeYSFw6JJKxtQskt8QoY8LxAsPzVMlHjqRmO6sO7lHo9FgpzIFxdmFaAA==}
     dev: true
 
-  /@storybook/core-events@7.5.0:
-    resolution: {integrity: sha512-FsD+clTzayqprbVllnL8LLch+uCslJFDgsv7Zh99/zoi7OHtHyauoCZkdLBSiDzgc84qS41dY19HqX1/y7cnOw==}
+  /@storybook/core-events@7.5.1:
+    resolution: {integrity: sha512-2eyaUhTfmEEqOEZVoCXVITCBn6N7QuZCG2UNxv0l//ED+7MuMiFhVw7kS7H3WOVk65R7gb8qbKFTNX8HFTgBHg==}
     dependencies:
       ts-dedent: 2.2.0
     dev: true
@@ -4894,20 +4894,20 @@ packages:
       ts-dedent: 2.2.0
     dev: true
 
-  /@storybook/manager-api@7.5.0(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-n9EaJTThsuFiBDs+GcmNBHnvLhH0znJQprhIQqHNVnosCs/7sloYUzWZzZvPwfnfPvRR7ostEEMXvriaYXYdJQ==}
+  /@storybook/manager-api@7.5.1(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-ygwJywluhhE1dpA0jC2D/3NFhMXzFCt+iW4m3cOwexYTuiDWF66AbGOFBx9peE7Wk/Z9doKkf9E3v11enwaidA==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
     dependencies:
-      '@storybook/channels': 7.5.0
-      '@storybook/client-logger': 7.5.0
-      '@storybook/core-events': 7.5.0
+      '@storybook/channels': 7.5.1
+      '@storybook/client-logger': 7.5.1
+      '@storybook/core-events': 7.5.1
       '@storybook/csf': 0.1.1
       '@storybook/global': 5.0.0
-      '@storybook/router': 7.5.0(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/theming': 7.5.0(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/types': 7.5.0
+      '@storybook/router': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/theming': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/types': 7.5.1
       dequal: 2.0.3
       lodash: 4.17.21
       memoizerific: 1.11.3
@@ -5003,15 +5003,15 @@ packages:
       util-deprecate: 1.0.2
     dev: true
 
-  /@storybook/preview-api@7.5.0:
-    resolution: {integrity: sha512-+DubgKwYFk532FKDB6sEGaG47wr0t137aIQSjbNwVmXXxj0QY0zIAThtERx7w6eHS7ZjOs6xlLEZhzC4FI525g==}
+  /@storybook/preview-api@7.5.1:
+    resolution: {integrity: sha512-8xjUbuGmHLmw8tfTUCjXSvMM9r96JaexPFmHdwW6XLe71KKdWp8u96vRDRE5648cd+/of15OjaRtakRKqluA/A==}
     dependencies:
-      '@storybook/channels': 7.5.0
-      '@storybook/client-logger': 7.5.0
-      '@storybook/core-events': 7.5.0
+      '@storybook/channels': 7.5.1
+      '@storybook/client-logger': 7.5.1
+      '@storybook/core-events': 7.5.1
       '@storybook/csf': 0.1.1
       '@storybook/global': 5.0.0
-      '@storybook/types': 7.5.0
+      '@storybook/types': 7.5.1
       '@types/qs': 6.9.9
       dequal: 2.0.3
       lodash: 4.17.21
@@ -5146,13 +5146,13 @@ packages:
       react-dom: 16.14.0(react@16.14.0)
     dev: true
 
-  /@storybook/router@7.5.0(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-NzPwjndmOEOUL8jK5kUrSvRUIcN5Z+h+l0Z8g4I56RoEhNTcKeOW4jbcT4WKnR9H455dti8HAcTV/4x59GpgxQ==}
+  /@storybook/router@7.5.1(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-BvKo+IxWwo3dfIG1+vLtZLT4qqkNHL5GTIozTyX04uqt9ByYZL6SJEzxEa1Xn6Qq/fbdQwzCanNHbTlwiTMf7Q==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
     dependencies:
-      '@storybook/client-logger': 7.5.0
+      '@storybook/client-logger': 7.5.1
       memoizerific: 1.11.3
       qs: 6.11.2
       react: 16.14.0
@@ -5245,14 +5245,14 @@ packages:
       react-dom: 16.14.0(react@16.14.0)
     dev: true
 
-  /@storybook/theming@7.5.0(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-uTo97oh+pvmlfsZocFq5qae0zGo0VGk7oiBqNSSw6CiTqE1rIuSxoPrMAY+oCTWCUZV7DjONIGvpnGl2QALsAw==}
+  /@storybook/theming@7.5.1(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-ETLAOn10hI4Mkmjsr0HGcM6HbzaURrrPBYmfXOrdbrzEVN+AHW4FlvP9d8fYyP1gdjPE1F39XvF0jYgt1zXiHQ==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
     dependencies:
       '@emotion/use-insertion-effect-with-fallbacks': 1.0.1(react@16.14.0)
-      '@storybook/client-logger': 7.5.0
+      '@storybook/client-logger': 7.5.1
       '@storybook/global': 5.0.0
       memoizerific: 1.11.3
       react: 16.14.0
@@ -5268,10 +5268,10 @@ packages:
       file-system-cache: 2.3.0
     dev: true
 
-  /@storybook/types@7.5.0:
-    resolution: {integrity: sha512-fiOUnHKFi/UZSfvc53F0WEQCiquqcSqslL3f5EffwQRiXfeXlGavJb0kU03BO+CvOXcliRn6qKSF2dL0Rgb7Xw==}
+  /@storybook/types@7.5.1:
+    resolution: {integrity: sha512-ZcMSaqFNx1E+G00nRDUi8kKL7gxJVlnCvbKLNj3V85guy4DkIYAZr31yDqze07gDWbjvKoHIp3tKpgE+2i8upQ==}
     dependencies:
-      '@storybook/channels': 7.5.0
+      '@storybook/channels': 7.5.1
       '@types/babel__core': 7.20.3
       '@types/express': 4.17.20
       file-system-cache: 2.3.0
@@ -6299,16 +6299,16 @@ packages:
     resolution: {integrity: sha512-YATxVxgRqNH6nHEIsvg6k2Boc1JHI9ZbH5iWFFv/MTkchz3b1ieGDa5T0a9RznNdI0KhVbdbWSN+KWWrQZRxTw==}
     dev: true
 
-  /@types/mime@1.3.3:
-    resolution: {integrity: sha512-Ys+/St+2VF4+xuY6+kDIXGxbNRO0mesVg0bbxEfB97Od1Vjpjx9KD1qxs64Gcb3CWPirk9Xe+PT4YiiHQ9T+eg==}
+  /@types/mime@1.3.4:
+    resolution: {integrity: sha512-1Gjee59G25MrQGk8bsNvC6fxNiRgUlGn2wlhGf95a59DrprnnHk80FIMMFG9XHMdrfsuA119ht06QPDXA1Z7tw==}
     dev: true
 
   /@types/mime@3.0.1:
     resolution: {integrity: sha512-Y4XFY5VJAuw0FgAqPNd6NNoV44jbq9Bz2L7Rh/J6jLTiHBSBJa9fxqQIvkIld4GsoDOcCbvzOUAbLPsSKKg+uA==}
     dev: true
 
-  /@types/mime@3.0.2:
-    resolution: {integrity: sha512-Wj+fqpTLtTbG7c0tH47dkahefpLKEbB+xAZuLq7b4/IDHPl/n6VoXcyUQ2bypFlbSwvCr0y+bD4euTTqTJsPxQ==}
+  /@types/mime@3.0.3:
+    resolution: {integrity: sha512-i8MBln35l856k5iOhKk2XJ4SeAWg75mLIpZB4v6imOagKL6twsukBZGDMNhdOVk7yRFTMPpfILocMos59Q1otQ==}
     dev: true
 
   /@types/ms@0.7.31:
@@ -6492,7 +6492,7 @@ packages:
   /@types/send@0.17.3:
     resolution: {integrity: sha512-/7fKxvKUoETxjFUsuFlPB9YndePpxxRAOfGC/yJdc9kTjTeP5kRCTzfnE8kPUKCeyiyIZu0YQ76s50hCedI1ug==}
     dependencies:
-      '@types/mime': 1.3.3
+      '@types/mime': 1.3.4
       '@types/node': 18.11.9
     dev: true
 
@@ -6508,7 +6508,7 @@ packages:
     resolution: {integrity: sha512-aqqNfs1XTF0HDrFdlY//+SGUxmdSUbjeRXb5iaZc3x0/vMbYmdw9qvOgHWOyyLFxSSRnUuP5+724zBgfw8/WAw==}
     dependencies:
       '@types/http-errors': 2.0.3
-      '@types/mime': 3.0.2
+      '@types/mime': 3.0.3
       '@types/node': 18.11.9
     dev: true
 
@@ -6573,8 +6573,8 @@ packages:
       '@types/yargs-parser': 21.0.0
     dev: true
 
-  /@types/yauzl@2.10.1:
-    resolution: {integrity: sha512-CHzgNU3qYBnp/O4S3yv2tXPlvMTq0YWSTVg2/JYLqWZGHwwgJGAwd00poay/11asPq8wLFwHzubyInqHIFmmiw==}
+  /@types/yauzl@2.10.2:
+    resolution: {integrity: sha512-Km7XAtUIduROw7QPgvcft0lIupeG8a8rdKL8RiSyKvlE7dYY31fEn41HVuQsRFDuROA8tA4K2UVL+WdfFmErBA==}
     requiresBuild: true
     dependencies:
       '@types/node': 18.18.4
@@ -10426,7 +10426,7 @@ packages:
       get-stream: 5.2.0
       yauzl: 2.10.0
     optionalDependencies:
-      '@types/yauzl': 2.10.1
+      '@types/yauzl': 2.10.2
     transitivePeerDependencies:
       - supports-color
     dev: true
@@ -15144,8 +15144,8 @@ packages:
     resolution: {integrity: sha512-tlkBdypJuvK/s00n4EiQjwYVfuuZv6vt8BF3g1ooIQa2Gz9Vz80p8q3qsPLZ0V5ErGRy6i3Q4fWC9TDzR7GNRQ==}
     dev: false
 
-  /posthog-js@1.84.0:
-    resolution: {integrity: sha512-Wf3wSgPsRYMTJTlom+frAspm8gnlgRmAJ2hGJtFjL1RQUgER0DvkjWFBtfDSyO2Jh1Hb1v4Ll1wHgEAtN15qgQ==}
+  /posthog-js@1.84.1:
+    resolution: {integrity: sha512-VWf6Hj9qBCyXBahIeUiOF/P8EuMfuD3db7QiS5hlytmJt0n5KwroIkN+oP6GrYBa3fzt9OWNLFVyRZ2wNE/vrg==}
     dependencies:
       fflate: 0.4.8
     dev: false
@@ -17351,7 +17351,7 @@ packages:
     resolution: {integrity: sha512-siT1RiqlfQnGqgT/YzXVUNsom9S0H1OX+dpdGN1xkyYATo4I6sep5NmsRD/40s3IIOvlCq6akxkqG82urIZW1w==}
     dev: true
 
-  /storybook-addon-pseudo-states@2.1.0(@storybook/components@7.3.1)(@storybook/core-events@7.3.1)(@storybook/manager-api@7.5.0)(@storybook/preview-api@7.5.0)(@storybook/theming@7.3.1)(react-dom@16.14.0)(react@16.14.0):
+  /storybook-addon-pseudo-states@2.1.0(@storybook/components@7.3.1)(@storybook/core-events@7.3.1)(@storybook/manager-api@7.5.1)(@storybook/preview-api@7.5.1)(@storybook/theming@7.3.1)(react-dom@16.14.0)(react@16.14.0):
     resolution: {integrity: sha512-AwbCL1OiZ16aIeXSP/IOovkMwXy7NTZqmjkz+UM2guSGjvogHNA95NhuVyWoqieE+QWUpGO48+MrBGMeeJcHOQ==}
     peerDependencies:
       '@storybook/components': ^7.0.0
@@ -17369,8 +17369,8 @@ packages:
     dependencies:
       '@storybook/components': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
       '@storybook/core-events': 7.3.1
-      '@storybook/manager-api': 7.5.0(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/preview-api': 7.5.0
+      '@storybook/manager-api': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/preview-api': 7.5.1
       '@storybook/theming': 7.3.1(react-dom@16.14.0)(react@16.14.0)
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)

From dec7f412965c7b80affb0a5dbe127a5f31a33865 Mon Sep 17 00:00:00 2001
From: Brett Hoerner <brett@posthog.com>
Date: Thu, 19 Oct 2023 09:29:13 -0600
Subject: [PATCH 015/133] fix(plugin-server): consumer loop throwing trigger a
 shutdown (#18073)

* fix(plugin-server): join analytics ingestion server at top level

* Update plugin-server/src/main/pluginsServer.ts

Co-authored-by: Xavier Vello <xavier.vello@gmail.com>

---------

Co-authored-by: Xavier Vello <xavier.vello@gmail.com>
---
 plugin-server/src/main/pluginsServer.ts | 53 ++++++++++---------------
 1 file changed, 21 insertions(+), 32 deletions(-)

diff --git a/plugin-server/src/main/pluginsServer.ts b/plugin-server/src/main/pluginsServer.ts
index 86b5e336c8d37..45e6a1c8b07b3 100644
--- a/plugin-server/src/main/pluginsServer.ts
+++ b/plugin-server/src/main/pluginsServer.ts
@@ -1,6 +1,7 @@
 import * as Sentry from '@sentry/node'
 import fs from 'fs'
 import { Server } from 'http'
+import { BatchConsumer } from 'kafka/batch-consumer'
 import { CompressionCodecs, CompressionTypes, Consumer, KafkaJSProtocolError } from 'kafkajs'
 // @ts-expect-error no type definitions
 import SnappyCodec from 'kafkajs-snappy'
@@ -99,10 +100,7 @@ export async function startPluginsServer(
     // (default 60 seconds) to allow for the person to be created in the
     // meantime.
     let bufferConsumer: Consumer | undefined
-    let stopSessionRecordingEventsConsumer: (() => void) | undefined
     let stopSessionRecordingBlobConsumer: (() => void) | undefined
-    let joinSessionRecordingEventsConsumer: ((timeout?: number) => Promise<void>) | undefined
-    let joinSessionRecordingBlobConsumer: ((timeout?: number) => Promise<void>) | undefined
     let jobsConsumer: Consumer | undefined
     let schedulerTasksConsumer: Consumer | undefined
 
@@ -142,7 +140,6 @@ export async function startPluginsServer(
             stopWebhooksHandlerConsumer?.(),
             bufferConsumer?.disconnect(),
             jobsConsumer?.disconnect(),
-            stopSessionRecordingEventsConsumer?.(),
             stopSessionRecordingBlobConsumer?.(),
             schedulerTasksConsumer?.disconnect(),
         ])
@@ -152,8 +149,19 @@ export async function startPluginsServer(
         }
 
         await closeHub?.()
+    }
 
-        status.info('👋', 'Over and out!')
+    // If join rejects or throws, then the consumer is unhealthy and we should shut down the process.
+    // Ideally we would also join all the other background tasks as well to ensure we stop the
+    // server if we hit any errors and don't end up with zombie instances, but I'll leave that
+    // refactoring for another time. Note that we have the liveness health checks already, so in K8s
+    // cases zombies should be reaped anyway, albeit not in the most efficient way.
+    function shutdownOnConsumerExit(consumer: BatchConsumer) {
+        consumer.join().catch(async (error) => {
+            status.error('💥', 'Unexpected task joined!', { error: error.stack ?? error })
+            await closeJobs()
+            process.exit(1)
+        })
     }
 
     for (const signal of ['SIGINT', 'SIGTERM', 'SIGHUP']) {
@@ -164,6 +172,7 @@ export async function startPluginsServer(
         // This makes async exit possible with the process waiting until jobs are closed
         status.info('👋', 'process handling beforeExit event. Closing jobs...')
         await closeJobs()
+        status.info('👋', 'Over and out!')
         process.exit(0)
     })
 
@@ -285,6 +294,7 @@ export async function startPluginsServer(
             )
 
             analyticsEventsIngestionConsumer = queue
+            shutdownOnConsumerExit(analyticsEventsIngestionConsumer.consumer!)
             healthChecks['analytics-ingestion'] = isAnalyticsEventsIngestionHealthy
         }
 
@@ -299,6 +309,7 @@ export async function startPluginsServer(
                 })
 
             analyticsEventsIngestionHistoricalConsumer = queue
+            shutdownOnConsumerExit(analyticsEventsIngestionHistoricalConsumer.consumer!)
             healthChecks['analytics-ingestion-historical'] = isAnalyticsEventsIngestionHistoricalHealthy
         }
 
@@ -307,9 +318,12 @@ export async function startPluginsServer(
             serverInstance = serverInstance ? serverInstance : { hub }
 
             piscina = piscina ?? (await makePiscina(serverConfig, hub))
-            analyticsEventsIngestionOverflowConsumer = await startAnalyticsEventsIngestionOverflowConsumer({
+            const queue = await startAnalyticsEventsIngestionOverflowConsumer({
                 hub: hub,
             })
+
+            analyticsEventsIngestionOverflowConsumer = queue
+            shutdownOnConsumerExit(analyticsEventsIngestionOverflowConsumer.consumer!)
         }
 
         if (capabilities.processAsyncOnEventHandlers) {
@@ -414,7 +428,7 @@ export async function startPluginsServer(
 
             if (batchConsumer) {
                 stopSessionRecordingBlobConsumer = () => ingester.stop()
-                joinSessionRecordingBlobConsumer = () => batchConsumer.join()
+                shutdownOnConsumerExit(batchConsumer)
                 healthChecks['session-recordings-blob'] = () => ingester.isHealthy() ?? false
             }
         }
@@ -423,31 +437,6 @@ export async function startPluginsServer(
             httpServer = createHttpServer(serverConfig.HTTP_SERVER_PORT, healthChecks, analyticsEventsIngestionConsumer)
         }
 
-        // If session recordings consumer is defined, then join it. If join
-        // resolves, then the consumer has stopped and we should shut down
-        // everything else. Ideally we would also join all the other background
-        // tasks as well to ensure we stop the server if we hit any errors and
-        // don't end up with zombie instances, but I'll leave that refactoring
-        // for another time. Note that we have the liveness health checks
-        // already, so in K8s cases zombies should be reaped anyway, albeit not
-        // in the most efficient way.
-        //
-        // When extending to other consumers, we would want to do something like
-        //
-        // ```
-        // try {
-        //      await Promise.race([sessionConsumer.join(), analyticsConsumer.join(), ...])
-        // } finally {
-        //      await closeJobs()
-        // }
-        // ```
-        if (joinSessionRecordingEventsConsumer) {
-            joinSessionRecordingEventsConsumer().catch(closeJobs)
-        }
-        if (joinSessionRecordingBlobConsumer) {
-            joinSessionRecordingBlobConsumer().catch(closeJobs)
-        }
-
         return serverInstance ?? { stop: closeJobs }
     } catch (error) {
         Sentry.captureException(error)

From c0df793aa7fe17cce9069d1d44d4c83d4ffb50a4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tom=C3=A1s=20Far=C3=ADas=20Santana?= <tomas@tomasfarias.dev>
Date: Thu, 19 Oct 2023 17:35:13 +0200
Subject: [PATCH 016/133] chore(batch-exports): Do not retry on forbidden
 (#18091)

---
 posthog/temporal/workflows/bigquery_batch_export.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/posthog/temporal/workflows/bigquery_batch_export.py b/posthog/temporal/workflows/bigquery_batch_export.py
index 893f8379666f3..cef81d98ae073 100644
--- a/posthog/temporal/workflows/bigquery_batch_export.py
+++ b/posthog/temporal/workflows/bigquery_batch_export.py
@@ -260,7 +260,10 @@ async def run(self, inputs: BigQueryBatchExportInputs):
                     initial_interval=dt.timedelta(seconds=10),
                     maximum_interval=dt.timedelta(seconds=120),
                     maximum_attempts=10,
-                    non_retryable_error_types=[],
+                    non_retryable_error_types=[
+                        # Raised on missing permissions
+                        "Forbidden",
+                    ],
                 ),
             )
 

From 8577e13599ea881831371ce24604f5954185bebb Mon Sep 17 00:00:00 2001
From: Tom Owers <tom@posthog.com>
Date: Thu, 19 Oct 2023 16:37:32 +0100
Subject: [PATCH 017/133] feat: allow placeholders in place of ratio
 expressions in hogql (#17973)

* Allow placeholders in place of ratio expressions in hogql

* Added C++ changes for RatioExpr

* Bump `hogql_parser` version

* Upgrade ANTLR version to align with brew latest

* Update query snapshots

* Fix parser change message body

The quotes weren't right, so the step failed instead of posting a comment.

* Revert "Update query snapshots"

This reverts commit 1302d3b24f138e36590cf5ff45769323379a4f95.

* Update MD5 sum

* Bump version again

* Use new hogql-parser version

---------

Co-authored-by: Michael Matloka <michal@matloka.com>
Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Michael Matloka <dev@twixes.com>
---
 .github/actions/run-backend-tests/action.yml  |    4 +-
 .github/workflows/build-hogql-parser.yml      |    4 +-
 .github/workflows/ci-backend.yml              |    2 +-
 hogql_parser/HogQLLexer.cpp                   |    2 +-
 hogql_parser/HogQLLexer.h                     |    2 +-
 hogql_parser/HogQLParser.cpp                  | 1459 ++++++++--------
 hogql_parser/HogQLParser.h                    |    3 +-
 hogql_parser/HogQLParser.interp               |    2 +-
 hogql_parser/HogQLParserBaseVisitor.cpp       |    2 +-
 hogql_parser/HogQLParserBaseVisitor.h         |    2 +-
 hogql_parser/HogQLParserVisitor.cpp           |    2 +-
 hogql_parser/HogQLParserVisitor.h             |    2 +-
 hogql_parser/parser.cpp                       |    6 +
 hogql_parser/pyproject.toml                   |    4 +-
 hogql_parser/setup.py                         |    2 +-
 posthog/hogql/grammar/HogQLLexer.py           |    4 +-
 posthog/hogql/grammar/HogQLParser.g4          |    2 +-
 posthog/hogql/grammar/HogQLParser.interp      |    2 +-
 posthog/hogql/grammar/HogQLParser.py          | 1484 +++++++++--------
 posthog/hogql/grammar/HogQLParserVisitor.py   |    2 +-
 posthog/hogql/parser.py                       |    3 +
 .../insights/trends/query_builder.py          |   10 +-
 requirements.in                               |    4 +-
 requirements.txt                              |    4 +-
 24 files changed, 1536 insertions(+), 1477 deletions(-)

diff --git a/.github/actions/run-backend-tests/action.yml b/.github/actions/run-backend-tests/action.yml
index 87038a52189ad..45e189e23b1b6 100644
--- a/.github/actions/run-backend-tests/action.yml
+++ b/.github/actions/run-backend-tests/action.yml
@@ -82,9 +82,9 @@ runs:
           # changed (requirements.txt has the already-published version)
           run: |
               sudo apt-get install libboost-all-dev unzip cmake curl uuid pkg-config
-              curl https://www.antlr.org/download/antlr4-cpp-runtime-4.13.0-source.zip --output antlr4-source.zip
+              curl https://www.antlr.org/download/antlr4-cpp-runtime-4.13.1-source.zip --output antlr4-source.zip
               # Check that the downloaded archive is the expected runtime - a security measure
-              anltr_known_md5sum="ff214b65fb02e150b4f515d7983bca92"
+              anltr_known_md5sum="c875c148991aacd043f733827644a76f"
               antlr_found_ms5sum="$(md5sum antlr4-source.zip | cut -d' ' -f1)"
               if [[ "$anltr_known_md5sum" != "$antlr_found_ms5sum" ]]; then
                   echo "Unexpected MD5 sum of antlr4-source.zip!"
diff --git a/.github/workflows/build-hogql-parser.yml b/.github/workflows/build-hogql-parser.yml
index 97cc24fa59abf..476ce7082243d 100644
--- a/.github/workflows/build-hogql-parser.yml
+++ b/.github/workflows/build-hogql-parser.yml
@@ -44,8 +44,8 @@ jobs:
                   local=$(python hogql_parser/setup.py --version)
                   # TODO: Only comment if no comment alraedy exists for $local
                   if [[ "$published" == "$local" ]]; then
-                    MESSAGE_BODY="It looks like the code of `hogql-parser` has changed since last push, but its version stayed the same at $local. 👀\nMake sure to resolve this in `hogql_parser/setup.py` before merging!"
-                    curl -s -u posthog-bot:${{ secrets.POSTHOG_BOT_GITHUB_TOKEN || secrets.GITHUB_TOKEN }} -X POST -d "{ \"body\": \"$MESSAGE_BODY\" }" "https://api.github.com/repos/${{ github.repository }}/issues/${{ github.event.pull_request.number }}/comments"
+                    message_body="It looks like the code of \`hogql-parser\` has changed since last push, but its version stayed the same at $local. 👀\nMake sure to resolve this in \`hogql_parser/setup.py\` before merging!"
+                    curl -s -u posthog-bot:${{ secrets.POSTHOG_BOT_GITHUB_TOKEN || secrets.GITHUB_TOKEN }} -X POST -d "{ \"body\": \"$message_body\" }" "https://api.github.com/repos/${{ github.repository }}/issues/${{ github.event.pull_request.number }}/comments"
                   fi
 
     build-wheels:
diff --git a/.github/workflows/ci-backend.yml b/.github/workflows/ci-backend.yml
index f02e30b0b260e..52cbad73d8adf 100644
--- a/.github/workflows/ci-backend.yml
+++ b/.github/workflows/ci-backend.yml
@@ -159,7 +159,7 @@ jobs:
               env:
                   # Installing a version of ANTLR compatible with what's in Homebrew as of October 2023 (version 4.13),
                   # as apt-get is quite out of date. The same version must be set in hogql_parser/pyproject.toml
-                  ANTLR_VERSION: '4.13.0'
+                  ANTLR_VERSION: '4.13.1'
 
     check-migrations:
         needs: changes
diff --git a/hogql_parser/HogQLLexer.cpp b/hogql_parser/HogQLLexer.cpp
index d8ba1b07116fa..1331605dd768e 100644
--- a/hogql_parser/HogQLLexer.cpp
+++ b/hogql_parser/HogQLLexer.cpp
@@ -1,5 +1,5 @@
 
-// Generated from HogQLLexer.g4 by ANTLR 4.13.0
+// Generated from HogQLLexer.g4 by ANTLR 4.13.1
 
 
 #include "HogQLLexer.h"
diff --git a/hogql_parser/HogQLLexer.h b/hogql_parser/HogQLLexer.h
index 78bfe64dc0bfc..3584bf43b4ff9 100644
--- a/hogql_parser/HogQLLexer.h
+++ b/hogql_parser/HogQLLexer.h
@@ -1,5 +1,5 @@
 
-// Generated from HogQLLexer.g4 by ANTLR 4.13.0
+// Generated from HogQLLexer.g4 by ANTLR 4.13.1
 
 #pragma once
 
diff --git a/hogql_parser/HogQLParser.cpp b/hogql_parser/HogQLParser.cpp
index 779d2dbf7d4ed..60b83b24ed537 100644
--- a/hogql_parser/HogQLParser.cpp
+++ b/hogql_parser/HogQLParser.cpp
@@ -1,5 +1,5 @@
 
-// Generated from HogQLParser.g4 by ANTLR 4.13.0
+// Generated from HogQLParser.g4 by ANTLR 4.13.1
 
 
 #include "HogQLParserVisitor.h"
@@ -126,7 +126,7 @@ void hogqlparserParserInitialize() {
     }
   );
   static const int32_t serializedATNSegment[] = {
-  	4,1,242,919,2,0,7,0,2,1,7,1,2,2,7,2,2,3,7,3,2,4,7,4,2,5,7,5,2,6,7,6,2,
+  	4,1,242,922,2,0,7,0,2,1,7,1,2,2,7,2,2,3,7,3,2,4,7,4,2,5,7,5,2,6,7,6,2,
   	7,7,7,2,8,7,8,2,9,7,9,2,10,7,10,2,11,7,11,2,12,7,12,2,13,7,13,2,14,7,
   	14,2,15,7,15,2,16,7,16,2,17,7,17,2,18,7,18,2,19,7,19,2,20,7,20,2,21,7,
   	21,2,22,7,22,2,23,7,23,2,24,7,24,2,25,7,25,2,26,7,26,2,27,7,27,2,28,7,
@@ -157,310 +157,312 @@ void hogqlparserParserInitialize() {
   	1,21,1,21,1,21,1,21,1,21,1,21,3,21,382,8,21,1,22,1,22,1,22,1,22,3,22,
   	388,8,22,1,23,1,23,1,23,5,23,393,8,23,10,23,12,23,396,9,23,1,24,1,24,
   	3,24,400,8,24,1,24,1,24,3,24,404,8,24,1,24,1,24,3,24,408,8,24,1,25,1,
-  	25,1,25,3,25,413,8,25,1,26,1,26,1,26,5,26,418,8,26,10,26,12,26,421,9,
-  	26,1,27,1,27,1,27,1,27,1,28,3,28,428,8,28,1,28,3,28,431,8,28,1,28,3,28,
-  	434,8,28,1,29,1,29,1,29,1,29,1,30,1,30,1,30,1,30,1,31,1,31,1,31,1,32,
-  	1,32,1,32,1,32,1,32,1,32,3,32,453,8,32,1,33,1,33,1,33,1,33,1,33,1,33,
-  	1,33,1,33,1,33,1,33,1,33,1,33,3,33,467,8,33,1,34,1,34,1,34,1,35,1,35,
-  	1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,481,8,35,10,35,12,35,484,9,35,
-  	1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,493,8,35,10,35,12,35,496,9,35,
-  	1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,505,8,35,10,35,12,35,508,9,35,
-  	1,35,1,35,1,35,1,35,1,35,3,35,515,8,35,1,35,1,35,3,35,519,8,35,1,36,1,
-  	36,1,36,5,36,524,8,36,10,36,12,36,527,9,36,1,37,1,37,1,37,3,37,532,8,
-  	37,1,37,1,37,1,37,1,37,1,37,4,37,539,8,37,11,37,12,37,540,1,37,1,37,3,
-  	37,545,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,
+  	25,1,25,1,25,3,25,414,8,25,3,25,416,8,25,1,26,1,26,1,26,5,26,421,8,26,
+  	10,26,12,26,424,9,26,1,27,1,27,1,27,1,27,1,28,3,28,431,8,28,1,28,3,28,
+  	434,8,28,1,28,3,28,437,8,28,1,29,1,29,1,29,1,29,1,30,1,30,1,30,1,30,1,
+  	31,1,31,1,31,1,32,1,32,1,32,1,32,1,32,1,32,3,32,456,8,32,1,33,1,33,1,
+  	33,1,33,1,33,1,33,1,33,1,33,1,33,1,33,1,33,1,33,3,33,470,8,33,1,34,1,
+  	34,1,34,1,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,484,8,35,10,
+  	35,12,35,487,9,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,496,8,35,10,
+  	35,12,35,499,9,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,508,8,35,10,
+  	35,12,35,511,9,35,1,35,1,35,1,35,1,35,1,35,3,35,518,8,35,1,35,1,35,3,
+  	35,522,8,35,1,36,1,36,1,36,5,36,527,8,36,10,36,12,36,530,9,36,1,37,1,
+  	37,1,37,3,37,535,8,37,1,37,1,37,1,37,1,37,1,37,4,37,542,8,37,11,37,12,
+  	37,543,1,37,1,37,3,37,548,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,
+  	1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,
+  	1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,579,8,37,1,37,1,37,1,37,1,37,
+  	1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,596,8,37,
+  	1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,608,8,37,1,37,
+  	1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,618,8,37,1,37,3,37,621,8,37,1,
+  	37,1,37,3,37,625,8,37,1,37,3,37,628,8,37,1,37,1,37,1,37,1,37,1,37,1,37,
+  	1,37,1,37,1,37,1,37,3,37,640,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,
+  	1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,657,8,37,1,37,1,37,3,37,
+  	661,8,37,1,37,1,37,1,37,1,37,3,37,667,8,37,1,37,1,37,1,37,1,37,1,37,3,
+  	37,674,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,686,
+  	8,37,1,37,1,37,3,37,690,8,37,1,37,3,37,693,8,37,1,37,1,37,1,37,1,37,1,
+  	37,1,37,1,37,3,37,702,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,
+  	37,1,37,1,37,1,37,3,37,716,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,
   	37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,
-  	37,1,37,1,37,1,37,3,37,576,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,
-  	37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,593,8,37,1,37,1,37,1,37,1,
-  	37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,605,8,37,1,37,1,37,1,37,1,37,1,
-  	37,1,37,1,37,1,37,3,37,615,8,37,1,37,3,37,618,8,37,1,37,1,37,3,37,622,
-  	8,37,1,37,3,37,625,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,
-  	1,37,3,37,637,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,
-  	1,37,1,37,1,37,1,37,1,37,3,37,654,8,37,1,37,1,37,3,37,658,8,37,1,37,1,
-  	37,1,37,1,37,3,37,664,8,37,1,37,1,37,1,37,1,37,1,37,3,37,671,8,37,1,37,
-  	1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,683,8,37,1,37,1,37,
-  	3,37,687,8,37,1,37,3,37,690,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,
-  	37,699,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,
-  	37,3,37,713,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,
-  	37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,
-  	37,3,37,740,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,749,8,37,5,37,
-  	751,8,37,10,37,12,37,754,9,37,1,38,1,38,1,38,5,38,759,8,38,10,38,12,38,
-  	762,9,38,1,39,1,39,3,39,766,8,39,1,40,1,40,1,40,1,40,5,40,772,8,40,10,
-  	40,12,40,775,9,40,1,40,1,40,1,40,1,40,1,40,5,40,782,8,40,10,40,12,40,
-  	785,9,40,3,40,787,8,40,1,40,1,40,1,40,1,41,1,41,1,41,5,41,795,8,41,10,
-  	41,12,41,798,9,41,1,42,1,42,1,42,1,42,1,42,1,42,1,42,1,42,1,42,1,42,3,
-  	42,810,8,42,1,43,1,43,1,43,1,43,3,43,816,8,43,1,43,3,43,819,8,43,1,44,
-  	1,44,1,44,5,44,824,8,44,10,44,12,44,827,9,44,1,45,1,45,1,45,1,45,1,45,
-  	1,45,1,45,1,45,3,45,837,8,45,1,45,1,45,1,45,1,45,3,45,843,8,45,5,45,845,
-  	8,45,10,45,12,45,848,9,45,1,46,1,46,1,46,3,46,853,8,46,1,46,1,46,1,47,
-  	1,47,1,47,3,47,860,8,47,1,47,1,47,1,48,1,48,1,48,5,48,867,8,48,10,48,
-  	12,48,870,9,48,1,49,1,49,1,50,1,50,1,50,1,50,1,50,1,50,3,50,880,8,50,
-  	3,50,882,8,50,1,51,3,51,885,8,51,1,51,1,51,1,51,1,51,1,51,1,51,3,51,893,
-  	8,51,1,52,1,52,1,52,3,52,898,8,52,1,53,1,53,1,54,1,54,1,55,1,55,1,56,
-  	1,56,3,56,908,8,56,1,57,1,57,1,57,3,57,913,8,57,1,58,1,58,1,58,1,58,1,
-  	58,0,3,36,74,90,59,0,2,4,6,8,10,12,14,16,18,20,22,24,26,28,30,32,34,36,
-  	38,40,42,44,46,48,50,52,54,56,58,60,62,64,66,68,70,72,74,76,78,80,82,
-  	84,86,88,90,92,94,96,98,100,102,104,106,108,110,112,114,116,0,16,2,0,
-  	32,32,141,141,2,0,84,84,96,96,3,0,4,4,8,8,12,12,4,0,4,4,7,8,12,12,147,
-  	147,2,0,96,96,140,140,2,0,4,4,8,8,2,0,11,11,42,43,2,0,62,62,93,93,2,0,
-  	133,133,143,143,3,0,17,17,95,95,170,170,2,0,79,79,98,98,1,0,196,197,2,
-  	0,208,208,228,228,8,0,37,37,76,76,108,108,110,110,132,132,145,145,185,
-  	185,190,190,13,0,2,24,26,36,38,75,77,81,83,107,109,109,111,112,114,115,
-  	117,130,133,144,146,184,186,189,191,192,4,0,36,36,62,62,77,77,91,91,1039,
-  	0,120,1,0,0,0,2,124,1,0,0,0,4,138,1,0,0,0,6,141,1,0,0,0,8,190,1,0,0,0,
-  	10,193,1,0,0,0,12,199,1,0,0,0,14,203,1,0,0,0,16,209,1,0,0,0,18,227,1,
-  	0,0,0,20,230,1,0,0,0,22,233,1,0,0,0,24,243,1,0,0,0,26,246,1,0,0,0,28,
-  	250,1,0,0,0,30,283,1,0,0,0,32,285,1,0,0,0,34,288,1,0,0,0,36,303,1,0,0,
-  	0,38,365,1,0,0,0,40,370,1,0,0,0,42,381,1,0,0,0,44,383,1,0,0,0,46,389,
-  	1,0,0,0,48,397,1,0,0,0,50,409,1,0,0,0,52,414,1,0,0,0,54,422,1,0,0,0,56,
-  	427,1,0,0,0,58,435,1,0,0,0,60,439,1,0,0,0,62,443,1,0,0,0,64,452,1,0,0,
-  	0,66,466,1,0,0,0,68,468,1,0,0,0,70,518,1,0,0,0,72,520,1,0,0,0,74,657,
-  	1,0,0,0,76,755,1,0,0,0,78,765,1,0,0,0,80,786,1,0,0,0,82,791,1,0,0,0,84,
-  	809,1,0,0,0,86,818,1,0,0,0,88,820,1,0,0,0,90,836,1,0,0,0,92,849,1,0,0,
-  	0,94,859,1,0,0,0,96,863,1,0,0,0,98,871,1,0,0,0,100,881,1,0,0,0,102,884,
-  	1,0,0,0,104,897,1,0,0,0,106,899,1,0,0,0,108,901,1,0,0,0,110,903,1,0,0,
-  	0,112,907,1,0,0,0,114,912,1,0,0,0,116,914,1,0,0,0,118,121,3,2,1,0,119,
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-  	0,0,1,123,1,1,0,0,0,124,130,3,4,2,0,125,126,5,176,0,0,126,127,5,4,0,0,
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+  	1,0,0,0,660,659,1,0,0,0,661,755,1,0,0,0,662,666,10,17,0,0,663,667,5,202,
+  	0,0,664,667,5,238,0,0,665,667,5,227,0,0,666,663,1,0,0,0,666,664,1,0,0,
+  	0,666,665,1,0,0,0,667,668,1,0,0,0,668,754,3,74,37,18,669,673,10,16,0,
+  	0,670,674,5,228,0,0,671,674,5,208,0,0,672,674,5,207,0,0,673,670,1,0,0,
+  	0,673,671,1,0,0,0,673,672,1,0,0,0,674,675,1,0,0,0,675,754,3,74,37,17,
+  	676,701,10,15,0,0,677,702,5,211,0,0,678,702,5,212,0,0,679,702,5,223,0,
+  	0,680,702,5,221,0,0,681,702,5,222,0,0,682,702,5,213,0,0,683,702,5,214,
+  	0,0,684,686,5,115,0,0,685,684,1,0,0,0,685,686,1,0,0,0,686,687,1,0,0,0,
+  	687,689,5,80,0,0,688,690,5,25,0,0,689,688,1,0,0,0,689,690,1,0,0,0,690,
+  	702,1,0,0,0,691,693,5,115,0,0,692,691,1,0,0,0,692,693,1,0,0,0,693,694,
+  	1,0,0,0,694,702,7,10,0,0,695,702,5,232,0,0,696,702,5,233,0,0,697,702,
+  	5,225,0,0,698,702,5,216,0,0,699,702,5,217,0,0,700,702,5,224,0,0,701,677,
+  	1,0,0,0,701,678,1,0,0,0,701,679,1,0,0,0,701,680,1,0,0,0,701,681,1,0,0,
+  	0,701,682,1,0,0,0,701,683,1,0,0,0,701,685,1,0,0,0,701,692,1,0,0,0,701,
+  	695,1,0,0,0,701,696,1,0,0,0,701,697,1,0,0,0,701,698,1,0,0,0,701,699,1,
+  	0,0,0,701,700,1,0,0,0,702,703,1,0,0,0,703,754,3,74,37,16,704,705,10,13,
+  	0,0,705,706,5,226,0,0,706,754,3,74,37,14,707,708,10,11,0,0,708,709,5,
+  	6,0,0,709,754,3,74,37,12,710,711,10,10,0,0,711,712,5,121,0,0,712,754,
+  	3,74,37,11,713,715,10,9,0,0,714,716,5,115,0,0,715,714,1,0,0,0,715,716,
+  	1,0,0,0,716,717,1,0,0,0,717,718,5,16,0,0,718,719,3,74,37,0,719,720,5,
+  	6,0,0,720,721,3,74,37,10,721,754,1,0,0,0,722,723,10,8,0,0,723,724,5,229,
+  	0,0,724,725,3,74,37,0,725,726,5,205,0,0,726,727,3,74,37,8,727,754,1,0,
+  	0,0,728,729,10,21,0,0,729,730,5,219,0,0,730,731,3,74,37,0,731,732,5,235,
+  	0,0,732,754,1,0,0,0,733,734,10,20,0,0,734,735,5,210,0,0,735,754,5,197,
+  	0,0,736,737,10,19,0,0,737,738,5,210,0,0,738,754,3,114,57,0,739,740,10,
+  	14,0,0,740,742,5,88,0,0,741,743,5,115,0,0,742,741,1,0,0,0,742,743,1,0,
+  	0,0,743,744,1,0,0,0,744,754,5,116,0,0,745,751,10,7,0,0,746,752,3,112,
+  	56,0,747,748,5,10,0,0,748,752,3,114,57,0,749,750,5,10,0,0,750,752,5,199,
+  	0,0,751,746,1,0,0,0,751,747,1,0,0,0,751,749,1,0,0,0,752,754,1,0,0,0,753,
+  	662,1,0,0,0,753,669,1,0,0,0,753,676,1,0,0,0,753,704,1,0,0,0,753,707,1,
+  	0,0,0,753,710,1,0,0,0,753,713,1,0,0,0,753,722,1,0,0,0,753,728,1,0,0,0,
+  	753,733,1,0,0,0,753,736,1,0,0,0,753,739,1,0,0,0,753,745,1,0,0,0,754,757,
+  	1,0,0,0,755,753,1,0,0,0,755,756,1,0,0,0,756,75,1,0,0,0,757,755,1,0,0,
+  	0,758,763,3,78,39,0,759,760,5,206,0,0,760,762,3,78,39,0,761,759,1,0,0,
+  	0,762,765,1,0,0,0,763,761,1,0,0,0,763,764,1,0,0,0,764,77,1,0,0,0,765,
+  	763,1,0,0,0,766,769,3,80,40,0,767,769,3,74,37,0,768,766,1,0,0,0,768,767,
+  	1,0,0,0,769,79,1,0,0,0,770,771,5,220,0,0,771,776,3,114,57,0,772,773,5,
+  	206,0,0,773,775,3,114,57,0,774,772,1,0,0,0,775,778,1,0,0,0,776,774,1,
+  	0,0,0,776,777,1,0,0,0,777,779,1,0,0,0,778,776,1,0,0,0,779,780,5,236,0,
+  	0,780,790,1,0,0,0,781,786,3,114,57,0,782,783,5,206,0,0,783,785,3,114,
+  	57,0,784,782,1,0,0,0,785,788,1,0,0,0,786,784,1,0,0,0,786,787,1,0,0,0,
+  	787,790,1,0,0,0,788,786,1,0,0,0,789,770,1,0,0,0,789,781,1,0,0,0,790,791,
+  	1,0,0,0,791,792,5,201,0,0,792,793,3,74,37,0,793,81,1,0,0,0,794,799,3,
+  	84,42,0,795,796,5,206,0,0,796,798,3,84,42,0,797,795,1,0,0,0,798,801,1,
+  	0,0,0,799,797,1,0,0,0,799,800,1,0,0,0,800,83,1,0,0,0,801,799,1,0,0,0,
+  	802,803,3,114,57,0,803,804,5,10,0,0,804,805,5,220,0,0,805,806,3,2,1,0,
+  	806,807,5,236,0,0,807,813,1,0,0,0,808,809,3,74,37,0,809,810,5,10,0,0,
+  	810,811,3,114,57,0,811,813,1,0,0,0,812,802,1,0,0,0,812,808,1,0,0,0,813,
+  	85,1,0,0,0,814,822,5,200,0,0,815,816,3,94,47,0,816,817,5,210,0,0,817,
+  	819,1,0,0,0,818,815,1,0,0,0,818,819,1,0,0,0,819,820,1,0,0,0,820,822,3,
+  	88,44,0,821,814,1,0,0,0,821,818,1,0,0,0,822,87,1,0,0,0,823,828,3,114,
+  	57,0,824,825,5,210,0,0,825,827,3,114,57,0,826,824,1,0,0,0,827,830,1,0,
+  	0,0,828,826,1,0,0,0,828,829,1,0,0,0,829,89,1,0,0,0,830,828,1,0,0,0,831,
+  	832,6,45,-1,0,832,840,3,94,47,0,833,840,3,92,46,0,834,835,5,220,0,0,835,
+  	836,3,2,1,0,836,837,5,236,0,0,837,840,1,0,0,0,838,840,5,200,0,0,839,831,
+  	1,0,0,0,839,833,1,0,0,0,839,834,1,0,0,0,839,838,1,0,0,0,840,849,1,0,0,
+  	0,841,845,10,2,0,0,842,846,3,112,56,0,843,844,5,10,0,0,844,846,3,114,
+  	57,0,845,842,1,0,0,0,845,843,1,0,0,0,846,848,1,0,0,0,847,841,1,0,0,0,
+  	848,851,1,0,0,0,849,847,1,0,0,0,849,850,1,0,0,0,850,91,1,0,0,0,851,849,
+  	1,0,0,0,852,853,3,114,57,0,853,855,5,220,0,0,854,856,3,96,48,0,855,854,
+  	1,0,0,0,855,856,1,0,0,0,856,857,1,0,0,0,857,858,5,236,0,0,858,93,1,0,
+  	0,0,859,860,3,98,49,0,860,861,5,210,0,0,861,863,1,0,0,0,862,859,1,0,0,
+  	0,862,863,1,0,0,0,863,864,1,0,0,0,864,865,3,114,57,0,865,95,1,0,0,0,866,
+  	871,3,74,37,0,867,868,5,206,0,0,868,870,3,74,37,0,869,867,1,0,0,0,870,
+  	873,1,0,0,0,871,869,1,0,0,0,871,872,1,0,0,0,872,97,1,0,0,0,873,871,1,
+  	0,0,0,874,875,3,114,57,0,875,99,1,0,0,0,876,885,5,195,0,0,877,878,5,210,
+  	0,0,878,885,7,11,0,0,879,880,5,197,0,0,880,882,5,210,0,0,881,883,7,11,
+  	0,0,882,881,1,0,0,0,882,883,1,0,0,0,883,885,1,0,0,0,884,876,1,0,0,0,884,
+  	877,1,0,0,0,884,879,1,0,0,0,885,101,1,0,0,0,886,888,7,12,0,0,887,886,
+  	1,0,0,0,887,888,1,0,0,0,888,895,1,0,0,0,889,896,3,100,50,0,890,896,5,
+  	196,0,0,891,896,5,197,0,0,892,896,5,198,0,0,893,896,5,82,0,0,894,896,
+  	5,113,0,0,895,889,1,0,0,0,895,890,1,0,0,0,895,891,1,0,0,0,895,892,1,0,
+  	0,0,895,893,1,0,0,0,895,894,1,0,0,0,896,103,1,0,0,0,897,901,3,102,51,
+  	0,898,901,5,199,0,0,899,901,5,116,0,0,900,897,1,0,0,0,900,898,1,0,0,0,
+  	900,899,1,0,0,0,901,105,1,0,0,0,902,903,7,13,0,0,903,107,1,0,0,0,904,
+  	905,7,14,0,0,905,109,1,0,0,0,906,907,7,15,0,0,907,111,1,0,0,0,908,911,
+  	5,194,0,0,909,911,3,110,55,0,910,908,1,0,0,0,910,909,1,0,0,0,911,113,
+  	1,0,0,0,912,916,5,194,0,0,913,916,3,106,53,0,914,916,3,108,54,0,915,912,
+  	1,0,0,0,915,913,1,0,0,0,915,914,1,0,0,0,916,115,1,0,0,0,917,918,5,199,
+  	0,0,918,919,5,212,0,0,919,920,3,102,51,0,920,117,1,0,0,0,115,120,130,
+  	138,141,145,148,152,155,158,161,164,168,172,175,178,181,185,188,197,203,
+  	224,241,258,264,270,281,283,294,297,303,311,317,319,323,328,331,334,338,
+  	342,345,347,350,354,358,361,363,365,370,381,387,394,399,403,407,413,415,
+  	422,430,433,436,455,469,485,497,509,517,521,528,534,543,547,578,595,607,
+  	617,620,624,627,639,656,660,666,673,685,689,692,701,715,742,751,753,755,
+  	763,768,776,786,789,799,812,818,821,828,839,845,849,855,862,871,882,884,
+  	887,895,900,910,915
   };
   staticData->serializedATN = antlr4::atn::SerializedATNView(serializedATNSegment, sizeof(serializedATNSegment) / sizeof(serializedATNSegment[0]));
 
@@ -3248,6 +3250,10 @@ HogQLParser::RatioExprContext::RatioExprContext(ParserRuleContext *parent, size_
   : ParserRuleContext(parent, invokingState) {
 }
 
+tree::TerminalNode* HogQLParser::RatioExprContext::PLACEHOLDER() {
+  return getToken(HogQLParser::PLACEHOLDER, 0);
+}
+
 std::vector<HogQLParser::NumberLiteralContext *> HogQLParser::RatioExprContext::numberLiteral() {
   return getRuleContexts<HogQLParser::NumberLiteralContext>();
 }
@@ -3285,23 +3291,48 @@ HogQLParser::RatioExprContext* HogQLParser::ratioExpr() {
     exitRule();
   });
   try {
-    enterOuterAlt(_localctx, 1);
-    setState(409);
-    numberLiteral();
-    setState(412);
+    setState(415);
     _errHandler->sync(this);
+    switch (_input->LA(1)) {
+      case HogQLParser::PLACEHOLDER: {
+        enterOuterAlt(_localctx, 1);
+        setState(409);
+        match(HogQLParser::PLACEHOLDER);
+        break;
+      }
 
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 54, _ctx)) {
-    case 1: {
-      setState(410);
-      match(HogQLParser::SLASH);
-      setState(411);
-      numberLiteral();
-      break;
-    }
+      case HogQLParser::INF:
+      case HogQLParser::NAN_SQL:
+      case HogQLParser::FLOATING_LITERAL:
+      case HogQLParser::OCTAL_LITERAL:
+      case HogQLParser::DECIMAL_LITERAL:
+      case HogQLParser::HEXADECIMAL_LITERAL:
+      case HogQLParser::DASH:
+      case HogQLParser::DOT:
+      case HogQLParser::PLUS: {
+        enterOuterAlt(_localctx, 2);
+        setState(410);
+        numberLiteral();
+        setState(413);
+        _errHandler->sync(this);
+
+        switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 54, _ctx)) {
+        case 1: {
+          setState(411);
+          match(HogQLParser::SLASH);
+          setState(412);
+          numberLiteral();
+          break;
+        }
+
+        default:
+          break;
+        }
+        break;
+      }
 
     default:
-      break;
+      throw NoViableAltException(this);
     }
    
   }
@@ -3363,17 +3394,17 @@ HogQLParser::SettingExprListContext* HogQLParser::settingExprList() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(414);
+    setState(417);
     settingExpr();
-    setState(419);
+    setState(422);
     _errHandler->sync(this);
     _la = _input->LA(1);
     while (_la == HogQLParser::COMMA) {
-      setState(415);
+      setState(418);
       match(HogQLParser::COMMA);
-      setState(416);
+      setState(419);
       settingExpr();
-      setState(421);
+      setState(424);
       _errHandler->sync(this);
       _la = _input->LA(1);
     }
@@ -3432,11 +3463,11 @@ HogQLParser::SettingExprContext* HogQLParser::settingExpr() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(422);
+    setState(425);
     identifier();
-    setState(423);
+    setState(426);
     match(HogQLParser::EQ_SINGLE);
-    setState(424);
+    setState(427);
     literal();
    
   }
@@ -3494,30 +3525,30 @@ HogQLParser::WindowExprContext* HogQLParser::windowExpr() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(427);
+    setState(430);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::PARTITION) {
-      setState(426);
+      setState(429);
       winPartitionByClause();
     }
-    setState(430);
+    setState(433);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::ORDER) {
-      setState(429);
+      setState(432);
       winOrderByClause();
     }
-    setState(433);
+    setState(436);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::RANGE
 
     || _la == HogQLParser::ROWS) {
-      setState(432);
+      setState(435);
       winFrameClause();
     }
    
@@ -3575,11 +3606,11 @@ HogQLParser::WinPartitionByClauseContext* HogQLParser::winPartitionByClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(435);
+    setState(438);
     match(HogQLParser::PARTITION);
-    setState(436);
+    setState(439);
     match(HogQLParser::BY);
-    setState(437);
+    setState(440);
     columnExprList();
    
   }
@@ -3636,11 +3667,11 @@ HogQLParser::WinOrderByClauseContext* HogQLParser::winOrderByClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(439);
+    setState(442);
     match(HogQLParser::ORDER);
-    setState(440);
+    setState(443);
     match(HogQLParser::BY);
-    setState(441);
+    setState(444);
     orderExprList();
    
   }
@@ -3698,7 +3729,7 @@ HogQLParser::WinFrameClauseContext* HogQLParser::winFrameClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(443);
+    setState(446);
     _la = _input->LA(1);
     if (!(_la == HogQLParser::RANGE
 
@@ -3709,7 +3740,7 @@ HogQLParser::WinFrameClauseContext* HogQLParser::winFrameClause() {
       _errHandler->reportMatch(this);
       consume();
     }
-    setState(444);
+    setState(447);
     winFrameExtend();
    
   }
@@ -3791,7 +3822,7 @@ HogQLParser::WinFrameExtendContext* HogQLParser::winFrameExtend() {
     exitRule();
   });
   try {
-    setState(452);
+    setState(455);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::CURRENT:
@@ -3807,7 +3838,7 @@ HogQLParser::WinFrameExtendContext* HogQLParser::winFrameExtend() {
       case HogQLParser::PLUS: {
         _localctx = _tracker.createInstance<HogQLParser::FrameStartContext>(_localctx);
         enterOuterAlt(_localctx, 1);
-        setState(446);
+        setState(449);
         winFrameBound();
         break;
       }
@@ -3815,13 +3846,13 @@ HogQLParser::WinFrameExtendContext* HogQLParser::winFrameExtend() {
       case HogQLParser::BETWEEN: {
         _localctx = _tracker.createInstance<HogQLParser::FrameBetweenContext>(_localctx);
         enterOuterAlt(_localctx, 2);
-        setState(447);
+        setState(450);
         match(HogQLParser::BETWEEN);
-        setState(448);
+        setState(451);
         winFrameBound();
-        setState(449);
+        setState(452);
         match(HogQLParser::AND);
-        setState(450);
+        setState(453);
         winFrameBound();
         break;
       }
@@ -3896,45 +3927,45 @@ HogQLParser::WinFrameBoundContext* HogQLParser::winFrameBound() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(466);
+    setState(469);
     _errHandler->sync(this);
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 60, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 61, _ctx)) {
     case 1: {
-      setState(454);
+      setState(457);
       match(HogQLParser::CURRENT);
-      setState(455);
+      setState(458);
       match(HogQLParser::ROW);
       break;
     }
 
     case 2: {
-      setState(456);
+      setState(459);
       match(HogQLParser::UNBOUNDED);
-      setState(457);
+      setState(460);
       match(HogQLParser::PRECEDING);
       break;
     }
 
     case 3: {
-      setState(458);
+      setState(461);
       match(HogQLParser::UNBOUNDED);
-      setState(459);
+      setState(462);
       match(HogQLParser::FOLLOWING);
       break;
     }
 
     case 4: {
-      setState(460);
+      setState(463);
       numberLiteral();
-      setState(461);
+      setState(464);
       match(HogQLParser::PRECEDING);
       break;
     }
 
     case 5: {
-      setState(463);
+      setState(466);
       numberLiteral();
-      setState(464);
+      setState(467);
       match(HogQLParser::FOLLOWING);
       break;
     }
@@ -3993,9 +4024,9 @@ HogQLParser::ExprContext* HogQLParser::expr() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(468);
+    setState(471);
     columnExpr(0);
-    setState(469);
+    setState(472);
     match(HogQLParser::EOF);
    
   }
@@ -4199,13 +4230,13 @@ HogQLParser::ColumnTypeExprContext* HogQLParser::columnTypeExpr() {
     exitRule();
   });
   try {
-    setState(518);
+    setState(521);
     _errHandler->sync(this);
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 65, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 66, _ctx)) {
     case 1: {
       _localctx = _tracker.createInstance<HogQLParser::ColumnTypeExprSimpleContext>(_localctx);
       enterOuterAlt(_localctx, 1);
-      setState(471);
+      setState(474);
       identifier();
       break;
     }
@@ -4213,29 +4244,29 @@ HogQLParser::ColumnTypeExprContext* HogQLParser::columnTypeExpr() {
     case 2: {
       _localctx = _tracker.createInstance<HogQLParser::ColumnTypeExprNestedContext>(_localctx);
       enterOuterAlt(_localctx, 2);
-      setState(472);
+      setState(475);
       identifier();
-      setState(473);
+      setState(476);
       match(HogQLParser::LPAREN);
-      setState(474);
+      setState(477);
       identifier();
-      setState(475);
+      setState(478);
       columnTypeExpr();
-      setState(482);
+      setState(485);
       _errHandler->sync(this);
       _la = _input->LA(1);
       while (_la == HogQLParser::COMMA) {
-        setState(476);
+        setState(479);
         match(HogQLParser::COMMA);
-        setState(477);
+        setState(480);
         identifier();
-        setState(478);
+        setState(481);
         columnTypeExpr();
-        setState(484);
+        setState(487);
         _errHandler->sync(this);
         _la = _input->LA(1);
       }
-      setState(485);
+      setState(488);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -4243,25 +4274,25 @@ HogQLParser::ColumnTypeExprContext* HogQLParser::columnTypeExpr() {
     case 3: {
       _localctx = _tracker.createInstance<HogQLParser::ColumnTypeExprEnumContext>(_localctx);
       enterOuterAlt(_localctx, 3);
-      setState(487);
+      setState(490);
       identifier();
-      setState(488);
+      setState(491);
       match(HogQLParser::LPAREN);
-      setState(489);
+      setState(492);
       enumValue();
-      setState(494);
+      setState(497);
       _errHandler->sync(this);
       _la = _input->LA(1);
       while (_la == HogQLParser::COMMA) {
-        setState(490);
+        setState(493);
         match(HogQLParser::COMMA);
-        setState(491);
+        setState(494);
         enumValue();
-        setState(496);
+        setState(499);
         _errHandler->sync(this);
         _la = _input->LA(1);
       }
-      setState(497);
+      setState(500);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -4269,25 +4300,25 @@ HogQLParser::ColumnTypeExprContext* HogQLParser::columnTypeExpr() {
     case 4: {
       _localctx = _tracker.createInstance<HogQLParser::ColumnTypeExprComplexContext>(_localctx);
       enterOuterAlt(_localctx, 4);
-      setState(499);
+      setState(502);
       identifier();
-      setState(500);
+      setState(503);
       match(HogQLParser::LPAREN);
-      setState(501);
+      setState(504);
       columnTypeExpr();
-      setState(506);
+      setState(509);
       _errHandler->sync(this);
       _la = _input->LA(1);
       while (_la == HogQLParser::COMMA) {
-        setState(502);
+        setState(505);
         match(HogQLParser::COMMA);
-        setState(503);
+        setState(506);
         columnTypeExpr();
-        setState(508);
+        setState(511);
         _errHandler->sync(this);
         _la = _input->LA(1);
       }
-      setState(509);
+      setState(512);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -4295,11 +4326,11 @@ HogQLParser::ColumnTypeExprContext* HogQLParser::columnTypeExpr() {
     case 5: {
       _localctx = _tracker.createInstance<HogQLParser::ColumnTypeExprParamContext>(_localctx);
       enterOuterAlt(_localctx, 5);
-      setState(511);
+      setState(514);
       identifier();
-      setState(512);
+      setState(515);
       match(HogQLParser::LPAREN);
-      setState(514);
+      setState(517);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
@@ -4308,10 +4339,10 @@ HogQLParser::ColumnTypeExprContext* HogQLParser::columnTypeExpr() {
         ((1ULL << (_la - 64)) & -1) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 128)) & -9) != 0) || ((((_la - 192) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 192)) & 69122459133) != 0)) {
-        setState(513);
+        setState(516);
         columnExprList();
       }
-      setState(516);
+      setState(519);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -4379,21 +4410,21 @@ HogQLParser::ColumnExprListContext* HogQLParser::columnExprList() {
   try {
     size_t alt;
     enterOuterAlt(_localctx, 1);
-    setState(520);
+    setState(523);
     columnExpr(0);
-    setState(525);
+    setState(528);
     _errHandler->sync(this);
-    alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 66, _ctx);
+    alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 67, _ctx);
     while (alt != 2 && alt != atn::ATN::INVALID_ALT_NUMBER) {
       if (alt == 1) {
-        setState(521);
+        setState(524);
         match(HogQLParser::COMMA);
-        setState(522);
+        setState(525);
         columnExpr(0); 
       }
-      setState(527);
+      setState(530);
       _errHandler->sync(this);
-      alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 66, _ctx);
+      alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 67, _ctx);
     }
    
   }
@@ -5426,22 +5457,22 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
   try {
     size_t alt;
     enterOuterAlt(_localctx, 1);
-    setState(657);
+    setState(660);
     _errHandler->sync(this);
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 79, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 80, _ctx)) {
     case 1: {
       _localctx = _tracker.createInstance<ColumnExprCaseContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
 
-      setState(529);
+      setState(532);
       match(HogQLParser::CASE);
-      setState(531);
+      setState(534);
       _errHandler->sync(this);
 
-      switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 67, _ctx)) {
+      switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 68, _ctx)) {
       case 1: {
-        setState(530);
+        setState(533);
         antlrcpp::downCast<ColumnExprCaseContext *>(_localctx)->caseExpr = columnExpr(0);
         break;
       }
@@ -5449,33 +5480,33 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       default:
         break;
       }
-      setState(538); 
+      setState(541); 
       _errHandler->sync(this);
       _la = _input->LA(1);
       do {
-        setState(533);
+        setState(536);
         match(HogQLParser::WHEN);
-        setState(534);
+        setState(537);
         antlrcpp::downCast<ColumnExprCaseContext *>(_localctx)->whenExpr = columnExpr(0);
-        setState(535);
+        setState(538);
         match(HogQLParser::THEN);
-        setState(536);
+        setState(539);
         antlrcpp::downCast<ColumnExprCaseContext *>(_localctx)->thenExpr = columnExpr(0);
-        setState(540); 
+        setState(543); 
         _errHandler->sync(this);
         _la = _input->LA(1);
       } while (_la == HogQLParser::WHEN);
-      setState(544);
+      setState(547);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
       if (_la == HogQLParser::ELSE) {
-        setState(542);
+        setState(545);
         match(HogQLParser::ELSE);
-        setState(543);
+        setState(546);
         antlrcpp::downCast<ColumnExprCaseContext *>(_localctx)->elseExpr = columnExpr(0);
       }
-      setState(546);
+      setState(549);
       match(HogQLParser::END);
       break;
     }
@@ -5484,17 +5515,17 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprCastContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(548);
+      setState(551);
       match(HogQLParser::CAST);
-      setState(549);
+      setState(552);
       match(HogQLParser::LPAREN);
-      setState(550);
+      setState(553);
       columnExpr(0);
-      setState(551);
+      setState(554);
       match(HogQLParser::AS);
-      setState(552);
+      setState(555);
       columnTypeExpr();
-      setState(553);
+      setState(556);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -5503,9 +5534,9 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprDateContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(555);
+      setState(558);
       match(HogQLParser::DATE);
-      setState(556);
+      setState(559);
       match(HogQLParser::STRING_LITERAL);
       break;
     }
@@ -5514,17 +5545,17 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprExtractContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(557);
+      setState(560);
       match(HogQLParser::EXTRACT);
-      setState(558);
+      setState(561);
       match(HogQLParser::LPAREN);
-      setState(559);
+      setState(562);
       interval();
-      setState(560);
+      setState(563);
       match(HogQLParser::FROM);
-      setState(561);
+      setState(564);
       columnExpr(0);
-      setState(562);
+      setState(565);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -5533,11 +5564,11 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprIntervalContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(564);
+      setState(567);
       match(HogQLParser::INTERVAL);
-      setState(565);
+      setState(568);
       columnExpr(0);
-      setState(566);
+      setState(569);
       interval();
       break;
     }
@@ -5546,27 +5577,27 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprSubstringContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(568);
+      setState(571);
       match(HogQLParser::SUBSTRING);
-      setState(569);
+      setState(572);
       match(HogQLParser::LPAREN);
-      setState(570);
+      setState(573);
       columnExpr(0);
-      setState(571);
+      setState(574);
       match(HogQLParser::FROM);
-      setState(572);
-      columnExpr(0);
       setState(575);
+      columnExpr(0);
+      setState(578);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
       if (_la == HogQLParser::FOR) {
-        setState(573);
+        setState(576);
         match(HogQLParser::FOR);
-        setState(574);
+        setState(577);
         columnExpr(0);
       }
-      setState(577);
+      setState(580);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -5575,9 +5606,9 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprTimestampContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(579);
+      setState(582);
       match(HogQLParser::TIMESTAMP);
-      setState(580);
+      setState(583);
       match(HogQLParser::STRING_LITERAL);
       break;
     }
@@ -5586,11 +5617,11 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprTrimContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(581);
+      setState(584);
       match(HogQLParser::TRIM);
-      setState(582);
+      setState(585);
       match(HogQLParser::LPAREN);
-      setState(583);
+      setState(586);
       _la = _input->LA(1);
       if (!(_la == HogQLParser::BOTH || _la == HogQLParser::LEADING || _la == HogQLParser::TRAILING)) {
       _errHandler->recoverInline(this);
@@ -5599,13 +5630,13 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
         _errHandler->reportMatch(this);
         consume();
       }
-      setState(584);
+      setState(587);
       match(HogQLParser::STRING_LITERAL);
-      setState(585);
+      setState(588);
       match(HogQLParser::FROM);
-      setState(586);
+      setState(589);
       columnExpr(0);
-      setState(587);
+      setState(590);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -5614,12 +5645,12 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprWinFunctionContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(589);
+      setState(592);
       identifier();
 
-      setState(590);
+      setState(593);
       match(HogQLParser::LPAREN);
-      setState(592);
+      setState(595);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
@@ -5628,18 +5659,18 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
         ((1ULL << (_la - 64)) & -1) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 128)) & -9) != 0) || ((((_la - 192) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 192)) & 69122459133) != 0)) {
-        setState(591);
+        setState(594);
         columnExprList();
       }
-      setState(594);
+      setState(597);
       match(HogQLParser::RPAREN);
-      setState(596);
+      setState(599);
       match(HogQLParser::OVER);
-      setState(597);
+      setState(600);
       match(HogQLParser::LPAREN);
-      setState(598);
+      setState(601);
       windowExpr();
-      setState(599);
+      setState(602);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -5648,12 +5679,12 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprWinFunctionTargetContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(601);
+      setState(604);
       identifier();
 
-      setState(602);
+      setState(605);
       match(HogQLParser::LPAREN);
-      setState(604);
+      setState(607);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
@@ -5662,14 +5693,14 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
         ((1ULL << (_la - 64)) & -1) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 128)) & -9) != 0) || ((((_la - 192) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 192)) & 69122459133) != 0)) {
-        setState(603);
+        setState(606);
         columnExprList();
       }
-      setState(606);
+      setState(609);
       match(HogQLParser::RPAREN);
-      setState(608);
+      setState(611);
       match(HogQLParser::OVER);
-      setState(609);
+      setState(612);
       identifier();
       break;
     }
@@ -5678,16 +5709,16 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprFunctionContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(611);
+      setState(614);
       identifier();
-      setState(617);
+      setState(620);
       _errHandler->sync(this);
 
-      switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 74, _ctx)) {
+      switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 75, _ctx)) {
       case 1: {
-        setState(612);
+        setState(615);
         match(HogQLParser::LPAREN);
-        setState(614);
+        setState(617);
         _errHandler->sync(this);
 
         _la = _input->LA(1);
@@ -5696,10 +5727,10 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           ((1ULL << (_la - 64)) & -1) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
           ((1ULL << (_la - 128)) & -9) != 0) || ((((_la - 192) & ~ 0x3fULL) == 0) &&
           ((1ULL << (_la - 192)) & 69122459133) != 0)) {
-          setState(613);
+          setState(616);
           columnExprList();
         }
-        setState(616);
+        setState(619);
         match(HogQLParser::RPAREN);
         break;
       }
@@ -5707,14 +5738,14 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       default:
         break;
       }
-      setState(619);
+      setState(622);
       match(HogQLParser::LPAREN);
-      setState(621);
+      setState(624);
       _errHandler->sync(this);
 
-      switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 75, _ctx)) {
+      switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 76, _ctx)) {
       case 1: {
-        setState(620);
+        setState(623);
         match(HogQLParser::DISTINCT);
         break;
       }
@@ -5722,7 +5753,7 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       default:
         break;
       }
-      setState(624);
+      setState(627);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
@@ -5731,10 +5762,10 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
         ((1ULL << (_la - 64)) & -1) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 128)) & -9) != 0) || ((((_la - 192) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 192)) & 69122459133) != 0)) {
-        setState(623);
+        setState(626);
         columnArgList();
       }
-      setState(626);
+      setState(629);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -5743,7 +5774,7 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprLiteralContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(628);
+      setState(631);
       literal();
       break;
     }
@@ -5752,9 +5783,9 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprNegateContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(629);
+      setState(632);
       match(HogQLParser::DASH);
-      setState(630);
+      setState(633);
       columnExpr(18);
       break;
     }
@@ -5763,9 +5794,9 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprNotContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(631);
+      setState(634);
       match(HogQLParser::NOT);
-      setState(632);
+      setState(635);
       columnExpr(12);
       break;
     }
@@ -5774,7 +5805,7 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprAsteriskContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(636);
+      setState(639);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
@@ -5784,12 +5815,12 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
         ((1ULL << (_la - 128)) & -9) != 0) || _la == HogQLParser::JSON_TRUE
 
       || _la == HogQLParser::IDENTIFIER) {
-        setState(633);
+        setState(636);
         tableIdentifier();
-        setState(634);
+        setState(637);
         match(HogQLParser::DOT);
       }
-      setState(638);
+      setState(641);
       match(HogQLParser::ASTERISK);
       break;
     }
@@ -5798,11 +5829,11 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprSubqueryContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(639);
+      setState(642);
       match(HogQLParser::LPAREN);
-      setState(640);
+      setState(643);
       selectUnionStmt();
-      setState(641);
+      setState(644);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -5811,11 +5842,11 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprParensContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(643);
+      setState(646);
       match(HogQLParser::LPAREN);
-      setState(644);
+      setState(647);
       columnExpr(0);
-      setState(645);
+      setState(648);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -5824,11 +5855,11 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprTupleContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(647);
+      setState(650);
       match(HogQLParser::LPAREN);
-      setState(648);
+      setState(651);
       columnExprList();
-      setState(649);
+      setState(652);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -5837,9 +5868,9 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprArrayContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(651);
+      setState(654);
       match(HogQLParser::LBRACKET);
-      setState(653);
+      setState(656);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
@@ -5848,10 +5879,10 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
         ((1ULL << (_la - 64)) & -1) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 128)) & -9) != 0) || ((((_la - 192) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 192)) & 69122459133) != 0)) {
-        setState(652);
+        setState(655);
         columnExprList();
       }
-      setState(655);
+      setState(658);
       match(HogQLParser::RBRACKET);
       break;
     }
@@ -5860,7 +5891,7 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprIdentifierContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(656);
+      setState(659);
       columnIdentifier();
       break;
     }
@@ -5869,42 +5900,42 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       break;
     }
     _ctx->stop = _input->LT(-1);
-    setState(752);
+    setState(755);
     _errHandler->sync(this);
-    alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 90, _ctx);
+    alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 91, _ctx);
     while (alt != 2 && alt != atn::ATN::INVALID_ALT_NUMBER) {
       if (alt == 1) {
         if (!_parseListeners.empty())
           triggerExitRuleEvent();
         previousContext = _localctx;
-        setState(750);
+        setState(753);
         _errHandler->sync(this);
-        switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 89, _ctx)) {
+        switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 90, _ctx)) {
         case 1: {
           auto newContext = _tracker.createInstance<ColumnExprPrecedence1Context>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           newContext->left = previousContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(659);
+          setState(662);
 
           if (!(precpred(_ctx, 17))) throw FailedPredicateException(this, "precpred(_ctx, 17)");
-          setState(663);
+          setState(666);
           _errHandler->sync(this);
           switch (_input->LA(1)) {
             case HogQLParser::ASTERISK: {
-              setState(660);
+              setState(663);
               antlrcpp::downCast<ColumnExprPrecedence1Context *>(_localctx)->operator_ = match(HogQLParser::ASTERISK);
               break;
             }
 
             case HogQLParser::SLASH: {
-              setState(661);
+              setState(664);
               antlrcpp::downCast<ColumnExprPrecedence1Context *>(_localctx)->operator_ = match(HogQLParser::SLASH);
               break;
             }
 
             case HogQLParser::PERCENT: {
-              setState(662);
+              setState(665);
               antlrcpp::downCast<ColumnExprPrecedence1Context *>(_localctx)->operator_ = match(HogQLParser::PERCENT);
               break;
             }
@@ -5912,7 +5943,7 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           default:
             throw NoViableAltException(this);
           }
-          setState(665);
+          setState(668);
           antlrcpp::downCast<ColumnExprPrecedence1Context *>(_localctx)->right = columnExpr(18);
           break;
         }
@@ -5922,26 +5953,26 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           _localctx = newContext;
           newContext->left = previousContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(666);
+          setState(669);
 
           if (!(precpred(_ctx, 16))) throw FailedPredicateException(this, "precpred(_ctx, 16)");
-          setState(670);
+          setState(673);
           _errHandler->sync(this);
           switch (_input->LA(1)) {
             case HogQLParser::PLUS: {
-              setState(667);
+              setState(670);
               antlrcpp::downCast<ColumnExprPrecedence2Context *>(_localctx)->operator_ = match(HogQLParser::PLUS);
               break;
             }
 
             case HogQLParser::DASH: {
-              setState(668);
+              setState(671);
               antlrcpp::downCast<ColumnExprPrecedence2Context *>(_localctx)->operator_ = match(HogQLParser::DASH);
               break;
             }
 
             case HogQLParser::CONCAT: {
-              setState(669);
+              setState(672);
               antlrcpp::downCast<ColumnExprPrecedence2Context *>(_localctx)->operator_ = match(HogQLParser::CONCAT);
               break;
             }
@@ -5949,7 +5980,7 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           default:
             throw NoViableAltException(this);
           }
-          setState(672);
+          setState(675);
           antlrcpp::downCast<ColumnExprPrecedence2Context *>(_localctx)->right = columnExpr(17);
           break;
         }
@@ -5959,86 +5990,86 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           _localctx = newContext;
           newContext->left = previousContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(673);
+          setState(676);
 
           if (!(precpred(_ctx, 15))) throw FailedPredicateException(this, "precpred(_ctx, 15)");
-          setState(698);
+          setState(701);
           _errHandler->sync(this);
-          switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 85, _ctx)) {
+          switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 86, _ctx)) {
           case 1: {
-            setState(674);
+            setState(677);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::EQ_DOUBLE);
             break;
           }
 
           case 2: {
-            setState(675);
+            setState(678);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::EQ_SINGLE);
             break;
           }
 
           case 3: {
-            setState(676);
+            setState(679);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::NOT_EQ);
             break;
           }
 
           case 4: {
-            setState(677);
+            setState(680);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::LT_EQ);
             break;
           }
 
           case 5: {
-            setState(678);
+            setState(681);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::LT);
             break;
           }
 
           case 6: {
-            setState(679);
+            setState(682);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::GT_EQ);
             break;
           }
 
           case 7: {
-            setState(680);
+            setState(683);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::GT);
             break;
           }
 
           case 8: {
-            setState(682);
+            setState(685);
             _errHandler->sync(this);
 
             _la = _input->LA(1);
             if (_la == HogQLParser::NOT) {
-              setState(681);
+              setState(684);
               antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::NOT);
             }
-            setState(684);
+            setState(687);
             match(HogQLParser::IN);
-            setState(686);
+            setState(689);
             _errHandler->sync(this);
 
             _la = _input->LA(1);
             if (_la == HogQLParser::COHORT) {
-              setState(685);
+              setState(688);
               match(HogQLParser::COHORT);
             }
             break;
           }
 
           case 9: {
-            setState(689);
+            setState(692);
             _errHandler->sync(this);
 
             _la = _input->LA(1);
             if (_la == HogQLParser::NOT) {
-              setState(688);
+              setState(691);
               antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::NOT);
             }
-            setState(691);
+            setState(694);
             _la = _input->LA(1);
             if (!(_la == HogQLParser::ILIKE
 
@@ -6053,37 +6084,37 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           }
 
           case 10: {
-            setState(692);
+            setState(695);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::REGEX_SINGLE);
             break;
           }
 
           case 11: {
-            setState(693);
+            setState(696);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::REGEX_DOUBLE);
             break;
           }
 
           case 12: {
-            setState(694);
+            setState(697);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::NOT_REGEX);
             break;
           }
 
           case 13: {
-            setState(695);
+            setState(698);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::IREGEX_SINGLE);
             break;
           }
 
           case 14: {
-            setState(696);
+            setState(699);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::IREGEX_DOUBLE);
             break;
           }
 
           case 15: {
-            setState(697);
+            setState(700);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::NOT_IREGEX);
             break;
           }
@@ -6091,7 +6122,7 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           default:
             break;
           }
-          setState(700);
+          setState(703);
           antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->right = columnExpr(16);
           break;
         }
@@ -6100,12 +6131,12 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprNullishContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(701);
+          setState(704);
 
           if (!(precpred(_ctx, 13))) throw FailedPredicateException(this, "precpred(_ctx, 13)");
-          setState(702);
+          setState(705);
           match(HogQLParser::NULLISH);
-          setState(703);
+          setState(706);
           columnExpr(14);
           break;
         }
@@ -6114,12 +6145,12 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprAndContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(704);
+          setState(707);
 
           if (!(precpred(_ctx, 11))) throw FailedPredicateException(this, "precpred(_ctx, 11)");
-          setState(705);
+          setState(708);
           match(HogQLParser::AND);
-          setState(706);
+          setState(709);
           columnExpr(12);
           break;
         }
@@ -6128,12 +6159,12 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprOrContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(707);
+          setState(710);
 
           if (!(precpred(_ctx, 10))) throw FailedPredicateException(this, "precpred(_ctx, 10)");
-          setState(708);
+          setState(711);
           match(HogQLParser::OR);
-          setState(709);
+          setState(712);
           columnExpr(11);
           break;
         }
@@ -6142,24 +6173,24 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprBetweenContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(710);
+          setState(713);
 
           if (!(precpred(_ctx, 9))) throw FailedPredicateException(this, "precpred(_ctx, 9)");
-          setState(712);
+          setState(715);
           _errHandler->sync(this);
 
           _la = _input->LA(1);
           if (_la == HogQLParser::NOT) {
-            setState(711);
+            setState(714);
             match(HogQLParser::NOT);
           }
-          setState(714);
+          setState(717);
           match(HogQLParser::BETWEEN);
-          setState(715);
+          setState(718);
           columnExpr(0);
-          setState(716);
+          setState(719);
           match(HogQLParser::AND);
-          setState(717);
+          setState(720);
           columnExpr(10);
           break;
         }
@@ -6168,16 +6199,16 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprTernaryOpContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(719);
+          setState(722);
 
           if (!(precpred(_ctx, 8))) throw FailedPredicateException(this, "precpred(_ctx, 8)");
-          setState(720);
+          setState(723);
           match(HogQLParser::QUERY);
-          setState(721);
+          setState(724);
           columnExpr(0);
-          setState(722);
+          setState(725);
           match(HogQLParser::COLON);
-          setState(723);
+          setState(726);
           columnExpr(8);
           break;
         }
@@ -6186,14 +6217,14 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprArrayAccessContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(725);
+          setState(728);
 
           if (!(precpred(_ctx, 21))) throw FailedPredicateException(this, "precpred(_ctx, 21)");
-          setState(726);
+          setState(729);
           match(HogQLParser::LBRACKET);
-          setState(727);
+          setState(730);
           columnExpr(0);
-          setState(728);
+          setState(731);
           match(HogQLParser::RBRACKET);
           break;
         }
@@ -6202,12 +6233,12 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprTupleAccessContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(730);
+          setState(733);
 
           if (!(precpred(_ctx, 20))) throw FailedPredicateException(this, "precpred(_ctx, 20)");
-          setState(731);
+          setState(734);
           match(HogQLParser::DOT);
-          setState(732);
+          setState(735);
           match(HogQLParser::DECIMAL_LITERAL);
           break;
         }
@@ -6216,12 +6247,12 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprPropertyAccessContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(733);
+          setState(736);
 
           if (!(precpred(_ctx, 19))) throw FailedPredicateException(this, "precpred(_ctx, 19)");
-          setState(734);
+          setState(737);
           match(HogQLParser::DOT);
-          setState(735);
+          setState(738);
           identifier();
           break;
         }
@@ -6230,20 +6261,20 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprIsNullContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(736);
+          setState(739);
 
           if (!(precpred(_ctx, 14))) throw FailedPredicateException(this, "precpred(_ctx, 14)");
-          setState(737);
+          setState(740);
           match(HogQLParser::IS);
-          setState(739);
+          setState(742);
           _errHandler->sync(this);
 
           _la = _input->LA(1);
           if (_la == HogQLParser::NOT) {
-            setState(738);
+            setState(741);
             match(HogQLParser::NOT);
           }
-          setState(741);
+          setState(744);
           match(HogQLParser::NULL_SQL);
           break;
         }
@@ -6252,30 +6283,30 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprAliasContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(742);
+          setState(745);
 
           if (!(precpred(_ctx, 7))) throw FailedPredicateException(this, "precpred(_ctx, 7)");
-          setState(748);
+          setState(751);
           _errHandler->sync(this);
-          switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 88, _ctx)) {
+          switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 89, _ctx)) {
           case 1: {
-            setState(743);
+            setState(746);
             alias();
             break;
           }
 
           case 2: {
-            setState(744);
+            setState(747);
             match(HogQLParser::AS);
-            setState(745);
+            setState(748);
             identifier();
             break;
           }
 
           case 3: {
-            setState(746);
+            setState(749);
             match(HogQLParser::AS);
-            setState(747);
+            setState(750);
             match(HogQLParser::STRING_LITERAL);
             break;
           }
@@ -6290,9 +6321,9 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           break;
         } 
       }
-      setState(754);
+      setState(757);
       _errHandler->sync(this);
-      alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 90, _ctx);
+      alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 91, _ctx);
     }
   }
   catch (RecognitionException &e) {
@@ -6352,17 +6383,17 @@ HogQLParser::ColumnArgListContext* HogQLParser::columnArgList() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(755);
+    setState(758);
     columnArgExpr();
-    setState(760);
+    setState(763);
     _errHandler->sync(this);
     _la = _input->LA(1);
     while (_la == HogQLParser::COMMA) {
-      setState(756);
+      setState(759);
       match(HogQLParser::COMMA);
-      setState(757);
+      setState(760);
       columnArgExpr();
-      setState(762);
+      setState(765);
       _errHandler->sync(this);
       _la = _input->LA(1);
     }
@@ -6416,19 +6447,19 @@ HogQLParser::ColumnArgExprContext* HogQLParser::columnArgExpr() {
     exitRule();
   });
   try {
-    setState(765);
+    setState(768);
     _errHandler->sync(this);
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 92, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 93, _ctx)) {
     case 1: {
       enterOuterAlt(_localctx, 1);
-      setState(763);
+      setState(766);
       columnLambdaExpr();
       break;
     }
 
     case 2: {
       enterOuterAlt(_localctx, 2);
-      setState(764);
+      setState(767);
       columnExpr(0);
       break;
     }
@@ -6512,27 +6543,27 @@ HogQLParser::ColumnLambdaExprContext* HogQLParser::columnLambdaExpr() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(786);
+    setState(789);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::LPAREN: {
-        setState(767);
+        setState(770);
         match(HogQLParser::LPAREN);
-        setState(768);
+        setState(771);
         identifier();
-        setState(773);
+        setState(776);
         _errHandler->sync(this);
         _la = _input->LA(1);
         while (_la == HogQLParser::COMMA) {
-          setState(769);
+          setState(772);
           match(HogQLParser::COMMA);
-          setState(770);
+          setState(773);
           identifier();
-          setState(775);
+          setState(778);
           _errHandler->sync(this);
           _la = _input->LA(1);
         }
-        setState(776);
+        setState(779);
         match(HogQLParser::RPAREN);
         break;
       }
@@ -6724,17 +6755,17 @@ HogQLParser::ColumnLambdaExprContext* HogQLParser::columnLambdaExpr() {
       case HogQLParser::JSON_FALSE:
       case HogQLParser::JSON_TRUE:
       case HogQLParser::IDENTIFIER: {
-        setState(778);
+        setState(781);
         identifier();
-        setState(783);
+        setState(786);
         _errHandler->sync(this);
         _la = _input->LA(1);
         while (_la == HogQLParser::COMMA) {
-          setState(779);
+          setState(782);
           match(HogQLParser::COMMA);
-          setState(780);
+          setState(783);
           identifier();
-          setState(785);
+          setState(788);
           _errHandler->sync(this);
           _la = _input->LA(1);
         }
@@ -6744,9 +6775,9 @@ HogQLParser::ColumnLambdaExprContext* HogQLParser::columnLambdaExpr() {
     default:
       throw NoViableAltException(this);
     }
-    setState(788);
+    setState(791);
     match(HogQLParser::ARROW);
-    setState(789);
+    setState(792);
     columnExpr(0);
    
   }
@@ -6808,17 +6839,17 @@ HogQLParser::WithExprListContext* HogQLParser::withExprList() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(791);
+    setState(794);
     withExpr();
-    setState(796);
+    setState(799);
     _errHandler->sync(this);
     _la = _input->LA(1);
     while (_la == HogQLParser::COMMA) {
-      setState(792);
+      setState(795);
       match(HogQLParser::COMMA);
-      setState(793);
+      setState(796);
       withExpr();
-      setState(798);
+      setState(801);
       _errHandler->sync(this);
       _la = _input->LA(1);
     }
@@ -6914,21 +6945,21 @@ HogQLParser::WithExprContext* HogQLParser::withExpr() {
     exitRule();
   });
   try {
-    setState(809);
+    setState(812);
     _errHandler->sync(this);
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 97, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 98, _ctx)) {
     case 1: {
       _localctx = _tracker.createInstance<HogQLParser::WithExprSubqueryContext>(_localctx);
       enterOuterAlt(_localctx, 1);
-      setState(799);
+      setState(802);
       identifier();
-      setState(800);
+      setState(803);
       match(HogQLParser::AS);
-      setState(801);
+      setState(804);
       match(HogQLParser::LPAREN);
-      setState(802);
+      setState(805);
       selectUnionStmt();
-      setState(803);
+      setState(806);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -6936,11 +6967,11 @@ HogQLParser::WithExprContext* HogQLParser::withExpr() {
     case 2: {
       _localctx = _tracker.createInstance<HogQLParser::WithExprColumnContext>(_localctx);
       enterOuterAlt(_localctx, 2);
-      setState(805);
+      setState(808);
       columnExpr(0);
-      setState(806);
+      setState(809);
       match(HogQLParser::AS);
-      setState(807);
+      setState(810);
       identifier();
       break;
     }
@@ -7006,12 +7037,12 @@ HogQLParser::ColumnIdentifierContext* HogQLParser::columnIdentifier() {
     exitRule();
   });
   try {
-    setState(818);
+    setState(821);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::PLACEHOLDER: {
         enterOuterAlt(_localctx, 1);
-        setState(811);
+        setState(814);
         match(HogQLParser::PLACEHOLDER);
         break;
       }
@@ -7204,14 +7235,14 @@ HogQLParser::ColumnIdentifierContext* HogQLParser::columnIdentifier() {
       case HogQLParser::JSON_TRUE:
       case HogQLParser::IDENTIFIER: {
         enterOuterAlt(_localctx, 2);
-        setState(815);
+        setState(818);
         _errHandler->sync(this);
 
-        switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 98, _ctx)) {
+        switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 99, _ctx)) {
         case 1: {
-          setState(812);
+          setState(815);
           tableIdentifier();
-          setState(813);
+          setState(816);
           match(HogQLParser::DOT);
           break;
         }
@@ -7219,7 +7250,7 @@ HogQLParser::ColumnIdentifierContext* HogQLParser::columnIdentifier() {
         default:
           break;
         }
-        setState(817);
+        setState(820);
         nestedIdentifier();
         break;
       }
@@ -7287,21 +7318,21 @@ HogQLParser::NestedIdentifierContext* HogQLParser::nestedIdentifier() {
   try {
     size_t alt;
     enterOuterAlt(_localctx, 1);
-    setState(820);
+    setState(823);
     identifier();
-    setState(825);
+    setState(828);
     _errHandler->sync(this);
-    alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 100, _ctx);
+    alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 101, _ctx);
     while (alt != 2 && alt != atn::ATN::INVALID_ALT_NUMBER) {
       if (alt == 1) {
-        setState(821);
+        setState(824);
         match(HogQLParser::DOT);
-        setState(822);
+        setState(825);
         identifier(); 
       }
-      setState(827);
+      setState(830);
       _errHandler->sync(this);
-      alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 100, _ctx);
+      alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 101, _ctx);
     }
    
   }
@@ -7450,15 +7481,15 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
   try {
     size_t alt;
     enterOuterAlt(_localctx, 1);
-    setState(836);
+    setState(839);
     _errHandler->sync(this);
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 101, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 102, _ctx)) {
     case 1: {
       _localctx = _tracker.createInstance<TableExprIdentifierContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
 
-      setState(829);
+      setState(832);
       tableIdentifier();
       break;
     }
@@ -7467,7 +7498,7 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
       _localctx = _tracker.createInstance<TableExprFunctionContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(830);
+      setState(833);
       tableFunctionExpr();
       break;
     }
@@ -7476,11 +7507,11 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
       _localctx = _tracker.createInstance<TableExprSubqueryContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(831);
+      setState(834);
       match(HogQLParser::LPAREN);
-      setState(832);
+      setState(835);
       selectUnionStmt();
-      setState(833);
+      setState(836);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -7489,7 +7520,7 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
       _localctx = _tracker.createInstance<TableExprPlaceholderContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(835);
+      setState(838);
       match(HogQLParser::PLACEHOLDER);
       break;
     }
@@ -7498,9 +7529,9 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
       break;
     }
     _ctx->stop = _input->LT(-1);
-    setState(846);
+    setState(849);
     _errHandler->sync(this);
-    alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 103, _ctx);
+    alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 104, _ctx);
     while (alt != 2 && alt != atn::ATN::INVALID_ALT_NUMBER) {
       if (alt == 1) {
         if (!_parseListeners.empty())
@@ -7509,10 +7540,10 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
         auto newContext = _tracker.createInstance<TableExprAliasContext>(_tracker.createInstance<TableExprContext>(parentContext, parentState));
         _localctx = newContext;
         pushNewRecursionContext(newContext, startState, RuleTableExpr);
-        setState(838);
+        setState(841);
 
         if (!(precpred(_ctx, 2))) throw FailedPredicateException(this, "precpred(_ctx, 2)");
-        setState(842);
+        setState(845);
         _errHandler->sync(this);
         switch (_input->LA(1)) {
           case HogQLParser::DATE:
@@ -7520,15 +7551,15 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
           case HogQLParser::ID:
           case HogQLParser::KEY:
           case HogQLParser::IDENTIFIER: {
-            setState(839);
+            setState(842);
             alias();
             break;
           }
 
           case HogQLParser::AS: {
-            setState(840);
+            setState(843);
             match(HogQLParser::AS);
-            setState(841);
+            setState(844);
             identifier();
             break;
           }
@@ -7537,9 +7568,9 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
           throw NoViableAltException(this);
         } 
       }
-      setState(848);
+      setState(851);
       _errHandler->sync(this);
-      alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 103, _ctx);
+      alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 104, _ctx);
     }
   }
   catch (RecognitionException &e) {
@@ -7599,11 +7630,11 @@ HogQLParser::TableFunctionExprContext* HogQLParser::tableFunctionExpr() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(849);
+    setState(852);
     identifier();
-    setState(850);
+    setState(853);
     match(HogQLParser::LPAREN);
-    setState(852);
+    setState(855);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
@@ -7612,10 +7643,10 @@ HogQLParser::TableFunctionExprContext* HogQLParser::tableFunctionExpr() {
       ((1ULL << (_la - 64)) & -1) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
       ((1ULL << (_la - 128)) & -9) != 0) || ((((_la - 192) & ~ 0x3fULL) == 0) &&
       ((1ULL << (_la - 192)) & 69122459133) != 0)) {
-      setState(851);
+      setState(854);
       tableArgList();
     }
-    setState(854);
+    setState(857);
     match(HogQLParser::RPAREN);
    
   }
@@ -7672,14 +7703,14 @@ HogQLParser::TableIdentifierContext* HogQLParser::tableIdentifier() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(859);
+    setState(862);
     _errHandler->sync(this);
 
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 105, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 106, _ctx)) {
     case 1: {
-      setState(856);
+      setState(859);
       databaseIdentifier();
-      setState(857);
+      setState(860);
       match(HogQLParser::DOT);
       break;
     }
@@ -7687,7 +7718,7 @@ HogQLParser::TableIdentifierContext* HogQLParser::tableIdentifier() {
     default:
       break;
     }
-    setState(861);
+    setState(864);
     identifier();
    
   }
@@ -7749,17 +7780,17 @@ HogQLParser::TableArgListContext* HogQLParser::tableArgList() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(863);
+    setState(866);
     columnExpr(0);
-    setState(868);
+    setState(871);
     _errHandler->sync(this);
     _la = _input->LA(1);
     while (_la == HogQLParser::COMMA) {
-      setState(864);
+      setState(867);
       match(HogQLParser::COMMA);
-      setState(865);
+      setState(868);
       columnExpr(0);
-      setState(870);
+      setState(873);
       _errHandler->sync(this);
       _la = _input->LA(1);
     }
@@ -7810,7 +7841,7 @@ HogQLParser::DatabaseIdentifierContext* HogQLParser::databaseIdentifier() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(871);
+    setState(874);
     identifier();
    
   }
@@ -7875,21 +7906,21 @@ HogQLParser::FloatingLiteralContext* HogQLParser::floatingLiteral() {
     exitRule();
   });
   try {
-    setState(881);
+    setState(884);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::FLOATING_LITERAL: {
         enterOuterAlt(_localctx, 1);
-        setState(873);
+        setState(876);
         match(HogQLParser::FLOATING_LITERAL);
         break;
       }
 
       case HogQLParser::DOT: {
         enterOuterAlt(_localctx, 2);
-        setState(874);
+        setState(877);
         match(HogQLParser::DOT);
-        setState(875);
+        setState(878);
         _la = _input->LA(1);
         if (!(_la == HogQLParser::OCTAL_LITERAL
 
@@ -7905,16 +7936,16 @@ HogQLParser::FloatingLiteralContext* HogQLParser::floatingLiteral() {
 
       case HogQLParser::DECIMAL_LITERAL: {
         enterOuterAlt(_localctx, 3);
-        setState(876);
+        setState(879);
         match(HogQLParser::DECIMAL_LITERAL);
-        setState(877);
+        setState(880);
         match(HogQLParser::DOT);
-        setState(879);
+        setState(882);
         _errHandler->sync(this);
 
-        switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 107, _ctx)) {
+        switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 108, _ctx)) {
         case 1: {
-          setState(878);
+          setState(881);
           _la = _input->LA(1);
           if (!(_la == HogQLParser::OCTAL_LITERAL
 
@@ -8013,14 +8044,14 @@ HogQLParser::NumberLiteralContext* HogQLParser::numberLiteral() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(884);
+    setState(887);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::DASH
 
     || _la == HogQLParser::PLUS) {
-      setState(883);
+      setState(886);
       _la = _input->LA(1);
       if (!(_la == HogQLParser::DASH
 
@@ -8032,41 +8063,41 @@ HogQLParser::NumberLiteralContext* HogQLParser::numberLiteral() {
         consume();
       }
     }
-    setState(892);
+    setState(895);
     _errHandler->sync(this);
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 110, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 111, _ctx)) {
     case 1: {
-      setState(886);
+      setState(889);
       floatingLiteral();
       break;
     }
 
     case 2: {
-      setState(887);
+      setState(890);
       match(HogQLParser::OCTAL_LITERAL);
       break;
     }
 
     case 3: {
-      setState(888);
+      setState(891);
       match(HogQLParser::DECIMAL_LITERAL);
       break;
     }
 
     case 4: {
-      setState(889);
+      setState(892);
       match(HogQLParser::HEXADECIMAL_LITERAL);
       break;
     }
 
     case 5: {
-      setState(890);
+      setState(893);
       match(HogQLParser::INF);
       break;
     }
 
     case 6: {
-      setState(891);
+      setState(894);
       match(HogQLParser::NAN_SQL);
       break;
     }
@@ -8128,7 +8159,7 @@ HogQLParser::LiteralContext* HogQLParser::literal() {
     exitRule();
   });
   try {
-    setState(897);
+    setState(900);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::INF:
@@ -8141,21 +8172,21 @@ HogQLParser::LiteralContext* HogQLParser::literal() {
       case HogQLParser::DOT:
       case HogQLParser::PLUS: {
         enterOuterAlt(_localctx, 1);
-        setState(894);
+        setState(897);
         numberLiteral();
         break;
       }
 
       case HogQLParser::STRING_LITERAL: {
         enterOuterAlt(_localctx, 2);
-        setState(895);
+        setState(898);
         match(HogQLParser::STRING_LITERAL);
         break;
       }
 
       case HogQLParser::NULL_SQL: {
         enterOuterAlt(_localctx, 3);
-        setState(896);
+        setState(899);
         match(HogQLParser::NULL_SQL);
         break;
       }
@@ -8239,7 +8270,7 @@ HogQLParser::IntervalContext* HogQLParser::interval() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(899);
+    setState(902);
     _la = _input->LA(1);
     if (!(_la == HogQLParser::DAY || ((((_la - 76) & ~ 0x3fULL) == 0) &&
       ((1ULL << (_la - 76)) & 72057615512764417) != 0) || ((((_la - 145) & ~ 0x3fULL) == 0) &&
@@ -9006,7 +9037,7 @@ HogQLParser::KeywordContext* HogQLParser::keyword() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(901);
+    setState(904);
     _la = _input->LA(1);
     if (!(((((_la - 2) & ~ 0x3fULL) == 0) &&
       ((1ULL << (_la - 2)) & -34368126977) != 0) || ((((_la - 66) & ~ 0x3fULL) == 0) &&
@@ -9078,7 +9109,7 @@ HogQLParser::KeywordForAliasContext* HogQLParser::keywordForAlias() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(903);
+    setState(906);
     _la = _input->LA(1);
     if (!(((((_la - 36) & ~ 0x3fULL) == 0) &&
       ((1ULL << (_la - 36)) & 36030996109328385) != 0))) {
@@ -9138,12 +9169,12 @@ HogQLParser::AliasContext* HogQLParser::alias() {
     exitRule();
   });
   try {
-    setState(907);
+    setState(910);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::IDENTIFIER: {
         enterOuterAlt(_localctx, 1);
-        setState(905);
+        setState(908);
         match(HogQLParser::IDENTIFIER);
         break;
       }
@@ -9153,7 +9184,7 @@ HogQLParser::AliasContext* HogQLParser::alias() {
       case HogQLParser::ID:
       case HogQLParser::KEY: {
         enterOuterAlt(_localctx, 2);
-        setState(906);
+        setState(909);
         keywordForAlias();
         break;
       }
@@ -9215,12 +9246,12 @@ HogQLParser::IdentifierContext* HogQLParser::identifier() {
     exitRule();
   });
   try {
-    setState(912);
+    setState(915);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::IDENTIFIER: {
         enterOuterAlt(_localctx, 1);
-        setState(909);
+        setState(912);
         match(HogQLParser::IDENTIFIER);
         break;
       }
@@ -9234,7 +9265,7 @@ HogQLParser::IdentifierContext* HogQLParser::identifier() {
       case HogQLParser::WEEK:
       case HogQLParser::YEAR: {
         enterOuterAlt(_localctx, 2);
-        setState(910);
+        setState(913);
         interval();
         break;
       }
@@ -9418,7 +9449,7 @@ HogQLParser::IdentifierContext* HogQLParser::identifier() {
       case HogQLParser::JSON_FALSE:
       case HogQLParser::JSON_TRUE: {
         enterOuterAlt(_localctx, 3);
-        setState(911);
+        setState(914);
         keyword();
         break;
       }
@@ -9481,11 +9512,11 @@ HogQLParser::EnumValueContext* HogQLParser::enumValue() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(914);
+    setState(917);
     match(HogQLParser::STRING_LITERAL);
-    setState(915);
+    setState(918);
     match(HogQLParser::EQ_SINGLE);
-    setState(916);
+    setState(919);
     numberLiteral();
    
   }
diff --git a/hogql_parser/HogQLParser.h b/hogql_parser/HogQLParser.h
index 0f1a21fa159ec..1984b66e28b98 100644
--- a/hogql_parser/HogQLParser.h
+++ b/hogql_parser/HogQLParser.h
@@ -1,5 +1,5 @@
 
-// Generated from HogQLParser.g4 by ANTLR 4.13.0
+// Generated from HogQLParser.g4 by ANTLR 4.13.1
 
 #pragma once
 
@@ -675,6 +675,7 @@ class  HogQLParser : public antlr4::Parser {
   public:
     RatioExprContext(antlr4::ParserRuleContext *parent, size_t invokingState);
     virtual size_t getRuleIndex() const override;
+    antlr4::tree::TerminalNode *PLACEHOLDER();
     std::vector<NumberLiteralContext *> numberLiteral();
     NumberLiteralContext* numberLiteral(size_t i);
     antlr4::tree::TerminalNode *SLASH();
diff --git a/hogql_parser/HogQLParser.interp b/hogql_parser/HogQLParser.interp
index 321af6e3bd81a..d7adc1a3a9959 100644
--- a/hogql_parser/HogQLParser.interp
+++ b/hogql_parser/HogQLParser.interp
@@ -551,4 +551,4 @@ enumValue
 
 
 atn:
-[4, 1, 242, 919, 2, 0, 7, 0, 2, 1, 7, 1, 2, 2, 7, 2, 2, 3, 7, 3, 2, 4, 7, 4, 2, 5, 7, 5, 2, 6, 7, 6, 2, 7, 7, 7, 2, 8, 7, 8, 2, 9, 7, 9, 2, 10, 7, 10, 2, 11, 7, 11, 2, 12, 7, 12, 2, 13, 7, 13, 2, 14, 7, 14, 2, 15, 7, 15, 2, 16, 7, 16, 2, 17, 7, 17, 2, 18, 7, 18, 2, 19, 7, 19, 2, 20, 7, 20, 2, 21, 7, 21, 2, 22, 7, 22, 2, 23, 7, 23, 2, 24, 7, 24, 2, 25, 7, 25, 2, 26, 7, 26, 2, 27, 7, 27, 2, 28, 7, 28, 2, 29, 7, 29, 2, 30, 7, 30, 2, 31, 7, 31, 2, 32, 7, 32, 2, 33, 7, 33, 2, 34, 7, 34, 2, 35, 7, 35, 2, 36, 7, 36, 2, 37, 7, 37, 2, 38, 7, 38, 2, 39, 7, 39, 2, 40, 7, 40, 2, 41, 7, 41, 2, 42, 7, 42, 2, 43, 7, 43, 2, 44, 7, 44, 2, 45, 7, 45, 2, 46, 7, 46, 2, 47, 7, 47, 2, 48, 7, 48, 2, 49, 7, 49, 2, 50, 7, 50, 2, 51, 7, 51, 2, 52, 7, 52, 2, 53, 7, 53, 2, 54, 7, 54, 2, 55, 7, 55, 2, 56, 7, 56, 2, 57, 7, 57, 2, 58, 7, 58, 1, 0, 1, 0, 3, 0, 121, 8, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 5, 1, 129, 8, 1, 10, 1, 12, 1, 132, 9, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 3, 2, 139, 8, 2, 1, 3, 3, 3, 142, 8, 3, 1, 3, 1, 3, 3, 3, 146, 8, 3, 1, 3, 3, 3, 149, 8, 3, 1, 3, 1, 3, 3, 3, 153, 8, 3, 1, 3, 3, 3, 156, 8, 3, 1, 3, 3, 3, 159, 8, 3, 1, 3, 3, 3, 162, 8, 3, 1, 3, 3, 3, 165, 8, 3, 1, 3, 1, 3, 3, 3, 169, 8, 3, 1, 3, 1, 3, 3, 3, 173, 8, 3, 1, 3, 3, 3, 176, 8, 3, 1, 3, 3, 3, 179, 8, 3, 1, 3, 3, 3, 182, 8, 3, 1, 3, 1, 3, 3, 3, 186, 8, 3, 1, 3, 3, 3, 189, 8, 3, 1, 4, 1, 4, 1, 4, 1, 5, 1, 5, 1, 5, 1, 5, 3, 5, 198, 8, 5, 1, 6, 1, 6, 1, 6, 1, 7, 3, 7, 204, 8, 7, 1, 7, 1, 7, 1, 7, 1, 7, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 5, 8, 223, 8, 8, 10, 8, 12, 8, 226, 9, 8, 1, 9, 1, 9, 1, 9, 1, 10, 1, 10, 1, 10, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 3, 11, 242, 8, 11, 1, 12, 1, 12, 1, 12, 1, 13, 1, 13, 1, 13, 1, 13, 1, 14, 1, 14, 1, 14, 1, 14, 1, 15, 1, 15, 1, 15, 1, 15, 3, 15, 259, 8, 15, 1, 15, 1, 15, 1, 15, 1, 15, 3, 15, 265, 8, 15, 1, 15, 1, 15, 1, 15, 1, 15, 3, 15, 271, 8, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 3, 15, 282, 8, 15, 3, 15, 284, 8, 15, 1, 16, 1, 16, 1, 16, 1, 17, 1, 17, 1, 17, 1, 18, 1, 18, 1, 18, 3, 18, 295, 8, 18, 1, 18, 3, 18, 298, 8, 18, 1, 18, 1, 18, 1, 18, 1, 18, 3, 18, 304, 8, 18, 1, 18, 1, 18, 1, 18, 1, 18, 1, 18, 1, 18, 3, 18, 312, 8, 18, 1, 18, 1, 18, 1, 18, 1, 18, 5, 18, 318, 8, 18, 10, 18, 12, 18, 321, 9, 18, 1, 19, 3, 19, 324, 8, 19, 1, 19, 1, 19, 1, 19, 3, 19, 329, 8, 19, 1, 19, 3, 19, 332, 8, 19, 1, 19, 3, 19, 335, 8, 19, 1, 19, 1, 19, 3, 19, 339, 8, 19, 1, 19, 1, 19, 3, 19, 343, 8, 19, 1, 19, 3, 19, 346, 8, 19, 3, 19, 348, 8, 19, 1, 19, 3, 19, 351, 8, 19, 1, 19, 1, 19, 3, 19, 355, 8, 19, 1, 19, 1, 19, 3, 19, 359, 8, 19, 1, 19, 3, 19, 362, 8, 19, 3, 19, 364, 8, 19, 3, 19, 366, 8, 19, 1, 20, 1, 20, 1, 20, 3, 20, 371, 8, 20, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 3, 21, 382, 8, 21, 1, 22, 1, 22, 1, 22, 1, 22, 3, 22, 388, 8, 22, 1, 23, 1, 23, 1, 23, 5, 23, 393, 8, 23, 10, 23, 12, 23, 396, 9, 23, 1, 24, 1, 24, 3, 24, 400, 8, 24, 1, 24, 1, 24, 3, 24, 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\ No newline at end of file
diff --git a/hogql_parser/HogQLParserBaseVisitor.cpp b/hogql_parser/HogQLParserBaseVisitor.cpp
index 2827d134c4419..03bf38add14d5 100644
--- a/hogql_parser/HogQLParserBaseVisitor.cpp
+++ b/hogql_parser/HogQLParserBaseVisitor.cpp
@@ -1,5 +1,5 @@
 
-// Generated from HogQLParser.g4 by ANTLR 4.13.0
+// Generated from HogQLParser.g4 by ANTLR 4.13.1
 
 
 #include "HogQLParserBaseVisitor.h"
diff --git a/hogql_parser/HogQLParserBaseVisitor.h b/hogql_parser/HogQLParserBaseVisitor.h
index 99575438db32b..016b75a57f4c0 100644
--- a/hogql_parser/HogQLParserBaseVisitor.h
+++ b/hogql_parser/HogQLParserBaseVisitor.h
@@ -1,5 +1,5 @@
 
-// Generated from HogQLParser.g4 by ANTLR 4.13.0
+// Generated from HogQLParser.g4 by ANTLR 4.13.1
 
 #pragma once
 
diff --git a/hogql_parser/HogQLParserVisitor.cpp b/hogql_parser/HogQLParserVisitor.cpp
index 3e5f3b1b5f069..82a2f14e4ec57 100644
--- a/hogql_parser/HogQLParserVisitor.cpp
+++ b/hogql_parser/HogQLParserVisitor.cpp
@@ -1,5 +1,5 @@
 
-// Generated from HogQLParser.g4 by ANTLR 4.13.0
+// Generated from HogQLParser.g4 by ANTLR 4.13.1
 
 
 #include "HogQLParserVisitor.h"
diff --git a/hogql_parser/HogQLParserVisitor.h b/hogql_parser/HogQLParserVisitor.h
index 789221ea387d3..d255fa6a97971 100644
--- a/hogql_parser/HogQLParserVisitor.h
+++ b/hogql_parser/HogQLParserVisitor.h
@@ -1,5 +1,5 @@
 
-// Generated from HogQLParser.g4 by ANTLR 4.13.0
+// Generated from HogQLParser.g4 by ANTLR 4.13.1
 
 #pragma once
 
diff --git a/hogql_parser/parser.cpp b/hogql_parser/parser.cpp
index 4fae49ad24a36..2e734cc8737fc 100644
--- a/hogql_parser/parser.cpp
+++ b/hogql_parser/parser.cpp
@@ -570,6 +570,12 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
   }
 
   VISIT(RatioExpr) {
+    auto placeholder_ctx = ctx->PLACEHOLDER();
+    if (placeholder_ctx) {
+      string placeholder = unquote_string_terminal(placeholder_ctx);
+      return build_ast_node("Placeholder", "{s:s#}", "field", placeholder.data(), placeholder.size());
+    }
+    
     auto number_literal_ctxs = ctx->numberLiteral();
 
     if (number_literal_ctxs.size() > 2) {
diff --git a/hogql_parser/pyproject.toml b/hogql_parser/pyproject.toml
index f3405ff64ec59..6fde5a0352ccf 100644
--- a/hogql_parser/pyproject.toml
+++ b/hogql_parser/pyproject.toml
@@ -26,9 +26,9 @@ before-build = [ # We need to install the libraries for each architecture separa
 before-all = [
     # manylinux_2_28 is based on AlmaLinux 8, which uses Fedora's dnf as its package manager
     "dnf install -y boost-devel unzip cmake curl uuid pkg-config",
-    "curl https://www.antlr.org/download/antlr4-cpp-runtime-4.13.0-source.zip --output antlr4-source.zip",
+    "curl https://www.antlr.org/download/antlr4-cpp-runtime-4.13.1-source.zip --output antlr4-source.zip",
     # Check that the downloaded archive is the expected runtime - a security measure
-    "anltr_known_md5sum=\"ff214b65fb02e150b4f515d7983bca92\"",
+    "anltr_known_md5sum=\"c875c148991aacd043f733827644a76f\"",
     "antlr_found_ms5sum=\"$(md5sum antlr4-source.zip | cut -d' ' -f1)\"",
     'if [[ "$anltr_known_md5sum" != "$antlr_found_ms5sum" ]]; then exit 64; fi',
     "unzip antlr4-source.zip -d antlr4-source && cd antlr4-source",
diff --git a/hogql_parser/setup.py b/hogql_parser/setup.py
index 1a4ee2dfad726..7697d267057b6 100644
--- a/hogql_parser/setup.py
+++ b/hogql_parser/setup.py
@@ -32,7 +32,7 @@
 
 setup(
     name="hogql_parser",
-    version="0.1.8",
+    version="0.1.9",
     url="https://github.com/PostHog/posthog/tree/master/hogql_parser",
     author="PostHog Inc.",
     author_email="hey@posthog.com",
diff --git a/posthog/hogql/grammar/HogQLLexer.py b/posthog/hogql/grammar/HogQLLexer.py
index 59a779fd1e0e5..acbadf74fdc53 100644
--- a/posthog/hogql/grammar/HogQLLexer.py
+++ b/posthog/hogql/grammar/HogQLLexer.py
@@ -1,4 +1,4 @@
-# Generated from HogQLLexer.g4 by ANTLR 4.13.0
+# Generated from HogQLLexer.g4 by ANTLR 4.13.1
 from antlr4 import *
 from io import StringIO
 import sys
@@ -1252,7 +1252,7 @@ class HogQLLexer(Lexer):
 
     def __init__(self, input=None, output:TextIO = sys.stdout):
         super().__init__(input, output)
-        self.checkVersion("4.13.0")
+        self.checkVersion("4.13.1")
         self._interp = LexerATNSimulator(self, self.atn, self.decisionsToDFA, PredictionContextCache())
         self._actions = None
         self._predicates = None
diff --git a/posthog/hogql/grammar/HogQLParser.g4 b/posthog/hogql/grammar/HogQLParser.g4
index f5c04fc01398b..49f5953d1e92e 100644
--- a/posthog/hogql/grammar/HogQLParser.g4
+++ b/posthog/hogql/grammar/HogQLParser.g4
@@ -70,7 +70,7 @@ joinConstraintClause
 sampleClause: SAMPLE ratioExpr (OFFSET ratioExpr)?;
 orderExprList: orderExpr (COMMA orderExpr)*;
 orderExpr: columnExpr (ASCENDING | DESCENDING | DESC)? (NULLS (FIRST | LAST))? (COLLATE STRING_LITERAL)?;
-ratioExpr: numberLiteral (SLASH numberLiteral)?;
+ratioExpr: PLACEHOLDER | numberLiteral (SLASH numberLiteral)?;
 settingExprList: settingExpr (COMMA settingExpr)*;
 settingExpr: identifier EQ_SINGLE literal;
 
diff --git a/posthog/hogql/grammar/HogQLParser.interp b/posthog/hogql/grammar/HogQLParser.interp
index 321af6e3bd81a..d7adc1a3a9959 100644
--- a/posthog/hogql/grammar/HogQLParser.interp
+++ b/posthog/hogql/grammar/HogQLParser.interp
@@ -551,4 +551,4 @@ enumValue
 
 
 atn:
-[4, 1, 242, 919, 2, 0, 7, 0, 2, 1, 7, 1, 2, 2, 7, 2, 2, 3, 7, 3, 2, 4, 7, 4, 2, 5, 7, 5, 2, 6, 7, 6, 2, 7, 7, 7, 2, 8, 7, 8, 2, 9, 7, 9, 2, 10, 7, 10, 2, 11, 7, 11, 2, 12, 7, 12, 2, 13, 7, 13, 2, 14, 7, 14, 2, 15, 7, 15, 2, 16, 7, 16, 2, 17, 7, 17, 2, 18, 7, 18, 2, 19, 7, 19, 2, 20, 7, 20, 2, 21, 7, 21, 2, 22, 7, 22, 2, 23, 7, 23, 2, 24, 7, 24, 2, 25, 7, 25, 2, 26, 7, 26, 2, 27, 7, 27, 2, 28, 7, 28, 2, 29, 7, 29, 2, 30, 7, 30, 2, 31, 7, 31, 2, 32, 7, 32, 2, 33, 7, 33, 2, 34, 7, 34, 2, 35, 7, 35, 2, 36, 7, 36, 2, 37, 7, 37, 2, 38, 7, 38, 2, 39, 7, 39, 2, 40, 7, 40, 2, 41, 7, 41, 2, 42, 7, 42, 2, 43, 7, 43, 2, 44, 7, 44, 2, 45, 7, 45, 2, 46, 7, 46, 2, 47, 7, 47, 2, 48, 7, 48, 2, 49, 7, 49, 2, 50, 7, 50, 2, 51, 7, 51, 2, 52, 7, 52, 2, 53, 7, 53, 2, 54, 7, 54, 2, 55, 7, 55, 2, 56, 7, 56, 2, 57, 7, 57, 2, 58, 7, 58, 1, 0, 1, 0, 3, 0, 121, 8, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 5, 1, 129, 8, 1, 10, 1, 12, 1, 132, 9, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 3, 2, 139, 8, 2, 1, 3, 3, 3, 142, 8, 3, 1, 3, 1, 3, 3, 3, 146, 8, 3, 1, 3, 3, 3, 149, 8, 3, 1, 3, 1, 3, 3, 3, 153, 8, 3, 1, 3, 3, 3, 156, 8, 3, 1, 3, 3, 3, 159, 8, 3, 1, 3, 3, 3, 162, 8, 3, 1, 3, 3, 3, 165, 8, 3, 1, 3, 1, 3, 3, 3, 169, 8, 3, 1, 3, 1, 3, 3, 3, 173, 8, 3, 1, 3, 3, 3, 176, 8, 3, 1, 3, 3, 3, 179, 8, 3, 1, 3, 3, 3, 182, 8, 3, 1, 3, 1, 3, 3, 3, 186, 8, 3, 1, 3, 3, 3, 189, 8, 3, 1, 4, 1, 4, 1, 4, 1, 5, 1, 5, 1, 5, 1, 5, 3, 5, 198, 8, 5, 1, 6, 1, 6, 1, 6, 1, 7, 3, 7, 204, 8, 7, 1, 7, 1, 7, 1, 7, 1, 7, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 5, 8, 223, 8, 8, 10, 8, 12, 8, 226, 9, 8, 1, 9, 1, 9, 1, 9, 1, 10, 1, 10, 1, 10, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 3, 11, 242, 8, 11, 1, 12, 1, 12, 1, 12, 1, 13, 1, 13, 1, 13, 1, 13, 1, 14, 1, 14, 1, 14, 1, 14, 1, 15, 1, 15, 1, 15, 1, 15, 3, 15, 259, 8, 15, 1, 15, 1, 15, 1, 15, 1, 15, 3, 15, 265, 8, 15, 1, 15, 1, 15, 1, 15, 1, 15, 3, 15, 271, 8, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 3, 15, 282, 8, 15, 3, 15, 284, 8, 15, 1, 16, 1, 16, 1, 16, 1, 17, 1, 17, 1, 17, 1, 18, 1, 18, 1, 18, 3, 18, 295, 8, 18, 1, 18, 3, 18, 298, 8, 18, 1, 18, 1, 18, 1, 18, 1, 18, 3, 18, 304, 8, 18, 1, 18, 1, 18, 1, 18, 1, 18, 1, 18, 1, 18, 3, 18, 312, 8, 18, 1, 18, 1, 18, 1, 18, 1, 18, 5, 18, 318, 8, 18, 10, 18, 12, 18, 321, 9, 18, 1, 19, 3, 19, 324, 8, 19, 1, 19, 1, 19, 1, 19, 3, 19, 329, 8, 19, 1, 19, 3, 19, 332, 8, 19, 1, 19, 3, 19, 335, 8, 19, 1, 19, 1, 19, 3, 19, 339, 8, 19, 1, 19, 1, 19, 3, 19, 343, 8, 19, 1, 19, 3, 19, 346, 8, 19, 3, 19, 348, 8, 19, 1, 19, 3, 19, 351, 8, 19, 1, 19, 1, 19, 3, 19, 355, 8, 19, 1, 19, 1, 19, 3, 19, 359, 8, 19, 1, 19, 3, 19, 362, 8, 19, 3, 19, 364, 8, 19, 3, 19, 366, 8, 19, 1, 20, 1, 20, 1, 20, 3, 20, 371, 8, 20, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 3, 21, 382, 8, 21, 1, 22, 1, 22, 1, 22, 1, 22, 3, 22, 388, 8, 22, 1, 23, 1, 23, 1, 23, 5, 23, 393, 8, 23, 10, 23, 12, 23, 396, 9, 23, 1, 24, 1, 24, 3, 24, 400, 8, 24, 1, 24, 1, 24, 3, 24, 404, 8, 24, 1, 24, 1, 24, 3, 24, 408, 8, 24, 1, 25, 1, 25, 1, 25, 3, 25, 413, 8, 25, 1, 26, 1, 26, 1, 26, 5, 26, 418, 8, 26, 10, 26, 12, 26, 421, 9, 26, 1, 27, 1, 27, 1, 27, 1, 27, 1, 28, 3, 28, 428, 8, 28, 1, 28, 3, 28, 431, 8, 28, 1, 28, 3, 28, 434, 8, 28, 1, 29, 1, 29, 1, 29, 1, 29, 1, 30, 1, 30, 1, 30, 1, 30, 1, 31, 1, 31, 1, 31, 1, 32, 1, 32, 1, 32, 1, 32, 1, 32, 1, 32, 3, 32, 453, 8, 32, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 3, 33, 467, 8, 33, 1, 34, 1, 34, 1, 34, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 5, 35, 481, 8, 35, 10, 35, 12, 35, 484, 9, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 5, 35, 493, 8, 35, 10, 35, 12, 35, 496, 9, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 5, 35, 505, 8, 35, 10, 35, 12, 35, 508, 9, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 3, 35, 515, 8, 35, 1, 35, 1, 35, 3, 35, 519, 8, 35, 1, 36, 1, 36, 1, 36, 5, 36, 524, 8, 36, 10, 36, 12, 36, 527, 9, 36, 1, 37, 1, 37, 1, 37, 3, 37, 532, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 4, 37, 539, 8, 37, 11, 37, 12, 37, 540, 1, 37, 1, 37, 3, 37, 545, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 576, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 593, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 605, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 615, 8, 37, 1, 37, 3, 37, 618, 8, 37, 1, 37, 1, 37, 3, 37, 622, 8, 37, 1, 37, 3, 37, 625, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 637, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 654, 8, 37, 1, 37, 1, 37, 3, 37, 658, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 664, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 671, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 683, 8, 37, 1, 37, 1, 37, 3, 37, 687, 8, 37, 1, 37, 3, 37, 690, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 699, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 713, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 740, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 749, 8, 37, 5, 37, 751, 8, 37, 10, 37, 12, 37, 754, 9, 37, 1, 38, 1, 38, 1, 38, 5, 38, 759, 8, 38, 10, 38, 12, 38, 762, 9, 38, 1, 39, 1, 39, 3, 39, 766, 8, 39, 1, 40, 1, 40, 1, 40, 1, 40, 5, 40, 772, 8, 40, 10, 40, 12, 40, 775, 9, 40, 1, 40, 1, 40, 1, 40, 1, 40, 1, 40, 5, 40, 782, 8, 40, 10, 40, 12, 40, 785, 9, 40, 3, 40, 787, 8, 40, 1, 40, 1, 40, 1, 40, 1, 41, 1, 41, 1, 41, 5, 41, 795, 8, 41, 10, 41, 12, 41, 798, 9, 41, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 3, 42, 810, 8, 42, 1, 43, 1, 43, 1, 43, 1, 43, 3, 43, 816, 8, 43, 1, 43, 3, 43, 819, 8, 43, 1, 44, 1, 44, 1, 44, 5, 44, 824, 8, 44, 10, 44, 12, 44, 827, 9, 44, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 3, 45, 837, 8, 45, 1, 45, 1, 45, 1, 45, 1, 45, 3, 45, 843, 8, 45, 5, 45, 845, 8, 45, 10, 45, 12, 45, 848, 9, 45, 1, 46, 1, 46, 1, 46, 3, 46, 853, 8, 46, 1, 46, 1, 46, 1, 47, 1, 47, 1, 47, 3, 47, 860, 8, 47, 1, 47, 1, 47, 1, 48, 1, 48, 1, 48, 5, 48, 867, 8, 48, 10, 48, 12, 48, 870, 9, 48, 1, 49, 1, 49, 1, 50, 1, 50, 1, 50, 1, 50, 1, 50, 1, 50, 3, 50, 880, 8, 50, 3, 50, 882, 8, 50, 1, 51, 3, 51, 885, 8, 51, 1, 51, 1, 51, 1, 51, 1, 51, 1, 51, 1, 51, 3, 51, 893, 8, 51, 1, 52, 1, 52, 1, 52, 3, 52, 898, 8, 52, 1, 53, 1, 53, 1, 54, 1, 54, 1, 55, 1, 55, 1, 56, 1, 56, 3, 56, 908, 8, 56, 1, 57, 1, 57, 1, 57, 3, 57, 913, 8, 57, 1, 58, 1, 58, 1, 58, 1, 58, 1, 58, 0, 3, 36, 74, 90, 59, 0, 2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 48, 50, 52, 54, 56, 58, 60, 62, 64, 66, 68, 70, 72, 74, 76, 78, 80, 82, 84, 86, 88, 90, 92, 94, 96, 98, 100, 102, 104, 106, 108, 110, 112, 114, 116, 0, 16, 2, 0, 32, 32, 141, 141, 2, 0, 84, 84, 96, 96, 3, 0, 4, 4, 8, 8, 12, 12, 4, 0, 4, 4, 7, 8, 12, 12, 147, 147, 2, 0, 96, 96, 140, 140, 2, 0, 4, 4, 8, 8, 2, 0, 11, 11, 42, 43, 2, 0, 62, 62, 93, 93, 2, 0, 133, 133, 143, 143, 3, 0, 17, 17, 95, 95, 170, 170, 2, 0, 79, 79, 98, 98, 1, 0, 196, 197, 2, 0, 208, 208, 228, 228, 8, 0, 37, 37, 76, 76, 108, 108, 110, 110, 132, 132, 145, 145, 185, 185, 190, 190, 13, 0, 2, 24, 26, 36, 38, 75, 77, 81, 83, 107, 109, 109, 111, 112, 114, 115, 117, 130, 133, 144, 146, 184, 186, 189, 191, 192, 4, 0, 36, 36, 62, 62, 77, 77, 91, 91, 1039, 0, 120, 1, 0, 0, 0, 2, 124, 1, 0, 0, 0, 4, 138, 1, 0, 0, 0, 6, 141, 1, 0, 0, 0, 8, 190, 1, 0, 0, 0, 10, 193, 1, 0, 0, 0, 12, 199, 1, 0, 0, 0, 14, 203, 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5, 205, 0, 0, 726, 727, 3, 74, 37, 8, 727, 754, 1, 0, 0, 0, 728, 729, 10, 21, 0, 0, 729, 730, 5, 219, 0, 0, 730, 731, 3, 74, 37, 0, 731, 732, 5, 235, 0, 0, 732, 754, 1, 0, 0, 0, 733, 734, 10, 20, 0, 0, 734, 735, 5, 210, 0, 0, 735, 754, 5, 197, 0, 0, 736, 737, 10, 19, 0, 0, 737, 738, 5, 210, 0, 0, 738, 754, 3, 114, 57, 0, 739, 740, 10, 14, 0, 0, 740, 742, 5, 88, 0, 0, 741, 743, 5, 115, 0, 0, 742, 741, 1, 0, 0, 0, 742, 743, 1, 0, 0, 0, 743, 744, 1, 0, 0, 0, 744, 754, 5, 116, 0, 0, 745, 751, 10, 7, 0, 0, 746, 752, 3, 112, 56, 0, 747, 748, 5, 10, 0, 0, 748, 752, 3, 114, 57, 0, 749, 750, 5, 10, 0, 0, 750, 752, 5, 199, 0, 0, 751, 746, 1, 0, 0, 0, 751, 747, 1, 0, 0, 0, 751, 749, 1, 0, 0, 0, 752, 754, 1, 0, 0, 0, 753, 662, 1, 0, 0, 0, 753, 669, 1, 0, 0, 0, 753, 676, 1, 0, 0, 0, 753, 704, 1, 0, 0, 0, 753, 707, 1, 0, 0, 0, 753, 710, 1, 0, 0, 0, 753, 713, 1, 0, 0, 0, 753, 722, 1, 0, 0, 0, 753, 728, 1, 0, 0, 0, 753, 733, 1, 0, 0, 0, 753, 736, 1, 0, 0, 0, 753, 739, 1, 0, 0, 0, 753, 745, 1, 0, 0, 0, 754, 757, 1, 0, 0, 0, 755, 753, 1, 0, 0, 0, 755, 756, 1, 0, 0, 0, 756, 75, 1, 0, 0, 0, 757, 755, 1, 0, 0, 0, 758, 763, 3, 78, 39, 0, 759, 760, 5, 206, 0, 0, 760, 762, 3, 78, 39, 0, 761, 759, 1, 0, 0, 0, 762, 765, 1, 0, 0, 0, 763, 761, 1, 0, 0, 0, 763, 764, 1, 0, 0, 0, 764, 77, 1, 0, 0, 0, 765, 763, 1, 0, 0, 0, 766, 769, 3, 80, 40, 0, 767, 769, 3, 74, 37, 0, 768, 766, 1, 0, 0, 0, 768, 767, 1, 0, 0, 0, 769, 79, 1, 0, 0, 0, 770, 771, 5, 220, 0, 0, 771, 776, 3, 114, 57, 0, 772, 773, 5, 206, 0, 0, 773, 775, 3, 114, 57, 0, 774, 772, 1, 0, 0, 0, 775, 778, 1, 0, 0, 0, 776, 774, 1, 0, 0, 0, 776, 777, 1, 0, 0, 0, 777, 779, 1, 0, 0, 0, 778, 776, 1, 0, 0, 0, 779, 780, 5, 236, 0, 0, 780, 790, 1, 0, 0, 0, 781, 786, 3, 114, 57, 0, 782, 783, 5, 206, 0, 0, 783, 785, 3, 114, 57, 0, 784, 782, 1, 0, 0, 0, 785, 788, 1, 0, 0, 0, 786, 784, 1, 0, 0, 0, 786, 787, 1, 0, 0, 0, 787, 790, 1, 0, 0, 0, 788, 786, 1, 0, 0, 0, 789, 770, 1, 0, 0, 0, 789, 781, 1, 0, 0, 0, 790, 791, 1, 0, 0, 0, 791, 792, 5, 201, 0, 0, 792, 793, 3, 74, 37, 0, 793, 81, 1, 0, 0, 0, 794, 799, 3, 84, 42, 0, 795, 796, 5, 206, 0, 0, 796, 798, 3, 84, 42, 0, 797, 795, 1, 0, 0, 0, 798, 801, 1, 0, 0, 0, 799, 797, 1, 0, 0, 0, 799, 800, 1, 0, 0, 0, 800, 83, 1, 0, 0, 0, 801, 799, 1, 0, 0, 0, 802, 803, 3, 114, 57, 0, 803, 804, 5, 10, 0, 0, 804, 805, 5, 220, 0, 0, 805, 806, 3, 2, 1, 0, 806, 807, 5, 236, 0, 0, 807, 813, 1, 0, 0, 0, 808, 809, 3, 74, 37, 0, 809, 810, 5, 10, 0, 0, 810, 811, 3, 114, 57, 0, 811, 813, 1, 0, 0, 0, 812, 802, 1, 0, 0, 0, 812, 808, 1, 0, 0, 0, 813, 85, 1, 0, 0, 0, 814, 822, 5, 200, 0, 0, 815, 816, 3, 94, 47, 0, 816, 817, 5, 210, 0, 0, 817, 819, 1, 0, 0, 0, 818, 815, 1, 0, 0, 0, 818, 819, 1, 0, 0, 0, 819, 820, 1, 0, 0, 0, 820, 822, 3, 88, 44, 0, 821, 814, 1, 0, 0, 0, 821, 818, 1, 0, 0, 0, 822, 87, 1, 0, 0, 0, 823, 828, 3, 114, 57, 0, 824, 825, 5, 210, 0, 0, 825, 827, 3, 114, 57, 0, 826, 824, 1, 0, 0, 0, 827, 830, 1, 0, 0, 0, 828, 826, 1, 0, 0, 0, 828, 829, 1, 0, 0, 0, 829, 89, 1, 0, 0, 0, 830, 828, 1, 0, 0, 0, 831, 832, 6, 45, -1, 0, 832, 840, 3, 94, 47, 0, 833, 840, 3, 92, 46, 0, 834, 835, 5, 220, 0, 0, 835, 836, 3, 2, 1, 0, 836, 837, 5, 236, 0, 0, 837, 840, 1, 0, 0, 0, 838, 840, 5, 200, 0, 0, 839, 831, 1, 0, 0, 0, 839, 833, 1, 0, 0, 0, 839, 834, 1, 0, 0, 0, 839, 838, 1, 0, 0, 0, 840, 849, 1, 0, 0, 0, 841, 845, 10, 2, 0, 0, 842, 846, 3, 112, 56, 0, 843, 844, 5, 10, 0, 0, 844, 846, 3, 114, 57, 0, 845, 842, 1, 0, 0, 0, 845, 843, 1, 0, 0, 0, 846, 848, 1, 0, 0, 0, 847, 841, 1, 0, 0, 0, 848, 851, 1, 0, 0, 0, 849, 847, 1, 0, 0, 0, 849, 850, 1, 0, 0, 0, 850, 91, 1, 0, 0, 0, 851, 849, 1, 0, 0, 0, 852, 853, 3, 114, 57, 0, 853, 855, 5, 220, 0, 0, 854, 856, 3, 96, 48, 0, 855, 854, 1, 0, 0, 0, 855, 856, 1, 0, 0, 0, 856, 857, 1, 0, 0, 0, 857, 858, 5, 236, 0, 0, 858, 93, 1, 0, 0, 0, 859, 860, 3, 98, 49, 0, 860, 861, 5, 210, 0, 0, 861, 863, 1, 0, 0, 0, 862, 859, 1, 0, 0, 0, 862, 863, 1, 0, 0, 0, 863, 864, 1, 0, 0, 0, 864, 865, 3, 114, 57, 0, 865, 95, 1, 0, 0, 0, 866, 871, 3, 74, 37, 0, 867, 868, 5, 206, 0, 0, 868, 870, 3, 74, 37, 0, 869, 867, 1, 0, 0, 0, 870, 873, 1, 0, 0, 0, 871, 869, 1, 0, 0, 0, 871, 872, 1, 0, 0, 0, 872, 97, 1, 0, 0, 0, 873, 871, 1, 0, 0, 0, 874, 875, 3, 114, 57, 0, 875, 99, 1, 0, 0, 0, 876, 885, 5, 195, 0, 0, 877, 878, 5, 210, 0, 0, 878, 885, 7, 11, 0, 0, 879, 880, 5, 197, 0, 0, 880, 882, 5, 210, 0, 0, 881, 883, 7, 11, 0, 0, 882, 881, 1, 0, 0, 0, 882, 883, 1, 0, 0, 0, 883, 885, 1, 0, 0, 0, 884, 876, 1, 0, 0, 0, 884, 877, 1, 0, 0, 0, 884, 879, 1, 0, 0, 0, 885, 101, 1, 0, 0, 0, 886, 888, 7, 12, 0, 0, 887, 886, 1, 0, 0, 0, 887, 888, 1, 0, 0, 0, 888, 895, 1, 0, 0, 0, 889, 896, 3, 100, 50, 0, 890, 896, 5, 196, 0, 0, 891, 896, 5, 197, 0, 0, 892, 896, 5, 198, 0, 0, 893, 896, 5, 82, 0, 0, 894, 896, 5, 113, 0, 0, 895, 889, 1, 0, 0, 0, 895, 890, 1, 0, 0, 0, 895, 891, 1, 0, 0, 0, 895, 892, 1, 0, 0, 0, 895, 893, 1, 0, 0, 0, 895, 894, 1, 0, 0, 0, 896, 103, 1, 0, 0, 0, 897, 901, 3, 102, 51, 0, 898, 901, 5, 199, 0, 0, 899, 901, 5, 116, 0, 0, 900, 897, 1, 0, 0, 0, 900, 898, 1, 0, 0, 0, 900, 899, 1, 0, 0, 0, 901, 105, 1, 0, 0, 0, 902, 903, 7, 13, 0, 0, 903, 107, 1, 0, 0, 0, 904, 905, 7, 14, 0, 0, 905, 109, 1, 0, 0, 0, 906, 907, 7, 15, 0, 0, 907, 111, 1, 0, 0, 0, 908, 911, 5, 194, 0, 0, 909, 911, 3, 110, 55, 0, 910, 908, 1, 0, 0, 0, 910, 909, 1, 0, 0, 0, 911, 113, 1, 0, 0, 0, 912, 916, 5, 194, 0, 0, 913, 916, 3, 106, 53, 0, 914, 916, 3, 108, 54, 0, 915, 912, 1, 0, 0, 0, 915, 913, 1, 0, 0, 0, 915, 914, 1, 0, 0, 0, 916, 115, 1, 0, 0, 0, 917, 918, 5, 199, 0, 0, 918, 919, 5, 212, 0, 0, 919, 920, 3, 102, 51, 0, 920, 117, 1, 0, 0, 0, 115, 120, 130, 138, 141, 145, 148, 152, 155, 158, 161, 164, 168, 172, 175, 178, 181, 185, 188, 197, 203, 224, 241, 258, 264, 270, 281, 283, 294, 297, 303, 311, 317, 319, 323, 328, 331, 334, 338, 342, 345, 347, 350, 354, 358, 361, 363, 365, 370, 381, 387, 394, 399, 403, 407, 413, 415, 422, 430, 433, 436, 455, 469, 485, 497, 509, 517, 521, 528, 534, 543, 547, 578, 595, 607, 617, 620, 624, 627, 639, 656, 660, 666, 673, 685, 689, 692, 701, 715, 742, 751, 753, 755, 763, 768, 776, 786, 789, 799, 812, 818, 821, 828, 839, 845, 849, 855, 862, 871, 882, 884, 887, 895, 900, 910, 915]
\ No newline at end of file
diff --git a/posthog/hogql/grammar/HogQLParser.py b/posthog/hogql/grammar/HogQLParser.py
index 50cece564da2f..7f3b6995ecb50 100644
--- a/posthog/hogql/grammar/HogQLParser.py
+++ b/posthog/hogql/grammar/HogQLParser.py
@@ -1,4 +1,4 @@
-# Generated from HogQLParser.g4 by ANTLR 4.13.0
+# Generated from HogQLParser.g4 by ANTLR 4.13.1
 # encoding: utf-8
 from antlr4 import *
 from io import StringIO
@@ -10,7 +10,7 @@
 
 def serializedATN():
     return [
-        4,1,242,919,2,0,7,0,2,1,7,1,2,2,7,2,2,3,7,3,2,4,7,4,2,5,7,5,2,6,
+        4,1,242,922,2,0,7,0,2,1,7,1,2,2,7,2,2,3,7,3,2,4,7,4,2,5,7,5,2,6,
         7,6,2,7,7,7,2,8,7,8,2,9,7,9,2,10,7,10,2,11,7,11,2,12,7,12,2,13,7,
         13,2,14,7,14,2,15,7,15,2,16,7,16,2,17,7,17,2,18,7,18,2,19,7,19,2,
         20,7,20,2,21,7,21,2,22,7,22,2,23,7,23,2,24,7,24,2,25,7,25,2,26,7,
@@ -43,335 +43,337 @@ def serializedATN():
         371,8,20,1,21,1,21,1,21,1,21,1,21,1,21,1,21,1,21,1,21,3,21,382,8,
         21,1,22,1,22,1,22,1,22,3,22,388,8,22,1,23,1,23,1,23,5,23,393,8,23,
         10,23,12,23,396,9,23,1,24,1,24,3,24,400,8,24,1,24,1,24,3,24,404,
-        8,24,1,24,1,24,3,24,408,8,24,1,25,1,25,1,25,3,25,413,8,25,1,26,1,
-        26,1,26,5,26,418,8,26,10,26,12,26,421,9,26,1,27,1,27,1,27,1,27,1,
-        28,3,28,428,8,28,1,28,3,28,431,8,28,1,28,3,28,434,8,28,1,29,1,29,
-        1,29,1,29,1,30,1,30,1,30,1,30,1,31,1,31,1,31,1,32,1,32,1,32,1,32,
-        1,32,1,32,3,32,453,8,32,1,33,1,33,1,33,1,33,1,33,1,33,1,33,1,33,
-        1,33,1,33,1,33,1,33,3,33,467,8,33,1,34,1,34,1,34,1,35,1,35,1,35,
-        1,35,1,35,1,35,1,35,1,35,1,35,5,35,481,8,35,10,35,12,35,484,9,35,
-        1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,493,8,35,10,35,12,35,496,
-        9,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,505,8,35,10,35,12,35,
-        508,9,35,1,35,1,35,1,35,1,35,1,35,3,35,515,8,35,1,35,1,35,3,35,519,
-        8,35,1,36,1,36,1,36,5,36,524,8,36,10,36,12,36,527,9,36,1,37,1,37,
-        1,37,3,37,532,8,37,1,37,1,37,1,37,1,37,1,37,4,37,539,8,37,11,37,
-        12,37,540,1,37,1,37,3,37,545,8,37,1,37,1,37,1,37,1,37,1,37,1,37,
+        8,24,1,24,1,24,3,24,408,8,24,1,25,1,25,1,25,1,25,3,25,414,8,25,3,
+        25,416,8,25,1,26,1,26,1,26,5,26,421,8,26,10,26,12,26,424,9,26,1,
+        27,1,27,1,27,1,27,1,28,3,28,431,8,28,1,28,3,28,434,8,28,1,28,3,28,
+        437,8,28,1,29,1,29,1,29,1,29,1,30,1,30,1,30,1,30,1,31,1,31,1,31,
+        1,32,1,32,1,32,1,32,1,32,1,32,3,32,456,8,32,1,33,1,33,1,33,1,33,
+        1,33,1,33,1,33,1,33,1,33,1,33,1,33,1,33,3,33,470,8,33,1,34,1,34,
+        1,34,1,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,484,8,35,
+        10,35,12,35,487,9,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,496,
+        8,35,10,35,12,35,499,9,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,
+        508,8,35,10,35,12,35,511,9,35,1,35,1,35,1,35,1,35,1,35,3,35,518,
+        8,35,1,35,1,35,3,35,522,8,35,1,36,1,36,1,36,5,36,527,8,36,10,36,
+        12,36,530,9,36,1,37,1,37,1,37,3,37,535,8,37,1,37,1,37,1,37,1,37,
+        1,37,4,37,542,8,37,11,37,12,37,543,1,37,1,37,3,37,548,8,37,1,37,
         1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,
-        1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,576,8,37,
         1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,
-        1,37,1,37,3,37,593,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,
-        1,37,1,37,3,37,605,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,
-        3,37,615,8,37,1,37,3,37,618,8,37,1,37,1,37,3,37,622,8,37,1,37,3,
-        37,625,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,
-        37,637,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,
-        37,1,37,1,37,1,37,1,37,3,37,654,8,37,1,37,1,37,3,37,658,8,37,1,37,
-        1,37,1,37,1,37,3,37,664,8,37,1,37,1,37,1,37,1,37,1,37,3,37,671,8,
-        37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,683,8,
-        37,1,37,1,37,3,37,687,8,37,1,37,3,37,690,8,37,1,37,1,37,1,37,1,37,
-        1,37,1,37,1,37,3,37,699,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,
-        1,37,1,37,1,37,1,37,1,37,3,37,713,8,37,1,37,1,37,1,37,1,37,1,37,
+        1,37,1,37,3,37,579,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,
+        1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,596,8,37,1,37,1,37,1,37,
+        1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,608,8,37,1,37,1,37,1,37,
+        1,37,1,37,1,37,1,37,1,37,3,37,618,8,37,1,37,3,37,621,8,37,1,37,1,
+        37,3,37,625,8,37,1,37,3,37,628,8,37,1,37,1,37,1,37,1,37,1,37,1,37,
+        1,37,1,37,1,37,1,37,3,37,640,8,37,1,37,1,37,1,37,1,37,1,37,1,37,
+        1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,657,8,37,1,37,
+        1,37,3,37,661,8,37,1,37,1,37,1,37,1,37,3,37,667,8,37,1,37,1,37,1,
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+        538,539,5,163,0,0,539,540,3,74,37,0,540,542,1,0,0,0,541,536,1,0,
+        0,0,542,543,1,0,0,0,543,541,1,0,0,0,543,544,1,0,0,0,544,547,1,0,
+        0,0,545,546,5,52,0,0,546,548,3,74,37,0,547,545,1,0,0,0,547,548,1,
+        0,0,0,548,549,1,0,0,0,549,550,5,53,0,0,550,661,1,0,0,0,551,552,5,
+        20,0,0,552,553,5,220,0,0,553,554,3,74,37,0,554,555,5,10,0,0,555,
+        556,3,70,35,0,556,557,5,236,0,0,557,661,1,0,0,0,558,559,5,36,0,0,
+        559,661,5,199,0,0,560,561,5,59,0,0,561,562,5,220,0,0,562,563,3,106,
+        53,0,563,564,5,68,0,0,564,565,3,74,37,0,565,566,5,236,0,0,566,661,
+        1,0,0,0,567,568,5,86,0,0,568,569,3,74,37,0,569,570,3,106,53,0,570,
+        661,1,0,0,0,571,572,5,155,0,0,572,573,5,220,0,0,573,574,3,74,37,
+        0,574,575,5,68,0,0,575,578,3,74,37,0,576,577,5,65,0,0,577,579,3,
+        74,37,0,578,576,1,0,0,0,578,579,1,0,0,0,579,580,1,0,0,0,580,581,
+        5,236,0,0,581,661,1,0,0,0,582,583,5,166,0,0,583,661,5,199,0,0,584,
+        585,5,171,0,0,585,586,5,220,0,0,586,587,7,9,0,0,587,588,5,199,0,
+        0,588,589,5,68,0,0,589,590,3,74,37,0,590,591,5,236,0,0,591,661,1,
+        0,0,0,592,593,3,114,57,0,593,595,5,220,0,0,594,596,3,72,36,0,595,
+        594,1,0,0,0,595,596,1,0,0,0,596,597,1,0,0,0,597,598,5,236,0,0,598,
+        599,1,0,0,0,599,600,5,125,0,0,600,601,5,220,0,0,601,602,3,56,28,
+        0,602,603,5,236,0,0,603,661,1,0,0,0,604,605,3,114,57,0,605,607,5,
+        220,0,0,606,608,3,72,36,0,607,606,1,0,0,0,607,608,1,0,0,0,608,609,
+        1,0,0,0,609,610,5,236,0,0,610,611,1,0,0,0,611,612,5,125,0,0,612,
+        613,3,114,57,0,613,661,1,0,0,0,614,620,3,114,57,0,615,617,5,220,
+        0,0,616,618,3,72,36,0,617,616,1,0,0,0,617,618,1,0,0,0,618,619,1,
+        0,0,0,619,621,5,236,0,0,620,615,1,0,0,0,620,621,1,0,0,0,621,622,
+        1,0,0,0,622,624,5,220,0,0,623,625,5,49,0,0,624,623,1,0,0,0,624,625,
+        1,0,0,0,625,627,1,0,0,0,626,628,3,76,38,0,627,626,1,0,0,0,627,628,
+        1,0,0,0,628,629,1,0,0,0,629,630,5,236,0,0,630,661,1,0,0,0,631,661,
+        3,104,52,0,632,633,5,208,0,0,633,661,3,74,37,18,634,635,5,115,0,
+        0,635,661,3,74,37,12,636,637,3,94,47,0,637,638,5,210,0,0,638,640,
+        1,0,0,0,639,636,1,0,0,0,639,640,1,0,0,0,640,641,1,0,0,0,641,661,
+        5,202,0,0,642,643,5,220,0,0,643,644,3,2,1,0,644,645,5,236,0,0,645,
+        661,1,0,0,0,646,647,5,220,0,0,647,648,3,74,37,0,648,649,5,236,0,
+        0,649,661,1,0,0,0,650,651,5,220,0,0,651,652,3,72,36,0,652,653,5,
+        236,0,0,653,661,1,0,0,0,654,656,5,219,0,0,655,657,3,72,36,0,656,
+        655,1,0,0,0,656,657,1,0,0,0,657,658,1,0,0,0,658,661,5,235,0,0,659,
+        661,3,86,43,0,660,531,1,0,0,0,660,551,1,0,0,0,660,558,1,0,0,0,660,
+        560,1,0,0,0,660,567,1,0,0,0,660,571,1,0,0,0,660,582,1,0,0,0,660,
+        584,1,0,0,0,660,592,1,0,0,0,660,604,1,0,0,0,660,614,1,0,0,0,660,
+        631,1,0,0,0,660,632,1,0,0,0,660,634,1,0,0,0,660,639,1,0,0,0,660,
+        642,1,0,0,0,660,646,1,0,0,0,660,650,1,0,0,0,660,654,1,0,0,0,660,
+        659,1,0,0,0,661,755,1,0,0,0,662,666,10,17,0,0,663,667,5,202,0,0,
+        664,667,5,238,0,0,665,667,5,227,0,0,666,663,1,0,0,0,666,664,1,0,
+        0,0,666,665,1,0,0,0,667,668,1,0,0,0,668,754,3,74,37,18,669,673,10,
+        16,0,0,670,674,5,228,0,0,671,674,5,208,0,0,672,674,5,207,0,0,673,
+        670,1,0,0,0,673,671,1,0,0,0,673,672,1,0,0,0,674,675,1,0,0,0,675,
+        754,3,74,37,17,676,701,10,15,0,0,677,702,5,211,0,0,678,702,5,212,
+        0,0,679,702,5,223,0,0,680,702,5,221,0,0,681,702,5,222,0,0,682,702,
+        5,213,0,0,683,702,5,214,0,0,684,686,5,115,0,0,685,684,1,0,0,0,685,
+        686,1,0,0,0,686,687,1,0,0,0,687,689,5,80,0,0,688,690,5,25,0,0,689,
+        688,1,0,0,0,689,690,1,0,0,0,690,702,1,0,0,0,691,693,5,115,0,0,692,
+        691,1,0,0,0,692,693,1,0,0,0,693,694,1,0,0,0,694,702,7,10,0,0,695,
+        702,5,232,0,0,696,702,5,233,0,0,697,702,5,225,0,0,698,702,5,216,
+        0,0,699,702,5,217,0,0,700,702,5,224,0,0,701,677,1,0,0,0,701,678,
+        1,0,0,0,701,679,1,0,0,0,701,680,1,0,0,0,701,681,1,0,0,0,701,682,
+        1,0,0,0,701,683,1,0,0,0,701,685,1,0,0,0,701,692,1,0,0,0,701,695,
+        1,0,0,0,701,696,1,0,0,0,701,697,1,0,0,0,701,698,1,0,0,0,701,699,
+        1,0,0,0,701,700,1,0,0,0,702,703,1,0,0,0,703,754,3,74,37,16,704,705,
+        10,13,0,0,705,706,5,226,0,0,706,754,3,74,37,14,707,708,10,11,0,0,
+        708,709,5,6,0,0,709,754,3,74,37,12,710,711,10,10,0,0,711,712,5,121,
+        0,0,712,754,3,74,37,11,713,715,10,9,0,0,714,716,5,115,0,0,715,714,
+        1,0,0,0,715,716,1,0,0,0,716,717,1,0,0,0,717,718,5,16,0,0,718,719,
+        3,74,37,0,719,720,5,6,0,0,720,721,3,74,37,10,721,754,1,0,0,0,722,
+        723,10,8,0,0,723,724,5,229,0,0,724,725,3,74,37,0,725,726,5,205,0,
+        0,726,727,3,74,37,8,727,754,1,0,0,0,728,729,10,21,0,0,729,730,5,
+        219,0,0,730,731,3,74,37,0,731,732,5,235,0,0,732,754,1,0,0,0,733,
+        734,10,20,0,0,734,735,5,210,0,0,735,754,5,197,0,0,736,737,10,19,
+        0,0,737,738,5,210,0,0,738,754,3,114,57,0,739,740,10,14,0,0,740,742,
+        5,88,0,0,741,743,5,115,0,0,742,741,1,0,0,0,742,743,1,0,0,0,743,744,
+        1,0,0,0,744,754,5,116,0,0,745,751,10,7,0,0,746,752,3,112,56,0,747,
+        748,5,10,0,0,748,752,3,114,57,0,749,750,5,10,0,0,750,752,5,199,0,
+        0,751,746,1,0,0,0,751,747,1,0,0,0,751,749,1,0,0,0,752,754,1,0,0,
+        0,753,662,1,0,0,0,753,669,1,0,0,0,753,676,1,0,0,0,753,704,1,0,0,
+        0,753,707,1,0,0,0,753,710,1,0,0,0,753,713,1,0,0,0,753,722,1,0,0,
+        0,753,728,1,0,0,0,753,733,1,0,0,0,753,736,1,0,0,0,753,739,1,0,0,
+        0,753,745,1,0,0,0,754,757,1,0,0,0,755,753,1,0,0,0,755,756,1,0,0,
+        0,756,75,1,0,0,0,757,755,1,0,0,0,758,763,3,78,39,0,759,760,5,206,
+        0,0,760,762,3,78,39,0,761,759,1,0,0,0,762,765,1,0,0,0,763,761,1,
+        0,0,0,763,764,1,0,0,0,764,77,1,0,0,0,765,763,1,0,0,0,766,769,3,80,
+        40,0,767,769,3,74,37,0,768,766,1,0,0,0,768,767,1,0,0,0,769,79,1,
+        0,0,0,770,771,5,220,0,0,771,776,3,114,57,0,772,773,5,206,0,0,773,
+        775,3,114,57,0,774,772,1,0,0,0,775,778,1,0,0,0,776,774,1,0,0,0,776,
+        777,1,0,0,0,777,779,1,0,0,0,778,776,1,0,0,0,779,780,5,236,0,0,780,
+        790,1,0,0,0,781,786,3,114,57,0,782,783,5,206,0,0,783,785,3,114,57,
+        0,784,782,1,0,0,0,785,788,1,0,0,0,786,784,1,0,0,0,786,787,1,0,0,
+        0,787,790,1,0,0,0,788,786,1,0,0,0,789,770,1,0,0,0,789,781,1,0,0,
+        0,790,791,1,0,0,0,791,792,5,201,0,0,792,793,3,74,37,0,793,81,1,0,
+        0,0,794,799,3,84,42,0,795,796,5,206,0,0,796,798,3,84,42,0,797,795,
+        1,0,0,0,798,801,1,0,0,0,799,797,1,0,0,0,799,800,1,0,0,0,800,83,1,
+        0,0,0,801,799,1,0,0,0,802,803,3,114,57,0,803,804,5,10,0,0,804,805,
+        5,220,0,0,805,806,3,2,1,0,806,807,5,236,0,0,807,813,1,0,0,0,808,
+        809,3,74,37,0,809,810,5,10,0,0,810,811,3,114,57,0,811,813,1,0,0,
+        0,812,802,1,0,0,0,812,808,1,0,0,0,813,85,1,0,0,0,814,822,5,200,0,
+        0,815,816,3,94,47,0,816,817,5,210,0,0,817,819,1,0,0,0,818,815,1,
+        0,0,0,818,819,1,0,0,0,819,820,1,0,0,0,820,822,3,88,44,0,821,814,
+        1,0,0,0,821,818,1,0,0,0,822,87,1,0,0,0,823,828,3,114,57,0,824,825,
+        5,210,0,0,825,827,3,114,57,0,826,824,1,0,0,0,827,830,1,0,0,0,828,
+        826,1,0,0,0,828,829,1,0,0,0,829,89,1,0,0,0,830,828,1,0,0,0,831,832,
+        6,45,-1,0,832,840,3,94,47,0,833,840,3,92,46,0,834,835,5,220,0,0,
+        835,836,3,2,1,0,836,837,5,236,0,0,837,840,1,0,0,0,838,840,5,200,
+        0,0,839,831,1,0,0,0,839,833,1,0,0,0,839,834,1,0,0,0,839,838,1,0,
+        0,0,840,849,1,0,0,0,841,845,10,2,0,0,842,846,3,112,56,0,843,844,
+        5,10,0,0,844,846,3,114,57,0,845,842,1,0,0,0,845,843,1,0,0,0,846,
+        848,1,0,0,0,847,841,1,0,0,0,848,851,1,0,0,0,849,847,1,0,0,0,849,
+        850,1,0,0,0,850,91,1,0,0,0,851,849,1,0,0,0,852,853,3,114,57,0,853,
+        855,5,220,0,0,854,856,3,96,48,0,855,854,1,0,0,0,855,856,1,0,0,0,
+        856,857,1,0,0,0,857,858,5,236,0,0,858,93,1,0,0,0,859,860,3,98,49,
+        0,860,861,5,210,0,0,861,863,1,0,0,0,862,859,1,0,0,0,862,863,1,0,
+        0,0,863,864,1,0,0,0,864,865,3,114,57,0,865,95,1,0,0,0,866,871,3,
+        74,37,0,867,868,5,206,0,0,868,870,3,74,37,0,869,867,1,0,0,0,870,
+        873,1,0,0,0,871,869,1,0,0,0,871,872,1,0,0,0,872,97,1,0,0,0,873,871,
+        1,0,0,0,874,875,3,114,57,0,875,99,1,0,0,0,876,885,5,195,0,0,877,
+        878,5,210,0,0,878,885,7,11,0,0,879,880,5,197,0,0,880,882,5,210,0,
+        0,881,883,7,11,0,0,882,881,1,0,0,0,882,883,1,0,0,0,883,885,1,0,0,
+        0,884,876,1,0,0,0,884,877,1,0,0,0,884,879,1,0,0,0,885,101,1,0,0,
+        0,886,888,7,12,0,0,887,886,1,0,0,0,887,888,1,0,0,0,888,895,1,0,0,
+        0,889,896,3,100,50,0,890,896,5,196,0,0,891,896,5,197,0,0,892,896,
+        5,198,0,0,893,896,5,82,0,0,894,896,5,113,0,0,895,889,1,0,0,0,895,
+        890,1,0,0,0,895,891,1,0,0,0,895,892,1,0,0,0,895,893,1,0,0,0,895,
+        894,1,0,0,0,896,103,1,0,0,0,897,901,3,102,51,0,898,901,5,199,0,0,
+        899,901,5,116,0,0,900,897,1,0,0,0,900,898,1,0,0,0,900,899,1,0,0,
+        0,901,105,1,0,0,0,902,903,7,13,0,0,903,107,1,0,0,0,904,905,7,14,
+        0,0,905,109,1,0,0,0,906,907,7,15,0,0,907,111,1,0,0,0,908,911,5,194,
+        0,0,909,911,3,110,55,0,910,908,1,0,0,0,910,909,1,0,0,0,911,113,1,
+        0,0,0,912,916,5,194,0,0,913,916,3,106,53,0,914,916,3,108,54,0,915,
+        912,1,0,0,0,915,913,1,0,0,0,915,914,1,0,0,0,916,115,1,0,0,0,917,
+        918,5,199,0,0,918,919,5,212,0,0,919,920,3,102,51,0,920,117,1,0,0,
+        0,115,120,130,138,141,145,148,152,155,158,161,164,168,172,175,178,
+        181,185,188,197,203,224,241,258,264,270,281,283,294,297,303,311,
+        317,319,323,328,331,334,338,342,345,347,350,354,358,361,363,365,
+        370,381,387,394,399,403,407,413,415,422,430,433,436,455,469,485,
+        497,509,517,521,528,534,543,547,578,595,607,617,620,624,627,639,
+        656,660,666,673,685,689,692,701,715,742,751,753,755,763,768,776,
+        786,789,799,812,818,821,828,839,845,849,855,862,871,882,884,887,
+        895,900,910,915
     ]
 
 class HogQLParser ( Parser ):
@@ -812,7 +814,7 @@ class HogQLParser ( Parser ):
 
     def __init__(self, input:TokenStream, output:TextIO = sys.stdout):
         super().__init__(input, output)
-        self.checkVersion("4.13.0")
+        self.checkVersion("4.13.1")
         self._interp = ParserATNSimulator(self, self.atn, self.decisionsToDFA, self.sharedContextCache)
         self._predicates = None
 
@@ -3056,6 +3058,9 @@ def __init__(self, parser, parent:ParserRuleContext=None, invokingState:int=-1):
             super().__init__(parent, invokingState)
             self.parser = parser
 
+        def PLACEHOLDER(self):
+            return self.getToken(HogQLParser.PLACEHOLDER, 0)
+
         def numberLiteral(self, i:int=None):
             if i is None:
                 return self.getTypedRuleContexts(HogQLParser.NumberLiteralContext)
@@ -3083,19 +3088,32 @@ def ratioExpr(self):
         localctx = HogQLParser.RatioExprContext(self, self._ctx, self.state)
         self.enterRule(localctx, 50, self.RULE_ratioExpr)
         try:
-            self.enterOuterAlt(localctx, 1)
-            self.state = 409
-            self.numberLiteral()
-            self.state = 412
+            self.state = 415
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,54,self._ctx)
-            if la_ == 1:
+            token = self._input.LA(1)
+            if token in [200]:
+                self.enterOuterAlt(localctx, 1)
+                self.state = 409
+                self.match(HogQLParser.PLACEHOLDER)
+                pass
+            elif token in [82, 113, 195, 196, 197, 198, 208, 210, 228]:
+                self.enterOuterAlt(localctx, 2)
                 self.state = 410
-                self.match(HogQLParser.SLASH)
-                self.state = 411
                 self.numberLiteral()
+                self.state = 413
+                self._errHandler.sync(self)
+                la_ = self._interp.adaptivePredict(self._input,54,self._ctx)
+                if la_ == 1:
+                    self.state = 411
+                    self.match(HogQLParser.SLASH)
+                    self.state = 412
+                    self.numberLiteral()
 
 
+                pass
+            else:
+                raise NoViableAltException(self)
+
         except RecognitionException as re:
             localctx.exception = re
             self._errHandler.reportError(self, re)
@@ -3144,17 +3162,17 @@ def settingExprList(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 414
+            self.state = 417
             self.settingExpr()
-            self.state = 419
+            self.state = 422
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             while _la==206:
-                self.state = 415
+                self.state = 418
                 self.match(HogQLParser.COMMA)
-                self.state = 416
+                self.state = 419
                 self.settingExpr()
-                self.state = 421
+                self.state = 424
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
 
@@ -3203,11 +3221,11 @@ def settingExpr(self):
         self.enterRule(localctx, 54, self.RULE_settingExpr)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 422
+            self.state = 425
             self.identifier()
-            self.state = 423
+            self.state = 426
             self.match(HogQLParser.EQ_SINGLE)
-            self.state = 424
+            self.state = 427
             self.literal()
         except RecognitionException as re:
             localctx.exception = re
@@ -3256,27 +3274,27 @@ def windowExpr(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 427
+            self.state = 430
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==126:
-                self.state = 426
+                self.state = 429
                 self.winPartitionByClause()
 
 
-            self.state = 430
+            self.state = 433
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==122:
-                self.state = 429
+                self.state = 432
                 self.winOrderByClause()
 
 
-            self.state = 433
+            self.state = 436
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==133 or _la==143:
-                self.state = 432
+                self.state = 435
                 self.winFrameClause()
 
 
@@ -3324,11 +3342,11 @@ def winPartitionByClause(self):
         self.enterRule(localctx, 58, self.RULE_winPartitionByClause)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 435
+            self.state = 438
             self.match(HogQLParser.PARTITION)
-            self.state = 436
+            self.state = 439
             self.match(HogQLParser.BY)
-            self.state = 437
+            self.state = 440
             self.columnExprList()
         except RecognitionException as re:
             localctx.exception = re
@@ -3374,11 +3392,11 @@ def winOrderByClause(self):
         self.enterRule(localctx, 60, self.RULE_winOrderByClause)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 439
+            self.state = 442
             self.match(HogQLParser.ORDER)
-            self.state = 440
+            self.state = 443
             self.match(HogQLParser.BY)
-            self.state = 441
+            self.state = 444
             self.orderExprList()
         except RecognitionException as re:
             localctx.exception = re
@@ -3425,14 +3443,14 @@ def winFrameClause(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 443
+            self.state = 446
             _la = self._input.LA(1)
             if not(_la==133 or _la==143):
                 self._errHandler.recoverInline(self)
             else:
                 self._errHandler.reportMatch(self)
                 self.consume()
-            self.state = 444
+            self.state = 447
             self.winFrameExtend()
         except RecognitionException as re:
             localctx.exception = re
@@ -3507,25 +3525,25 @@ def winFrameExtend(self):
         localctx = HogQLParser.WinFrameExtendContext(self, self._ctx, self.state)
         self.enterRule(localctx, 64, self.RULE_winFrameExtend)
         try:
-            self.state = 452
+            self.state = 455
             self._errHandler.sync(self)
             token = self._input.LA(1)
             if token in [33, 82, 113, 175, 195, 196, 197, 198, 208, 210, 228]:
                 localctx = HogQLParser.FrameStartContext(self, localctx)
                 self.enterOuterAlt(localctx, 1)
-                self.state = 446
+                self.state = 449
                 self.winFrameBound()
                 pass
             elif token in [16]:
                 localctx = HogQLParser.FrameBetweenContext(self, localctx)
                 self.enterOuterAlt(localctx, 2)
-                self.state = 447
+                self.state = 450
                 self.match(HogQLParser.BETWEEN)
-                self.state = 448
+                self.state = 451
                 self.winFrameBound()
-                self.state = 449
+                self.state = 452
                 self.match(HogQLParser.AND)
-                self.state = 450
+                self.state = 453
                 self.winFrameBound()
                 pass
             else:
@@ -3584,41 +3602,41 @@ def winFrameBound(self):
         self.enterRule(localctx, 66, self.RULE_winFrameBound)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 466
+            self.state = 469
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,60,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,61,self._ctx)
             if la_ == 1:
-                self.state = 454
+                self.state = 457
                 self.match(HogQLParser.CURRENT)
-                self.state = 455
+                self.state = 458
                 self.match(HogQLParser.ROW)
                 pass
 
             elif la_ == 2:
-                self.state = 456
+                self.state = 459
                 self.match(HogQLParser.UNBOUNDED)
-                self.state = 457
+                self.state = 460
                 self.match(HogQLParser.PRECEDING)
                 pass
 
             elif la_ == 3:
-                self.state = 458
+                self.state = 461
                 self.match(HogQLParser.UNBOUNDED)
-                self.state = 459
+                self.state = 462
                 self.match(HogQLParser.FOLLOWING)
                 pass
 
             elif la_ == 4:
-                self.state = 460
+                self.state = 463
                 self.numberLiteral()
-                self.state = 461
+                self.state = 464
                 self.match(HogQLParser.PRECEDING)
                 pass
 
             elif la_ == 5:
-                self.state = 463
+                self.state = 466
                 self.numberLiteral()
-                self.state = 464
+                self.state = 467
                 self.match(HogQLParser.FOLLOWING)
                 pass
 
@@ -3664,9 +3682,9 @@ def expr(self):
         self.enterRule(localctx, 68, self.RULE_expr)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 468
+            self.state = 471
             self.columnExpr(0)
-            self.state = 469
+            self.state = 472
             self.match(HogQLParser.EOF)
         except RecognitionException as re:
             localctx.exception = re
@@ -3841,111 +3859,111 @@ def columnTypeExpr(self):
         self.enterRule(localctx, 70, self.RULE_columnTypeExpr)
         self._la = 0 # Token type
         try:
-            self.state = 518
+            self.state = 521
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,65,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,66,self._ctx)
             if la_ == 1:
                 localctx = HogQLParser.ColumnTypeExprSimpleContext(self, localctx)
                 self.enterOuterAlt(localctx, 1)
-                self.state = 471
+                self.state = 474
                 self.identifier()
                 pass
 
             elif la_ == 2:
                 localctx = HogQLParser.ColumnTypeExprNestedContext(self, localctx)
                 self.enterOuterAlt(localctx, 2)
-                self.state = 472
+                self.state = 475
                 self.identifier()
-                self.state = 473
+                self.state = 476
                 self.match(HogQLParser.LPAREN)
-                self.state = 474
+                self.state = 477
                 self.identifier()
-                self.state = 475
+                self.state = 478
                 self.columnTypeExpr()
-                self.state = 482
+                self.state = 485
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 while _la==206:
-                    self.state = 476
+                    self.state = 479
                     self.match(HogQLParser.COMMA)
-                    self.state = 477
+                    self.state = 480
                     self.identifier()
-                    self.state = 478
+                    self.state = 481
                     self.columnTypeExpr()
-                    self.state = 484
+                    self.state = 487
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
 
-                self.state = 485
+                self.state = 488
                 self.match(HogQLParser.RPAREN)
                 pass
 
             elif la_ == 3:
                 localctx = HogQLParser.ColumnTypeExprEnumContext(self, localctx)
                 self.enterOuterAlt(localctx, 3)
-                self.state = 487
+                self.state = 490
                 self.identifier()
-                self.state = 488
+                self.state = 491
                 self.match(HogQLParser.LPAREN)
-                self.state = 489
+                self.state = 492
                 self.enumValue()
-                self.state = 494
+                self.state = 497
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 while _la==206:
-                    self.state = 490
+                    self.state = 493
                     self.match(HogQLParser.COMMA)
-                    self.state = 491
+                    self.state = 494
                     self.enumValue()
-                    self.state = 496
+                    self.state = 499
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
 
-                self.state = 497
+                self.state = 500
                 self.match(HogQLParser.RPAREN)
                 pass
 
             elif la_ == 4:
                 localctx = HogQLParser.ColumnTypeExprComplexContext(self, localctx)
                 self.enterOuterAlt(localctx, 4)
-                self.state = 499
+                self.state = 502
                 self.identifier()
-                self.state = 500
+                self.state = 503
                 self.match(HogQLParser.LPAREN)
-                self.state = 501
+                self.state = 504
                 self.columnTypeExpr()
-                self.state = 506
+                self.state = 509
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 while _la==206:
-                    self.state = 502
+                    self.state = 505
                     self.match(HogQLParser.COMMA)
-                    self.state = 503
+                    self.state = 506
                     self.columnTypeExpr()
-                    self.state = 508
+                    self.state = 511
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
 
-                self.state = 509
+                self.state = 512
                 self.match(HogQLParser.RPAREN)
                 pass
 
             elif la_ == 5:
                 localctx = HogQLParser.ColumnTypeExprParamContext(self, localctx)
                 self.enterOuterAlt(localctx, 5)
-                self.state = 511
+                self.state = 514
                 self.identifier()
-                self.state = 512
+                self.state = 515
                 self.match(HogQLParser.LPAREN)
-                self.state = 514
+                self.state = 517
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 69122459133) != 0):
-                    self.state = 513
+                    self.state = 516
                     self.columnExprList()
 
 
-                self.state = 516
+                self.state = 519
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -3997,20 +4015,20 @@ def columnExprList(self):
         self.enterRule(localctx, 72, self.RULE_columnExprList)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 520
+            self.state = 523
             self.columnExpr(0)
-            self.state = 525
+            self.state = 528
             self._errHandler.sync(self)
-            _alt = self._interp.adaptivePredict(self._input,66,self._ctx)
+            _alt = self._interp.adaptivePredict(self._input,67,self._ctx)
             while _alt!=2 and _alt!=ATN.INVALID_ALT_NUMBER:
                 if _alt==1:
-                    self.state = 521
+                    self.state = 524
                     self.match(HogQLParser.COMMA)
-                    self.state = 522
+                    self.state = 525
                     self.columnExpr(0) 
-                self.state = 527
+                self.state = 530
                 self._errHandler.sync(self)
-                _alt = self._interp.adaptivePredict(self._input,66,self._ctx)
+                _alt = self._interp.adaptivePredict(self._input,67,self._ctx)
 
         except RecognitionException as re:
             localctx.exception = re
@@ -4891,53 +4909,53 @@ def columnExpr(self, _p:int=0):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 657
+            self.state = 660
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,79,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,80,self._ctx)
             if la_ == 1:
                 localctx = HogQLParser.ColumnExprCaseContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
 
-                self.state = 529
+                self.state = 532
                 self.match(HogQLParser.CASE)
-                self.state = 531
+                self.state = 534
                 self._errHandler.sync(self)
-                la_ = self._interp.adaptivePredict(self._input,67,self._ctx)
+                la_ = self._interp.adaptivePredict(self._input,68,self._ctx)
                 if la_ == 1:
-                    self.state = 530
+                    self.state = 533
                     localctx.caseExpr = self.columnExpr(0)
 
 
-                self.state = 538 
+                self.state = 541 
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 while True:
-                    self.state = 533
+                    self.state = 536
                     self.match(HogQLParser.WHEN)
-                    self.state = 534
+                    self.state = 537
                     localctx.whenExpr = self.columnExpr(0)
-                    self.state = 535
+                    self.state = 538
                     self.match(HogQLParser.THEN)
-                    self.state = 536
+                    self.state = 539
                     localctx.thenExpr = self.columnExpr(0)
-                    self.state = 540 
+                    self.state = 543 
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
                     if not (_la==186):
                         break
 
-                self.state = 544
+                self.state = 547
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 if _la==52:
-                    self.state = 542
+                    self.state = 545
                     self.match(HogQLParser.ELSE)
-                    self.state = 543
+                    self.state = 546
                     localctx.elseExpr = self.columnExpr(0)
 
 
-                self.state = 546
+                self.state = 549
                 self.match(HogQLParser.END)
                 pass
 
@@ -4945,17 +4963,17 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprCastContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 548
+                self.state = 551
                 self.match(HogQLParser.CAST)
-                self.state = 549
+                self.state = 552
                 self.match(HogQLParser.LPAREN)
-                self.state = 550
+                self.state = 553
                 self.columnExpr(0)
-                self.state = 551
+                self.state = 554
                 self.match(HogQLParser.AS)
-                self.state = 552
+                self.state = 555
                 self.columnTypeExpr()
-                self.state = 553
+                self.state = 556
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -4963,9 +4981,9 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprDateContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 555
+                self.state = 558
                 self.match(HogQLParser.DATE)
-                self.state = 556
+                self.state = 559
                 self.match(HogQLParser.STRING_LITERAL)
                 pass
 
@@ -4973,17 +4991,17 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprExtractContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 557
+                self.state = 560
                 self.match(HogQLParser.EXTRACT)
-                self.state = 558
+                self.state = 561
                 self.match(HogQLParser.LPAREN)
-                self.state = 559
+                self.state = 562
                 self.interval()
-                self.state = 560
+                self.state = 563
                 self.match(HogQLParser.FROM)
-                self.state = 561
+                self.state = 564
                 self.columnExpr(0)
-                self.state = 562
+                self.state = 565
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -4991,11 +5009,11 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprIntervalContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 564
+                self.state = 567
                 self.match(HogQLParser.INTERVAL)
-                self.state = 565
+                self.state = 568
                 self.columnExpr(0)
-                self.state = 566
+                self.state = 569
                 self.interval()
                 pass
 
@@ -5003,27 +5021,27 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprSubstringContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 568
+                self.state = 571
                 self.match(HogQLParser.SUBSTRING)
-                self.state = 569
+                self.state = 572
                 self.match(HogQLParser.LPAREN)
-                self.state = 570
+                self.state = 573
                 self.columnExpr(0)
-                self.state = 571
+                self.state = 574
                 self.match(HogQLParser.FROM)
-                self.state = 572
-                self.columnExpr(0)
                 self.state = 575
+                self.columnExpr(0)
+                self.state = 578
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 if _la==65:
-                    self.state = 573
+                    self.state = 576
                     self.match(HogQLParser.FOR)
-                    self.state = 574
+                    self.state = 577
                     self.columnExpr(0)
 
 
-                self.state = 577
+                self.state = 580
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -5031,9 +5049,9 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprTimestampContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 579
+                self.state = 582
                 self.match(HogQLParser.TIMESTAMP)
-                self.state = 580
+                self.state = 583
                 self.match(HogQLParser.STRING_LITERAL)
                 pass
 
@@ -5041,24 +5059,24 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprTrimContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 581
+                self.state = 584
                 self.match(HogQLParser.TRIM)
-                self.state = 582
+                self.state = 585
                 self.match(HogQLParser.LPAREN)
-                self.state = 583
+                self.state = 586
                 _la = self._input.LA(1)
                 if not(_la==17 or _la==95 or _la==170):
                     self._errHandler.recoverInline(self)
                 else:
                     self._errHandler.reportMatch(self)
                     self.consume()
-                self.state = 584
+                self.state = 587
                 self.match(HogQLParser.STRING_LITERAL)
-                self.state = 585
+                self.state = 588
                 self.match(HogQLParser.FROM)
-                self.state = 586
+                self.state = 589
                 self.columnExpr(0)
-                self.state = 587
+                self.state = 590
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -5066,28 +5084,28 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprWinFunctionContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 589
+                self.state = 592
                 self.identifier()
 
-                self.state = 590
+                self.state = 593
                 self.match(HogQLParser.LPAREN)
-                self.state = 592
+                self.state = 595
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 69122459133) != 0):
-                    self.state = 591
+                    self.state = 594
                     self.columnExprList()
 
 
-                self.state = 594
+                self.state = 597
                 self.match(HogQLParser.RPAREN)
-                self.state = 596
+                self.state = 599
                 self.match(HogQLParser.OVER)
-                self.state = 597
+                self.state = 600
                 self.match(HogQLParser.LPAREN)
-                self.state = 598
+                self.state = 601
                 self.windowExpr()
-                self.state = 599
+                self.state = 602
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -5095,24 +5113,24 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprWinFunctionTargetContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 601
+                self.state = 604
                 self.identifier()
 
-                self.state = 602
+                self.state = 605
                 self.match(HogQLParser.LPAREN)
-                self.state = 604
+                self.state = 607
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 69122459133) != 0):
-                    self.state = 603
+                    self.state = 606
                     self.columnExprList()
 
 
-                self.state = 606
+                self.state = 609
                 self.match(HogQLParser.RPAREN)
-                self.state = 608
+                self.state = 611
                 self.match(HogQLParser.OVER)
-                self.state = 609
+                self.state = 612
                 self.identifier()
                 pass
 
@@ -5120,45 +5138,45 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprFunctionContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 611
+                self.state = 614
                 self.identifier()
-                self.state = 617
+                self.state = 620
                 self._errHandler.sync(self)
-                la_ = self._interp.adaptivePredict(self._input,74,self._ctx)
+                la_ = self._interp.adaptivePredict(self._input,75,self._ctx)
                 if la_ == 1:
-                    self.state = 612
+                    self.state = 615
                     self.match(HogQLParser.LPAREN)
-                    self.state = 614
+                    self.state = 617
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
                     if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 69122459133) != 0):
-                        self.state = 613
+                        self.state = 616
                         self.columnExprList()
 
 
-                    self.state = 616
+                    self.state = 619
                     self.match(HogQLParser.RPAREN)
 
 
-                self.state = 619
+                self.state = 622
                 self.match(HogQLParser.LPAREN)
-                self.state = 621
+                self.state = 624
                 self._errHandler.sync(self)
-                la_ = self._interp.adaptivePredict(self._input,75,self._ctx)
+                la_ = self._interp.adaptivePredict(self._input,76,self._ctx)
                 if la_ == 1:
-                    self.state = 620
+                    self.state = 623
                     self.match(HogQLParser.DISTINCT)
 
 
-                self.state = 624
+                self.state = 627
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 69122459133) != 0):
-                    self.state = 623
+                    self.state = 626
                     self.columnArgList()
 
 
-                self.state = 626
+                self.state = 629
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -5166,7 +5184,7 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprLiteralContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 628
+                self.state = 631
                 self.literal()
                 pass
 
@@ -5174,9 +5192,9 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprNegateContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 629
+                self.state = 632
                 self.match(HogQLParser.DASH)
-                self.state = 630
+                self.state = 633
                 self.columnExpr(18)
                 pass
 
@@ -5184,9 +5202,9 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprNotContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 631
+                self.state = 634
                 self.match(HogQLParser.NOT)
-                self.state = 632
+                self.state = 635
                 self.columnExpr(12)
                 pass
 
@@ -5194,17 +5212,17 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprAsteriskContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 636
+                self.state = 639
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -5066549581053953) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or _la==192 or _la==194:
-                    self.state = 633
+                    self.state = 636
                     self.tableIdentifier()
-                    self.state = 634
+                    self.state = 637
                     self.match(HogQLParser.DOT)
 
 
-                self.state = 638
+                self.state = 641
                 self.match(HogQLParser.ASTERISK)
                 pass
 
@@ -5212,11 +5230,11 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprSubqueryContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 639
+                self.state = 642
                 self.match(HogQLParser.LPAREN)
-                self.state = 640
+                self.state = 643
                 self.selectUnionStmt()
-                self.state = 641
+                self.state = 644
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -5224,11 +5242,11 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprParensContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 643
+                self.state = 646
                 self.match(HogQLParser.LPAREN)
-                self.state = 644
+                self.state = 647
                 self.columnExpr(0)
-                self.state = 645
+                self.state = 648
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -5236,11 +5254,11 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprTupleContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 647
+                self.state = 650
                 self.match(HogQLParser.LPAREN)
-                self.state = 648
+                self.state = 651
                 self.columnExprList()
-                self.state = 649
+                self.state = 652
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -5248,17 +5266,17 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprArrayContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 651
+                self.state = 654
                 self.match(HogQLParser.LBRACKET)
-                self.state = 653
+                self.state = 656
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 69122459133) != 0):
-                    self.state = 652
+                    self.state = 655
                     self.columnExprList()
 
 
-                self.state = 655
+                self.state = 658
                 self.match(HogQLParser.RBRACKET)
                 pass
 
@@ -5266,50 +5284,50 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprIdentifierContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 656
+                self.state = 659
                 self.columnIdentifier()
                 pass
 
 
             self._ctx.stop = self._input.LT(-1)
-            self.state = 752
+            self.state = 755
             self._errHandler.sync(self)
-            _alt = self._interp.adaptivePredict(self._input,90,self._ctx)
+            _alt = self._interp.adaptivePredict(self._input,91,self._ctx)
             while _alt!=2 and _alt!=ATN.INVALID_ALT_NUMBER:
                 if _alt==1:
                     if self._parseListeners is not None:
                         self.triggerExitRuleEvent()
                     _prevctx = localctx
-                    self.state = 750
+                    self.state = 753
                     self._errHandler.sync(self)
-                    la_ = self._interp.adaptivePredict(self._input,89,self._ctx)
+                    la_ = self._interp.adaptivePredict(self._input,90,self._ctx)
                     if la_ == 1:
                         localctx = HogQLParser.ColumnExprPrecedence1Context(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         localctx.left = _prevctx
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 659
+                        self.state = 662
                         if not self.precpred(self._ctx, 17):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 17)")
-                        self.state = 663
+                        self.state = 666
                         self._errHandler.sync(self)
                         token = self._input.LA(1)
                         if token in [202]:
-                            self.state = 660
+                            self.state = 663
                             localctx.operator = self.match(HogQLParser.ASTERISK)
                             pass
                         elif token in [238]:
-                            self.state = 661
+                            self.state = 664
                             localctx.operator = self.match(HogQLParser.SLASH)
                             pass
                         elif token in [227]:
-                            self.state = 662
+                            self.state = 665
                             localctx.operator = self.match(HogQLParser.PERCENT)
                             pass
                         else:
                             raise NoViableAltException(self)
 
-                        self.state = 665
+                        self.state = 668
                         localctx.right = self.columnExpr(18)
                         pass
 
@@ -5317,29 +5335,29 @@ def columnExpr(self, _p:int=0):
                         localctx = HogQLParser.ColumnExprPrecedence2Context(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         localctx.left = _prevctx
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 666
+                        self.state = 669
                         if not self.precpred(self._ctx, 16):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 16)")
-                        self.state = 670
+                        self.state = 673
                         self._errHandler.sync(self)
                         token = self._input.LA(1)
                         if token in [228]:
-                            self.state = 667
+                            self.state = 670
                             localctx.operator = self.match(HogQLParser.PLUS)
                             pass
                         elif token in [208]:
-                            self.state = 668
+                            self.state = 671
                             localctx.operator = self.match(HogQLParser.DASH)
                             pass
                         elif token in [207]:
-                            self.state = 669
+                            self.state = 672
                             localctx.operator = self.match(HogQLParser.CONCAT)
                             pass
                         else:
                             raise NoViableAltException(self)
 
-                        self.state = 672
+                        self.state = 675
                         localctx.right = self.columnExpr(17)
                         pass
 
@@ -5347,79 +5365,79 @@ def columnExpr(self, _p:int=0):
                         localctx = HogQLParser.ColumnExprPrecedence3Context(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         localctx.left = _prevctx
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 673
+                        self.state = 676
                         if not self.precpred(self._ctx, 15):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 15)")
-                        self.state = 698
+                        self.state = 701
                         self._errHandler.sync(self)
-                        la_ = self._interp.adaptivePredict(self._input,85,self._ctx)
+                        la_ = self._interp.adaptivePredict(self._input,86,self._ctx)
                         if la_ == 1:
-                            self.state = 674
+                            self.state = 677
                             localctx.operator = self.match(HogQLParser.EQ_DOUBLE)
                             pass
 
                         elif la_ == 2:
-                            self.state = 675
+                            self.state = 678
                             localctx.operator = self.match(HogQLParser.EQ_SINGLE)
                             pass
 
                         elif la_ == 3:
-                            self.state = 676
+                            self.state = 679
                             localctx.operator = self.match(HogQLParser.NOT_EQ)
                             pass
 
                         elif la_ == 4:
-                            self.state = 677
+                            self.state = 680
                             localctx.operator = self.match(HogQLParser.LT_EQ)
                             pass
 
                         elif la_ == 5:
-                            self.state = 678
+                            self.state = 681
                             localctx.operator = self.match(HogQLParser.LT)
                             pass
 
                         elif la_ == 6:
-                            self.state = 679
+                            self.state = 682
                             localctx.operator = self.match(HogQLParser.GT_EQ)
                             pass
 
                         elif la_ == 7:
-                            self.state = 680
+                            self.state = 683
                             localctx.operator = self.match(HogQLParser.GT)
                             pass
 
                         elif la_ == 8:
-                            self.state = 682
+                            self.state = 685
                             self._errHandler.sync(self)
                             _la = self._input.LA(1)
                             if _la==115:
-                                self.state = 681
+                                self.state = 684
                                 localctx.operator = self.match(HogQLParser.NOT)
 
 
-                            self.state = 684
+                            self.state = 687
                             self.match(HogQLParser.IN)
-                            self.state = 686
+                            self.state = 689
                             self._errHandler.sync(self)
                             _la = self._input.LA(1)
                             if _la==25:
-                                self.state = 685
+                                self.state = 688
                                 self.match(HogQLParser.COHORT)
 
 
                             pass
 
                         elif la_ == 9:
-                            self.state = 689
+                            self.state = 692
                             self._errHandler.sync(self)
                             _la = self._input.LA(1)
                             if _la==115:
-                                self.state = 688
+                                self.state = 691
                                 localctx.operator = self.match(HogQLParser.NOT)
 
 
-                            self.state = 691
+                            self.state = 694
                             _la = self._input.LA(1)
                             if not(_la==79 or _la==98):
                                 self._errHandler.recoverInline(self)
@@ -5429,209 +5447,209 @@ def columnExpr(self, _p:int=0):
                             pass
 
                         elif la_ == 10:
-                            self.state = 692
+                            self.state = 695
                             localctx.operator = self.match(HogQLParser.REGEX_SINGLE)
                             pass
 
                         elif la_ == 11:
-                            self.state = 693
+                            self.state = 696
                             localctx.operator = self.match(HogQLParser.REGEX_DOUBLE)
                             pass
 
                         elif la_ == 12:
-                            self.state = 694
+                            self.state = 697
                             localctx.operator = self.match(HogQLParser.NOT_REGEX)
                             pass
 
                         elif la_ == 13:
-                            self.state = 695
+                            self.state = 698
                             localctx.operator = self.match(HogQLParser.IREGEX_SINGLE)
                             pass
 
                         elif la_ == 14:
-                            self.state = 696
+                            self.state = 699
                             localctx.operator = self.match(HogQLParser.IREGEX_DOUBLE)
                             pass
 
                         elif la_ == 15:
-                            self.state = 697
+                            self.state = 700
                             localctx.operator = self.match(HogQLParser.NOT_IREGEX)
                             pass
 
 
-                        self.state = 700
+                        self.state = 703
                         localctx.right = self.columnExpr(16)
                         pass
 
                     elif la_ == 4:
                         localctx = HogQLParser.ColumnExprNullishContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 701
+                        self.state = 704
                         if not self.precpred(self._ctx, 13):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 13)")
-                        self.state = 702
+                        self.state = 705
                         self.match(HogQLParser.NULLISH)
-                        self.state = 703
+                        self.state = 706
                         self.columnExpr(14)
                         pass
 
                     elif la_ == 5:
                         localctx = HogQLParser.ColumnExprAndContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 704
+                        self.state = 707
                         if not self.precpred(self._ctx, 11):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 11)")
-                        self.state = 705
+                        self.state = 708
                         self.match(HogQLParser.AND)
-                        self.state = 706
+                        self.state = 709
                         self.columnExpr(12)
                         pass
 
                     elif la_ == 6:
                         localctx = HogQLParser.ColumnExprOrContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 707
+                        self.state = 710
                         if not self.precpred(self._ctx, 10):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 10)")
-                        self.state = 708
+                        self.state = 711
                         self.match(HogQLParser.OR)
-                        self.state = 709
+                        self.state = 712
                         self.columnExpr(11)
                         pass
 
                     elif la_ == 7:
                         localctx = HogQLParser.ColumnExprBetweenContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 710
+                        self.state = 713
                         if not self.precpred(self._ctx, 9):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 9)")
-                        self.state = 712
+                        self.state = 715
                         self._errHandler.sync(self)
                         _la = self._input.LA(1)
                         if _la==115:
-                            self.state = 711
+                            self.state = 714
                             self.match(HogQLParser.NOT)
 
 
-                        self.state = 714
+                        self.state = 717
                         self.match(HogQLParser.BETWEEN)
-                        self.state = 715
+                        self.state = 718
                         self.columnExpr(0)
-                        self.state = 716
+                        self.state = 719
                         self.match(HogQLParser.AND)
-                        self.state = 717
+                        self.state = 720
                         self.columnExpr(10)
                         pass
 
                     elif la_ == 8:
                         localctx = HogQLParser.ColumnExprTernaryOpContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 719
+                        self.state = 722
                         if not self.precpred(self._ctx, 8):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 8)")
-                        self.state = 720
+                        self.state = 723
                         self.match(HogQLParser.QUERY)
-                        self.state = 721
+                        self.state = 724
                         self.columnExpr(0)
-                        self.state = 722
+                        self.state = 725
                         self.match(HogQLParser.COLON)
-                        self.state = 723
+                        self.state = 726
                         self.columnExpr(8)
                         pass
 
                     elif la_ == 9:
                         localctx = HogQLParser.ColumnExprArrayAccessContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 725
+                        self.state = 728
                         if not self.precpred(self._ctx, 21):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 21)")
-                        self.state = 726
+                        self.state = 729
                         self.match(HogQLParser.LBRACKET)
-                        self.state = 727
+                        self.state = 730
                         self.columnExpr(0)
-                        self.state = 728
+                        self.state = 731
                         self.match(HogQLParser.RBRACKET)
                         pass
 
                     elif la_ == 10:
                         localctx = HogQLParser.ColumnExprTupleAccessContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 730
+                        self.state = 733
                         if not self.precpred(self._ctx, 20):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 20)")
-                        self.state = 731
+                        self.state = 734
                         self.match(HogQLParser.DOT)
-                        self.state = 732
+                        self.state = 735
                         self.match(HogQLParser.DECIMAL_LITERAL)
                         pass
 
                     elif la_ == 11:
                         localctx = HogQLParser.ColumnExprPropertyAccessContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 733
+                        self.state = 736
                         if not self.precpred(self._ctx, 19):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 19)")
-                        self.state = 734
+                        self.state = 737
                         self.match(HogQLParser.DOT)
-                        self.state = 735
+                        self.state = 738
                         self.identifier()
                         pass
 
                     elif la_ == 12:
                         localctx = HogQLParser.ColumnExprIsNullContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 736
+                        self.state = 739
                         if not self.precpred(self._ctx, 14):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 14)")
-                        self.state = 737
+                        self.state = 740
                         self.match(HogQLParser.IS)
-                        self.state = 739
+                        self.state = 742
                         self._errHandler.sync(self)
                         _la = self._input.LA(1)
                         if _la==115:
-                            self.state = 738
+                            self.state = 741
                             self.match(HogQLParser.NOT)
 
 
-                        self.state = 741
+                        self.state = 744
                         self.match(HogQLParser.NULL_SQL)
                         pass
 
                     elif la_ == 13:
                         localctx = HogQLParser.ColumnExprAliasContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 742
+                        self.state = 745
                         if not self.precpred(self._ctx, 7):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 7)")
-                        self.state = 748
+                        self.state = 751
                         self._errHandler.sync(self)
-                        la_ = self._interp.adaptivePredict(self._input,88,self._ctx)
+                        la_ = self._interp.adaptivePredict(self._input,89,self._ctx)
                         if la_ == 1:
-                            self.state = 743
+                            self.state = 746
                             self.alias()
                             pass
 
                         elif la_ == 2:
-                            self.state = 744
+                            self.state = 747
                             self.match(HogQLParser.AS)
-                            self.state = 745
+                            self.state = 748
                             self.identifier()
                             pass
 
                         elif la_ == 3:
-                            self.state = 746
+                            self.state = 749
                             self.match(HogQLParser.AS)
-                            self.state = 747
+                            self.state = 750
                             self.match(HogQLParser.STRING_LITERAL)
                             pass
 
@@ -5639,9 +5657,9 @@ def columnExpr(self, _p:int=0):
                         pass
 
              
-                self.state = 754
+                self.state = 757
                 self._errHandler.sync(self)
-                _alt = self._interp.adaptivePredict(self._input,90,self._ctx)
+                _alt = self._interp.adaptivePredict(self._input,91,self._ctx)
 
         except RecognitionException as re:
             localctx.exception = re
@@ -5691,17 +5709,17 @@ def columnArgList(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 755
+            self.state = 758
             self.columnArgExpr()
-            self.state = 760
+            self.state = 763
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             while _la==206:
-                self.state = 756
+                self.state = 759
                 self.match(HogQLParser.COMMA)
-                self.state = 757
+                self.state = 760
                 self.columnArgExpr()
-                self.state = 762
+                self.state = 765
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
 
@@ -5746,18 +5764,18 @@ def columnArgExpr(self):
         localctx = HogQLParser.ColumnArgExprContext(self, self._ctx, self.state)
         self.enterRule(localctx, 78, self.RULE_columnArgExpr)
         try:
-            self.state = 765
+            self.state = 768
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,92,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,93,self._ctx)
             if la_ == 1:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 763
+                self.state = 766
                 self.columnLambdaExpr()
                 pass
 
             elif la_ == 2:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 764
+                self.state = 767
                 self.columnExpr(0)
                 pass
 
@@ -5823,41 +5841,41 @@ def columnLambdaExpr(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 786
+            self.state = 789
             self._errHandler.sync(self)
             token = self._input.LA(1)
             if token in [220]:
-                self.state = 767
+                self.state = 770
                 self.match(HogQLParser.LPAREN)
-                self.state = 768
+                self.state = 771
                 self.identifier()
-                self.state = 773
+                self.state = 776
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 while _la==206:
-                    self.state = 769
+                    self.state = 772
                     self.match(HogQLParser.COMMA)
-                    self.state = 770
+                    self.state = 773
                     self.identifier()
-                    self.state = 775
+                    self.state = 778
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
 
-                self.state = 776
+                self.state = 779
                 self.match(HogQLParser.RPAREN)
                 pass
             elif token in [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 114, 115, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 194]:
-                self.state = 778
+                self.state = 781
                 self.identifier()
-                self.state = 783
+                self.state = 786
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 while _la==206:
-                    self.state = 779
+                    self.state = 782
                     self.match(HogQLParser.COMMA)
-                    self.state = 780
+                    self.state = 783
                     self.identifier()
-                    self.state = 785
+                    self.state = 788
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
 
@@ -5865,9 +5883,9 @@ def columnLambdaExpr(self):
             else:
                 raise NoViableAltException(self)
 
-            self.state = 788
+            self.state = 791
             self.match(HogQLParser.ARROW)
-            self.state = 789
+            self.state = 792
             self.columnExpr(0)
         except RecognitionException as re:
             localctx.exception = re
@@ -5917,17 +5935,17 @@ def withExprList(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 791
+            self.state = 794
             self.withExpr()
-            self.state = 796
+            self.state = 799
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             while _la==206:
-                self.state = 792
+                self.state = 795
                 self.match(HogQLParser.COMMA)
-                self.state = 793
+                self.state = 796
                 self.withExpr()
-                self.state = 798
+                self.state = 801
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
 
@@ -6011,32 +6029,32 @@ def withExpr(self):
         localctx = HogQLParser.WithExprContext(self, self._ctx, self.state)
         self.enterRule(localctx, 84, self.RULE_withExpr)
         try:
-            self.state = 809
+            self.state = 812
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,97,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,98,self._ctx)
             if la_ == 1:
                 localctx = HogQLParser.WithExprSubqueryContext(self, localctx)
                 self.enterOuterAlt(localctx, 1)
-                self.state = 799
+                self.state = 802
                 self.identifier()
-                self.state = 800
+                self.state = 803
                 self.match(HogQLParser.AS)
-                self.state = 801
+                self.state = 804
                 self.match(HogQLParser.LPAREN)
-                self.state = 802
+                self.state = 805
                 self.selectUnionStmt()
-                self.state = 803
+                self.state = 806
                 self.match(HogQLParser.RPAREN)
                 pass
 
             elif la_ == 2:
                 localctx = HogQLParser.WithExprColumnContext(self, localctx)
                 self.enterOuterAlt(localctx, 2)
-                self.state = 805
+                self.state = 808
                 self.columnExpr(0)
-                self.state = 806
+                self.state = 809
                 self.match(HogQLParser.AS)
-                self.state = 807
+                self.state = 810
                 self.identifier()
                 pass
 
@@ -6088,27 +6106,27 @@ def columnIdentifier(self):
         localctx = HogQLParser.ColumnIdentifierContext(self, self._ctx, self.state)
         self.enterRule(localctx, 86, self.RULE_columnIdentifier)
         try:
-            self.state = 818
+            self.state = 821
             self._errHandler.sync(self)
             token = self._input.LA(1)
             if token in [200]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 811
+                self.state = 814
                 self.match(HogQLParser.PLACEHOLDER)
                 pass
             elif token in [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 114, 115, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 194]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 815
+                self.state = 818
                 self._errHandler.sync(self)
-                la_ = self._interp.adaptivePredict(self._input,98,self._ctx)
+                la_ = self._interp.adaptivePredict(self._input,99,self._ctx)
                 if la_ == 1:
-                    self.state = 812
+                    self.state = 815
                     self.tableIdentifier()
-                    self.state = 813
+                    self.state = 816
                     self.match(HogQLParser.DOT)
 
 
-                self.state = 817
+                self.state = 820
                 self.nestedIdentifier()
                 pass
             else:
@@ -6161,20 +6179,20 @@ def nestedIdentifier(self):
         self.enterRule(localctx, 88, self.RULE_nestedIdentifier)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 820
+            self.state = 823
             self.identifier()
-            self.state = 825
+            self.state = 828
             self._errHandler.sync(self)
-            _alt = self._interp.adaptivePredict(self._input,100,self._ctx)
+            _alt = self._interp.adaptivePredict(self._input,101,self._ctx)
             while _alt!=2 and _alt!=ATN.INVALID_ALT_NUMBER:
                 if _alt==1:
-                    self.state = 821
+                    self.state = 824
                     self.match(HogQLParser.DOT)
-                    self.state = 822
+                    self.state = 825
                     self.identifier() 
-                self.state = 827
+                self.state = 830
                 self._errHandler.sync(self)
-                _alt = self._interp.adaptivePredict(self._input,100,self._ctx)
+                _alt = self._interp.adaptivePredict(self._input,101,self._ctx)
 
         except RecognitionException as re:
             localctx.exception = re
@@ -6307,15 +6325,15 @@ def tableExpr(self, _p:int=0):
         self.enterRecursionRule(localctx, 90, self.RULE_tableExpr, _p)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 836
+            self.state = 839
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,101,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,102,self._ctx)
             if la_ == 1:
                 localctx = HogQLParser.TableExprIdentifierContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
 
-                self.state = 829
+                self.state = 832
                 self.tableIdentifier()
                 pass
 
@@ -6323,7 +6341,7 @@ def tableExpr(self, _p:int=0):
                 localctx = HogQLParser.TableExprFunctionContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 830
+                self.state = 833
                 self.tableFunctionExpr()
                 pass
 
@@ -6331,11 +6349,11 @@ def tableExpr(self, _p:int=0):
                 localctx = HogQLParser.TableExprSubqueryContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 831
+                self.state = 834
                 self.match(HogQLParser.LPAREN)
-                self.state = 832
+                self.state = 835
                 self.selectUnionStmt()
-                self.state = 833
+                self.state = 836
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -6343,15 +6361,15 @@ def tableExpr(self, _p:int=0):
                 localctx = HogQLParser.TableExprPlaceholderContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 835
+                self.state = 838
                 self.match(HogQLParser.PLACEHOLDER)
                 pass
 
 
             self._ctx.stop = self._input.LT(-1)
-            self.state = 846
+            self.state = 849
             self._errHandler.sync(self)
-            _alt = self._interp.adaptivePredict(self._input,103,self._ctx)
+            _alt = self._interp.adaptivePredict(self._input,104,self._ctx)
             while _alt!=2 and _alt!=ATN.INVALID_ALT_NUMBER:
                 if _alt==1:
                     if self._parseListeners is not None:
@@ -6359,29 +6377,29 @@ def tableExpr(self, _p:int=0):
                     _prevctx = localctx
                     localctx = HogQLParser.TableExprAliasContext(self, HogQLParser.TableExprContext(self, _parentctx, _parentState))
                     self.pushNewRecursionContext(localctx, _startState, self.RULE_tableExpr)
-                    self.state = 838
+                    self.state = 841
                     if not self.precpred(self._ctx, 2):
                         from antlr4.error.Errors import FailedPredicateException
                         raise FailedPredicateException(self, "self.precpred(self._ctx, 2)")
-                    self.state = 842
+                    self.state = 845
                     self._errHandler.sync(self)
                     token = self._input.LA(1)
                     if token in [36, 62, 77, 91, 194]:
-                        self.state = 839
+                        self.state = 842
                         self.alias()
                         pass
                     elif token in [10]:
-                        self.state = 840
+                        self.state = 843
                         self.match(HogQLParser.AS)
-                        self.state = 841
+                        self.state = 844
                         self.identifier()
                         pass
                     else:
                         raise NoViableAltException(self)
              
-                self.state = 848
+                self.state = 851
                 self._errHandler.sync(self)
-                _alt = self._interp.adaptivePredict(self._input,103,self._ctx)
+                _alt = self._interp.adaptivePredict(self._input,104,self._ctx)
 
         except RecognitionException as re:
             localctx.exception = re
@@ -6432,19 +6450,19 @@ def tableFunctionExpr(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 849
+            self.state = 852
             self.identifier()
-            self.state = 850
+            self.state = 853
             self.match(HogQLParser.LPAREN)
-            self.state = 852
+            self.state = 855
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 69122459133) != 0):
-                self.state = 851
+                self.state = 854
                 self.tableArgList()
 
 
-            self.state = 854
+            self.state = 857
             self.match(HogQLParser.RPAREN)
         except RecognitionException as re:
             localctx.exception = re
@@ -6491,17 +6509,17 @@ def tableIdentifier(self):
         self.enterRule(localctx, 94, self.RULE_tableIdentifier)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 859
+            self.state = 862
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,105,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,106,self._ctx)
             if la_ == 1:
-                self.state = 856
+                self.state = 859
                 self.databaseIdentifier()
-                self.state = 857
+                self.state = 860
                 self.match(HogQLParser.DOT)
 
 
-            self.state = 861
+            self.state = 864
             self.identifier()
         except RecognitionException as re:
             localctx.exception = re
@@ -6551,17 +6569,17 @@ def tableArgList(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 863
+            self.state = 866
             self.columnExpr(0)
-            self.state = 868
+            self.state = 871
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             while _la==206:
-                self.state = 864
+                self.state = 867
                 self.match(HogQLParser.COMMA)
-                self.state = 865
+                self.state = 868
                 self.columnExpr(0)
-                self.state = 870
+                self.state = 873
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
 
@@ -6603,7 +6621,7 @@ def databaseIdentifier(self):
         self.enterRule(localctx, 98, self.RULE_databaseIdentifier)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 871
+            self.state = 874
             self.identifier()
         except RecognitionException as re:
             localctx.exception = re
@@ -6654,19 +6672,19 @@ def floatingLiteral(self):
         self.enterRule(localctx, 100, self.RULE_floatingLiteral)
         self._la = 0 # Token type
         try:
-            self.state = 881
+            self.state = 884
             self._errHandler.sync(self)
             token = self._input.LA(1)
             if token in [195]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 873
+                self.state = 876
                 self.match(HogQLParser.FLOATING_LITERAL)
                 pass
             elif token in [210]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 874
+                self.state = 877
                 self.match(HogQLParser.DOT)
-                self.state = 875
+                self.state = 878
                 _la = self._input.LA(1)
                 if not(_la==196 or _la==197):
                     self._errHandler.recoverInline(self)
@@ -6676,15 +6694,15 @@ def floatingLiteral(self):
                 pass
             elif token in [197]:
                 self.enterOuterAlt(localctx, 3)
-                self.state = 876
+                self.state = 879
                 self.match(HogQLParser.DECIMAL_LITERAL)
-                self.state = 877
+                self.state = 880
                 self.match(HogQLParser.DOT)
-                self.state = 879
+                self.state = 882
                 self._errHandler.sync(self)
-                la_ = self._interp.adaptivePredict(self._input,107,self._ctx)
+                la_ = self._interp.adaptivePredict(self._input,108,self._ctx)
                 if la_ == 1:
-                    self.state = 878
+                    self.state = 881
                     _la = self._input.LA(1)
                     if not(_la==196 or _la==197):
                         self._errHandler.recoverInline(self)
@@ -6757,11 +6775,11 @@ def numberLiteral(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 884
+            self.state = 887
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==208 or _la==228:
-                self.state = 883
+                self.state = 886
                 _la = self._input.LA(1)
                 if not(_la==208 or _la==228):
                     self._errHandler.recoverInline(self)
@@ -6770,36 +6788,36 @@ def numberLiteral(self):
                     self.consume()
 
 
-            self.state = 892
+            self.state = 895
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,110,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,111,self._ctx)
             if la_ == 1:
-                self.state = 886
+                self.state = 889
                 self.floatingLiteral()
                 pass
 
             elif la_ == 2:
-                self.state = 887
+                self.state = 890
                 self.match(HogQLParser.OCTAL_LITERAL)
                 pass
 
             elif la_ == 3:
-                self.state = 888
+                self.state = 891
                 self.match(HogQLParser.DECIMAL_LITERAL)
                 pass
 
             elif la_ == 4:
-                self.state = 889
+                self.state = 892
                 self.match(HogQLParser.HEXADECIMAL_LITERAL)
                 pass
 
             elif la_ == 5:
-                self.state = 890
+                self.state = 893
                 self.match(HogQLParser.INF)
                 pass
 
             elif la_ == 6:
-                self.state = 891
+                self.state = 894
                 self.match(HogQLParser.NAN_SQL)
                 pass
 
@@ -6847,22 +6865,22 @@ def literal(self):
         localctx = HogQLParser.LiteralContext(self, self._ctx, self.state)
         self.enterRule(localctx, 104, self.RULE_literal)
         try:
-            self.state = 897
+            self.state = 900
             self._errHandler.sync(self)
             token = self._input.LA(1)
             if token in [82, 113, 195, 196, 197, 198, 208, 210, 228]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 894
+                self.state = 897
                 self.numberLiteral()
                 pass
             elif token in [199]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 895
+                self.state = 898
                 self.match(HogQLParser.STRING_LITERAL)
                 pass
             elif token in [116]:
                 self.enterOuterAlt(localctx, 3)
-                self.state = 896
+                self.state = 899
                 self.match(HogQLParser.NULL_SQL)
                 pass
             else:
@@ -6927,7 +6945,7 @@ def interval(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 899
+            self.state = 902
             _la = self._input.LA(1)
             if not(_la==37 or ((((_la - 76)) & ~0x3f) == 0 and ((1 << (_la - 76)) & 72057615512764417) != 0) or ((((_la - 145)) & ~0x3f) == 0 and ((1 << (_la - 145)) & 36283883716609) != 0)):
                 self._errHandler.recoverInline(self)
@@ -7503,7 +7521,7 @@ def keyword(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 901
+            self.state = 904
             _la = self._input.LA(1)
             if not(((((_la - 2)) & ~0x3f) == 0 and ((1 << (_la - 2)) & -34368126977) != 0) or ((((_la - 66)) & ~0x3f) == 0 and ((1 << (_la - 66)) & -1288627627820033) != 0) or ((((_la - 130)) & ~0x3f) == 0 and ((1 << (_la - 130)) & 8034421735228932089) != 0)):
                 self._errHandler.recoverInline(self)
@@ -7557,7 +7575,7 @@ def keywordForAlias(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 903
+            self.state = 906
             _la = self._input.LA(1)
             if not(((((_la - 36)) & ~0x3f) == 0 and ((1 << (_la - 36)) & 36030996109328385) != 0)):
                 self._errHandler.recoverInline(self)
@@ -7604,17 +7622,17 @@ def alias(self):
         localctx = HogQLParser.AliasContext(self, self._ctx, self.state)
         self.enterRule(localctx, 112, self.RULE_alias)
         try:
-            self.state = 907
+            self.state = 910
             self._errHandler.sync(self)
             token = self._input.LA(1)
             if token in [194]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 905
+                self.state = 908
                 self.match(HogQLParser.IDENTIFIER)
                 pass
             elif token in [36, 62, 77, 91]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 906
+                self.state = 909
                 self.keywordForAlias()
                 pass
             else:
@@ -7664,22 +7682,22 @@ def identifier(self):
         localctx = HogQLParser.IdentifierContext(self, self._ctx, self.state)
         self.enterRule(localctx, 114, self.RULE_identifier)
         try:
-            self.state = 912
+            self.state = 915
             self._errHandler.sync(self)
             token = self._input.LA(1)
             if token in [194]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 909
+                self.state = 912
                 self.match(HogQLParser.IDENTIFIER)
                 pass
             elif token in [37, 76, 108, 110, 132, 145, 185, 190]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 910
+                self.state = 913
                 self.interval()
                 pass
             elif token in [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 77, 78, 79, 80, 81, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 109, 111, 112, 114, 115, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 186, 187, 188, 189, 191, 192]:
                 self.enterOuterAlt(localctx, 3)
-                self.state = 911
+                self.state = 914
                 self.keyword()
                 pass
             else:
@@ -7729,11 +7747,11 @@ def enumValue(self):
         self.enterRule(localctx, 116, self.RULE_enumValue)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 914
+            self.state = 917
             self.match(HogQLParser.STRING_LITERAL)
-            self.state = 915
+            self.state = 918
             self.match(HogQLParser.EQ_SINGLE)
-            self.state = 916
+            self.state = 919
             self.numberLiteral()
         except RecognitionException as re:
             localctx.exception = re
diff --git a/posthog/hogql/grammar/HogQLParserVisitor.py b/posthog/hogql/grammar/HogQLParserVisitor.py
index 41475580d134e..61c17aecae477 100644
--- a/posthog/hogql/grammar/HogQLParserVisitor.py
+++ b/posthog/hogql/grammar/HogQLParserVisitor.py
@@ -1,4 +1,4 @@
-# Generated from HogQLParser.g4 by ANTLR 4.13.0
+# Generated from HogQLParser.g4 by ANTLR 4.13.1
 from antlr4 import *
 if "." in __name__:
     from .HogQLParser import HogQLParser
diff --git a/posthog/hogql/parser.py b/posthog/hogql/parser.py
index 3624127a9ea62..132755d01026c 100644
--- a/posthog/hogql/parser.py
+++ b/posthog/hogql/parser.py
@@ -363,6 +363,9 @@ def visitOrderExpr(self, ctx: HogQLParser.OrderExprContext):
         return ast.OrderExpr(expr=self.visit(ctx.columnExpr()), order=cast(Literal["ASC", "DESC"], order))
 
     def visitRatioExpr(self, ctx: HogQLParser.RatioExprContext):
+        if ctx.PLACEHOLDER():
+            return ast.Placeholder(field=parse_string_literal(ctx.PLACEHOLDER()))
+
         number_literals = ctx.numberLiteral()
 
         left = number_literals[0]
diff --git a/posthog/hogql_queries/insights/trends/query_builder.py b/posthog/hogql_queries/insights/trends/query_builder.py
index ac1f4811d1cbf..cd5602303c7c7 100644
--- a/posthog/hogql_queries/insights/trends/query_builder.py
+++ b/posthog/hogql_queries/insights/trends/query_builder.py
@@ -113,15 +113,15 @@ def _get_events_subquery(self) -> ast.SelectQuery:
                     {aggregation_operation} AS total,
                     dateTrunc({interval}, toTimeZone(toDateTime(timestamp), 'UTC')) AS day_start
                 FROM events AS e
-                %s
+                SAMPLE {sample}
                 WHERE {events_filter}
                 GROUP BY day_start
-            """
-            % (self._sample_value()),
+            """,
             placeholders={
                 **self.query_date_range.to_placeholders(),
                 "events_filter": self._events_filter(),
                 "aggregation_operation": self._aggregation_operation(),
+                "sample": self._sample_value(),
             },
         )
 
@@ -243,9 +243,9 @@ def _aggregation_operation(self) -> ast.Expr:
     # Using string interpolation for SAMPLE due to HogQL limitations with `UNION ALL` and `SAMPLE` AST nodes
     def _sample_value(self) -> str:
         if self.query.samplingFactor is None:
-            return ""
+            return ast.RatioExpr(left=ast.Constant(value=1))
 
-        return f"SAMPLE {self.query.samplingFactor}"
+        return ast.RatioExpr(left=ast.Constant(value=self.query.samplingFactor))
 
     @cached_property
     def _breakdown(self):
diff --git a/requirements.in b/requirements.in
index a1b3cdf01340e..990318d120356 100644
--- a/requirements.in
+++ b/requirements.in
@@ -6,7 +6,7 @@
 #
 aiohttp>=3.8.4
 aioboto3==11.1
-antlr4-python3-runtime==4.13.0
+antlr4-python3-runtime==4.13.1
 amqp==5.1.1
 boto3==1.26.76
 boto3-stubs[s3]
@@ -87,4 +87,4 @@ django-two-factor-auth==1.14.0
 phonenumberslite==8.13.6
 openai==0.27.8
 nh3==0.2.14
-hogql-parser==0.1.8
+hogql-parser==0.1.9
diff --git a/requirements.txt b/requirements.txt
index 58e89b2e25e52..f4518a7dec9da 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -24,7 +24,7 @@ amqp==5.1.1
     #   kombu
 annotated-types==0.5.0
     # via pydantic
-antlr4-python3-runtime==4.13.0
+antlr4-python3-runtime==4.13.1
     # via -r requirements.in
 asgiref==3.3.2
     # via django
@@ -248,7 +248,7 @@ gunicorn==20.1.0
     # via -r requirements.in
 h11==0.13.0
     # via wsproto
-hogql-parser==0.1.8
+hogql-parser==0.1.9
     # via -r requirements.in
 idna==2.8
     # via

From a02e816ec1439061fad73a72b4e5443fbe8b65a0 Mon Sep 17 00:00:00 2001
From: Xavier Vello <xavier.vello@gmail.com>
Date: Thu, 19 Oct 2023 17:57:18 +0200
Subject: [PATCH 018/133] chore(p-s): add logs around setupPlugins (#18099)

---
 plugin-server/src/worker/plugins/setup.ts | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/plugin-server/src/worker/plugins/setup.ts b/plugin-server/src/worker/plugins/setup.ts
index 4d2d2e33e8807..b54e1e2b355a7 100644
--- a/plugin-server/src/worker/plugins/setup.ts
+++ b/plugin-server/src/worker/plugins/setup.ts
@@ -1,4 +1,5 @@
 import { Hub, StatelessVmMap } from '../../types'
+import { status } from '../../utils/status'
 import { LazyPluginVM } from '../vm/lazy'
 import { loadPlugin } from './loadPlugin'
 import { loadPluginsFromDB } from './loadPluginsFromDB'
@@ -6,6 +7,7 @@ import { loadSchedule } from './loadSchedule'
 import { teardownPlugins } from './teardown'
 
 export async function setupPlugins(hub: Hub): Promise<void> {
+    status.info('🔁', `Loading plugin configs...`)
     const { plugins, pluginConfigs, pluginConfigsPerTeam } = await loadPluginsFromDB(hub)
     const pluginVMLoadPromises: Array<Promise<any>> = []
     const statelessVms = {} as StatelessVmMap
@@ -56,4 +58,6 @@ export async function setupPlugins(hub: Hub): Promise<void> {
     if (hub.capabilities.pluginScheduledTasks) {
         await loadSchedule(hub)
     }
+
+    status.info('✅', `Loaded ${pluginConfigs.size} configs for ${plugins.size} plugins`)
 }

From 1f7c7d5b4c183874413ac1cf5d9ccedb9129e011 Mon Sep 17 00:00:00 2001
From: Brett Hoerner <brett@posthog.com>
Date: Thu, 19 Oct 2023 10:16:01 -0600
Subject: [PATCH 019/133] =?UTF-8?q?chore(plugin-server):=20log=20timing=20?=
 =?UTF-8?q?per=20rdkafka=20batch=20loop=20rather=20than=20b=E2=80=A6=20(#1?=
 =?UTF-8?q?8100)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

chore(plugin-server): log timing per rdkafka batch loop rather than based on a schedule
---
 plugin-server/src/kafka/batch-consumer.ts     | 43 +++++++------------
 .../batch-processing/each-batch-ingestion.ts  | 19 --------
 2 files changed, 16 insertions(+), 46 deletions(-)

diff --git a/plugin-server/src/kafka/batch-consumer.ts b/plugin-server/src/kafka/batch-consumer.ts
index 8a5c50be645cb..b5cc846874b44 100644
--- a/plugin-server/src/kafka/batch-consumer.ts
+++ b/plugin-server/src/kafka/batch-consumer.ts
@@ -146,31 +146,19 @@ export const startBatchConsumer = async ({
     consumer.subscribe([topic])
 
     const startConsuming = async () => {
-        // Start consuming in a loop, fetching a batch of a max of `fetchBatchSize`
-        // messages then processing these with eachMessage, and finally calling
-        // consumer.offsetsStore. This will not actually commit offsets on the
-        // brokers, but rather just store the offsets locally such that when commit
-        // is called, either manually or via auto-commit, these are the values that
-        // will be used.
+        // Start consuming in a loop, fetching a batch of a max of `fetchBatchSize` messages then
+        // processing these with eachMessage, and finally calling consumer.offsetsStore. This will
+        // not actually commit offsets on the brokers, but rather just store the offsets locally
+        // such that when commit is called, either manually or via auto-commit, these are the values
+        // that will be used.
         //
-        // Note that we rely on librdkafka handling retries for any Kafka
-        // related operations, e.g. it will handle in the background rebalances,
-        // during which time consumeMessages will simply return an empty array.
-        // We also log the number of messages we have processed every 10
-        // seconds, which should give some feedback to the user that things are
-        // functioning as expected. You can increase the log level to debug to
-        // see each loop.
-        let messagesProcessed = 0
-        const statusLogMilliseconds = 10000
-        const statusLogInterval = setInterval(() => {
-            status.info('🔁', 'main_loop', {
-                messagesPerSecond: messagesProcessed / (statusLogMilliseconds / 1000),
-                lastConsumeTime: new Date(lastConsumeTime).toISOString(),
-            })
-
-            messagesProcessed = 0
-        }, statusLogMilliseconds)
-
+        // Note that we rely on librdkafka handling retries for any Kafka related operations, e.g.
+        // it will handle in the background rebalances, during which time consumeMessages will
+        // simply return an empty array.
+        //
+        // We also log the number of messages we have processed every time we go through the loop
+        // and process 1 or more messages, which should give some feedback to the user that things
+        // are functioning as expected.
         try {
             while (!isShuttingDown) {
                 status.debug('🔁', 'main_loop_consuming')
@@ -199,6 +187,8 @@ export const startBatchConsumer = async ({
                     continue
                 }
 
+                const startProcessingTime = new Date().valueOf()
+
                 consumerBatchSize.labels({ topic, groupId }).observe(messages.length)
                 for (const message of messages) {
                     consumedMessageSizeBytes.labels({ topic, groupId }).observe(message.size)
@@ -208,7 +198,8 @@ export const startBatchConsumer = async ({
                 // the implementation of `eachBatch`.
                 await eachBatch(messages)
 
-                messagesProcessed += messages.length
+                const processingTime = new Date().valueOf() - startProcessingTime
+                status.info('🕒', `Processed ${messages.length} events in ${Math.round(processingTime / 10) / 100}s`)
 
                 if (autoCommit) {
                     storeOffsetsForMessages(messages, consumer)
@@ -220,8 +211,6 @@ export const startBatchConsumer = async ({
         } finally {
             status.info('🔁', 'main_loop_stopping')
 
-            clearInterval(statusLogInterval)
-
             // Finally, disconnect from the broker. If stored offsets have changed via
             // `storeOffsetsForMessages` above, they will be committed before shutdown (so long
             // as this consumer is still part of the group).
diff --git a/plugin-server/src/main/ingestion-queues/batch-processing/each-batch-ingestion.ts b/plugin-server/src/main/ingestion-queues/batch-processing/each-batch-ingestion.ts
index 8e512d1aefa10..47db9a4ad93ac 100644
--- a/plugin-server/src/main/ingestion-queues/batch-processing/each-batch-ingestion.ts
+++ b/plugin-server/src/main/ingestion-queues/batch-processing/each-batch-ingestion.ts
@@ -256,14 +256,10 @@ async function ingestEvent(
     const result = await runEventPipeline(server, event)
 
     server.statsd?.timing('kafka_queue.each_event', eachEventStartTimer)
-    countAndLogEvents()
 
     return result
 }
 
-let messageCounter = 0
-let messageLogDate = 0
-
 function computeKey(pluginEvent: PipelineEvent): string {
     return `${pluginEvent.team_id ?? pluginEvent.token}:${pluginEvent.distinct_id}`
 }
@@ -337,18 +333,3 @@ export function splitIngestionBatch(
     output.toProcess = Array.from(batches.values())
     return output
 }
-
-function countAndLogEvents(): void {
-    const now = new Date().valueOf()
-    messageCounter++
-    if (now - messageLogDate > 10000) {
-        status.info(
-            '🕒',
-            `Processed ${messageCounter} events${
-                messageLogDate === 0 ? '' : ` in ${Math.round((now - messageLogDate) / 10) / 100}s`
-            }`
-        )
-        messageCounter = 0
-        messageLogDate = now
-    }
-}

From db9238d2ca804fe2b632aebb4593e11487c852e1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tom=C3=A1s=20Far=C3=ADas=20Santana?= <tomas@tomasfarias.dev>
Date: Thu, 19 Oct 2023 18:39:30 +0200
Subject: [PATCH 020/133] fix(batch-exports): Only read person properties for
 S3 (#18095)

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 .../tests/batch_exports/test_batch_exports.py | 54 ++++++++++++++++---
 posthog/temporal/workflows/batch_exports.py   | 19 ++++++-
 posthog/temporal/workflows/s3_batch_export.py |  1 +
 3 files changed, 65 insertions(+), 9 deletions(-)

diff --git a/posthog/temporal/tests/batch_exports/test_batch_exports.py b/posthog/temporal/tests/batch_exports/test_batch_exports.py
index 5e2bed9945d2b..a760baed9d4b0 100644
--- a/posthog/temporal/tests/batch_exports/test_batch_exports.py
+++ b/posthog/temporal/tests/batch_exports/test_batch_exports.py
@@ -309,7 +309,8 @@ async def test_get_rows_count_can_include_events(client):
 
 @pytest.mark.django_db
 @pytest.mark.asyncio
-async def test_get_results_iterator(client):
+@pytest.mark.parametrize("include_person_properties", (False, True))
+async def test_get_results_iterator(client, include_person_properties):
     """Test the rows returned by get_results_iterator."""
     team_id = randint(1, 1000000)
 
@@ -345,7 +346,13 @@ async def test_get_results_iterator(client):
         events=events,
     )
 
-    iter_ = get_results_iterator(client, team_id, "2023-04-20 14:30:00", "2023-04-20 14:31:00")
+    iter_ = get_results_iterator(
+        client,
+        team_id,
+        "2023-04-20 14:30:00",
+        "2023-04-20 14:31:00",
+        include_person_properties=include_person_properties,
+    )
     rows = [row for row in iter_]
 
     all_expected = sorted(events, key=operator.itemgetter("event"))
@@ -355,6 +362,9 @@ async def test_get_results_iterator(client):
 
     for expected, result in zip(all_expected, all_result):
         for key, value in result.items():
+            if key == "person_properties" and not include_person_properties:
+                continue
+
             if key in ("timestamp", "inserted_at", "created_at"):
                 expected_value = to_isoformat(expected[key])
             else:
@@ -366,7 +376,8 @@ async def test_get_results_iterator(client):
 
 @pytest.mark.django_db
 @pytest.mark.asyncio
-async def test_get_results_iterator_handles_duplicates(client):
+@pytest.mark.parametrize("include_person_properties", (False, True))
+async def test_get_results_iterator_handles_duplicates(client, include_person_properties):
     """Test the rows returned by get_results_iterator are de-duplicated."""
     team_id = randint(1, 1000000)
 
@@ -404,7 +415,13 @@ async def test_get_results_iterator_handles_duplicates(client):
         events=duplicate_events,
     )
 
-    iter_ = get_results_iterator(client, team_id, "2023-04-20 14:30:00", "2023-04-20 14:31:00")
+    iter_ = get_results_iterator(
+        client,
+        team_id,
+        "2023-04-20 14:30:00",
+        "2023-04-20 14:31:00",
+        include_person_properties=include_person_properties,
+    )
     rows = [row for row in iter_]
 
     all_expected = sorted(events, key=operator.itemgetter("event"))
@@ -415,6 +432,9 @@ async def test_get_results_iterator_handles_duplicates(client):
 
     for expected, result in zip(all_expected, all_result):
         for key, value in result.items():
+            if key == "person_properties" and not include_person_properties:
+                continue
+
             if key in ("timestamp", "inserted_at", "created_at"):
                 expected_value = to_isoformat(expected[key])
             else:
@@ -426,7 +446,8 @@ async def test_get_results_iterator_handles_duplicates(client):
 
 @pytest.mark.django_db
 @pytest.mark.asyncio
-async def test_get_results_iterator_can_exclude_events(client):
+@pytest.mark.parametrize("include_person_properties", (False, True))
+async def test_get_results_iterator_can_exclude_events(client, include_person_properties):
     """Test the rows returned by get_results_iterator can exclude events."""
     team_id = randint(1, 1000000)
 
@@ -467,7 +488,12 @@ async def test_get_results_iterator_can_exclude_events(client):
     # Exclude the latter half of events.
     exclude_events = (f"test-{i}" for i in range(5000, 10000))
     iter_ = get_results_iterator(
-        client, team_id, "2023-04-20 14:30:00", "2023-04-20 14:31:00", exclude_events=exclude_events
+        client,
+        team_id,
+        "2023-04-20 14:30:00",
+        "2023-04-20 14:31:00",
+        exclude_events=exclude_events,
+        include_person_properties=include_person_properties,
     )
     rows = [row for row in iter_]
 
@@ -479,6 +505,9 @@ async def test_get_results_iterator_can_exclude_events(client):
 
     for expected, result in zip(all_expected, all_result):
         for key, value in result.items():
+            if key == "person_properties" and not include_person_properties:
+                continue
+
             if key in ("timestamp", "inserted_at", "created_at"):
                 expected_value = to_isoformat(expected[key])
             else:
@@ -490,7 +519,8 @@ async def test_get_results_iterator_can_exclude_events(client):
 
 @pytest.mark.django_db
 @pytest.mark.asyncio
-async def test_get_results_iterator_can_include_events(client):
+@pytest.mark.parametrize("include_person_properties", (False, True))
+async def test_get_results_iterator_can_include_events(client, include_person_properties):
     """Test the rows returned by get_results_iterator can include events."""
     team_id = randint(1, 1000000)
 
@@ -531,7 +561,12 @@ async def test_get_results_iterator_can_include_events(client):
     # Include the latter half of events.
     include_events = (f"test-{i}" for i in range(5000, 10000))
     iter_ = get_results_iterator(
-        client, team_id, "2023-04-20 14:30:00", "2023-04-20 14:31:00", include_events=include_events
+        client,
+        team_id,
+        "2023-04-20 14:30:00",
+        "2023-04-20 14:31:00",
+        include_events=include_events,
+        include_person_properties=include_person_properties,
     )
     rows = [row for row in iter_]
 
@@ -543,6 +578,9 @@ async def test_get_results_iterator_can_include_events(client):
 
     for expected, result in zip(all_expected, all_result):
         for key, value in result.items():
+            if key == "person_properties" and not include_person_properties:
+                continue
+
             if key in ("timestamp", "inserted_at", "created_at"):
                 expected_value = to_isoformat(expected[key])
             else:
diff --git a/posthog/temporal/workflows/batch_exports.py b/posthog/temporal/workflows/batch_exports.py
index 4144940e471a8..c0d253852417f 100644
--- a/posthog/temporal/workflows/batch_exports.py
+++ b/posthog/temporal/workflows/batch_exports.py
@@ -109,6 +109,22 @@ async def get_rows_count(
 -- Point in time identity fields
 toString(distinct_id) as distinct_id,
 toString(person_id) as person_id,
+-- Autocapture fields
+elements_chain
+"""
+
+S3_FIELDS = """
+DISTINCT ON (event, cityHash64(distinct_id), cityHash64(uuid))
+toString(uuid) as uuid,
+team_id,
+timestamp,
+inserted_at,
+created_at,
+event,
+properties,
+-- Point in time identity fields
+toString(distinct_id) as distinct_id,
+toString(person_id) as person_id,
 person_properties,
 -- Autocapture fields
 elements_chain
@@ -122,6 +138,7 @@ def get_results_iterator(
     interval_end: str,
     exclude_events: collections.abc.Iterable[str] | None = None,
     include_events: collections.abc.Iterable[str] | None = None,
+    include_person_properties: bool = False,
 ) -> typing.Generator[dict[str, typing.Any], None, None]:
     data_interval_start_ch = dt.datetime.fromisoformat(interval_start).strftime("%Y-%m-%d %H:%M:%S")
     data_interval_end_ch = dt.datetime.fromisoformat(interval_end).strftime("%Y-%m-%d %H:%M:%S")
@@ -141,7 +158,7 @@ def get_results_iterator(
         events_to_include_tuple = ()
 
     query = SELECT_QUERY_TEMPLATE.substitute(
-        fields=FIELDS,
+        fields=S3_FIELDS if include_person_properties else FIELDS,
         order_by="ORDER BY inserted_at",
         format="FORMAT ArrowStream",
         exclude_events=exclude_events_statement,
diff --git a/posthog/temporal/workflows/s3_batch_export.py b/posthog/temporal/workflows/s3_batch_export.py
index 18fe92f98e3ce..2c7545fecfb3e 100644
--- a/posthog/temporal/workflows/s3_batch_export.py
+++ b/posthog/temporal/workflows/s3_batch_export.py
@@ -379,6 +379,7 @@ async def insert_into_s3_activity(inputs: S3InsertInputs):
             interval_end=inputs.data_interval_end,
             exclude_events=inputs.exclude_events,
             include_events=inputs.include_events,
+            include_person_properties=True,
         )
 
         result = None

From 614463d5baaaf07e9693e0972f56748fe64cee13 Mon Sep 17 00:00:00 2001
From: Brett Hoerner <brett@posthog.com>
Date: Thu, 19 Oct 2023 11:10:34 -0600
Subject: [PATCH 021/133] =?UTF-8?q?fix(plugin-server):=20log=20EPS=20every?=
 =?UTF-8?q?=2010=20seconds,=20only=20log=20individual=20bat=E2=80=A6=20(#1?=
 =?UTF-8?q?8105)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

fix(plugin-server): log EPS every 10 seconds, only log individual batches when they are slow
---
 plugin-server/src/kafka/batch-consumer.ts | 37 +++++++++++++++++++----
 1 file changed, 31 insertions(+), 6 deletions(-)

diff --git a/plugin-server/src/kafka/batch-consumer.ts b/plugin-server/src/kafka/batch-consumer.ts
index b5cc846874b44..08915759c1cf6 100644
--- a/plugin-server/src/kafka/batch-consumer.ts
+++ b/plugin-server/src/kafka/batch-consumer.ts
@@ -20,6 +20,9 @@ export interface BatchConsumer {
     isHealthy: () => boolean
 }
 
+const STATUS_LOG_INTERVAL_MS = 10000
+const SLOW_BATCH_PROCESSING_LOG_THRESHOLD_MS = 10000
+
 export const startBatchConsumer = async ({
     connectionConfig,
     groupId,
@@ -156,9 +159,22 @@ export const startBatchConsumer = async ({
         // it will handle in the background rebalances, during which time consumeMessages will
         // simply return an empty array.
         //
-        // We also log the number of messages we have processed every time we go through the loop
-        // and process 1 or more messages, which should give some feedback to the user that things
-        // are functioning as expected.
+        // We log the number of messages that have been processed every 10 seconds, which should
+        // give some feedback to the user that things are functioning as expected. If a single batch
+        // takes more than SLOW_BATCH_PROCESSING_LOG_THRESHOLD_MS we log it individually.
+        let messagesProcessed = 0
+        let batchesProcessed = 0
+        const statusLogInterval = setInterval(() => {
+            status.info('🔁', 'main_loop', {
+                messagesPerSecond: messagesProcessed / (STATUS_LOG_INTERVAL_MS / 1000),
+                batchesProcessed: batchesProcessed,
+                lastConsumeTime: new Date(lastConsumeTime).toISOString(),
+            })
+
+            messagesProcessed = 0
+            batchesProcessed = 0
+        }, STATUS_LOG_INTERVAL_MS)
+
         try {
             while (!isShuttingDown) {
                 status.debug('🔁', 'main_loop_consuming')
@@ -187,7 +203,7 @@ export const startBatchConsumer = async ({
                     continue
                 }
 
-                const startProcessingTime = new Date().valueOf()
+                const startProcessingTimeMs = new Date().valueOf()
 
                 consumerBatchSize.labels({ topic, groupId }).observe(messages.length)
                 for (const message of messages) {
@@ -198,8 +214,16 @@ export const startBatchConsumer = async ({
                 // the implementation of `eachBatch`.
                 await eachBatch(messages)
 
-                const processingTime = new Date().valueOf() - startProcessingTime
-                status.info('🕒', `Processed ${messages.length} events in ${Math.round(processingTime / 10) / 100}s`)
+                messagesProcessed += messages.length
+                batchesProcessed += 1
+
+                const processingTimeMs = new Date().valueOf() - startProcessingTimeMs
+                if (processingTimeMs > SLOW_BATCH_PROCESSING_LOG_THRESHOLD_MS) {
+                    status.warn(
+                        '🕒',
+                        `Slow batch: ${messages.length} events in ${Math.round(processingTimeMs / 10) / 100}s`
+                    )
+                }
 
                 if (autoCommit) {
                     storeOffsetsForMessages(messages, consumer)
@@ -210,6 +234,7 @@ export const startBatchConsumer = async ({
             throw error
         } finally {
             status.info('🔁', 'main_loop_stopping')
+            clearInterval(statusLogInterval)
 
             // Finally, disconnect from the broker. If stored offsets have changed via
             // `storeOffsetsForMessages` above, they will be committed before shutdown (so long

From d60f409a793471ba714e86d57bf9f34a1b467b33 Mon Sep 17 00:00:00 2001
From: Juraj Majerik <juro.majerik@gmail.com>
Date: Thu, 19 Oct 2023 19:21:16 +0200
Subject: [PATCH 022/133] feat(surveys): add responses to the events table +
 fixes (#18088)

---
 .../scenes-app-surveys--survey-view.png       | Bin 59542 -> 58791 bytes
 frontend/src/scenes/surveys/surveyLogic.tsx   |  63 ++++++++++++------
 frontend/src/scenes/surveys/surveyViewViz.tsx |  51 +++++++++-----
 3 files changed, 76 insertions(+), 38 deletions(-)

diff --git a/frontend/__snapshots__/scenes-app-surveys--survey-view.png b/frontend/__snapshots__/scenes-app-surveys--survey-view.png
index ed047d62e2dddd1906efaf378ce2b83b87f69b57..569cb11dbac2bd232edb74db5a894b03131d6d33 100644
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diff --git a/frontend/src/scenes/surveys/surveyLogic.tsx b/frontend/src/scenes/surveys/surveyLogic.tsx
index f53bca6b2e0ab..8442979b221c9 100644
--- a/frontend/src/scenes/surveys/surveyLogic.tsx
+++ b/frontend/src/scenes/surveys/surveyLogic.tsx
@@ -78,7 +78,7 @@ export interface SurveyMultipleChoiceResults {
 
 export interface SurveyOpenTextResults {
     [key: number]: {
-        events: { properties: Record<string, any>; distinct_id: string }[]
+        events: { distinct_id: string; properties: Record<string, any>; personProperties: Record<string, any> }[]
     }
 }
 
@@ -86,6 +86,8 @@ export interface QuestionResultsReady {
     [key: string]: boolean
 }
 
+const getResponseField = (i: number): string => (i === 0 ? '$survey_response' : `$survey_response_${i}`)
+
 export const surveyLogic = kea<surveyLogicType>([
     props({} as SurveyLogicProps),
     key(({ id }) => id),
@@ -228,13 +230,12 @@ export const surveyLogic = kea<surveyLogicType>([
                     ? dayjs(survey.end_date).add(1, 'day').format('YYYY-MM-DD')
                     : dayjs().add(1, 'day').format('YYYY-MM-DD')
 
-                const surveyResponseField =
-                    questionIndex === 0 ? '$survey_response' : `$survey_response_${questionIndex}`
-
                 const query: HogQLQuery = {
                     kind: NodeKind.HogQLQuery,
                     query: `
-                        SELECT JSONExtractString(properties, '${surveyResponseField}') AS survey_response, COUNT(survey_response)
+                        SELECT
+                            JSONExtractString(properties, '${getResponseField(questionIndex)}') AS survey_response,
+                            COUNT(survey_response)
                         FROM events
                         WHERE event = 'survey sent' 
                             AND properties.$survey_id = '${props.id}'
@@ -251,7 +252,9 @@ export const surveyLogic = kea<surveyLogicType>([
                 const data = new Array(dataSize).fill(0)
                 results?.forEach(([value, count]) => {
                     total += count
-                    data[value - 1] = count
+
+                    const index = question.scale === 10 ? value : value - 1
+                    data[index] = count
                 })
 
                 return { ...values.surveyRatingResults, [questionIndex]: { total, data } }
@@ -269,13 +272,12 @@ export const surveyLogic = kea<surveyLogicType>([
                     ? dayjs(survey.end_date).add(1, 'day').format('YYYY-MM-DD')
                     : dayjs().add(1, 'day').format('YYYY-MM-DD')
 
-                const surveyResponseField =
-                    questionIndex === 0 ? '$survey_response' : `$survey_response_${questionIndex}`
-
                 const query: HogQLQuery = {
                     kind: NodeKind.HogQLQuery,
                     query: `
-                        SELECT JSONExtractString(properties, '${surveyResponseField}') AS survey_response, COUNT(survey_response)
+                        SELECT
+                            JSONExtractString(properties, '${getResponseField(questionIndex)}') AS survey_response,
+                            COUNT(survey_response)
                         FROM events
                         WHERE event = 'survey sent' 
                             AND properties.$survey_id = '${props.id}'
@@ -312,13 +314,12 @@ export const surveyLogic = kea<surveyLogicType>([
                     ? dayjs(survey.end_date).add(1, 'day').format('YYYY-MM-DD')
                     : dayjs().add(1, 'day').format('YYYY-MM-DD')
 
-                const surveyResponseField =
-                    questionIndex === 0 ? '$survey_response' : `$survey_response_${questionIndex}`
-
                 const query: HogQLQuery = {
                     kind: NodeKind.HogQLQuery,
                     query: `
-                        SELECT count(), arrayJoin(JSONExtractArrayRaw(properties, '${surveyResponseField}')) AS choice
+                        SELECT 
+                            count(),
+                            arrayJoin(JSONExtractArrayRaw(properties, '${getResponseField(questionIndex)}')) AS choice
                         FROM events
                         WHERE event == 'survey sent'
                             AND properties.$survey_id == '${survey.id}'
@@ -346,7 +347,7 @@ export const surveyLogic = kea<surveyLogicType>([
                 const data = results?.map((r) => r[0])
                 const labels = results?.map((r) => r[1])
 
-                return { ...values.surveyRatingResults, [questionIndex]: { labels, data } }
+                return { ...values.surveyMultipleChoiceResults, [questionIndex]: { labels, data } }
             },
         },
         surveyOpenTextResults: {
@@ -370,7 +371,7 @@ export const surveyLogic = kea<surveyLogicType>([
                 const query: HogQLQuery = {
                     kind: NodeKind.HogQLQuery,
                     query: `
-                        SELECT properties, distinct_id
+                        SELECT distinct_id, properties, person.properties
                         FROM events
                         WHERE event == 'survey sent'
                             AND properties.$survey_id == '${survey.id}'
@@ -383,9 +384,15 @@ export const surveyLogic = kea<surveyLogicType>([
                 const responseJSON = await api.query(query)
                 const { results } = responseJSON
 
-                const events = results?.map((r) => ({ properties: JSON.parse(r[0]), distinct_id: r[1] }))
+                const events =
+                    results?.map((r) => {
+                        const distinct_id = r[0]
+                        const properties = JSON.parse(r[1])
+                        const personProperties = JSON.parse(r[2])
+                        return { distinct_id, properties, personProperties }
+                    }) || []
 
-                return { ...values.surveyRatingResults, [questionIndex]: { events } }
+                return { ...values.surveyOpenTextResults, [questionIndex]: { events } }
             },
         },
     })),
@@ -592,7 +599,7 @@ export const surveyLogic = kea<surveyLogicType>([
         ],
         dataTableQuery: [
             (s) => [s.survey, s.surveyResponseProperty],
-            (survey, surveyResponseProperty): DataTableNode | null => {
+            (survey): DataTableNode | null => {
                 if (survey.id === 'new') {
                     return null
                 }
@@ -601,7 +608,23 @@ export const surveyLogic = kea<surveyLogicType>([
                     kind: NodeKind.DataTableNode,
                     source: {
                         kind: NodeKind.EventsQuery,
-                        select: ['*', `properties.${surveyResponseProperty}`, 'timestamp', 'person'],
+                        select: [
+                            '*',
+                            ...survey.questions.map((q, i) => {
+                                if (q.type === SurveyQuestionType.MultipleChoice) {
+                                    // Join array items into a string
+                                    return `coalesce(arrayStringConcat(JSONExtractArrayRaw(properties, '${getResponseField(
+                                        i
+                                    )}'), ', ')) -- ${q.question}`
+                                }
+
+                                return `coalesce(JSONExtractString(properties, '${getResponseField(i)}')) -- ${
+                                    q.question
+                                }`
+                            }),
+                            'timestamp',
+                            'person',
+                        ],
                         orderBy: ['timestamp DESC'],
                         where: [`event == 'survey sent'`],
                         after: createdAt,
diff --git a/frontend/src/scenes/surveys/surveyViewViz.tsx b/frontend/src/scenes/surveys/surveyViewViz.tsx
index ad4a95e86ac89..8f5a3955f7bb6 100644
--- a/frontend/src/scenes/surveys/surveyViewViz.tsx
+++ b/frontend/src/scenes/surveys/surveyViewViz.tsx
@@ -115,15 +115,18 @@ export function UsersStackedBar({ surveyUserStats }: { surveyUserStats: SurveyUs
                                 { count: seen, label: 'Viewed', style: { backgroundColor: '#1D4AFF' } },
                                 { count: dismissed, label: 'Dismissed', style: { backgroundColor: '#E3A506' } },
                                 { count: sent, label: 'Submitted', style: { backgroundColor: '#529B08' } },
-                            ].map(({ count, label, style }) => (
-                                <div key={`survey-summary-legend-${label}`} className="flex items-center mr-6">
-                                    <div className="w-3 h-3 rounded-full mr-2" style={style} />
-                                    <span className="font-semibold text-muted-alt">{`${label} (${(
-                                        (count / total) *
-                                        100
-                                    ).toFixed(1)}%)`}</span>
-                                </div>
-                            ))}
+                            ].map(
+                                ({ count, label, style }) =>
+                                    count > 0 && (
+                                        <div key={`survey-summary-legend-${label}`} className="flex items-center mr-6">
+                                            <div className="w-3 h-3 rounded-full mr-2" style={style} />
+                                            <span className="font-semibold text-muted-alt">{`${label} (${(
+                                                (count / total) *
+                                                100
+                                            ).toFixed(1)}%)`}</span>
+                                        </div>
+                                    )
+                            )}
                         </div>
                     </div>
                 </div>
@@ -462,16 +465,28 @@ export function OpenTextViz({
                         {question.question} • <span className="">Latest responses</span>
                     </div>
                     <div className="mt-4 mb-8 masonry-container">
-                        {surveyOpenTextResults[questionIndex].events.map((event, i) => (
-                            <div key={`open-text-${questionIndex}-${i}`} className="masonry-item border rounded">
-                                <div className="masonry-item-text text-center italic font-semibold px-5 py-4">
-                                    {event.properties[surveyResponseField]}
-                                </div>
-                                <div className="masonry-item-link items-center px-5 py-4 border-t rounded-b truncate w-full">
-                                    <PersonDisplay person={event} withIcon={true} noEllipsis={false} isCentered />
+                        {surveyOpenTextResults[questionIndex].events.map((event, i) => {
+                            const personProp = {
+                                distinct_id: event.distinct_id,
+                                properties: event.personProperties,
+                            }
+
+                            return (
+                                <div key={`open-text-${questionIndex}-${i}`} className="masonry-item border rounded">
+                                    <div className="masonry-item-text text-center italic font-semibold px-5 py-4">
+                                        {event.properties[surveyResponseField]}
+                                    </div>
+                                    <div className="masonry-item-link items-center px-5 py-4 border-t rounded-b truncate w-full">
+                                        <PersonDisplay
+                                            person={personProp}
+                                            withIcon={true}
+                                            noEllipsis={false}
+                                            isCentered
+                                        />
+                                    </div>
                                 </div>
-                            </div>
-                        ))}
+                            )
+                        })}
                     </div>
                 </>
             )}

From c1f3e946061e7d919476c7292e62dbea7642ef47 Mon Sep 17 00:00:00 2001
From: Raquel Smith <raquelmsmith@users.noreply.github.com>
Date: Thu, 19 Oct 2023 14:07:35 -0700
Subject: [PATCH 023/133] feat(billing): add menu option for reducing bill info
 (#18050)

add menu option for reducing bill info
---
 frontend/src/scenes/billing/BillingProduct.tsx | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/frontend/src/scenes/billing/BillingProduct.tsx b/frontend/src/scenes/billing/BillingProduct.tsx
index a32edcd909f37..f439f9e6f0684 100644
--- a/frontend/src/scenes/billing/BillingProduct.tsx
+++ b/frontend/src/scenes/billing/BillingProduct.tsx
@@ -344,6 +344,13 @@ export const BillingProduct = ({ product }: { product: BillingProductV2Type }):
                                                         Contact support to unsubscribe
                                                     </LemonButton>
                                                 )}
+                                                <LemonButton
+                                                    fullWidth
+                                                    status="stealth"
+                                                    to="https://posthog.com/docs/billing/estimating-usage-costs#how-to-reduce-your-posthog-costs"
+                                                >
+                                                    Learn how to reduce your bill
+                                                </LemonButton>
                                                 {billing?.billing_period?.interval == 'month' && (
                                                     <LemonButton
                                                         fullWidth

From 1dc09c28e98e92030489de19fba33d437564365f Mon Sep 17 00:00:00 2001
From: Raquel Smith <raquelmsmith@users.noreply.github.com>
Date: Thu, 19 Oct 2023 14:23:23 -0700
Subject: [PATCH 024/133] fix: support minimal top bar for onboarding screens
 (#18077)

---
 ...nes-app-notebooks--recordings-playlist.png | Bin 84044 -> 84041 bytes
 .../src/layout/navigation/TopBar/TopBar.tsx   |  36 +++++++++++++-----
 .../src/layout/navigation/navigationLogic.ts  |  26 ++++++++-----
 3 files changed, 43 insertions(+), 19 deletions(-)

diff --git a/frontend/__snapshots__/scenes-app-notebooks--recordings-playlist.png b/frontend/__snapshots__/scenes-app-notebooks--recordings-playlist.png
index 73e674b602ceb8d446928c22ad3a63d182f297e8..a2e37322148e6b16aff55bfbc84cf9b9d22f280d 100644
GIT binary patch
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diff --git a/frontend/src/layout/navigation/TopBar/TopBar.tsx b/frontend/src/layout/navigation/TopBar/TopBar.tsx
index 4c51c2453ae40..b81bbed16648e 100644
--- a/frontend/src/layout/navigation/TopBar/TopBar.tsx
+++ b/frontend/src/layout/navigation/TopBar/TopBar.tsx
@@ -22,8 +22,14 @@ import ActivationSidebarToggle from 'lib/components/ActivationSidebar/Activation
 import { NotebookButton } from '~/layout/navigation/TopBar/NotebookButton'
 
 export function TopBar(): JSX.Element {
-    const { isSideBarShown, bareNav, mobileLayout, isCreateOrganizationModalShown, isCreateProjectModalShown } =
-        useValues(navigationLogic)
+    const {
+        isSideBarShown,
+        noSidebar,
+        minimalTopBar,
+        mobileLayout,
+        isCreateOrganizationModalShown,
+        isCreateProjectModalShown,
+    } = useValues(navigationLogic)
     const { toggleSideBarBase, toggleSideBarMobile, hideCreateOrganizationModal, hideCreateProjectModal } =
         useActions(navigationLogic)
     const { isInviteModalShown } = useValues(inviteLogic)
@@ -55,7 +61,7 @@ export function TopBar(): JSX.Element {
             <Announcement />
             <header className="TopBar">
                 <div className="TopBar__segment TopBar__segment--left">
-                    {!bareNav && (
+                    {!noSidebar && (
                         <div
                             className="TopBar__hamburger"
                             onClick={() => (mobileLayout ? toggleSideBarMobile() : toggleSideBarBase())}
@@ -66,15 +72,25 @@ export function TopBar(): JSX.Element {
                     <Link to="/" className="TopBar__logo">
                         <Logo />
                     </Link>
-
-                    <div className="grow">
-                        <UniversalSearchPopover groupType={TaxonomicFilterGroupType.Events} groupTypes={groupTypes} />
-                    </div>
-                    <ActivationSidebarToggle />
+                    {!minimalTopBar && (
+                        <>
+                            <div className="grow">
+                                <UniversalSearchPopover
+                                    groupType={TaxonomicFilterGroupType.Events}
+                                    groupTypes={groupTypes}
+                                />
+                            </div>
+                            <ActivationSidebarToggle />
+                        </>
+                    )}
                 </div>
                 <div className="TopBar__segment TopBar__segment--right">
-                    {hasNotebooks && <NotebookButton />}
-                    <NotificationBell />
+                    {!minimalTopBar && (
+                        <>
+                            {hasNotebooks && <NotebookButton />}
+                            <NotificationBell />
+                        </>
+                    )}
                     <HelpButton />
                     <SitePopover />
                 </div>
diff --git a/frontend/src/layout/navigation/navigationLogic.ts b/frontend/src/layout/navigation/navigationLogic.ts
index 6974ac22d4c7f..6042b54565561 100644
--- a/frontend/src/layout/navigation/navigationLogic.ts
+++ b/frontend/src/layout/navigation/navigationLogic.ts
@@ -8,6 +8,7 @@ import { userLogic } from 'scenes/userLogic'
 import type { navigationLogicType } from './navigationLogicType'
 import { membersLogic } from 'scenes/organization/Settings/membersLogic'
 import { eventUsageLogic } from 'lib/utils/eventUsageLogic'
+import { Scene } from 'scenes/sceneTypes'
 
 export type ProjectNoticeVariant =
     | 'demo_project'
@@ -19,7 +20,7 @@ export type ProjectNoticeVariant =
 export const navigationLogic = kea<navigationLogicType>({
     path: ['layout', 'navigation', 'navigationLogic'],
     connect: {
-        values: [sceneLogic, ['sceneConfig'], membersLogic, ['members', 'membersLoading']],
+        values: [sceneLogic, ['sceneConfig', 'activeScene'], membersLogic, ['members', 'membersLoading']],
         actions: [eventUsageLogic, ['reportProjectNoticeDismissed']],
     },
     actions: {
@@ -117,20 +118,27 @@ export const navigationLogic = kea<navigationLogicType>({
         mobileLayout: (window) => window.innerWidth < 992, // Sync width threshold with Sass variable $lg!
     }),
     selectors: {
-        /** `bareNav` whether the current scene should display a sidebar at all */
-        bareNav: [
+        /** `noSidebar` whether the current scene should display a sidebar at all */
+        noSidebar: [
             (s) => [s.fullscreen, s.sceneConfig],
             (fullscreen, sceneConfig) => fullscreen || sceneConfig?.layout === 'plain',
         ],
+        minimalTopBar: [
+            (s) => [s.activeScene],
+            (activeScene) => {
+                const minimalTopBarScenes = [Scene.Products, Scene.Onboarding]
+                return activeScene && minimalTopBarScenes.includes(activeScene)
+            },
+        ],
         isSideBarShown: [
-            (s) => [s.mobileLayout, s.isSideBarShownBase, s.isSideBarShownMobile, s.bareNav],
-            (mobileLayout, isSideBarShownBase, isSideBarShownMobile, bareNav) =>
-                !bareNav && (mobileLayout ? isSideBarShownMobile : isSideBarShownBase),
+            (s) => [s.mobileLayout, s.isSideBarShownBase, s.isSideBarShownMobile, s.noSidebar],
+            (mobileLayout, isSideBarShownBase, isSideBarShownMobile, noSidebar) =>
+                !noSidebar && (mobileLayout ? isSideBarShownMobile : isSideBarShownBase),
         ],
         isActivationSideBarShown: [
-            (s) => [s.mobileLayout, s.isActivationSideBarShownBase, s.isSideBarShownMobile, s.bareNav],
-            (mobileLayout, isActivationSideBarShownBase, isSideBarShownMobile, bareNav) =>
-                !bareNav &&
+            (s) => [s.mobileLayout, s.isActivationSideBarShownBase, s.isSideBarShownMobile, s.noSidebar],
+            (mobileLayout, isActivationSideBarShownBase, isSideBarShownMobile, noSidebar) =>
+                !noSidebar &&
                 (mobileLayout ? isActivationSideBarShownBase && !isSideBarShownMobile : isActivationSideBarShownBase),
         ],
         systemStatus: [

From aaf76ac72c694c3f28c3b492e4aa6563096d1721 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tom=C3=A1s=20Far=C3=ADas=20Santana?= <tomas@tomasfarias.dev>
Date: Fri, 20 Oct 2023 00:22:56 +0200
Subject: [PATCH 025/133] fix(backfill-batch-exports): Do not run partial
 ranges (#18114)

---
 .../batch_exports/test_backfill_batch_export.py   | 15 +++++++++++++++
 .../temporal/workflows/backfill_batch_export.py   |  4 +++-
 2 files changed, 18 insertions(+), 1 deletion(-)

diff --git a/posthog/temporal/tests/batch_exports/test_backfill_batch_export.py b/posthog/temporal/tests/batch_exports/test_backfill_batch_export.py
index d91eec51651d0..6b4ffbe4de5f9 100644
--- a/posthog/temporal/tests/batch_exports/test_backfill_batch_export.py
+++ b/posthog/temporal/tests/batch_exports/test_backfill_batch_export.py
@@ -128,6 +128,21 @@ async def temporal_worker(temporal_client):
                 )
             ],
         ),
+        (
+            dt.datetime(2023, 1, 1, 10, 0, 0, tzinfo=dt.timezone.utc),
+            dt.datetime(2023, 1, 1, 12, 20, 0, tzinfo=dt.timezone.utc),
+            dt.timedelta(hours=1),
+            [
+                (
+                    dt.datetime(2023, 1, 1, 10, 0, 0, tzinfo=dt.timezone.utc),
+                    dt.datetime(2023, 1, 1, 11, 0, 0, tzinfo=dt.timezone.utc),
+                ),
+                (
+                    dt.datetime(2023, 1, 1, 11, 0, 0, tzinfo=dt.timezone.utc),
+                    dt.datetime(2023, 1, 1, 12, 0, 0, tzinfo=dt.timezone.utc),
+                ),
+            ],
+        ),
         (
             dt.datetime(2023, 1, 1, 0, 0, 0, tzinfo=dt.timezone.utc),
             dt.datetime(2023, 1, 2, 0, 0, 0, tzinfo=dt.timezone.utc),
diff --git a/posthog/temporal/workflows/backfill_batch_export.py b/posthog/temporal/workflows/backfill_batch_export.py
index 10cc2d31d42ed..24b00c81876ab 100644
--- a/posthog/temporal/workflows/backfill_batch_export.py
+++ b/posthog/temporal/workflows/backfill_batch_export.py
@@ -244,7 +244,9 @@ def backfill_range(
         current_end = current + step
 
         if current_end > end_at:
-            current_end = end_at
+            # Do not yield a range that is less than step.
+            # Same as built-in range.
+            break
 
         yield current, current_end
 

From ee0fc55439df27f331ae6ac5dfec4d1084ce041e Mon Sep 17 00:00:00 2001
From: Marius Andra <marius.andra@gmail.com>
Date: Fri, 20 Oct 2023 11:04:24 +0200
Subject: [PATCH 026/133] feat(hogql): mixed PoE mode (#18064)

* feat(hogql): mixed poe mode

* schema
---
 frontend/src/queries/schema.json         |  2 +-
 frontend/src/queries/schema.ts           |  2 +-
 frontend/src/scenes/debug/HogQLDebug.tsx |  1 +
 posthog/hogql/database/database.py       | 22 +++++++--
 posthog/hogql/resolver.py                |  8 ++++
 posthog/hogql/test/test_modifiers.py     | 57 ++++++++++++++++++++----
 posthog/hogql/test/test_resolver.py      | 34 +++++++++++++-
 posthog/schema.py                        |  1 +
 8 files changed, 112 insertions(+), 15 deletions(-)

diff --git a/frontend/src/queries/schema.json b/frontend/src/queries/schema.json
index 830ad1c4aa462..ff07a99907292 100644
--- a/frontend/src/queries/schema.json
+++ b/frontend/src/queries/schema.json
@@ -1500,7 +1500,7 @@
                     "type": "string"
                 },
                 "personsOnEventsMode": {
-                    "enum": ["disabled", "v1_enabled", "v2_enabled"],
+                    "enum": ["disabled", "v1_enabled", "v1_mixed", "v2_enabled"],
                     "type": "string"
                 }
             },
diff --git a/frontend/src/queries/schema.ts b/frontend/src/queries/schema.ts
index 34270f870fe99..f4b3a91b7b282 100644
--- a/frontend/src/queries/schema.ts
+++ b/frontend/src/queries/schema.ts
@@ -129,7 +129,7 @@ export interface DataNode extends Node {
 
 /** HogQL Query Options are automatically set per team. However, they can be overriden in the query. */
 export interface HogQLQueryModifiers {
-    personsOnEventsMode?: 'disabled' | 'v1_enabled' | 'v2_enabled'
+    personsOnEventsMode?: 'disabled' | 'v1_enabled' | 'v1_mixed' | 'v2_enabled'
     personsArgMaxVersion?: 'auto' | 'v1' | 'v2'
     inCohortVia?: 'leftjoin' | 'subquery'
 }
diff --git a/frontend/src/scenes/debug/HogQLDebug.tsx b/frontend/src/scenes/debug/HogQLDebug.tsx
index d1d32f98643b1..cf5b662a3f8f1 100644
--- a/frontend/src/scenes/debug/HogQLDebug.tsx
+++ b/frontend/src/scenes/debug/HogQLDebug.tsx
@@ -37,6 +37,7 @@ export function HogQLDebug({ query, setQuery, queryKey }: HogQLDebugProps): JSX.
                             options={[
                                 { value: 'disabled', label: 'Disabled' },
                                 { value: 'v1_enabled', label: 'V1 Enabled' },
+                                { value: 'v1_mixed', label: 'V1 Mixed' },
                                 { value: 'v2_enabled', label: 'V2 Enabled' },
                             ]}
                             onChange={(value) =>
diff --git a/posthog/hogql/database/database.py b/posthog/hogql/database/database.py
index b1771404c3c2b..1e5b8dd2cc390 100644
--- a/posthog/hogql/database/database.py
+++ b/posthog/hogql/database/database.py
@@ -35,8 +35,7 @@
 from posthog.hogql.errors import HogQLException
 from posthog.models.group_type_mapping import GroupTypeMapping
 from posthog.models.team.team import WeekStartDay
-from posthog.schema import HogQLQueryModifiers
-from posthog.utils import PersonOnEventsMode
+from posthog.schema import HogQLQueryModifiers, PersonsOnEventsMode
 
 
 class Database(BaseModel):
@@ -117,7 +116,24 @@ def create_hogql_database(team_id: int, modifiers: Optional[HogQLQueryModifiers]
     team = Team.objects.get(pk=team_id)
     modifiers = create_default_modifiers_for_team(team, modifiers)
     database = Database(timezone=team.timezone, week_start_day=team.week_start_day)
-    if modifiers.personsOnEventsMode != PersonOnEventsMode.DISABLED:
+
+    if modifiers.personsOnEventsMode == PersonsOnEventsMode.disabled:
+        # no change
+        database.events.fields["person"] = FieldTraverser(chain=["pdi", "person"])
+        database.events.fields["person_id"] = FieldTraverser(chain=["pdi", "person_id"])
+
+    elif modifiers.personsOnEventsMode == PersonsOnEventsMode.v1_mixed:
+        # person.id via a join, person.properties on events
+        database.events.fields["person_id"] = FieldTraverser(chain=["pdi", "person_id"])
+        database.events.fields["person"] = FieldTraverser(chain=["poe"])
+        database.events.fields["poe"].fields["id"] = FieldTraverser(chain=["..", "pdi", "person_id"])
+        database.events.fields["poe"].fields["created_at"] = FieldTraverser(chain=["..", "pdi", "person", "created_at"])
+        database.events.fields["poe"].fields["properties"] = StringJSONDatabaseField(name="person_properties")
+
+    elif (
+        modifiers.personsOnEventsMode == PersonsOnEventsMode.v1_enabled
+        or modifiers.personsOnEventsMode == PersonsOnEventsMode.v2_enabled
+    ):
         # TODO: split PoE v1 and v2 once SQL Expression fields are supported #15180
         database.events.fields["person"] = FieldTraverser(chain=["poe"])
         database.events.fields["person_id"] = StringDatabaseField(name="person_id")
diff --git a/posthog/hogql/resolver.py b/posthog/hogql/resolver.py
index 652229a41d010..48ea712bb9e13 100644
--- a/posthog/hogql/resolver.py
+++ b/posthog/hogql/resolver.py
@@ -412,14 +412,22 @@ def visit_field(self, node: ast.Field):
         # Recursively resolve the rest of the chain until we can point to the deepest node.
         loop_type = type
         chain_to_parse = node.chain[1:]
+        previous_types = []
         while True:
             if isinstance(loop_type, FieldTraverserType):
                 chain_to_parse = loop_type.chain + chain_to_parse
                 loop_type = loop_type.table_type
                 continue
+            previous_types.append(loop_type)
             if len(chain_to_parse) == 0:
                 break
             next_chain = chain_to_parse.pop(0)
+            if next_chain == "..":  # only support one level of ".."
+                previous_types.pop()
+                previous_types.pop()
+                loop_type = previous_types[-1]
+                next_chain = chain_to_parse.pop(0)
+
             loop_type = loop_type.get_child(next_chain)
             if loop_type is None:
                 raise ResolverException(f"Cannot resolve type {'.'.join(node.chain)}. Unable to resolve {next_chain}.")
diff --git a/posthog/hogql/test/test_modifiers.py b/posthog/hogql/test/test_modifiers.py
index a4a674a801ff7..b876d7ada529d 100644
--- a/posthog/hogql/test/test_modifiers.py
+++ b/posthog/hogql/test/test_modifiers.py
@@ -1,10 +1,9 @@
 from posthog.hogql.modifiers import create_default_modifiers_for_team
 from posthog.hogql.query import execute_hogql_query
 from posthog.models import Cohort
-from posthog.schema import HogQLQueryModifiers
+from posthog.schema import HogQLQueryModifiers, PersonsOnEventsMode
 from posthog.test.base import BaseTest
 from django.test import override_settings
-from posthog.utils import PersonOnEventsMode
 
 
 class TestModifiers(BaseTest):
@@ -12,31 +11,71 @@ class TestModifiers(BaseTest):
     def test_create_default_modifiers_for_team_init(self):
         assert self.team.person_on_events_mode == "disabled"
         modifiers = create_default_modifiers_for_team(self.team)
-        assert modifiers.personsOnEventsMode == PersonOnEventsMode.DISABLED  # NB! not a None
+        assert modifiers.personsOnEventsMode == PersonsOnEventsMode.disabled  # NB! not a None
         modifiers = create_default_modifiers_for_team(
-            self.team, HogQLQueryModifiers(personsOnEventsMode=PersonOnEventsMode.V1_ENABLED)
+            self.team, HogQLQueryModifiers(personsOnEventsMode=PersonsOnEventsMode.v1_enabled)
         )
-        assert modifiers.personsOnEventsMode == PersonOnEventsMode.V1_ENABLED
+        assert modifiers.personsOnEventsMode == PersonsOnEventsMode.v1_enabled
         modifiers = create_default_modifiers_for_team(
-            self.team, HogQLQueryModifiers(personsOnEventsMode=PersonOnEventsMode.V2_ENABLED)
+            self.team, HogQLQueryModifiers(personsOnEventsMode=PersonsOnEventsMode.v2_enabled)
         )
-        assert modifiers.personsOnEventsMode == PersonOnEventsMode.V2_ENABLED
+        assert modifiers.personsOnEventsMode == PersonsOnEventsMode.v2_enabled
 
     def test_modifiers_persons_on_events_mode_v1_enabled(self):
         query = "SELECT event, person_id FROM events"
 
         # Control
         response = execute_hogql_query(
-            query, team=self.team, modifiers=HogQLQueryModifiers(personsOnEventsMode=PersonOnEventsMode.DISABLED)
+            query, team=self.team, modifiers=HogQLQueryModifiers(personsOnEventsMode=PersonsOnEventsMode.disabled)
         )
         assert " JOIN " in response.clickhouse
 
         # Test
         response = execute_hogql_query(
-            query, team=self.team, modifiers=HogQLQueryModifiers(personsOnEventsMode=PersonOnEventsMode.V1_ENABLED)
+            query, team=self.team, modifiers=HogQLQueryModifiers(personsOnEventsMode=PersonsOnEventsMode.v1_enabled)
         )
         assert " JOIN " not in response.clickhouse
 
+    def test_modifiers_persons_on_events_mode_mapping(self):
+        query = "SELECT event, person.id, person.properties, person.created_at FROM events"
+
+        test_cases = [
+            (
+                PersonsOnEventsMode.disabled,
+                "events.event",
+                "events__pdi__person.id",
+                "events__pdi__person.properties",
+                "toTimeZone(events__pdi__person.created_at, %(hogql_val_0)s)",
+            ),
+            (
+                PersonsOnEventsMode.v1_enabled,
+                "events.event",
+                "events.person_id",
+                "events.person_properties",
+                "toTimeZone(events.person_created_at, %(hogql_val_0)s)",
+            ),
+            (
+                PersonsOnEventsMode.v1_mixed,
+                "events.event",
+                "events__pdi.person_id",
+                "events.person_properties",
+                "toTimeZone(events__pdi__person.created_at, %(hogql_val_0)s)",
+            ),
+            (
+                PersonsOnEventsMode.v2_enabled,
+                "events.event",
+                "events.person_id",
+                "events.person_properties",
+                "toTimeZone(events.person_created_at, %(hogql_val_0)s)",
+            ),
+        ]
+
+        for (mode, *expected) in test_cases:
+            response = execute_hogql_query(
+                query, team=self.team, modifiers=HogQLQueryModifiers(personsOnEventsMode=mode)
+            )
+            assert f"SELECT {', '.join(expected)} FROM" in response.clickhouse, f"PoE mode: {mode}"
+
     def test_modifiers_persons_argmax_version_v2(self):
         query = "SELECT * FROM persons"
 
diff --git a/posthog/hogql/test/test_resolver.py b/posthog/hogql/test/test_resolver.py
index 80e6ad644be0c..7ed33e37291d2 100644
--- a/posthog/hogql/test/test_resolver.py
+++ b/posthog/hogql/test/test_resolver.py
@@ -9,7 +9,13 @@
 from posthog.hogql import ast
 from posthog.hogql.context import HogQLContext
 from posthog.hogql.database.database import create_hogql_database
-from posthog.hogql.database.models import LazyJoin
+from posthog.hogql.database.models import (
+    LazyJoin,
+    FieldTraverser,
+    StringJSONDatabaseField,
+    StringDatabaseField,
+    DateTimeDatabaseField,
+)
 from posthog.hogql.visitor import clone_expr
 from posthog.hogql.parser import parse_select
 from posthog.hogql.printer import print_ast
@@ -1000,3 +1006,29 @@ def test_lambda_parent_scope(self):
         self.assertEqual(lambda_type.parent, node.type)
         self.assertEqual(list(lambda_type.aliases.keys()), ["x"])
         self.assertEqual(list(lambda_type.parent.columns.keys()), ["timestamp"])
+
+    def test_field_traverser_double_dot(self):
+        # Create a condition where we want to ".." out of "events.poe." to get to a higher level prop
+        self.database.events.fields["person"] = FieldTraverser(chain=["poe"])
+        self.database.events.fields["poe"].fields["id"] = FieldTraverser(chain=["..", "pdi", "person_id"])
+        self.database.events.fields["poe"].fields["created_at"] = FieldTraverser(
+            chain=["..", "pdi", "person", "created_at"]
+        )
+        self.database.events.fields["poe"].fields["properties"] = StringJSONDatabaseField(name="person_properties")
+
+        node = self._select("SELECT event, person.id, person.properties, person.created_at FROM events")
+        node = cast(ast.SelectQuery, resolve_types(node, self.context))
+
+        # all columns resolve to a type in the end
+        assert cast(ast.FieldType, node.select[0].type).resolve_database_field() == StringDatabaseField(
+            name="event", array=None, nullable=None
+        )
+        assert cast(ast.FieldType, node.select[1].type).resolve_database_field() == StringDatabaseField(
+            name="person_id", array=None, nullable=None
+        )
+        assert cast(ast.FieldType, node.select[2].type).resolve_database_field() == StringJSONDatabaseField(
+            name="person_properties"
+        )
+        assert cast(ast.FieldType, node.select[3].type).resolve_database_field() == DateTimeDatabaseField(
+            name="created_at", array=None, nullable=None
+        )
diff --git a/posthog/schema.py b/posthog/schema.py
index d50b260adba20..4370ee5a9c7a9 100644
--- a/posthog/schema.py
+++ b/posthog/schema.py
@@ -264,6 +264,7 @@ class PersonsArgMaxVersion(str, Enum):
 class PersonsOnEventsMode(str, Enum):
     disabled = "disabled"
     v1_enabled = "v1_enabled"
+    v1_mixed = "v1_mixed"
     v2_enabled = "v2_enabled"
 
 

From 0103e91df89810179979ab01a4e023dd33234b25 Mon Sep 17 00:00:00 2001
From: Paul D'Ambra <paul@posthog.com>
Date: Fri, 20 Oct 2023 11:17:23 +0200
Subject: [PATCH 027/133] fix: update person recordings default date range
 (#18115)

---
 .../playlist/sessionRecordingsPlaylistLogic.ts                  | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/frontend/src/scenes/session-recordings/playlist/sessionRecordingsPlaylistLogic.ts b/frontend/src/scenes/session-recordings/playlist/sessionRecordingsPlaylistLogic.ts
index 3d22b983497ad..2c588d43ccf0a 100644
--- a/frontend/src/scenes/session-recordings/playlist/sessionRecordingsPlaylistLogic.ts
+++ b/frontend/src/scenes/session-recordings/playlist/sessionRecordingsPlaylistLogic.ts
@@ -72,7 +72,7 @@ export const DEFAULT_RECORDING_FILTERS: RecordingFilters = {
 
 const DEFAULT_PERSON_RECORDING_FILTERS: RecordingFilters = {
     ...DEFAULT_RECORDING_FILTERS,
-    date_from: '-21d',
+    date_from: '-30d',
 }
 
 export const getDefaultFilters = (personUUID?: PersonUUID): RecordingFilters => {

From 930db7fbf9866c0f9894b64213a50a17d1998d53 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tom=C3=A1s=20Far=C3=ADas=20Santana?= <tomas@tomasfarias.dev>
Date: Fri, 20 Oct 2023 11:21:45 +0200
Subject: [PATCH 028/133] chore(batch-exports): Do not retry on RefreshError
 and NotFound (#18107)

---
 posthog/temporal/workflows/bigquery_batch_export.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/posthog/temporal/workflows/bigquery_batch_export.py b/posthog/temporal/workflows/bigquery_batch_export.py
index cef81d98ae073..01a1a622633fb 100644
--- a/posthog/temporal/workflows/bigquery_batch_export.py
+++ b/posthog/temporal/workflows/bigquery_batch_export.py
@@ -261,8 +261,12 @@ async def run(self, inputs: BigQueryBatchExportInputs):
                     maximum_interval=dt.timedelta(seconds=120),
                     maximum_attempts=10,
                     non_retryable_error_types=[
-                        # Raised on missing permissions
+                        # Raised on missing permissions.
                         "Forbidden",
+                        # Invalid token.
+                        "RefreshError",
+                        # Usually means the dataset or project doesn't exist.
+                        "NotFound",
                     ],
                 ),
             )

From 85a0d3dbb20e5f4ad59fbf53b183934d2af46164 Mon Sep 17 00:00:00 2001
From: Michael Matloka <dev@twixes.com>
Date: Fri, 20 Oct 2023 11:44:51 +0200
Subject: [PATCH 029/133] chore(hogql): Use the C++ parser in local dev
 (#18112)

* chore(hogql): Use the C++ parser in local dev

* Update all the parsing functions, not just `parse_select`
---
 posthog/hogql/parser.py | 16 +++++++++++++---
 1 file changed, 13 insertions(+), 3 deletions(-)

diff --git a/posthog/hogql/parser.py b/posthog/hogql/parser.py
index 132755d01026c..cacae5eefec95 100644
--- a/posthog/hogql/parser.py
+++ b/posthog/hogql/parser.py
@@ -2,6 +2,7 @@
 
 from antlr4 import CommonTokenStream, InputStream, ParseTreeVisitor, ParserRuleContext
 from antlr4.error.ErrorListener import ErrorListener
+from django.conf import settings
 
 from posthog.hogql import ast
 from posthog.hogql.base import AST
@@ -38,8 +39,11 @@ def parse_expr(
     start: Optional[int] = 0,
     timings: Optional[HogQLTimings] = None,
     *,
-    backend: Literal["python", "cpp"] = "python",
+    backend: Optional[Literal["python", "cpp"]] = None,
 ) -> ast.Expr:
+    if not backend:
+        # TODO: Switch over to C++ in production once we are confident there are no issues
+        backend = "cpp" if settings.DEBUG else "python"
     if timings is None:
         timings = HogQLTimings()
     with timings.measure(f"parse_expr_{backend}"):
@@ -55,8 +59,11 @@ def parse_order_expr(
     placeholders: Optional[Dict[str, ast.Expr]] = None,
     timings: Optional[HogQLTimings] = None,
     *,
-    backend: Literal["python", "cpp"] = "python",
+    backend: Optional[Literal["python", "cpp"]] = None,
 ) -> ast.Expr:
+    if not backend:
+        # TODO: Switch over to C++ in production once we are confident there are no issues
+        backend = "cpp" if settings.DEBUG else "python"
     if timings is None:
         timings = HogQLTimings()
     with timings.measure(f"parse_order_expr_{backend}"):
@@ -72,8 +79,11 @@ def parse_select(
     placeholders: Optional[Dict[str, ast.Expr]] = None,
     timings: Optional[HogQLTimings] = None,
     *,
-    backend: Literal["python", "cpp"] = "python",
+    backend: Optional[Literal["python", "cpp"]] = None,
 ) -> ast.SelectQuery | ast.SelectUnionQuery:
+    if not backend:
+        # TODO: Switch over to C++ in production once we are confident there are no issues
+        backend = "cpp" if settings.DEBUG else "python"
     if timings is None:
         timings = HogQLTimings()
     with timings.measure(f"parse_select_{backend}"):

From 1ac924c7244913551b062c83431a8959f5da6a68 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Thomas=20Oberm=C3=BCller?= <thomas.obermueller@gmail.com>
Date: Fri, 20 Oct 2023 13:59:16 +0200
Subject: [PATCH 030/133] chore(deps): upgrade storybook to 7.5 (#18113)

---
 package.json   |   34 +-
 pnpm-lock.yaml | 1553 ++++++++++++++++++------------------------------
 2 files changed, 586 insertions(+), 1001 deletions(-)

diff --git a/package.json b/package.json
index 9e1427c744e65..caf1169dd8f27 100644
--- a/package.json
+++ b/package.json
@@ -180,22 +180,22 @@
         "@hot-loader/react-dom": "^16.14.0",
         "@playwright/test": "1.29.2",
         "@sentry/types": "7.22.0",
-        "@storybook/addon-a11y": "^7.3.1",
-        "@storybook/addon-actions": "^7.3.1",
-        "@storybook/addon-essentials": "^7.3.1",
-        "@storybook/addon-links": "^7.3.1",
-        "@storybook/addon-storysource": "^7.3.1",
-        "@storybook/addons": "^7.3.1",
-        "@storybook/api": "^7.3.1",
-        "@storybook/blocks": "^7.3.1",
-        "@storybook/components": "^7.3.1",
-        "@storybook/core-events": "^7.3.1",
+        "@storybook/addon-a11y": "^7.5.1",
+        "@storybook/addon-actions": "^7.5.1",
+        "@storybook/addon-essentials": "^7.5.1",
+        "@storybook/addon-links": "^7.5.1",
+        "@storybook/addon-storysource": "^7.5.1",
+        "@storybook/addons": "^7.5.1",
+        "@storybook/api": "^7.5.1",
+        "@storybook/blocks": "^7.5.1",
+        "@storybook/components": "^7.5.1",
+        "@storybook/core-events": "^7.5.1",
         "@storybook/csf": "^0.1.1",
-        "@storybook/react": "^7.3.1",
-        "@storybook/react-webpack5": "^7.3.1",
+        "@storybook/react": "^7.5.1",
+        "@storybook/react-webpack5": "^7.5.1",
         "@storybook/test-runner": "^0.13.0",
-        "@storybook/theming": "^7.3.1",
-        "@storybook/types": "^7.3.1",
+        "@storybook/theming": "^7.5.1",
+        "@storybook/types": "^7.5.1",
         "@sucrase/jest-plugin": "^3.0.0",
         "@testing-library/dom": ">=7.21.4",
         "@testing-library/jest-dom": "^5.16.2",
@@ -248,7 +248,7 @@
         "eslint-plugin-no-only-tests": "^3.0.0",
         "eslint-plugin-prettier": "^3.1.4",
         "eslint-plugin-react": "^7.32.2",
-        "eslint-plugin-storybook": "^0.6.13",
+        "eslint-plugin-storybook": "^0.6.15",
         "file-loader": "^6.1.0",
         "givens": "^1.3.6",
         "history": "^5.0.1",
@@ -274,8 +274,8 @@
         "process": "^0.11.10",
         "raw-loader": "^4.0.2",
         "sass-loader": "^10.0.1",
-        "storybook": "^7.3.1",
-        "storybook-addon-pseudo-states": "2.1.0",
+        "storybook": "^7.5.1",
+        "storybook-addon-pseudo-states": "2.1.2",
         "style-loader": "^2.0.0",
         "sucrase": "^3.29.0",
         "timekeeper": "^2.2.0",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 06757dfe6200b..10e799ed6cdb0 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -355,53 +355,53 @@ devDependencies:
     specifier: 7.22.0
     version: 7.22.0
   '@storybook/addon-a11y':
-    specifier: ^7.3.1
-    version: 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+    specifier: ^7.5.1
+    version: 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
   '@storybook/addon-actions':
-    specifier: ^7.3.1
-    version: 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+    specifier: ^7.5.1
+    version: 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
   '@storybook/addon-essentials':
-    specifier: ^7.3.1
-    version: 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+    specifier: ^7.5.1
+    version: 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
   '@storybook/addon-links':
-    specifier: ^7.3.1
-    version: 7.3.1(react-dom@16.14.0)(react@16.14.0)
+    specifier: ^7.5.1
+    version: 7.5.1(react-dom@16.14.0)(react@16.14.0)
   '@storybook/addon-storysource':
-    specifier: ^7.3.1
-    version: 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+    specifier: ^7.5.1
+    version: 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
   '@storybook/addons':
-    specifier: ^7.3.1
-    version: 7.3.1(react-dom@16.14.0)(react@16.14.0)
+    specifier: ^7.5.1
+    version: 7.5.1(react-dom@16.14.0)(react@16.14.0)
   '@storybook/api':
-    specifier: ^7.3.1
-    version: 7.3.1(react-dom@16.14.0)(react@16.14.0)
+    specifier: ^7.5.1
+    version: 7.5.1(react-dom@16.14.0)(react@16.14.0)
   '@storybook/blocks':
-    specifier: ^7.3.1
-    version: 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+    specifier: ^7.5.1
+    version: 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
   '@storybook/components':
-    specifier: ^7.3.1
-    version: 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+    specifier: ^7.5.1
+    version: 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
   '@storybook/core-events':
-    specifier: ^7.3.1
-    version: 7.3.1
+    specifier: ^7.5.1
+    version: 7.5.1
   '@storybook/csf':
     specifier: ^0.1.1
     version: 0.1.1
   '@storybook/react':
-    specifier: ^7.3.1
-    version: 7.3.1(react-dom@16.14.0)(react@16.14.0)(typescript@4.9.5)
+    specifier: ^7.5.1
+    version: 7.5.1(react-dom@16.14.0)(react@16.14.0)(typescript@4.9.5)
   '@storybook/react-webpack5':
-    specifier: ^7.3.1
-    version: 7.3.1(@babel/core@7.22.10)(@swc/core@1.3.77)(esbuild@0.14.54)(react-dom@16.14.0)(react@16.14.0)(typescript@4.9.5)(webpack-cli@5.1.4)
+    specifier: ^7.5.1
+    version: 7.5.1(@babel/core@7.22.10)(@swc/core@1.3.93)(esbuild@0.14.54)(react-dom@16.14.0)(react@16.14.0)(typescript@4.9.5)(webpack-cli@5.1.4)
   '@storybook/test-runner':
     specifier: ^0.13.0
     version: 0.13.0(@types/node@18.11.9)(ts-node@10.9.1)
   '@storybook/theming':
-    specifier: ^7.3.1
-    version: 7.3.1(react-dom@16.14.0)(react@16.14.0)
+    specifier: ^7.5.1
+    version: 7.5.1(react-dom@16.14.0)(react@16.14.0)
   '@storybook/types':
-    specifier: ^7.3.1
-    version: 7.3.1
+    specifier: ^7.5.1
+    version: 7.5.1
   '@sucrase/jest-plugin':
     specifier: ^3.0.0
     version: 3.0.0(jest@29.3.1)(sucrase@3.29.0)
@@ -544,8 +544,8 @@ devDependencies:
     specifier: ^7.32.2
     version: 7.32.2(eslint@7.32.0)
   eslint-plugin-storybook:
-    specifier: ^0.6.13
-    version: 0.6.13(eslint@7.32.0)(typescript@4.9.5)
+    specifier: ^0.6.15
+    version: 0.6.15(eslint@7.32.0)(typescript@4.9.5)
   file-loader:
     specifier: ^6.1.0
     version: 6.2.0(webpack@5.88.2)
@@ -622,11 +622,11 @@ devDependencies:
     specifier: ^10.0.1
     version: 10.3.1(sass@1.56.0)(webpack@5.88.2)
   storybook:
-    specifier: ^7.3.1
-    version: 7.3.1
+    specifier: ^7.5.1
+    version: 7.5.1
   storybook-addon-pseudo-states:
-    specifier: 2.1.0
-    version: 2.1.0(@storybook/components@7.3.1)(@storybook/core-events@7.3.1)(@storybook/manager-api@7.5.1)(@storybook/preview-api@7.5.1)(@storybook/theming@7.3.1)(react-dom@16.14.0)(react@16.14.0)
+    specifier: 2.1.2
+    version: 2.1.2(@storybook/components@7.5.1)(@storybook/core-events@7.5.1)(@storybook/manager-api@7.5.1)(@storybook/preview-api@7.5.1)(@storybook/theming@7.5.1)(react-dom@16.14.0)(react@16.14.0)
   style-loader:
     specifier: ^2.0.0
     version: 2.0.0(webpack@5.88.2)
@@ -641,13 +641,13 @@ devDependencies:
     version: 1.2.0
   ts-node:
     specifier: ^10.9.1
-    version: 10.9.1(@swc/core@1.3.77)(@types/node@18.11.9)(typescript@4.9.5)
+    version: 10.9.1(@swc/core@1.3.93)(@types/node@18.11.9)(typescript@4.9.5)
   typescript:
     specifier: ~4.9.5
     version: 4.9.5
   webpack:
     specifier: ^5.88.2
-    version: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+    version: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
   webpack-cli:
     specifier: ^5.1.4
     version: 5.1.4(webpack@5.88.2)
@@ -720,12 +720,6 @@ packages:
       '@babel/highlight': 7.22.10
     dev: true
 
-  /@babel/code-frame@7.18.6:
-    resolution: {integrity: sha512-TDCmlK5eOvH+eH7cdAFlNXeVJqWIQ7gW9tY1GJIpUtFb6CmjVyq2VM3u71bOyR8CRihcCgMUYoDNyLXao3+70Q==}
-    engines: {node: '>=6.9.0'}
-    dependencies:
-      '@babel/highlight': 7.18.6
-
   /@babel/code-frame@7.22.10:
     resolution: {integrity: sha512-/KKIMG4UEL35WmI9OlvMhurwtytjvXoFcGNrOvyG9zIzA8YmPjVtIZUf7b05+TPO7G7/GEmLHDaoCgACHl9hhA==}
     engines: {node: '>=6.9.0'}
@@ -747,10 +741,10 @@ packages:
       '@babel/helper-compilation-targets': 7.22.10
       '@babel/helper-module-transforms': 7.22.9(@babel/core@7.22.10)
       '@babel/helpers': 7.22.10
-      '@babel/parser': 7.22.10
+      '@babel/parser': 7.23.0
       '@babel/template': 7.22.5
       '@babel/traverse': 7.22.10
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
       convert-source-map: 1.9.0
       debug: 4.3.4(supports-color@8.1.1)
       gensync: 1.0.0-beta.2
@@ -763,7 +757,7 @@ packages:
     resolution: {integrity: sha512-79KIf7YiWjjdZ81JnLujDRApWtl7BxTqWD88+FFdQEIOG8LJ0etDOM7CXuIgGJa55sGOwZVwuEsaLEm0PJ5/+A==}
     engines: {node: '>=6.9.0'}
     dependencies:
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
       '@jridgewell/gen-mapping': 0.3.2
       '@jridgewell/trace-mapping': 0.3.17
       jsesc: 2.5.2
@@ -772,13 +766,13 @@ packages:
     resolution: {integrity: sha512-LvBTxu8bQSQkcyKOU+a1btnNFQ1dMAd0R6PyW3arXes06F6QLWLIrd681bxRPIXlrMGR3XYnW9JyML7dP3qgxg==}
     engines: {node: '>=6.9.0'}
     dependencies:
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
 
   /@babel/helper-builder-binary-assignment-operator-visitor@7.22.10:
     resolution: {integrity: sha512-Av0qubwDQxC56DoUReVDeLfMEjYYSN1nZrTUrWkXd7hpU73ymRANkbuDm3yni9npkn+RXy9nNbEJZEzXr7xrfQ==}
     engines: {node: '>=6.9.0'}
     dependencies:
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
     dev: true
 
   /@babel/helper-compilation-targets@7.22.10:
@@ -843,25 +837,25 @@ packages:
     engines: {node: '>=6.9.0'}
     dependencies:
       '@babel/template': 7.22.5
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
 
   /@babel/helper-hoist-variables@7.22.5:
     resolution: {integrity: sha512-wGjk9QZVzvknA6yKIUURb8zY3grXCcOZt+/7Wcy8O2uctxhplmUPkOdlgoNhmdVee2c92JXbf1xpMtVNbfoxRw==}
     engines: {node: '>=6.9.0'}
     dependencies:
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
 
   /@babel/helper-member-expression-to-functions@7.22.5:
     resolution: {integrity: sha512-aBiH1NKMG0H2cGZqspNvsaBe6wNGjbJjuLy29aU+eDZjSbbN53BaxlpB02xm9v34pLTZ1nIQPFYn2qMZoa5BQQ==}
     engines: {node: '>=6.9.0'}
     dependencies:
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
 
   /@babel/helper-module-imports@7.22.5:
     resolution: {integrity: sha512-8Dl6+HD/cKifutF5qGd/8ZJi84QeAKh+CEe1sBzz8UayBBGg1dAIJrdHOcOM5b2MpzWL2yuotJTtGjETq0qjXg==}
     engines: {node: '>=6.9.0'}
     dependencies:
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
 
   /@babel/helper-module-transforms@7.22.9(@babel/core@7.22.10):
     resolution: {integrity: sha512-t+WA2Xn5K+rTeGtC8jCsdAH52bjggG5TKRuRrAGNM/mjIbO4GxvlLMFOEz9wXY5I2XQ60PMFsAG2WIcG82dQMQ==}
@@ -874,18 +868,13 @@ packages:
       '@babel/helper-module-imports': 7.22.5
       '@babel/helper-simple-access': 7.22.5
       '@babel/helper-split-export-declaration': 7.22.6
-      '@babel/helper-validator-identifier': 7.22.5
+      '@babel/helper-validator-identifier': 7.22.20
 
   /@babel/helper-optimise-call-expression@7.22.5:
     resolution: {integrity: sha512-HBwaojN0xFRx4yIvpwGqxiV2tUfl7401jlok564NgB9EHS1y6QT17FmKWm4ztqjeVdXLuC4fSvHc5ePpQjoTbw==}
     engines: {node: '>=6.9.0'}
     dependencies:
-      '@babel/types': 7.22.10
-
-  /@babel/helper-plugin-utils@7.20.2:
-    resolution: {integrity: sha512-8RvlJG2mj4huQ4pZ+rU9lqKi9ZKiRmuvGuM2HlWmkmgOhbs6zEAw6IEiJ5cQqGbDzGZOhwuOQNtZMi/ENLjZoQ==}
-    engines: {node: '>=6.9.0'}
-    dev: true
+      '@babel/types': 7.23.0
 
   /@babel/helper-plugin-utils@7.22.5:
     resolution: {integrity: sha512-uLls06UVKgFG9QD4OeFYLEGteMIAa5kpTPcFL28yuCIIzsf6ZyKZMllKVOCZFhiZ5ptnwX4mtKdWCBE/uT4amg==}
@@ -918,19 +907,19 @@ packages:
     resolution: {integrity: sha512-n0H99E/K+Bika3++WNL17POvo4rKWZ7lZEp1Q+fStVbUi8nxPQEBOlTmCOxW/0JsS56SKKQ+ojAe2pHKJHN35w==}
     engines: {node: '>=6.9.0'}
     dependencies:
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
 
   /@babel/helper-skip-transparent-expression-wrappers@7.22.5:
     resolution: {integrity: sha512-tK14r66JZKiC43p8Ki33yLBVJKlQDFoA8GYN67lWCDCqoL6EMMSuM9b+Iff2jHaM/RRFYl7K+iiru7hbRqNx8Q==}
     engines: {node: '>=6.9.0'}
     dependencies:
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
 
   /@babel/helper-split-export-declaration@7.22.6:
     resolution: {integrity: sha512-AsUnxuLhRYsisFiaJwvp1QF+I3KjD5FOxut14q/GzovUe6orHLesW2C7d754kRm53h5gqrz6sFl6sxc4BVtE/g==}
     engines: {node: '>=6.9.0'}
     dependencies:
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
 
   /@babel/helper-string-parser@7.22.5:
     resolution: {integrity: sha512-mM4COjgZox8U+JcXQwPijIZLElkgEpO5rsERVDJTc2qfCDfERyob6k5WegS14SX18IIjv+XD+GrqNumY5JRCDw==}
@@ -939,11 +928,6 @@ packages:
   /@babel/helper-validator-identifier@7.22.20:
     resolution: {integrity: sha512-Y4OZ+ytlatR8AI+8KZfKuL5urKp7qey08ha31L8b3BwewJAoJamTzyvxPR/5D+KkdJCGPq/+8TukHBlY10FX9A==}
     engines: {node: '>=6.9.0'}
-    dev: true
-
-  /@babel/helper-validator-identifier@7.22.5:
-    resolution: {integrity: sha512-aJXu+6lErq8ltp+JhkJUfk1MTGyuA4v7f3pA+BJ5HLfNC6nAQ0Cpi9uOquUj8Hehg0aUiHzWQbOVJGao6ztBAQ==}
-    engines: {node: '>=6.9.0'}
 
   /@babel/helper-validator-option@7.22.5:
     resolution: {integrity: sha512-R3oB6xlIVKUnxNUxbmgq7pKjxpru24zlimpE8WK47fACIlM0II/Hm1RS8IaOI7NgCr6LNS+jl5l75m20npAziw==}
@@ -955,7 +939,7 @@ packages:
     dependencies:
       '@babel/helper-function-name': 7.22.5
       '@babel/template': 7.22.5
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
     dev: true
 
   /@babel/helpers@7.22.10:
@@ -964,40 +948,24 @@ packages:
     dependencies:
       '@babel/template': 7.22.5
       '@babel/traverse': 7.22.10
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
     transitivePeerDependencies:
       - supports-color
 
-  /@babel/highlight@7.18.6:
-    resolution: {integrity: sha512-u7stbOuYjaPezCuLj29hNW1v64M2Md2qupEKP1fHc7WdOA3DgLh37suiSrZYY7haUB7iBeQZ9P1uiRF359do3g==}
-    engines: {node: '>=6.9.0'}
-    dependencies:
-      '@babel/helper-validator-identifier': 7.22.5
-      chalk: 2.4.2
-      js-tokens: 4.0.0
-
   /@babel/highlight@7.22.10:
     resolution: {integrity: sha512-78aUtVcT7MUscr0K5mIEnkwxPE0MaxkR5RxRwuHaQ+JuU5AmTPhY+do2mdzVTnIJJpyBglql2pehuBIWHug+WQ==}
     engines: {node: '>=6.9.0'}
     dependencies:
-      '@babel/helper-validator-identifier': 7.22.5
+      '@babel/helper-validator-identifier': 7.22.20
       chalk: 2.4.2
       js-tokens: 4.0.0
 
-  /@babel/parser@7.22.10:
-    resolution: {integrity: sha512-lNbdGsQb9ekfsnjFGhEiF4hfFqGgfOP3H3d27re3n+CGhNuTSUEQdfWk556sTLNTloczcdM5TYF2LhzmDQKyvQ==}
-    engines: {node: '>=6.0.0'}
-    hasBin: true
-    dependencies:
-      '@babel/types': 7.22.10
-
   /@babel/parser@7.23.0:
     resolution: {integrity: sha512-vvPKKdMemU85V9WE/l5wZEmImpCtLqbnTvqDS2U1fJ96KrxoW7KrXhNsNCblQlg8Ck4b85yxdTyelsMUgFUXiw==}
     engines: {node: '>=6.0.0'}
     hasBin: true
     dependencies:
       '@babel/types': 7.23.0
-    dev: true
 
   /@babel/plugin-bugfix-safari-id-destructuring-collision-in-function-expression@7.22.5(@babel/core@7.22.10):
     resolution: {integrity: sha512-NP1M5Rf+u2Gw9qfSO4ihjcTGW5zXTi36ITLd4/EoAcEhIZ0yjMqmftDNl3QC19CX7olhrjpyU454g/2W7X0jvQ==}
@@ -1024,6 +992,7 @@ packages:
   /@babel/plugin-proposal-class-properties@7.18.6(@babel/core@7.22.10):
     resolution: {integrity: sha512-cumfXOF0+nzZrrN8Rf0t7M+tF6sZc7vhQwYQck9q1/5w2OExlD+b4v4RpMJFaV1Z7WcDRgO6FqvxqxGlwo+RHQ==}
     engines: {node: '>=6.9.0'}
+    deprecated: This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-class-properties instead.
     peerDependencies:
       '@babel/core': ^7.0.0-0
     dependencies:
@@ -1034,17 +1003,19 @@ packages:
   /@babel/plugin-proposal-nullish-coalescing-operator@7.18.6(@babel/core@7.22.10):
     resolution: {integrity: sha512-wQxQzxYeJqHcfppzBDnm1yAY0jSRkUXR2z8RePZYrKwMKgMlE8+Z6LUno+bd6LvbGh8Gltvy74+9pIYkr+XkKA==}
     engines: {node: '>=6.9.0'}
+    deprecated: This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-nullish-coalescing-operator instead.
     peerDependencies:
       '@babel/core': ^7.0.0-0
     dependencies:
       '@babel/core': 7.22.10
-      '@babel/helper-plugin-utils': 7.20.2
+      '@babel/helper-plugin-utils': 7.22.5
       '@babel/plugin-syntax-nullish-coalescing-operator': 7.8.3(@babel/core@7.22.10)
     dev: true
 
   /@babel/plugin-proposal-optional-chaining@7.21.0(@babel/core@7.22.10):
     resolution: {integrity: sha512-p4zeefM72gpmEe2fkUr/OnOXpWEf8nAgk7ZYVqqfFiyIG7oFfVZcCrU64hWn5xp4tQ9LkV4bTIa5rD0KANpKNA==}
     engines: {node: '>=6.9.0'}
+    deprecated: This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-optional-chaining instead.
     peerDependencies:
       '@babel/core': ^7.0.0-0
     dependencies:
@@ -1066,6 +1037,7 @@ packages:
   /@babel/plugin-proposal-private-property-in-object@7.21.11(@babel/core@7.22.10):
     resolution: {integrity: sha512-0QZ8qP/3RLDVBwBFoWAwCtgcDZJVwA5LUJRZU8x2YFfKNuFq161wK3cuGrALu5yiPu+vzwTAg/sMWVNeWeNyaw==}
     engines: {node: '>=6.9.0'}
+    deprecated: This proposal has been merged to the ECMAScript standard and thus this plugin is no longer maintained. Please use @babel/plugin-transform-private-property-in-object instead.
     peerDependencies:
       '@babel/core': ^7.0.0-0
     dependencies:
@@ -1563,7 +1535,7 @@ packages:
       '@babel/helper-hoist-variables': 7.22.5
       '@babel/helper-module-transforms': 7.22.9(@babel/core@7.22.10)
       '@babel/helper-plugin-utils': 7.22.5
-      '@babel/helper-validator-identifier': 7.22.5
+      '@babel/helper-validator-identifier': 7.22.20
     dev: true
 
   /@babel/plugin-transform-modules-umd@7.22.5(@babel/core@7.22.10):
@@ -1743,7 +1715,7 @@ packages:
       '@babel/helper-module-imports': 7.22.5
       '@babel/helper-plugin-utils': 7.22.5
       '@babel/plugin-syntax-jsx': 7.22.5(@babel/core@7.22.10)
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
     dev: true
 
   /@babel/plugin-transform-react-pure-annotations@7.22.5(@babel/core@7.22.10):
@@ -1982,7 +1954,7 @@ packages:
       '@babel/plugin-transform-unicode-regex': 7.22.5(@babel/core@7.22.10)
       '@babel/plugin-transform-unicode-sets-regex': 7.22.5(@babel/core@7.22.10)
       '@babel/preset-modules': 0.1.6-no-external-plugins(@babel/core@7.22.10)
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
       babel-plugin-polyfill-corejs2: 0.4.5(@babel/core@7.22.10)
       babel-plugin-polyfill-corejs3: 0.8.3(@babel/core@7.22.10)
       babel-plugin-polyfill-regenerator: 0.5.2(@babel/core@7.22.10)
@@ -2011,7 +1983,7 @@ packages:
     dependencies:
       '@babel/core': 7.22.10
       '@babel/helper-plugin-utils': 7.22.5
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
       esutils: 2.0.3
     dev: true
 
@@ -2073,8 +2045,8 @@ packages:
     engines: {node: '>=6.9.0'}
     dependencies:
       '@babel/code-frame': 7.22.10
-      '@babel/parser': 7.22.10
-      '@babel/types': 7.22.10
+      '@babel/parser': 7.23.0
+      '@babel/types': 7.23.0
 
   /@babel/traverse@7.22.10:
     resolution: {integrity: sha512-Q/urqV4pRByiNNpb/f5OSv28ZlGJiFiiTh+GAHktbIrkPhPbl90+uW6SmpoLyZqutrg9AEaEf3Q/ZBRHBXgxig==}
@@ -2086,21 +2058,13 @@ packages:
       '@babel/helper-function-name': 7.22.5
       '@babel/helper-hoist-variables': 7.22.5
       '@babel/helper-split-export-declaration': 7.22.6
-      '@babel/parser': 7.22.10
-      '@babel/types': 7.22.10
+      '@babel/parser': 7.23.0
+      '@babel/types': 7.23.0
       debug: 4.3.4(supports-color@8.1.1)
       globals: 11.12.0
     transitivePeerDependencies:
       - supports-color
 
-  /@babel/types@7.22.10:
-    resolution: {integrity: sha512-obaoigiLrlDZ7TUQln/8m4mSqIW2QFeOrCQc9r+xsaHGNoplVNYlRVpsfE8Vj35GEm2ZH4ZhrNYogs/3fj85kg==}
-    engines: {node: '>=6.9.0'}
-    dependencies:
-      '@babel/helper-string-parser': 7.22.5
-      '@babel/helper-validator-identifier': 7.22.5
-      to-fast-properties: 2.0.0
-
   /@babel/types@7.23.0:
     resolution: {integrity: sha512-0oIyUfKoI3mSqMvsxBdclDwxXKXAUA8v/apZbc+iSyARYou1o8ZGDxbUYyLFoW2arqS2jDGqJuZvv1d/io1axg==}
     engines: {node: '>=6.9.0'}
@@ -2108,7 +2072,6 @@ packages:
       '@babel/helper-string-parser': 7.22.5
       '@babel/helper-validator-identifier': 7.22.20
       to-fast-properties: 2.0.0
-    dev: true
 
   /@base2/pretty-print-object@1.0.1:
     resolution: {integrity: sha512-4iri8i1AqYHJE2DstZYkyEprg6Pq6sKx3xn5FpySk9sNhH7qN2LLlHJCfDTZRILNwQNPD7mATWM0TBui7uC1pA==}
@@ -2132,11 +2095,6 @@ packages:
       '@jridgewell/trace-mapping': 0.3.9
     dev: true
 
-  /@ctrl/tinycolor@3.4.0:
-    resolution: {integrity: sha512-JZButFdZ1+/xAfpguQHoabIXkcqRRKpMrWKBkpEZZyxfY9C1DpADFB8PEqGSTeFr135SaTRfKqGKx5xSCLI7ZQ==}
-    engines: {node: '>=10'}
-    dev: false
-
   /@ctrl/tinycolor@3.4.1:
     resolution: {integrity: sha512-ej5oVy6lykXsvieQtqZxCOaLT+xD4+QNarq78cIYISHmZXshCvROLudpQN3lfL8G0NL7plMSSK+zlyvCaIJ4Iw==}
     engines: {node: '>=10'}
@@ -2180,7 +2138,7 @@ packages:
       bluebird: 3.7.1
       debug: 4.3.4(supports-color@8.1.1)
       lodash: 4.17.21
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     transitivePeerDependencies:
       - supports-color
     dev: true
@@ -2468,16 +2426,6 @@ packages:
     dev: true
     optional: true
 
-  /@eslint-community/eslint-utils@4.2.0(eslint@7.32.0):
-    resolution: {integrity: sha512-gB8T4H4DEfX2IV9zGDJPOBgP1e/DbfCPDTtEqUMckpvzS1OYtva8JdFYBqMwYk7xAQ429WGF/UPqn8uQ//h2vQ==}
-    engines: {node: ^12.22.0 || ^14.17.0 || >=16.0.0}
-    peerDependencies:
-      eslint: ^6.0.0 || ^7.0.0 || >=8.0.0
-    dependencies:
-      eslint: 7.32.0
-      eslint-visitor-keys: 3.3.0
-    dev: true
-
   /@eslint-community/eslint-utils@4.4.0(eslint@7.32.0):
     resolution: {integrity: sha512-1/sA4dwrzBAyeUoQ6oxahHKmrZvsnLCg4RfxW3ZFGGmQkSNQPFNLV9CUEFQP1x9EYXHTo5p6xdhZM1Ne9p/AfA==}
     engines: {node: ^12.22.0 || ^14.17.0 || >=16.0.0}
@@ -2485,7 +2433,7 @@ packages:
       eslint: ^6.0.0 || ^7.0.0 || >=8.0.0
     dependencies:
       eslint: 7.32.0
-      eslint-visitor-keys: 3.3.0
+      eslint-visitor-keys: 3.4.3
     dev: true
 
   /@eslint-community/regexpp@4.6.2:
@@ -2514,28 +2462,16 @@ packages:
     resolution: {integrity: sha512-cEee/Z+I12mZcFJshKcCqC8tuX5hG3s+d+9nZ3LabqKF1vKdF41B92pJVCBggjAGORAeOzyyDDKrZwIkLffeOQ==}
     dev: true
 
-  /@floating-ui/core@1.2.1:
-    resolution: {integrity: sha512-LSqwPZkK3rYfD7GKoIeExXOyYx6Q1O4iqZWwIehDNuv3Dv425FIAE8PRwtAx1imEolFTHgBEcoFHm9MDnYgPCg==}
-    dev: false
-
   /@floating-ui/core@1.4.1:
     resolution: {integrity: sha512-jk3WqquEJRlcyu7997NtR5PibI+y5bi+LS3hPmguVClypenMsCY3CBa3LAQnozRCtCrYWSEtAdiskpamuJRFOQ==}
     dependencies:
       '@floating-ui/utils': 0.1.1
-    dev: true
-
-  /@floating-ui/dom@1.2.1:
-    resolution: {integrity: sha512-Rt45SmRiV8eU+xXSB9t0uMYiQ/ZWGE/jumse2o3i5RGlyvcbqOF4q+1qBnzLE2kZ5JGhq0iMkcGXUKbFe7MpTA==}
-    dependencies:
-      '@floating-ui/core': 1.2.1
-    dev: false
 
   /@floating-ui/dom@1.5.1:
     resolution: {integrity: sha512-KwvVcPSXg6mQygvA1TjbN/gh///36kKtllIF8SUm0qpFj8+rvYrpvlYdL1JoA71SHpDqgSSdGOSoQ0Mp3uY5aw==}
     dependencies:
       '@floating-ui/core': 1.4.1
       '@floating-ui/utils': 0.1.1
-    dev: true
 
   /@floating-ui/react-dom@1.3.0(react-dom@16.14.0)(react@16.14.0):
     resolution: {integrity: sha512-htwHm67Ji5E/pROEAr7f8IKFShuiCKHwUC/UY4vC3I5jiSvGFAYnSYiZO5MlGmads+QqvUkR9ANHEguGrDv72g==}
@@ -2543,7 +2479,7 @@ packages:
       react: '>=16.8.0'
       react-dom: '>=16.8.0'
     dependencies:
-      '@floating-ui/dom': 1.2.1
+      '@floating-ui/dom': 1.5.1
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
     dev: false
@@ -2576,7 +2512,6 @@ packages:
 
   /@floating-ui/utils@0.1.1:
     resolution: {integrity: sha512-m0G6wlnhm/AX0H12IOWtK8gASEMffnX08RtKkCgTdHb9JpHKGloI7icFfLg9ZmQeavcvR0PKmzxClyuFPSjKWw==}
-    dev: true
 
   /@hapi/hoek@9.3.0:
     resolution: {integrity: sha512-/c6rf4UJlmHlC9b5BaNvzAcFv7HZ2QHaV0D4/HNlBdvFnvQq8RI4kYdhyPCl7Xj+oWvTWQ8ujhqS53LIgAe6KQ==}
@@ -2724,14 +2659,14 @@ packages:
       '@jest/test-result': 29.3.1
       '@jest/transform': 29.3.1
       '@jest/types': 29.3.1
-      '@types/node': 18.11.9
+      '@types/node': 18.18.4
       ansi-escapes: 4.3.2
       chalk: 4.1.2
       ci-info: 3.5.0
       exit: 0.1.2
       graceful-fs: 4.2.11
       jest-changed-files: 29.2.0
-      jest-config: 29.3.1(@types/node@18.11.9)(ts-node@10.9.1)
+      jest-config: 29.3.1(@types/node@18.18.4)(ts-node@10.9.1)
       jest-haste-map: 29.3.1
       jest-message-util: 29.3.1
       jest-regex-util: 29.2.0
@@ -2775,7 +2710,7 @@ packages:
     dependencies:
       '@jest/fake-timers': 29.3.1
       '@jest/types': 29.3.1
-      '@types/node': 18.11.9
+      '@types/node': 18.18.4
       jest-mock: 29.3.1
     dev: true
 
@@ -2831,7 +2766,7 @@ packages:
     dependencies:
       '@jest/types': 29.3.1
       '@sinonjs/fake-timers': 9.1.2
-      '@types/node': 18.11.9
+      '@types/node': 18.18.4
       jest-message-util: 29.3.1
       jest-mock: 29.3.1
       jest-util: 29.3.1
@@ -3083,7 +3018,7 @@ packages:
       '@jest/schemas': 29.0.0
       '@types/istanbul-lib-coverage': 2.0.4
       '@types/istanbul-reports': 3.0.1
-      '@types/node': 18.11.9
+      '@types/node': 18.18.4
       '@types/yargs': 17.0.16
       chalk: 4.1.2
     dev: true
@@ -3285,7 +3220,7 @@ packages:
     engines: {node: '>=14'}
     hasBin: true
     dependencies:
-      '@types/node': 18.11.9
+      '@types/node': 18.18.4
       playwright-core: 1.29.2
     dev: true
 
@@ -3325,7 +3260,7 @@ packages:
       react-refresh: 0.11.0
       schema-utils: 3.3.0
       source-map: 0.7.4
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /@popperjs/core@2.11.6:
@@ -4059,8 +3994,8 @@ packages:
       '@sinonjs/commons': 1.8.4
     dev: true
 
-  /@storybook/addon-a11y@7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-rvh1rYaOpBSKXVpWWkeaJEBHkH1yEjbW+mFixeS8HMV0ozwRPM+BdXS91qYV9kwl0+dHqy+K3Fx8XWTaCr6y6A==}
+  /@storybook/addon-a11y@7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-BzmSIhgqR+WSS5gqSOyzFACs20Nv0Wk9b4lpUWw5zEqZkXy1PFAUyRQ65kD9Tdjc1O2KL2Zi1h/gi0O6dWldMg==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
@@ -4070,16 +4005,16 @@ packages:
       react-dom:
         optional: true
     dependencies:
-      '@storybook/addon-highlight': 7.3.1
-      '@storybook/channels': 7.3.1
-      '@storybook/client-logger': 7.3.1
-      '@storybook/components': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/core-events': 7.3.1
+      '@storybook/addon-highlight': 7.5.1
+      '@storybook/channels': 7.5.1
+      '@storybook/client-logger': 7.5.1
+      '@storybook/components': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/core-events': 7.5.1
       '@storybook/global': 5.0.0
-      '@storybook/manager-api': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/preview-api': 7.3.1
-      '@storybook/theming': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/types': 7.3.1
+      '@storybook/manager-api': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/preview-api': 7.5.1
+      '@storybook/theming': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/types': 7.5.1
       axe-core: 4.5.1
       lodash: 4.17.21
       react: 16.14.0
@@ -4090,8 +4025,8 @@ packages:
       - '@types/react-dom'
     dev: true
 
-  /@storybook/addon-actions@7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-wZQLNRgDrhHh/5BtJzjFzEI77B1+0U3M5adn3GrJor9JJIGC6xGYGWIqNjJs8IppT0HoYhoNkB/V89IO/8NVWA==}
+  /@storybook/addon-actions@7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-GieD3ru6EslKvwol1cE4lvszQCLB/AkQdnLofnqy1nnYso+hRxmPAw9/O+pWfpUBFdjXsQ7GX09+wEUpOJzepw==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
@@ -4101,14 +4036,14 @@ packages:
       react-dom:
         optional: true
     dependencies:
-      '@storybook/client-logger': 7.3.1
-      '@storybook/components': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/core-events': 7.3.1
+      '@storybook/client-logger': 7.5.1
+      '@storybook/components': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/core-events': 7.5.1
       '@storybook/global': 5.0.0
-      '@storybook/manager-api': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/preview-api': 7.3.1
-      '@storybook/theming': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/types': 7.3.1
+      '@storybook/manager-api': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/preview-api': 7.5.1
+      '@storybook/theming': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/types': 7.5.1
       dequal: 2.0.3
       lodash: 4.17.21
       polished: 4.2.2
@@ -4116,7 +4051,7 @@ packages:
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
       react-inspector: 6.0.2(react@16.14.0)
-      telejson: 7.1.0
+      telejson: 7.2.0
       ts-dedent: 2.2.0
       uuid: 9.0.0
     transitivePeerDependencies:
@@ -4124,8 +4059,8 @@ packages:
       - '@types/react-dom'
     dev: true
 
-  /@storybook/addon-backgrounds@7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-Br6qfUlynXhuwtuQL78fpPMNZQGsUYwU5BqJpNe3x43N0K3t4qyGz8nXIV+X3adJbGVQGDlXHRVAZAW4GyTLCQ==}
+  /@storybook/addon-backgrounds@7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-XZoyJw/WoUlVvQHPTbSAZjKy2SEUjaSmAWgcRync25vp+q0obthjx6UnZHEUuH8Ud07HA3FYzlFtMicH5y/OIQ==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
@@ -4135,14 +4070,14 @@ packages:
       react-dom:
         optional: true
     dependencies:
-      '@storybook/client-logger': 7.3.1
-      '@storybook/components': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/core-events': 7.3.1
+      '@storybook/client-logger': 7.5.1
+      '@storybook/components': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/core-events': 7.5.1
       '@storybook/global': 5.0.0
-      '@storybook/manager-api': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/preview-api': 7.3.1
-      '@storybook/theming': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/types': 7.3.1
+      '@storybook/manager-api': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/preview-api': 7.5.1
+      '@storybook/theming': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/types': 7.5.1
       memoizerific: 1.11.3
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
@@ -4152,8 +4087,8 @@ packages:
       - '@types/react-dom'
     dev: true
 
-  /@storybook/addon-controls@7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-4izb5spfoXZYFW0hiF9fqagYY8XMQapLDtSPdcdp40mEvb/2XgIfGfdnh63nEEjLMCQcO7PyK5U8EuH64NCKkg==}
+  /@storybook/addon-controls@7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-Xag1e7TZo04LjUenfobkShpKMxTtwa4xM4bXQA8LjaAGZQ7jipbQ4PE73a17K59S2vqq89VAhkuMJWiyaOFqpw==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
@@ -4163,16 +4098,16 @@ packages:
       react-dom:
         optional: true
     dependencies:
-      '@storybook/blocks': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/client-logger': 7.3.1
-      '@storybook/components': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/core-common': 7.3.1
-      '@storybook/core-events': 7.3.1
-      '@storybook/manager-api': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/node-logger': 7.3.1
-      '@storybook/preview-api': 7.3.1
-      '@storybook/theming': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/types': 7.3.1
+      '@storybook/blocks': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/client-logger': 7.5.1
+      '@storybook/components': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/core-common': 7.5.1
+      '@storybook/core-events': 7.5.1
+      '@storybook/manager-api': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/node-logger': 7.5.1
+      '@storybook/preview-api': 7.5.1
+      '@storybook/theming': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/types': 7.5.1
       lodash: 4.17.21
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
@@ -4184,27 +4119,27 @@ packages:
       - supports-color
     dev: true
 
-  /@storybook/addon-docs@7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-GjCE2+L7frDNsC3w7KLM8HZS71K0UL4pX7unaO4OYFZXbJecJFYYsC12dPGz9d34moTXGsPTJ5KXTmYBGFmXBg==}
+  /@storybook/addon-docs@7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-+wE67oWIhGK9+kv2sxoY2KDXm3v62RfEgxiksdhtffTP/joOK3p88S0lO+8g0G4xfNGUnBhPtzGMuUxWwaH2Pw==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
     dependencies:
       '@jest/transform': 29.3.1
       '@mdx-js/react': 2.3.0(react@16.14.0)
-      '@storybook/blocks': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/client-logger': 7.3.1
-      '@storybook/components': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/csf-plugin': 7.3.1
-      '@storybook/csf-tools': 7.3.1
+      '@storybook/blocks': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/client-logger': 7.5.1
+      '@storybook/components': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/csf-plugin': 7.5.1
+      '@storybook/csf-tools': 7.5.1
       '@storybook/global': 5.0.0
       '@storybook/mdx2-csf': 1.1.0
-      '@storybook/node-logger': 7.3.1
-      '@storybook/postinstall': 7.3.1
-      '@storybook/preview-api': 7.3.1
-      '@storybook/react-dom-shim': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/theming': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/types': 7.3.1
+      '@storybook/node-logger': 7.5.1
+      '@storybook/postinstall': 7.5.1
+      '@storybook/preview-api': 7.5.1
+      '@storybook/react-dom-shim': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/theming': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/types': 7.5.1
       fs-extra: 11.1.1
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
@@ -4218,25 +4153,25 @@ packages:
       - supports-color
     dev: true
 
-  /@storybook/addon-essentials@7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-3sVzE1c84MH4Q2i/MpJZuCk1GgLYrL+Ef4lU9j0/XNK6E/Ock/H8WnPTA6lYp9x3IxNfrLVtuNeXSBGHker1JA==}
+  /@storybook/addon-essentials@7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-/jaUZXV+mE/2G5PgEpFKm4lFEHluWn6GFR/pg+hphvHOzBGA3Y75JMgUfJ5CDYHB1dAVSf9JrPOd8Eb1tpESfA==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
     dependencies:
-      '@storybook/addon-actions': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/addon-backgrounds': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/addon-controls': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/addon-docs': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/addon-highlight': 7.3.1
-      '@storybook/addon-measure': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/addon-outline': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/addon-toolbars': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/addon-viewport': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/core-common': 7.3.1
-      '@storybook/manager-api': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/node-logger': 7.3.1
-      '@storybook/preview-api': 7.3.1
+      '@storybook/addon-actions': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/addon-backgrounds': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/addon-controls': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/addon-docs': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/addon-highlight': 7.5.1
+      '@storybook/addon-measure': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/addon-outline': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/addon-toolbars': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/addon-viewport': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/core-common': 7.5.1
+      '@storybook/manager-api': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/node-logger': 7.5.1
+      '@storybook/preview-api': 7.5.1
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
       ts-dedent: 2.2.0
@@ -4247,16 +4182,16 @@ packages:
       - supports-color
     dev: true
 
-  /@storybook/addon-highlight@7.3.1:
-    resolution: {integrity: sha512-RkiD2hH8JR4ISNXIxnyt3zZ4i8gNmbXR7FptmBk4bnYULHa3iWE+NZxmlpDUUO+50iPmjstgVgDId1aNeLhP0w==}
+  /@storybook/addon-highlight@7.5.1:
+    resolution: {integrity: sha512-js9OV17kpjRowuaGAPfI9aOn/zzt8P589ACZE+/eYBO9jT65CADwAUxg//Uq0/he+Ac9495pcK3BcYyDeym7/g==}
     dependencies:
-      '@storybook/core-events': 7.3.1
+      '@storybook/core-events': 7.5.1
       '@storybook/global': 5.0.0
-      '@storybook/preview-api': 7.3.1
+      '@storybook/preview-api': 7.5.1
     dev: true
 
-  /@storybook/addon-links@7.3.1(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-JL3zdC1GWwRU+F4CslHVfjAB0ciSNS6+si/KvXOy2Y9S4uRgYkp2IWnuOFmZGpifgSdQbjGvLnj0fuw/hO+IcA==}
+  /@storybook/addon-links@7.5.1(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-KDiQYAVNXxuVTB3QLFZxHlfT8q4KnlNKY+0OODvgD5o1FqFpIyUiR5mIBL4SZMRj2EtwrR3KmZ2UPccFZdu9vw==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
@@ -4266,22 +4201,22 @@ packages:
       react-dom:
         optional: true
     dependencies:
-      '@storybook/client-logger': 7.3.1
-      '@storybook/core-events': 7.3.1
+      '@storybook/client-logger': 7.5.1
+      '@storybook/core-events': 7.5.1
       '@storybook/csf': 0.1.1
       '@storybook/global': 5.0.0
-      '@storybook/manager-api': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/preview-api': 7.3.1
-      '@storybook/router': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/types': 7.3.1
+      '@storybook/manager-api': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/preview-api': 7.5.1
+      '@storybook/router': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/types': 7.5.1
       prop-types: 15.8.1
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
       ts-dedent: 2.2.0
     dev: true
 
-  /@storybook/addon-measure@7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-YUwV16qVgyLcP1jhOgxMFVzifgqFTcdbaVK9Ln7mEG3zKnappdAhoUOI0mpNdVxwfYis4RXNDruAry/lzsMr9A==}
+  /@storybook/addon-measure@7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-yR6oELJe0UHYxRijd1YMuGaQRlZ3uABjmrXaFCPnd6agahgTwIJLiK4XamtkVur//LaiJMvtmM2XXrkJ1BvNJw==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
@@ -4291,13 +4226,13 @@ packages:
       react-dom:
         optional: true
     dependencies:
-      '@storybook/client-logger': 7.3.1
-      '@storybook/components': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/core-events': 7.3.1
+      '@storybook/client-logger': 7.5.1
+      '@storybook/components': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/core-events': 7.5.1
       '@storybook/global': 5.0.0
-      '@storybook/manager-api': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/preview-api': 7.3.1
-      '@storybook/types': 7.3.1
+      '@storybook/manager-api': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/preview-api': 7.5.1
+      '@storybook/types': 7.5.1
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
       tiny-invariant: 1.3.1
@@ -4306,8 +4241,8 @@ packages:
       - '@types/react-dom'
     dev: true
 
-  /@storybook/addon-outline@7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-vZFNr67Ydyolh9jbhYRmrujCQddnX4UxsrBeIPjOqjwy2kgTXNaIDvIPGdhmXoJLd5IsHCKmmI+J1CdAnkZ7hg==}
+  /@storybook/addon-outline@7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-IMi5Bo34/Q5YUG5uD8ZUTBwlpGrkDIV+PUgkyNIbmn9OgozoCH80Fs7YlGluRFODQISpHwio9qvSFRGdSNT56A==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
@@ -4317,13 +4252,13 @@ packages:
       react-dom:
         optional: true
     dependencies:
-      '@storybook/client-logger': 7.3.1
-      '@storybook/components': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/core-events': 7.3.1
+      '@storybook/client-logger': 7.5.1
+      '@storybook/components': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/core-events': 7.5.1
       '@storybook/global': 5.0.0
-      '@storybook/manager-api': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/preview-api': 7.3.1
-      '@storybook/types': 7.3.1
+      '@storybook/manager-api': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/preview-api': 7.5.1
+      '@storybook/types': 7.5.1
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
       ts-dedent: 2.2.0
@@ -4332,8 +4267,8 @@ packages:
       - '@types/react-dom'
     dev: true
 
-  /@storybook/addon-storysource@7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-qUbcAyYAv5a6sEvXjSm8QCtEjwaXsFj+WG1v/Ah5gH0FN7wqWKuXw21odqfSoBBJ4K87MqiJL8yl4B4XbyFbbQ==}
+  /@storybook/addon-storysource@7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-B+g0n7Ysk1ldeVyey/vfVyGHmcD5p+/49rWMVp39O8xx/nQMYl0UWSHBcqh6AouNx6GVn+J9wmN0LhP2AOFHxA==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
@@ -4343,13 +4278,13 @@ packages:
       react-dom:
         optional: true
     dependencies:
-      '@storybook/client-logger': 7.3.1
-      '@storybook/components': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/manager-api': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/preview-api': 7.3.1
-      '@storybook/router': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/source-loader': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/theming': 7.3.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/client-logger': 7.5.1
+      '@storybook/components': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/manager-api': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/preview-api': 7.5.1
+      '@storybook/router': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/source-loader': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/theming': 7.5.1(react-dom@16.14.0)(react@16.14.0)
       estraverse: 5.3.0
       prop-types: 15.8.1
       react: 16.14.0
@@ -4361,8 +4296,8 @@ packages:
       - '@types/react-dom'
     dev: true
 
-  /@storybook/addon-toolbars@7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-iOgayzcYPaGhIeG0IH5/5iM6+OOebkg7WMnByQ1QsfjIb9aDGWzP0UCOdK50U1Ez157R8Ovnpa+7nVvMEIEvDQ==}
+  /@storybook/addon-toolbars@7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-T88hEEQicV6eCovr5TN2nFgKt7wU0o7pAunP5cU01iiVRj63+oQiVIBB8Xtm4tN+/DsqtyP0BTa6rFwt2ULy8A==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
@@ -4372,11 +4307,11 @@ packages:
       react-dom:
         optional: true
     dependencies:
-      '@storybook/client-logger': 7.3.1
-      '@storybook/components': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/manager-api': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/preview-api': 7.3.1
-      '@storybook/theming': 7.3.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/client-logger': 7.5.1
+      '@storybook/components': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/manager-api': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/preview-api': 7.5.1
+      '@storybook/theming': 7.5.1(react-dom@16.14.0)(react@16.14.0)
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
     transitivePeerDependencies:
@@ -4384,8 +4319,8 @@ packages:
       - '@types/react-dom'
     dev: true
 
-  /@storybook/addon-viewport@7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-/eyGhAJjnSATxcZSm8/D6mF28NoTmWguCQWqCJ5SScfOhru+XpatcF/jVR0qm++9tPIEAokPB+53vcVTv6Ix3g==}
+  /@storybook/addon-viewport@7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-L57lOGB3LfKgAdLinaZojRQ9W9w2RC0iP9bVaXwrRVeJdpNayfuW4Kh1C8dmacZroB4Zp2U/nEjkSmdcp6uUWg==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
@@ -4395,13 +4330,13 @@ packages:
       react-dom:
         optional: true
     dependencies:
-      '@storybook/client-logger': 7.3.1
-      '@storybook/components': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/core-events': 7.3.1
+      '@storybook/client-logger': 7.5.1
+      '@storybook/components': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/core-events': 7.5.1
       '@storybook/global': 5.0.0
-      '@storybook/manager-api': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/preview-api': 7.3.1
-      '@storybook/theming': 7.3.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/manager-api': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/preview-api': 7.5.1
+      '@storybook/theming': 7.5.1(react-dom@16.14.0)(react@16.14.0)
       memoizerific: 1.11.3
       prop-types: 15.8.1
       react: 16.14.0
@@ -4411,21 +4346,21 @@ packages:
       - '@types/react-dom'
     dev: true
 
-  /@storybook/addons@7.3.1(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-NebVJI/E2Lw7XP0deazSpN9B5HUtgVgIo2wbdyzJsOzKYAHO7IY1gkgvRyJ84Xn9iVoszEOPIw/P/t0WUqX6dg==}
+  /@storybook/addons@7.5.1(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-/AdQYqZ1aHHmMrJL68suo1IdyQzRQX7W1sQ3o40juqr/REIpiSZMMSuBcQ6wKXP1NxHMJXEDdb/iSN31Z6DiLg==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
     dependencies:
-      '@storybook/manager-api': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/preview-api': 7.3.1
-      '@storybook/types': 7.3.1
+      '@storybook/manager-api': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/preview-api': 7.5.1
+      '@storybook/types': 7.5.1
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
     dev: true
 
-  /@storybook/api@7.3.1(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-QYXX9NWV+Ud1nWVX3Tfjkmxb1Vi1bRxmSXlfIo3HYqhPm4rOwDlpN6nso21Kz3QyON4Hm9XqgQA5qUIZU19bVg==}
+  /@storybook/api@7.5.1(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-z5HrwXnBdfr8q5CO3E9oL0H+joixyuQ2nod+UPqd5QYE/GzpyWHTzpW6CxSCDX2wL60KEsfc/7T0CE12Gx4XMA==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
@@ -4435,29 +4370,29 @@ packages:
       react-dom:
         optional: true
     dependencies:
-      '@storybook/client-logger': 7.3.1
-      '@storybook/manager-api': 7.3.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/client-logger': 7.5.1
+      '@storybook/manager-api': 7.5.1(react-dom@16.14.0)(react@16.14.0)
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
     dev: true
 
-  /@storybook/blocks@7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-MIMM5+nU/3/RHEmCmSwkHs3Mq6mwJqUpkWUDPx81sQnq9C5r0NHHNmHGTqxF/SPyptPxmWGI88ETpiidVZK6RQ==}
+  /@storybook/blocks@7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-7b69p6kDdgmlejEMM2mW6/Lz4OmU/R3Qr+TpKnPcV5iS7ADxRQEQCTEMoQ5RyLJf0vDRh/7Ljn/RMo8Ux3X7JA==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
     dependencies:
-      '@storybook/channels': 7.3.1
-      '@storybook/client-logger': 7.3.1
-      '@storybook/components': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/core-events': 7.3.1
+      '@storybook/channels': 7.5.1
+      '@storybook/client-logger': 7.5.1
+      '@storybook/components': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/core-events': 7.5.1
       '@storybook/csf': 0.1.1
-      '@storybook/docs-tools': 7.3.1
+      '@storybook/docs-tools': 7.5.1
       '@storybook/global': 5.0.0
-      '@storybook/manager-api': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/preview-api': 7.3.1
-      '@storybook/theming': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/types': 7.3.1
+      '@storybook/manager-api': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/preview-api': 7.5.1
+      '@storybook/theming': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/types': 7.5.1
       '@types/lodash': 4.14.188
       color-convert: 2.0.1
       dequal: 2.0.3
@@ -4468,7 +4403,7 @@ packages:
       react: 16.14.0
       react-colorful: 5.6.1(react-dom@16.14.0)(react@16.14.0)
       react-dom: 16.14.0(react@16.14.0)
-      telejson: 7.1.0
+      telejson: 7.2.0
       tocbot: 4.21.1
       ts-dedent: 2.2.0
       util-deprecate: 1.0.2
@@ -4479,13 +4414,13 @@ packages:
       - supports-color
     dev: true
 
-  /@storybook/builder-manager@7.3.1:
-    resolution: {integrity: sha512-kWM9ZKO1SONUW1OQE1lJafNBWYIsU2ZIQ0oP6KnMsLAauPKMo/uGLVrvmo37MmH9LXdCYTILUMfSQGL2GftgHQ==}
+  /@storybook/builder-manager@7.5.1:
+    resolution: {integrity: sha512-a02kg/DCcYgiTz+7rw4KdvQzif+2lZ+NIFF5U5u8SDoCQuoe3wRT6QBrFYQTxJexA4WfO6cpyRLDJ1rx6NLo8A==}
     dependencies:
       '@fal-works/esbuild-plugin-global-externals': 2.1.2
-      '@storybook/core-common': 7.3.1
-      '@storybook/manager': 7.3.1
-      '@storybook/node-logger': 7.3.1
+      '@storybook/core-common': 7.5.1
+      '@storybook/manager': 7.5.1
+      '@storybook/node-logger': 7.5.1
       '@types/ejs': 3.1.2
       '@types/find-cache-dir': 3.2.1
       '@yarnpkg/esbuild-plugin-pnp': 3.0.0-rc.15(esbuild@0.18.20)
@@ -4503,8 +4438,8 @@ packages:
       - supports-color
     dev: true
 
-  /@storybook/builder-webpack5@7.3.1(esbuild@0.14.54)(typescript@4.9.5)(webpack-cli@5.1.4):
-    resolution: {integrity: sha512-+JHnzrZUpIfwhT114N4DTr6dWH6CQAYiyXAnUjfj8x4gUEFH3jNNxy/pXJmdncYBoHXjquQQoxzcjRF0B0VYWg==}
+  /@storybook/builder-webpack5@7.5.1(esbuild@0.14.54)(typescript@4.9.5)(webpack-cli@5.1.4):
+    resolution: {integrity: sha512-klZ2Q1lESt4o9HhofsD1cEPFd8T9FCWkMCNVYmPoGepmyVwuibLCJ/U6k4noQ8Wow5SEexKSq2gU7ir7cKcXwA==}
     peerDependencies:
       typescript: '*'
     peerDependenciesMeta:
@@ -4512,17 +4447,17 @@ packages:
         optional: true
     dependencies:
       '@babel/core': 7.22.10
-      '@storybook/channels': 7.3.1
-      '@storybook/client-logger': 7.3.1
-      '@storybook/core-common': 7.3.1
-      '@storybook/core-events': 7.3.1
-      '@storybook/core-webpack': 7.3.1
-      '@storybook/node-logger': 7.3.1
-      '@storybook/preview': 7.3.1
-      '@storybook/preview-api': 7.3.1
-      '@swc/core': 1.3.77
-      '@types/node': 16.18.3
-      '@types/semver': 7.3.13
+      '@storybook/channels': 7.5.1
+      '@storybook/client-logger': 7.5.1
+      '@storybook/core-common': 7.5.1
+      '@storybook/core-events': 7.5.1
+      '@storybook/core-webpack': 7.5.1
+      '@storybook/node-logger': 7.5.1
+      '@storybook/preview': 7.5.1
+      '@storybook/preview-api': 7.5.1
+      '@swc/core': 1.3.93
+      '@types/node': 18.18.4
+      '@types/semver': 7.5.0
       babel-loader: 9.1.3(@babel/core@7.22.10)(webpack@5.88.2)
       babel-plugin-named-exports-order: 0.0.2
       browser-assert: 1.2.1
@@ -4537,14 +4472,14 @@ packages:
       process: 0.11.10
       semver: 7.5.4
       style-loader: 3.3.3(webpack@5.88.2)
-      swc-loader: 0.2.3(@swc/core@1.3.77)(webpack@5.88.2)
-      terser-webpack-plugin: 5.3.9(@swc/core@1.3.77)(esbuild@0.14.54)(webpack@5.88.2)
+      swc-loader: 0.2.3(@swc/core@1.3.93)(webpack@5.88.2)
+      terser-webpack-plugin: 5.3.9(@swc/core@1.3.93)(esbuild@0.14.54)(webpack@5.88.2)
       ts-dedent: 2.2.0
       typescript: 4.9.5
       url: 0.11.1
       util: 0.12.5
       util-deprecate: 1.0.2
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
       webpack-dev-middleware: 6.1.1(webpack@5.88.2)
       webpack-hot-middleware: 2.25.4
       webpack-virtual-modules: 0.5.0
@@ -4557,17 +4492,6 @@ packages:
       - webpack-cli
     dev: true
 
-  /@storybook/channels@7.3.1:
-    resolution: {integrity: sha512-DHdUdwfnMOSmtYv55Ixysklo/ZeD3TiTEQvyBaxhnMR3G0j7nb+TxqyfAn4fb7bntOPRNVB1Vz3nZXkkjrPNgw==}
-    dependencies:
-      '@storybook/client-logger': 7.3.1
-      '@storybook/core-events': 7.3.1
-      '@storybook/global': 5.0.0
-      qs: 6.11.0
-      telejson: 7.1.0
-      tiny-invariant: 1.3.1
-    dev: true
-
   /@storybook/channels@7.5.1:
     resolution: {integrity: sha512-7hTGHqvtdFTqRx8LuCznOpqPBYfUeMUt/0IIp7SFuZT585yMPxrYoaK//QmLEWnPb80B8HVTSQi7caUkJb32LA==}
     dependencies:
@@ -4579,22 +4503,23 @@ packages:
       tiny-invariant: 1.3.1
     dev: true
 
-  /@storybook/cli@7.3.1:
-    resolution: {integrity: sha512-m7ET8sVIm9nDI9wKFIhs1gYq+txaUwF/PeDLh+hVHOIbTdQ+lmfzgG9BgNrXgsmfijzRdKcLcAJPhhUa3kyjDA==}
+  /@storybook/cli@7.5.1:
+    resolution: {integrity: sha512-qKIJs8gqXTy0eSEbt0OW5nsJqiV/2+N1eWoiBiIxoZ+8b0ACXIAUcE/N6AsEDUqIq8AMK7lebqjEfIAt2Sp7Mg==}
     hasBin: true
     dependencies:
       '@babel/core': 7.22.10
       '@babel/preset-env': 7.22.10(@babel/core@7.22.10)
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
       '@ndelangen/get-tarball': 3.0.9
-      '@storybook/codemod': 7.3.1
-      '@storybook/core-common': 7.3.1
-      '@storybook/core-server': 7.3.1
-      '@storybook/csf-tools': 7.3.1
-      '@storybook/node-logger': 7.3.1
-      '@storybook/telemetry': 7.3.1
-      '@storybook/types': 7.3.1
-      '@types/semver': 7.3.13
+      '@storybook/codemod': 7.5.1
+      '@storybook/core-common': 7.5.1
+      '@storybook/core-events': 7.5.1
+      '@storybook/core-server': 7.5.1
+      '@storybook/csf-tools': 7.5.1
+      '@storybook/node-logger': 7.5.1
+      '@storybook/telemetry': 7.5.1
+      '@storybook/types': 7.5.1
+      '@types/semver': 7.5.0
       '@yarnpkg/fslib': 2.10.3
       '@yarnpkg/libzip': 2.3.0
       chalk: 4.1.2
@@ -4630,28 +4555,22 @@ packages:
       - utf-8-validate
     dev: true
 
-  /@storybook/client-logger@7.3.1:
-    resolution: {integrity: sha512-VfKi8C5Z1hquaP6xtVn9ngKcnXZjHNV6+RAqLbUJyAoGeO8fFaMblYgbY+tF7Xyf3bZKMLBo4QqtegTh2QjdAA==}
-    dependencies:
-      '@storybook/global': 5.0.0
-    dev: true
-
   /@storybook/client-logger@7.5.1:
     resolution: {integrity: sha512-XxbLvg0aQRoBrzxYLcVYCbjDkGbkU8Rfb74XbV2CLiO2bIbFPmA1l1Nwbp+wkCGA+O6Z1zwzSl6wcKKqZ6XZCg==}
     dependencies:
       '@storybook/global': 5.0.0
     dev: true
 
-  /@storybook/codemod@7.3.1:
-    resolution: {integrity: sha512-KVGc9CqWd0m3Qzh6oN22CGhsISUj60/7zcdi+GkwRD0+odr3zxHrdBGMcNfeUtjwN05cgTjcaTjG3HhSj/mQIg==}
+  /@storybook/codemod@7.5.1:
+    resolution: {integrity: sha512-PqHGOz/CZnRG9pWgshezCacu524CrXOJrCOwMUP9OMpH0Jk/NhBkHaBZrB8wMjn5hekTj0UmRa/EN8wJm9CCUQ==}
     dependencies:
       '@babel/core': 7.22.10
       '@babel/preset-env': 7.22.10(@babel/core@7.22.10)
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
       '@storybook/csf': 0.1.1
-      '@storybook/csf-tools': 7.3.1
-      '@storybook/node-logger': 7.3.1
-      '@storybook/types': 7.3.1
+      '@storybook/csf-tools': 7.5.1
+      '@storybook/node-logger': 7.5.1
+      '@storybook/types': 7.5.1
       '@types/cross-spawn': 6.0.2
       cross-spawn: 7.0.3
       globby: 11.1.0
@@ -4663,20 +4582,19 @@ packages:
       - supports-color
     dev: true
 
-  /@storybook/components@7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-8dk3WutobHvjxweVzA9Vqrp564vWOTQaV38JSi84ME8wzOdl20Xne9LoeMnqPHXFhnVZdm/Gkosfv4tqkDy4aw==}
+  /@storybook/components@7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-fdzzxGBV/Fj9pYwfYL3RZsVUHeBqlfLMBP/L6mPmjaZSwHFqkaRZZUajZc57lCtI+TOy2gY6WH3cPavEtqtgLw==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
     dependencies:
       '@radix-ui/react-select': 1.2.2(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
       '@radix-ui/react-toolbar': 1.0.4(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/client-logger': 7.3.1
+      '@storybook/client-logger': 7.5.1
       '@storybook/csf': 0.1.1
       '@storybook/global': 5.0.0
-      '@storybook/icons': 1.1.6(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/theming': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/types': 7.3.1
+      '@storybook/theming': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/types': 7.5.1
       memoizerific: 1.11.3
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
@@ -4687,25 +4605,26 @@ packages:
       - '@types/react-dom'
     dev: true
 
-  /@storybook/core-client@7.3.1:
-    resolution: {integrity: sha512-UzZ9H7i9w5K2OEtlen9nJsgCOGl1Yf8cTq5EykXRrJCb+4JRzPwMdd83cDZhZNWKgYpx9js6KmyfWwxts0GvJQ==}
+  /@storybook/core-client@7.5.1:
+    resolution: {integrity: sha512-K651UnNKkW8U078CH5rcUqf0siGcfEhwya2yQN5RBb/H78HSLBLdYgzKqxaKtmz+S8DFyWhrgbXZLdBjavozJg==}
     dependencies:
-      '@storybook/client-logger': 7.3.1
-      '@storybook/preview-api': 7.3.1
+      '@storybook/client-logger': 7.5.1
+      '@storybook/preview-api': 7.5.1
     dev: true
 
-  /@storybook/core-common@7.3.1:
-    resolution: {integrity: sha512-jALwn9T6xjVQ/GBD2UVMi0XAhJDIsSNf3ghxatRQpa5dphG4nZccF6xwnUdsQqDGr8E4lHgDDzIKP/wqQ3fi1Q==}
+  /@storybook/core-common@7.5.1:
+    resolution: {integrity: sha512-/rQ0/xvxFHSGCgIkK74HrgDMnzfYtDYTCoSod/qCTojfs9aciX+JYgvo5ChPnI/LEKWwxRTkrE7pl2u5+C4XGA==}
     dependencies:
-      '@storybook/node-logger': 7.3.1
-      '@storybook/types': 7.3.1
+      '@storybook/core-events': 7.5.1
+      '@storybook/node-logger': 7.5.1
+      '@storybook/types': 7.5.1
       '@types/find-cache-dir': 3.2.1
-      '@types/node': 16.18.3
+      '@types/node': 18.18.4
       '@types/node-fetch': 2.6.4
       '@types/pretty-hrtime': 1.0.1
       chalk: 4.1.2
       esbuild: 0.18.20
-      esbuild-register: 3.4.2(esbuild@0.18.20)
+      esbuild-register: 3.5.0(esbuild@0.18.20)
       file-system-cache: 2.3.0
       find-cache-dir: 3.3.2
       find-up: 5.0.0
@@ -4724,38 +4643,34 @@ packages:
       - supports-color
     dev: true
 
-  /@storybook/core-events@7.3.1:
-    resolution: {integrity: sha512-7Pkgwmj/9B7Z3NNSn2swnviBrg9L1VeYSFw6JJKxtQskt8QoY8LxAsPzVMlHjqRmO6sO7lHo9FgpzIFxdmFaAA==}
-    dev: true
-
   /@storybook/core-events@7.5.1:
     resolution: {integrity: sha512-2eyaUhTfmEEqOEZVoCXVITCBn6N7QuZCG2UNxv0l//ED+7MuMiFhVw7kS7H3WOVk65R7gb8qbKFTNX8HFTgBHg==}
     dependencies:
       ts-dedent: 2.2.0
     dev: true
 
-  /@storybook/core-server@7.3.1:
-    resolution: {integrity: sha512-T/6zQrH+6AW7hin+p9PrQaEQsxbsJWeS/eIStA+/IsyYaJoVDsw//okr7O6VVbrdFWm+gLQ2WAXJh8x8u8AvgA==}
+  /@storybook/core-server@7.5.1:
+    resolution: {integrity: sha512-DD4BXCH91aZJoFuu0cQwG1ZUmE59kG5pazuE3S89zH1GwKS1jWyeAv4EwEfvynT5Ah1ctd8QdCZCSXVzjq0qcw==}
     dependencies:
       '@aw-web-design/x-default-browser': 1.4.126
       '@discoveryjs/json-ext': 0.5.7
-      '@storybook/builder-manager': 7.3.1
-      '@storybook/channels': 7.3.1
-      '@storybook/core-common': 7.3.1
-      '@storybook/core-events': 7.3.1
+      '@storybook/builder-manager': 7.5.1
+      '@storybook/channels': 7.5.1
+      '@storybook/core-common': 7.5.1
+      '@storybook/core-events': 7.5.1
       '@storybook/csf': 0.1.1
-      '@storybook/csf-tools': 7.3.1
+      '@storybook/csf-tools': 7.5.1
       '@storybook/docs-mdx': 0.1.0
       '@storybook/global': 5.0.0
-      '@storybook/manager': 7.3.1
-      '@storybook/node-logger': 7.3.1
-      '@storybook/preview-api': 7.3.1
-      '@storybook/telemetry': 7.3.1
-      '@storybook/types': 7.3.1
+      '@storybook/manager': 7.5.1
+      '@storybook/node-logger': 7.5.1
+      '@storybook/preview-api': 7.5.1
+      '@storybook/telemetry': 7.5.1
+      '@storybook/types': 7.5.1
       '@types/detect-port': 1.3.3
-      '@types/node': 16.18.3
+      '@types/node': 18.18.4
       '@types/pretty-hrtime': 1.0.1
-      '@types/semver': 7.3.13
+      '@types/semver': 7.5.0
       better-opn: 3.0.2
       chalk: 4.1.2
       cli-table3: 0.6.3
@@ -4771,8 +4686,7 @@ packages:
       prompts: 2.4.2
       read-pkg-up: 7.0.1
       semver: 7.5.4
-      serve-favicon: 2.5.0
-      telejson: 7.1.0
+      telejson: 7.2.0
       tiny-invariant: 1.3.1
       ts-dedent: 2.2.0
       util: 0.12.5
@@ -4786,37 +4700,37 @@ packages:
       - utf-8-validate
     dev: true
 
-  /@storybook/core-webpack@7.3.1:
-    resolution: {integrity: sha512-rWyGdxmcj0c1jomYjKZAGPnuKZkGMQbQsOwB0eXTzbEsGcAhBJGkrjTW57XdoqpnqbVdmZvhZrFPS3M8o7KX8g==}
+  /@storybook/core-webpack@7.5.1:
+    resolution: {integrity: sha512-FlXj6GCXG0evCC5s7LNcu1uxRC9fG856HQe4PzEk7jDSQdWQRX8Olpo4IOHB1WObuvYqw6Gf0OD6TB5uhnKXmg==}
     dependencies:
-      '@storybook/core-common': 7.3.1
-      '@storybook/node-logger': 7.3.1
-      '@storybook/types': 7.3.1
-      '@types/node': 16.18.3
+      '@storybook/core-common': 7.5.1
+      '@storybook/node-logger': 7.5.1
+      '@storybook/types': 7.5.1
+      '@types/node': 18.18.4
       ts-dedent: 2.2.0
     transitivePeerDependencies:
       - encoding
       - supports-color
     dev: true
 
-  /@storybook/csf-plugin@7.3.1:
-    resolution: {integrity: sha512-5VAToY3ndAkV+ii3Cnz78OjlOkcE9XFJUsAXtG9jH6Onm3ACH1nwIC6fKZXGXUzLqzcFnT5gJkcVKnatiUQxpA==}
+  /@storybook/csf-plugin@7.5.1:
+    resolution: {integrity: sha512-jhV2aCZhSIXUiQDcHtuCg3dyYMzjYHTwLb4cJtkNw4sXqQoTGydTSWYwWigcHFfKGoyQp82rSgE1hE4YYx6iew==}
     dependencies:
-      '@storybook/csf-tools': 7.3.1
+      '@storybook/csf-tools': 7.5.1
       unplugin: 1.4.0
     transitivePeerDependencies:
       - supports-color
     dev: true
 
-  /@storybook/csf-tools@7.3.1:
-    resolution: {integrity: sha512-8b2VD1RrcAuogoj5mpukX8n4DKF1WjQpWbki6UrZ70btpl0TQclUqAlQw8SQqCQwuljPYaMLrj9x4bpbnBah3Q==}
+  /@storybook/csf-tools@7.5.1:
+    resolution: {integrity: sha512-YChGbT1/odLS4RLb2HtK7ixM7mH5s7G5nOsWGKXalbza4SFKZIU2UzllEUsA+X8YfxMHnCD5TC3xLfK0ByxmzQ==}
     dependencies:
       '@babel/generator': 7.22.10
-      '@babel/parser': 7.22.10
+      '@babel/parser': 7.23.0
       '@babel/traverse': 7.22.10
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
       '@storybook/csf': 0.1.1
-      '@storybook/types': 7.3.1
+      '@storybook/types': 7.5.1
       fs-extra: 11.1.1
       recast: 0.23.4
       ts-dedent: 2.2.0
@@ -4840,12 +4754,12 @@ packages:
     resolution: {integrity: sha512-JDaBR9lwVY4eSH5W8EGHrhODjygPd6QImRbwjAuJNEnY0Vw4ie3bPkeGfnacB3OBW6u/agqPv2aRlR46JcAQLg==}
     dev: true
 
-  /@storybook/docs-tools@7.3.1:
-    resolution: {integrity: sha512-9N8CRarcejQoYhIKxbSrS9WJwdbrnj2I8tRWS91cgC2o4pDykqoXD7hXabVixQREzHOZEwakKAg8LsDLfCZCkw==}
+  /@storybook/docs-tools@7.5.1:
+    resolution: {integrity: sha512-tDtQGeKU5Kc2XoqZ5vpeGQrOkRg2UoDiSRS6cLy+M/sMB03Annq0ZngnJXaMiv0DLi2zpWSgWqPgYA3TJTZHBw==}
     dependencies:
-      '@storybook/core-common': 7.3.1
-      '@storybook/preview-api': 7.3.1
-      '@storybook/types': 7.3.1
+      '@storybook/core-common': 7.5.1
+      '@storybook/preview-api': 7.5.1
+      '@storybook/types': 7.5.1
       '@types/doctrine': 0.0.3
       doctrine: 3.0.0
       lodash: 4.17.21
@@ -4858,42 +4772,6 @@ packages:
     resolution: {integrity: sha512-FcOqPAXACP0I3oJ/ws6/rrPT9WGhu915Cg8D02a9YxLo0DE9zI+a9A5gRGvmQ09fiWPukqI8ZAEoQEdWUKMQdQ==}
     dev: true
 
-  /@storybook/icons@1.1.6(react-dom@16.14.0)(react@16.14.0):
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-    engines: {node: '>=14.0.0'}
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-      react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
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-      react-dom: 16.14.0(react@16.14.0)
-    dev: true
-
-  /@storybook/manager-api@7.3.1(react-dom@16.14.0)(react@16.14.0):
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-      react: ^16.8.0 || ^17.0.0 || ^18.0.0
-      react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
-    dependencies:
-      '@storybook/channels': 7.3.1
-      '@storybook/client-logger': 7.3.1
-      '@storybook/core-events': 7.3.1
-      '@storybook/csf': 0.1.1
-      '@storybook/global': 5.0.0
-      '@storybook/router': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/theming': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/types': 7.3.1
-      dequal: 2.0.3
-      lodash: 4.17.21
-      memoizerific: 1.11.3
-      react: 16.14.0
-      react-dom: 16.14.0(react@16.14.0)
-      semver: 7.5.4
-      store2: 2.14.2
-      telejson: 7.1.0
-      ts-dedent: 2.2.0
-    dev: true
-
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     resolution: {integrity: sha512-ygwJywluhhE1dpA0jC2D/3NFhMXzFCt+iW4m3cOwexYTuiDWF66AbGOFBx9peE7Wk/Z9doKkf9E3v11enwaidA==}
     peerDependencies:
@@ -4919,24 +4797,24 @@ packages:
       ts-dedent: 2.2.0
     dev: true
 
-  /@storybook/manager@7.3.1:
-    resolution: {integrity: sha512-Ip+FxWCO+D30Ay+KiZkzJ+FQECAc0TJ/urbWKcQaeXKiW2SQKbL51jctr+bsY7H9VTlwpWN+LtZsTow5C1ZAxA==}
+  /@storybook/manager@7.5.1:
+    resolution: {integrity: sha512-Jo83sj7KvsZ78vvqjH72ErmQ31Frx6GBLbpeYXZtbAXWl0/LHsxAEVz0Mke+DixzWDyP0/cn+Nw8QUfA+Oz1fg==}
     dev: true
 
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     dev: true
 
-  /@storybook/node-logger@7.3.1:
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+  /@storybook/node-logger@7.5.1:
+    resolution: {integrity: sha512-xRMdL5YPe8C9sgJ1R0QD3YbiLjDGrfQk91+GplRD8N9FVCT5dki55Bv5Kp0FpemLYYg6uxAZL5nHmsZHKDKQoA==}
     dev: true
 
-  /@storybook/postinstall@7.3.1:
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+  /@storybook/postinstall@7.5.1:
+    resolution: {integrity: sha512-+LFUe2nNbmmLPKNt34RXSSC1r40yGGOoP/qlaPFwNOgQN2AZUrfqk6ZYnw6LjmcuHpQInZ4y4WDgbzg6QQL3+w==}
     dev: true
 
-  /@storybook/preset-react-webpack@7.3.1(@babel/core@7.22.10)(@swc/core@1.3.77)(esbuild@0.14.54)(react-dom@16.14.0)(react@16.14.0)(typescript@4.9.5)(webpack-cli@5.1.4):
-    resolution: {integrity: sha512-dm1c9v1rivr8WXTvKVq63mfAYaz7uNDAKX0E6rPX1XQgiSiHxNLBTUiKiUoZqg5lJk4eVdGIhDQS8YCOfhtYug==}
+  /@storybook/preset-react-webpack@7.5.1(@babel/core@7.22.10)(@swc/core@1.3.93)(esbuild@0.14.54)(react-dom@16.14.0)(react@16.14.0)(typescript@4.9.5)(webpack-cli@5.1.4):
+    resolution: {integrity: sha512-Dt6Na7YyxBHUoo2PJ73epLfGA3HlXMoF8MdtysQM5Pv6ZNcC3QmqoOnR0lQDMw0SzAcreRnY68Gu7xi+zTnlEw==}
     engines: {node: '>=16.0.0'}
     peerDependencies:
       '@babel/core': ^7.22.0
@@ -4953,13 +4831,13 @@ packages:
       '@babel/preset-flow': 7.22.5(@babel/core@7.22.10)
       '@babel/preset-react': 7.22.5(@babel/core@7.22.10)
       '@pmmmwh/react-refresh-webpack-plugin': 0.5.11(react-refresh@0.11.0)(webpack@5.88.2)
-      '@storybook/core-webpack': 7.3.1
-      '@storybook/docs-tools': 7.3.1
-      '@storybook/node-logger': 7.3.1
-      '@storybook/react': 7.3.1(react-dom@16.14.0)(react@16.14.0)(typescript@4.9.5)
+      '@storybook/core-webpack': 7.5.1
+      '@storybook/docs-tools': 7.5.1
+      '@storybook/node-logger': 7.5.1
+      '@storybook/react': 7.5.1(react-dom@16.14.0)(react@16.14.0)(typescript@4.9.5)
       '@storybook/react-docgen-typescript-plugin': 1.0.6--canary.9.0c3f3b7.0(typescript@4.9.5)(webpack@5.88.2)
-      '@types/node': 16.18.3
-      '@types/semver': 7.3.13
+      '@types/node': 18.18.4
+      '@types/semver': 7.5.0
       babel-plugin-add-react-displayname: 0.0.5
       babel-plugin-react-docgen: 4.2.1
       fs-extra: 11.1.1
@@ -4968,7 +4846,7 @@ packages:
       react-refresh: 0.11.0
       semver: 7.5.4
       typescript: 4.9.5
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     transitivePeerDependencies:
       - '@swc/core'
       - '@types/webpack'
@@ -4984,25 +4862,6 @@ packages:
       - webpack-plugin-serve
     dev: true
 
-  /@storybook/preview-api@7.3.1:
-    resolution: {integrity: sha512-otFvUJBFxhg11O5XLiyqddTS1ge/tjIs4gA4Uli6M+a6PV+SdNuTE8OjpvvgjsFTFdhyciHKTimKSLAqvopcuw==}
-    dependencies:
-      '@storybook/channels': 7.3.1
-      '@storybook/client-logger': 7.3.1
-      '@storybook/core-events': 7.3.1
-      '@storybook/csf': 0.1.1
-      '@storybook/global': 5.0.0
-      '@storybook/types': 7.3.1
-      '@types/qs': 6.9.7
-      dequal: 2.0.3
-      lodash: 4.17.21
-      memoizerific: 1.11.3
-      qs: 6.11.0
-      synchronous-promise: 2.0.16
-      ts-dedent: 2.2.0
-      util-deprecate: 1.0.2
-    dev: true
-
   /@storybook/preview-api@7.5.1:
     resolution: {integrity: sha512-8xjUbuGmHLmw8tfTUCjXSvMM9r96JaexPFmHdwW6XLe71KKdWp8u96vRDRE5648cd+/of15OjaRtakRKqluA/A==}
     dependencies:
@@ -5022,8 +4881,8 @@ packages:
       util-deprecate: 1.0.2
     dev: true
 
-  /@storybook/preview@7.3.1:
-    resolution: {integrity: sha512-7C5Gzg2cbwPduLNHaSyh5I5U/Ms4I+loPWAnwuXJxrdNLqXyLmCcEZ6ABbqEw6JKFh1FF9dLCqQz3D0nELraLQ==}
+  /@storybook/preview@7.5.1:
+    resolution: {integrity: sha512-nfZC103z9Cy27FrJKUr2IjDuVt8Mvn1Z5gZ0TtJihoK7sfLTv29nd/XU9zzrb/epM3o8UEzc63xZZsMaToDbAw==}
     dev: true
 
   /@storybook/react-docgen-typescript-plugin@1.0.6--canary.9.0c3f3b7.0(typescript@4.9.5)(webpack@5.88.2):
@@ -5040,13 +4899,13 @@ packages:
       react-docgen-typescript: 2.2.2(typescript@4.9.5)
       tslib: 2.4.1
       typescript: 4.9.5
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     transitivePeerDependencies:
       - supports-color
     dev: true
 
-  /@storybook/react-dom-shim@7.3.1(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-cdPCB42QvVatTEeJeXM5dP9CGpt28NGCkShnECRWepP9y2ZJTjMYZuaXSeefsQweyFuqYFO66ghJoFjaNKw+4g==}
+  /@storybook/react-dom-shim@7.5.1(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-bzTIfLm91O9h3rPYJLtRbmsPARerY3z7MoyvadGp8TikvIvf+WyT/vHujw+20SxnqiZVq5Jv65FFlxc46GGB1Q==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
@@ -5055,8 +4914,8 @@ packages:
       react-dom: 16.14.0(react@16.14.0)
     dev: true
 
-  /@storybook/react-webpack5@7.3.1(@babel/core@7.22.10)(@swc/core@1.3.77)(esbuild@0.14.54)(react-dom@16.14.0)(react@16.14.0)(typescript@4.9.5)(webpack-cli@5.1.4):
-    resolution: {integrity: sha512-atu9ENkIYvI/nbVGDv6Ewm9ZOQFG9Kto/htkJZHZYeYXeFcCk7T/aR8M5E7G5LgYfRy32xBahIVMpqn1+QYMbQ==}
+  /@storybook/react-webpack5@7.5.1(@babel/core@7.22.10)(@swc/core@1.3.93)(esbuild@0.14.54)(react-dom@16.14.0)(react@16.14.0)(typescript@4.9.5)(webpack-cli@5.1.4):
+    resolution: {integrity: sha512-iH1y35LjnAmyMA0QhZHiYyGrQYelY0Lds0K+cDZlFDDi7W4YiunULAyakZTje0LctJTLWcR7pWyp3dv2EYHb4g==}
     engines: {node: '>=16.0.0'}
     peerDependencies:
       '@babel/core': ^7.22.0
@@ -5070,10 +4929,10 @@ packages:
         optional: true
     dependencies:
       '@babel/core': 7.22.10
-      '@storybook/builder-webpack5': 7.3.1(esbuild@0.14.54)(typescript@4.9.5)(webpack-cli@5.1.4)
-      '@storybook/preset-react-webpack': 7.3.1(@babel/core@7.22.10)(@swc/core@1.3.77)(esbuild@0.14.54)(react-dom@16.14.0)(react@16.14.0)(typescript@4.9.5)(webpack-cli@5.1.4)
-      '@storybook/react': 7.3.1(react-dom@16.14.0)(react@16.14.0)(typescript@4.9.5)
-      '@types/node': 16.18.3
+      '@storybook/builder-webpack5': 7.5.1(esbuild@0.14.54)(typescript@4.9.5)(webpack-cli@5.1.4)
+      '@storybook/preset-react-webpack': 7.5.1(@babel/core@7.22.10)(@swc/core@1.3.93)(esbuild@0.14.54)(react-dom@16.14.0)(react@16.14.0)(typescript@4.9.5)(webpack-cli@5.1.4)
+      '@storybook/react': 7.5.1(react-dom@16.14.0)(react@16.14.0)(typescript@4.9.5)
+      '@types/node': 18.18.4
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
       typescript: 4.9.5
@@ -5093,8 +4952,8 @@ packages:
       - webpack-plugin-serve
     dev: true
 
-  /@storybook/react@7.3.1(react-dom@16.14.0)(react@16.14.0)(typescript@4.9.5):
-    resolution: {integrity: sha512-EIVxvI3qayJyQW83ExOt98/zveUeHv47AHUyUOanVOlwDpOHAv19VnijQq50Kk+XM1ooxz3rLJsNMlMPPeTiDw==}
+  /@storybook/react@7.5.1(react-dom@16.14.0)(react@16.14.0)(typescript@4.9.5):
+    resolution: {integrity: sha512-IG97c30fFSmPyGpJ1awHC/+9XnCTqleeOQwROXjroMHSm8m/JTWpHMVLyM1x7b6VAnBhNHWJ+oXLZe/hXkXfpA==}
     engines: {node: '>=16.0.0'}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
@@ -5104,20 +4963,20 @@ packages:
       typescript:
         optional: true
     dependencies:
-      '@storybook/client-logger': 7.3.1
-      '@storybook/core-client': 7.3.1
-      '@storybook/docs-tools': 7.3.1
+      '@storybook/client-logger': 7.5.1
+      '@storybook/core-client': 7.5.1
+      '@storybook/docs-tools': 7.5.1
       '@storybook/global': 5.0.0
-      '@storybook/preview-api': 7.3.1
-      '@storybook/react-dom-shim': 7.3.1(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/types': 7.3.1
+      '@storybook/preview-api': 7.5.1
+      '@storybook/react-dom-shim': 7.5.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/types': 7.5.1
       '@types/escodegen': 0.0.6
       '@types/estree': 0.0.51
-      '@types/node': 16.18.3
+      '@types/node': 18.18.4
       acorn: 7.4.1
       acorn-jsx: 5.3.2(acorn@7.4.1)
       acorn-walk: 7.2.0
-      escodegen: 2.0.0
+      escodegen: 2.1.0
       html-tags: 3.2.0
       lodash: 4.17.21
       prop-types: 15.8.1
@@ -5133,19 +4992,6 @@ packages:
       - supports-color
     dev: true
 
-  /@storybook/router@7.3.1(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-KY+Mo0oF2xcRUDCXPJjAB5xy7d8Hi2dh8VqLahGa14ZHwhsZ/RxqE2bypwLXXkRpEiyOpfMbSsG73+1ml3fIUg==}
-    peerDependencies:
-      react: ^16.8.0 || ^17.0.0 || ^18.0.0
-      react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
-    dependencies:
-      '@storybook/client-logger': 7.3.1
-      memoizerific: 1.11.3
-      qs: 6.11.0
-      react: 16.14.0
-      react-dom: 16.14.0(react@16.14.0)
-    dev: true
-
   /@storybook/router@7.5.1(react-dom@16.14.0)(react@16.14.0):
     resolution: {integrity: sha512-BvKo+IxWwo3dfIG1+vLtZLT4qqkNHL5GTIozTyX04uqt9ByYZL6SJEzxEa1Xn6Qq/fbdQwzCanNHbTlwiTMf7Q==}
     peerDependencies:
@@ -5159,14 +5005,14 @@ packages:
       react-dom: 16.14.0(react@16.14.0)
     dev: true
 
-  /@storybook/source-loader@7.3.1(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-ZQb0IKXaw1xGXounmer5qXPu9rm/eykh42G4U1FLitS7BiM9zFAEg8th99oeR0myEys0AVC2Z4on8simTSe0vg==}
+  /@storybook/source-loader@7.5.1(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-bJLhUxOwnlodZVOkOt/2swW1e0qCvJxrPdPNHj/81jh0kSfJnLWH+QnwOgdIwPG4qW73nlH5BuSUAlGMVPpS8w==}
     peerDependencies:
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
     dependencies:
       '@storybook/csf': 0.1.1
-      '@storybook/types': 7.3.1
+      '@storybook/types': 7.5.1
       estraverse: 5.3.0
       lodash: 4.17.21
       prettier: 2.8.8
@@ -5174,12 +5020,12 @@ packages:
       react-dom: 16.14.0(react@16.14.0)
     dev: true
 
-  /@storybook/telemetry@7.3.1:
-    resolution: {integrity: sha512-yRM1ACOIuacwIy0V0NzEpm83b/qhE9urHIZq9b9Bnnv22865vbJCSt5yfiH+HHn0FColNDgSx6dY35cneFG/Xg==}
+  /@storybook/telemetry@7.5.1:
+    resolution: {integrity: sha512-z9PGouNqvZ2F7vD79qDF4PN7iW3kE3MO7YX0iKTmzgLi4ImKuXIJRF04GRH8r+WYghnbomAyA4o6z9YJMdNuVw==}
     dependencies:
-      '@storybook/client-logger': 7.3.1
-      '@storybook/core-common': 7.3.1
-      '@storybook/csf-tools': 7.3.1
+      '@storybook/client-logger': 7.5.1
+      '@storybook/core-common': 7.5.1
+      '@storybook/csf-tools': 7.5.1
       chalk: 4.1.2
       detect-package-manager: 2.0.1
       fetch-retry: 5.0.6
@@ -5197,13 +5043,13 @@ packages:
       '@babel/core': 7.22.10
       '@babel/generator': 7.22.10
       '@babel/template': 7.22.5
-      '@babel/types': 7.22.10
-      '@storybook/core-common': 7.3.1
+      '@babel/types': 7.23.0
+      '@storybook/core-common': 7.5.1
       '@storybook/csf': 0.1.1
-      '@storybook/csf-tools': 7.3.1
-      '@storybook/preview-api': 7.3.1
-      '@swc/core': 1.3.77
-      '@swc/jest': 0.2.29(@swc/core@1.3.77)
+      '@storybook/csf-tools': 7.5.1
+      '@storybook/preview-api': 7.5.1
+      '@swc/core': 1.3.93
+      '@swc/jest': 0.2.29(@swc/core@1.3.93)
       can-bind-to-host: 1.1.2
       commander: 9.4.1
       expect-playwright: 0.8.0
@@ -5231,20 +5077,6 @@ packages:
       - ts-node
     dev: true
 
-  /@storybook/theming@7.3.1(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-1CF6bT8o8pZcd/ptl1q4CiTGY4oLV19tE8Wnhd/TO934fdMp4fUx1FF4pFL6an98lxVeZT0JQ4uvkuaTvHJFRQ==}
-    peerDependencies:
-      react: ^16.8.0 || ^17.0.0 || ^18.0.0
-      react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
-    dependencies:
-      '@emotion/use-insertion-effect-with-fallbacks': 1.0.1(react@16.14.0)
-      '@storybook/client-logger': 7.3.1
-      '@storybook/global': 5.0.0
-      memoizerific: 1.11.3
-      react: 16.14.0
-      react-dom: 16.14.0(react@16.14.0)
-    dev: true
-
   /@storybook/theming@7.5.1(react-dom@16.14.0)(react@16.14.0):
     resolution: {integrity: sha512-ETLAOn10hI4Mkmjsr0HGcM6HbzaURrrPBYmfXOrdbrzEVN+AHW4FlvP9d8fYyP1gdjPE1F39XvF0jYgt1zXiHQ==}
     peerDependencies:
@@ -5259,15 +5091,6 @@ packages:
       react-dom: 16.14.0(react@16.14.0)
     dev: true
 
-  /@storybook/types@7.3.1:
-    resolution: {integrity: sha512-QR714i/Stus/RYqJ8chTCfWNt3RY6/64xRXxaMLqkx75OIq5+rtsmes9I5iUqM4FuupvE7YdlZ5xKvxLYLYgJQ==}
-    dependencies:
-      '@storybook/channels': 7.3.1
-      '@types/babel__core': 7.1.19
-      '@types/express': 4.17.17
-      file-system-cache: 2.3.0
-    dev: true
-
   /@storybook/types@7.5.1:
     resolution: {integrity: sha512-ZcMSaqFNx1E+G00nRDUi8kKL7gxJVlnCvbKLNj3V85guy4DkIYAZr31yDqze07gDWbjvKoHIp3tKpgE+2i8upQ==}
     dependencies:
@@ -5287,8 +5110,8 @@ packages:
       sucrase: 3.29.0
     dev: true
 
-  /@swc/core-darwin-arm64@1.3.77:
-    resolution: {integrity: sha512-l4KGQAGB4Ih1Al2tWoUBrtVJCF/xZRjH3jCMCRD52KZDRAnRVDq42JKek7+aHjjH8juzTISaqzsI8Ipv6zvKhA==}
+  /@swc/core-darwin-arm64@1.3.93:
+    resolution: {integrity: sha512-gEKgk7FVIgltnIfDO6GntyuQBBlAYg5imHpRgLxB1zSI27ijVVkksc6QwISzFZAhKYaBWIsFSVeL9AYSziAF7A==}
     engines: {node: '>=10'}
     cpu: [arm64]
     os: [darwin]
@@ -5296,8 +5119,8 @@ packages:
     dev: true
     optional: true
 
-  /@swc/core-darwin-x64@1.3.77:
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+  /@swc/core-darwin-x64@1.3.93:
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     engines: {node: '>=10'}
     cpu: [x64]
     os: [darwin]
@@ -5305,8 +5128,8 @@ packages:
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     optional: true
 
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+  /@swc/core-linux-arm-gnueabihf@1.3.93:
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     engines: {node: '>=10'}
     cpu: [arm]
     os: [linux]
@@ -5314,8 +5137,8 @@ packages:
     dev: true
     optional: true
 
-  /@swc/core-linux-arm64-gnu@1.3.77:
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+  /@swc/core-linux-arm64-gnu@1.3.93:
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     engines: {node: '>=10'}
     cpu: [arm64]
     os: [linux]
@@ -5323,8 +5146,8 @@ packages:
     dev: true
     optional: true
 
-  /@swc/core-linux-arm64-musl@1.3.77:
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+  /@swc/core-linux-arm64-musl@1.3.93:
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     engines: {node: '>=10'}
     cpu: [arm64]
     os: [linux]
@@ -5332,8 +5155,8 @@ packages:
     dev: true
     optional: true
 
-  /@swc/core-linux-x64-gnu@1.3.77:
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+  /@swc/core-linux-x64-gnu@1.3.93:
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     engines: {node: '>=10'}
     cpu: [x64]
     os: [linux]
@@ -5341,8 +5164,8 @@ packages:
     dev: true
     optional: true
 
-  /@swc/core-linux-x64-musl@1.3.77:
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+  /@swc/core-linux-x64-musl@1.3.93:
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     engines: {node: '>=10'}
     cpu: [x64]
     os: [linux]
@@ -5350,8 +5173,8 @@ packages:
     dev: true
     optional: true
 
-  /@swc/core-win32-arm64-msvc@1.3.77:
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+  /@swc/core-win32-arm64-msvc@1.3.93:
+    resolution: {integrity: sha512-BHShlxtkven8ZjjvZ5QR6sC5fZCJ9bMujEkiha6W4cBUTY7ce7qGFyHmQd+iPC85d9kD/0cCiX/Xez8u0BhO7w==}
     engines: {node: '>=10'}
     cpu: [arm64]
     os: [win32]
@@ -5359,8 +5182,8 @@ packages:
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     optional: true
 
-  /@swc/core-win32-ia32-msvc@1.3.77:
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+  /@swc/core-win32-ia32-msvc@1.3.93:
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     engines: {node: '>=10'}
     cpu: [ia32]
     os: [win32]
@@ -5368,8 +5191,8 @@ packages:
     dev: true
     optional: true
 
-  /@swc/core-win32-x64-msvc@1.3.77:
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+  /@swc/core-win32-x64-msvc@1.3.93:
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     engines: {node: '>=10'}
     cpu: [x64]
     os: [win32]
@@ -5377,8 +5200,8 @@ packages:
     dev: true
     optional: true
 
-  /@swc/core@1.3.77:
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+  /@swc/core@1.3.93:
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     engines: {node: '>=10'}
     requiresBuild: true
     peerDependencies:
@@ -5386,35 +5209,46 @@ packages:
     peerDependenciesMeta:
       '@swc/helpers':
         optional: true
+    dependencies:
+      '@swc/counter': 0.1.2
+      '@swc/types': 0.1.5
     optionalDependencies:
-      '@swc/core-darwin-arm64': 1.3.77
-      '@swc/core-darwin-x64': 1.3.77
-      '@swc/core-linux-arm-gnueabihf': 1.3.77
-      '@swc/core-linux-arm64-gnu': 1.3.77
-      '@swc/core-linux-arm64-musl': 1.3.77
-      '@swc/core-linux-x64-gnu': 1.3.77
-      '@swc/core-linux-x64-musl': 1.3.77
-      '@swc/core-win32-arm64-msvc': 1.3.77
-      '@swc/core-win32-ia32-msvc': 1.3.77
-      '@swc/core-win32-x64-msvc': 1.3.77
-    dev: true
-
-  /@swc/jest@0.2.29(@swc/core@1.3.77):
+      '@swc/core-darwin-arm64': 1.3.93
+      '@swc/core-darwin-x64': 1.3.93
+      '@swc/core-linux-arm-gnueabihf': 1.3.93
+      '@swc/core-linux-arm64-gnu': 1.3.93
+      '@swc/core-linux-arm64-musl': 1.3.93
+      '@swc/core-linux-x64-gnu': 1.3.93
+      '@swc/core-linux-x64-musl': 1.3.93
+      '@swc/core-win32-arm64-msvc': 1.3.93
+      '@swc/core-win32-ia32-msvc': 1.3.93
+      '@swc/core-win32-x64-msvc': 1.3.93
+    dev: true
+
+  /@swc/counter@0.1.2:
+    resolution: {integrity: sha512-9F4ys4C74eSTEUNndnER3VJ15oru2NumfQxS8geE+f3eB5xvfxpWyqE5XlVnxb/R14uoXi6SLbBwwiDSkv+XEw==}
+    dev: true
+
+  /@swc/jest@0.2.29(@swc/core@1.3.93):
     resolution: {integrity: sha512-8reh5RvHBsSikDC3WGCd5ZTd2BXKkyOdK7QwynrCH58jk2cQFhhHhFBg/jvnWZehUQe/EoOImLENc9/DwbBFow==}
     engines: {npm: '>= 7.0.0'}
     peerDependencies:
       '@swc/core': '*'
     dependencies:
       '@jest/create-cache-key-function': 27.5.1
-      '@swc/core': 1.3.77
+      '@swc/core': 1.3.93
       jsonc-parser: 3.2.0
     dev: true
 
+  /@swc/types@0.1.5:
+    resolution: {integrity: sha512-myfUej5naTBWnqOCc/MdVOLVjXUXtIA+NpDrDBKJtLLg2shUjBu3cZmB/85RyitKc55+lUUyl7oRfLOvkr2hsw==}
+    dev: true
+
   /@testing-library/dom@8.19.0:
     resolution: {integrity: sha512-6YWYPPpxG3e/xOo6HIWwB/58HukkwIVTOaZ0VwdMVjhRUX/01E4FtQbck9GazOOj7MXHc5RBzMrU86iBJHbI+A==}
     engines: {node: '>=12'}
     dependencies:
-      '@babel/code-frame': 7.18.6
+      '@babel/code-frame': 7.22.10
       '@babel/runtime': 7.22.10
       '@types/aria-query': 4.2.2
       aria-query: 5.1.3
@@ -5778,16 +5612,6 @@ packages:
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-  /@types/babel__core@7.1.19:
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-    dependencies:
-      '@babel/parser': 7.22.10
-      '@babel/types': 7.22.10
-      '@types/babel__generator': 7.6.4
-      '@types/babel__template': 7.4.1
-      '@types/babel__traverse': 7.18.2
-    dev: true
-
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     dependencies:
@@ -5798,25 +5622,12 @@ packages:
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     dev: true
 
-  /@types/babel__generator@7.6.4:
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-    dependencies:
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-    dev: true
-
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     dependencies:
       '@babel/types': 7.23.0
     dev: true
 
-  /@types/babel__template@7.4.1:
-    resolution: {integrity: sha512-azBFKemX6kMg5Io+/rdGT0dkGreboUVR0Cdm3fz9QJWpaQGJRQXl7C+6hOTCZcMll7KFyEQpgbYI2lHdsS4U7g==}
-    dependencies:
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-      '@babel/types': 7.22.10
-    dev: true
-
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     dependencies:
@@ -5824,30 +5635,17 @@ packages:
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     dev: true
 
-  /@types/babel__traverse@7.18.2:
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-    dependencies:
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-    dev: true
-
   /@types/babel__traverse@7.20.3:
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     dependencies:
       '@babel/types': 7.23.0
     dev: true
 
-  /@types/body-parser@1.19.2:
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-    dependencies:
-      '@types/connect': 3.4.35
-      '@types/node': 18.18.4
-    dev: true
-
   /@types/body-parser@1.19.4:
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     dependencies:
       '@types/connect': 3.4.37
-      '@types/node': 18.11.9
+      '@types/node': 18.18.4
     dev: true
 
   /@types/chart.js@2.9.37:
@@ -5866,16 +5664,10 @@ packages:
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     dev: true
 
-  /@types/connect@3.4.35:
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-    dependencies:
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-    dev: true
-
   /@types/connect@3.4.37:
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     dependencies:
-      '@types/node': 18.11.9
+      '@types/node': 18.18.4
     dev: true
 
   /@types/cookie@0.4.1:
@@ -6130,7 +5922,7 @@ packages:
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     dependencies:
       '@types/estree': 1.0.1
-      '@types/json-schema': 7.0.11
+      '@types/json-schema': 7.0.12
     dev: true
 
   /@types/estree@0.0.51:
@@ -6138,36 +5930,18 @@ packages:
     dev: true
 
   /@types/estree@1.0.1:
-    resolution: {integrity: sha512-LG4opVs2ANWZ1TJoKc937iMmNstM/d0ae1vNbnBvBhqCSezgVUOzcLCqbI5elV8Vy6WKwKjaqR+zO9VKirBBCA==}
-    dev: true
-
-  /@types/express-serve-static-core@4.17.35:
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-    dependencies:
-      '@types/node': 18.18.4
-      '@types/qs': 6.9.7
-      '@types/range-parser': 1.2.4
-      '@types/send': 0.17.1
+    resolution: {integrity: sha512-LG4opVs2ANWZ1TJoKc937iMmNstM/d0ae1vNbnBvBhqCSezgVUOzcLCqbI5elV8Vy6WKwKjaqR+zO9VKirBBCA==}
     dev: true
 
   /@types/express-serve-static-core@4.17.38:
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     dependencies:
-      '@types/node': 18.11.9
+      '@types/node': 18.18.4
       '@types/qs': 6.9.9
       '@types/range-parser': 1.2.6
       '@types/send': 0.17.3
     dev: true
 
-  /@types/express@4.17.17:
-    resolution: {integrity: sha512-Q4FmmuLGBG58btUnfS1c1r/NQdlp3DMfGDGig8WhfpA2YRUtEkxAjkZb0yvplJGYdF1fsQ81iMDcH24sSCNC/Q==}
-    dependencies:
-      '@types/body-parser': 1.19.2
-      '@types/express-serve-static-core': 4.17.35
-      '@types/qs': 6.9.7
-      '@types/serve-static': 1.15.2
-    dev: true
-
   /@types/express@4.17.20:
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     dependencies:
@@ -6200,10 +5974,6 @@ packages:
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     dev: true
 
-  /@types/http-errors@2.0.1:
-    resolution: {integrity: sha512-/K3ds8TRAfBvi5vfjuz8y6+GiAYBZ0x4tXv1Av6CWBWn0IlADc+ZX9pMq7oU0fNQPnBwIZl3rmeLp6SBApbxSQ==}
-    dev: true
-
   /@types/http-errors@2.0.3:
     resolution: {integrity: sha512-pP0P/9BnCj1OVvQR2lF41EkDG/lWWnDyA203b/4Fmi2eTyORnBtcDoKDwjWQthELrBvWkMOrvSOnZ8OVlW6tXA==}
     dev: true
@@ -6256,15 +6026,11 @@ packages:
   /@types/jsdom@20.0.1:
     resolution: {integrity: sha512-d0r18sZPmMQr1eG35u12FZfhIXNrnsPU/g5wvRKCUf/tOGilKKwYMYGqh33BNR6ba+2gkHw1EUiHoN3mn7E5IQ==}
     dependencies:
-      '@types/node': 18.11.9
+      '@types/node': 18.18.4
       '@types/tough-cookie': 4.0.2
       parse5: 7.1.2
     dev: true
 
-  /@types/json-schema@7.0.11:
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-    dev: true
-
   /@types/json-schema@7.0.12:
     resolution: {integrity: sha512-Hr5Jfhc9eYOQNPYO5WLDq/n4jqijdHNlDXjuAQkkt+mWdQR+XJToOHrsD4cPaMXpn6KO7y2+wM8AZEs8VpBLVA==}
     dev: true
@@ -6295,18 +6061,10 @@ packages:
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     dev: true
 
-  /@types/mime@1.3.2:
-    resolution: {integrity: sha512-YATxVxgRqNH6nHEIsvg6k2Boc1JHI9ZbH5iWFFv/MTkchz3b1ieGDa5T0a9RznNdI0KhVbdbWSN+KWWrQZRxTw==}
-    dev: true
-
   /@types/mime@1.3.4:
     resolution: {integrity: sha512-1Gjee59G25MrQGk8bsNvC6fxNiRgUlGn2wlhGf95a59DrprnnHk80FIMMFG9XHMdrfsuA119ht06QPDXA1Z7tw==}
     dev: true
 
-  /@types/mime@3.0.1:
-    resolution: {integrity: sha512-Y4XFY5VJAuw0FgAqPNd6NNoV44jbq9Bz2L7Rh/J6jLTiHBSBJa9fxqQIvkIld4GsoDOcCbvzOUAbLPsSKKg+uA==}
-    dev: true
-
   /@types/mime@3.0.3:
     resolution: {integrity: sha512-i8MBln35l856k5iOhKk2XJ4SeAWg75mLIpZB4v6imOagKL6twsukBZGDMNhdOVk7yRFTMPpfILocMos59Q1otQ==}
     dev: true
@@ -6322,10 +6080,6 @@ packages:
       form-data: 3.0.1
     dev: true
 
-  /@types/node@16.18.3:
-    resolution: {integrity: sha512-jh6m0QUhIRcZpNv7Z/rpN+ZWXOicUUQbSoWks7Htkbb9IjFQj4kzcX/xFCkjstCj5flMsN8FiSvt+q+Tcs4Llg==}
-    dev: true
-
   /@types/node@18.11.9:
     resolution: {integrity: sha512-CRpX21/kGdzjOpFsZSkcrXMGIBWMGNIHXXBVFSH+ggkftxg+XYP20TESbh+zFvFj3EQOl5byk0HTRn1IL6hbqg==}
     dev: true
@@ -6349,7 +6103,7 @@ packages:
   /@types/papaparse@5.3.8:
     resolution: {integrity: sha512-ArKIEOOWULbhi53wkAiRy1ze4wvrTfhpAj7Yfzva+EkmX2sV8PpFB+xqzJfzXNzK4me95FJH9QZt5NXFVGzOoQ==}
     dependencies:
-      '@types/node': 18.11.9
+      '@types/node': 18.18.4
     dev: true
 
   /@types/parse-json@4.0.0:
@@ -6363,13 +6117,13 @@ packages:
   /@types/pixelmatch@5.2.4:
     resolution: {integrity: sha512-HDaSHIAv9kwpMN7zlmwfTv6gax0PiporJOipcrGsVNF3Ba+kryOZc0Pio5pn6NhisgWr7TaajlPEKTbTAypIBQ==}
     dependencies:
-      '@types/node': 18.11.9
+      '@types/node': 18.18.4
     dev: true
 
   /@types/pngjs@6.0.1:
     resolution: {integrity: sha512-J39njbdW1U/6YyVXvC9+1iflZghP8jgRf2ndYghdJb5xL49LYDB+1EuAxfbuJ2IBbWIL3AjHPQhgaTxT3YaYeg==}
     dependencies:
-      '@types/node': 18.11.9
+      '@types/node': 18.18.4
     dev: true
 
   /@types/prettier@2.7.1:
@@ -6387,10 +6141,6 @@ packages:
     resolution: {integrity: sha512-L28j2FcJfSZOnL1WBjDYp2vUHCeIFlyYI/53EwD/rKUBQ7MtUUfbQWiyKJGpcnv4/WgrhWsFKrcPstcAt/J0tQ==}
     dev: true
 
-  /@types/qs@6.9.7:
-    resolution: {integrity: sha512-FGa1F62FT09qcrueBA6qYTrJPVDzah9a+493+o2PCXsesWHIn27G98TsSMs3WPNbZIEj4+VJf6saSFpvD+3Zsw==}
-    dev: true
-
   /@types/qs@6.9.9:
     resolution: {integrity: sha512-wYLxw35euwqGvTDx6zfY1vokBFnsK0HNrzc6xNHchxfO2hpuRg74GbkEW7e3sSmPvj0TjCDT1VCa6OtHXnubsg==}
     dev: true
@@ -6399,10 +6149,6 @@ packages:
     resolution: {integrity: sha512-cTGo8ZxW0WXFDV7gvL/XCq4213t6S/yWaSGqscnXUTNDWqwnsYKegB/VAzQDwzmACoLzIbGbYXdjJOgfPLu7Ig==}
     dev: true
 
-  /@types/range-parser@1.2.4:
-    resolution: {integrity: sha512-EEhsLsD6UsDM1yFhAvy0Cjr6VwmpMWqFBCb9w07wVugF7w9nfajxLuVmngTIpgS6svCnm6Vaw+MZhoDCKnOfsw==}
-    dev: true
-
   /@types/range-parser@1.2.6:
     resolution: {integrity: sha512-+0autS93xyXizIYiyL02FCY8N+KkKPhILhcUSA276HxzreZ16kl+cmwvV2qAM/PuCCwPXzOXOWhiPcw20uSFcA==}
     dev: true
@@ -6446,7 +6192,7 @@ packages:
   /@types/react-transition-group@4.4.5:
     resolution: {integrity: sha512-juKD/eiSM3/xZYzjuzH6ZwpP+/lejltmiS3QEzV/vmb/Q8+HfDmxu+Baga8UEMGBqV88Nbg4l2hY/K2DkyaLLA==}
     dependencies:
-      '@types/react': 17.0.52
+      '@types/react': 16.14.34
     dev: false
 
   /@types/react-virtualized@9.21.21:
@@ -6474,33 +6220,14 @@ packages:
   /@types/scheduler@0.16.2:
     resolution: {integrity: sha512-hppQEBDmlwhFAXKJX2KnWLYu5yMfi91yazPb2l+lbJiwW+wdo1gNeRA+3RgNSO39WYX2euey41KEwnqesU2Jew==}
 
-  /@types/semver@7.3.13:
-    resolution: {integrity: sha512-21cFJr9z3g5dW8B0CVI9g2O9beqaThGQ6ZFBqHfwhzLDKUxaqTIy3vnfah/UPkfOiF2pLq+tGz+W8RyCskuslw==}
-    dev: true
-
   /@types/semver@7.5.0:
     resolution: {integrity: sha512-G8hZ6XJiHnuhQKR7ZmysCeJWE08o8T0AXtk5darsCaTVsYZhhgUrq53jizaR2FvsoeCwJhlmwTjkXBY5Pn/ZHw==}
     dev: true
 
-  /@types/send@0.17.1:
-    resolution: {integrity: sha512-Cwo8LE/0rnvX7kIIa3QHCkcuF21c05Ayb0ZfxPiv0W8VRiZiNW/WuRupHKpqqGVGf7SUA44QSOUKaEd9lIrd/Q==}
-    dependencies:
-      '@types/mime': 1.3.2
-      '@types/node': 18.18.4
-    dev: true
-
   /@types/send@0.17.3:
     resolution: {integrity: sha512-/7fKxvKUoETxjFUsuFlPB9YndePpxxRAOfGC/yJdc9kTjTeP5kRCTzfnE8kPUKCeyiyIZu0YQ76s50hCedI1ug==}
     dependencies:
       '@types/mime': 1.3.4
-      '@types/node': 18.11.9
-    dev: true
-
-  /@types/serve-static@1.15.2:
-    resolution: {integrity: sha512-J2LqtvFYCzaj8pVYKw8klQXrLLk7TBZmQ4ShlcdkELFKGwGMfevMLneMMRkMgZxotOD9wg497LpC7O8PcvAmfw==}
-    dependencies:
-      '@types/http-errors': 2.0.1
-      '@types/mime': 3.0.1
       '@types/node': 18.18.4
     dev: true
 
@@ -6509,7 +6236,7 @@ packages:
     dependencies:
       '@types/http-errors': 2.0.3
       '@types/mime': 3.0.3
-      '@types/node': 18.11.9
+      '@types/node': 18.18.4
     dev: true
 
   /@types/set-cookie-parser@2.4.2:
@@ -6729,9 +6456,9 @@ packages:
     peerDependencies:
       eslint: ^6.0.0 || ^7.0.0 || ^8.0.0
     dependencies:
-      '@eslint-community/eslint-utils': 4.2.0(eslint@7.32.0)
-      '@types/json-schema': 7.0.11
-      '@types/semver': 7.3.13
+      '@eslint-community/eslint-utils': 4.4.0(eslint@7.32.0)
+      '@types/json-schema': 7.0.12
+      '@types/semver': 7.5.0
       '@typescript-eslint/scope-manager': 5.55.0
       '@typescript-eslint/types': 5.55.0
       '@typescript-eslint/typescript-estree': 5.55.0(typescript@4.9.5)
@@ -6767,7 +6494,7 @@ packages:
     engines: {node: ^12.22.0 || ^14.17.0 || >=16.0.0}
     dependencies:
       '@typescript-eslint/types': 5.55.0
-      eslint-visitor-keys: 3.3.0
+      eslint-visitor-keys: 3.4.3
     dev: true
 
   /@typescript-eslint/visitor-keys@6.4.0:
@@ -6891,7 +6618,7 @@ packages:
       webpack: 5.x.x
       webpack-cli: 5.x.x
     dependencies:
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
       webpack-cli: 5.1.4(webpack@5.88.2)
     dev: true
 
@@ -6902,7 +6629,7 @@ packages:
       webpack: 5.x.x
       webpack-cli: 5.x.x
     dependencies:
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
       webpack-cli: 5.1.4(webpack@5.88.2)
     dev: true
 
@@ -6917,7 +6644,7 @@ packages:
       webpack-dev-server:
         optional: true
     dependencies:
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
       webpack-cli: 5.1.4(webpack@5.88.2)
     dev: true
 
@@ -6992,12 +6719,12 @@ packages:
       acorn-walk: 8.2.0
     dev: true
 
-  /acorn-import-assertions@1.9.0(acorn@8.8.1):
+  /acorn-import-assertions@1.9.0(acorn@8.10.0):
     resolution: {integrity: sha512-cmMwop9x+8KFhxvKrKfPYmN6/pKTYYHBqLa0DfvVZcKMJWNyWLnaqND7dx/qn66R7ewM1UX5XMaDVP5wlVTaVA==}
     peerDependencies:
       acorn: ^8
     dependencies:
-      acorn: 8.8.1
+      acorn: 8.10.0
     dev: true
 
   /acorn-jsx@5.3.2(acorn@7.4.1):
@@ -7030,12 +6757,6 @@ packages:
     hasBin: true
     dev: true
 
-  /acorn@8.8.1:
-    resolution: {integrity: sha512-7zFpHzhnqYKrkYdUjF1HI1bzd0VygEGX8lFk4k5zVMqHEoES+P+7TKI+EvLO9WVMJ8eekdO0aDEK044xTXwPPA==}
-    engines: {node: '>=0.4.0'}
-    hasBin: true
-    dev: true
-
   /address@1.2.2:
     resolution: {integrity: sha512-4B/qKCfeE/ODUaAUpSwfzazo5x29WD4r3vXiWsB7I2mSDAihwEqKO+g8GELZUQSSAo5e1XTYh3ZVfLyxBc12nA==}
     engines: {node: '>= 10.0.0'}
@@ -7191,10 +6912,10 @@ packages:
       '@ant-design/icons': 4.7.0(react-dom@16.14.0)(react@16.14.0)
       '@ant-design/react-slick': 0.28.1(react@16.14.0)
       '@babel/runtime': 7.22.10
-      '@ctrl/tinycolor': 3.4.0
+      '@ctrl/tinycolor': 3.4.1
       array-tree-filter: 2.1.0
-      classnames: 2.3.1
-      copy-to-clipboard: 3.3.1
+      classnames: 2.3.2
+      copy-to-clipboard: 3.3.2
       lodash: 4.17.21
       moment: 2.29.4
       rc-cascader: 2.1.5(react-dom@16.14.0)(react@16.14.0)
@@ -7214,7 +6935,7 @@ packages:
       rc-picker: 2.5.19(react-dom@16.14.0)(react@16.14.0)
       rc-progress: 3.1.3(react-dom@16.14.0)(react@16.14.0)
       rc-rate: 2.9.1(react-dom@16.14.0)(react@16.14.0)
-      rc-resize-observer: 1.0.0(react-dom@16.14.0)(react@16.14.0)
+      rc-resize-observer: 1.2.0(react-dom@16.14.0)(react@16.14.0)
       rc-select: 13.1.1(react-dom@16.14.0)(react@16.14.0)
       rc-slider: 9.7.5(react-dom@16.14.0)(react@16.14.0)
       rc-steps: 4.1.3(react-dom@16.14.0)(react@16.14.0)
@@ -7433,8 +7154,8 @@ packages:
     peerDependencies:
       postcss: ^8.1.0
     dependencies:
-      browserslist: 4.21.4
-      caniuse-lite: 1.0.30001430
+      browserslist: 4.21.10
+      caniuse-lite: 1.0.30001538
       fraction.js: 4.2.0
       normalize-range: 0.1.2
       picocolors: 1.0.0
@@ -7483,7 +7204,7 @@ packages:
     dependencies:
       '@babel/core': 7.22.10
       '@jest/transform': 28.1.3
-      '@types/babel__core': 7.1.19
+      '@types/babel__core': 7.20.3
       babel-plugin-istanbul: 6.1.1
       babel-preset-jest: 28.1.3(@babel/core@7.22.10)
       chalk: 4.1.2
@@ -7501,7 +7222,7 @@ packages:
     dependencies:
       '@babel/core': 7.22.10
       '@jest/transform': 29.3.1
-      '@types/babel__core': 7.1.19
+      '@types/babel__core': 7.20.3
       babel-plugin-istanbul: 6.1.1
       babel-preset-jest: 29.2.0(@babel/core@7.22.10)
       chalk: 4.1.2
@@ -7523,7 +7244,7 @@ packages:
       loader-utils: 2.0.4
       make-dir: 3.1.0
       schema-utils: 2.7.1
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /babel-loader@9.1.3(@babel/core@7.22.10)(webpack@5.88.2):
@@ -7536,7 +7257,7 @@ packages:
       '@babel/core': 7.22.10
       find-cache-dir: 4.0.0
       schema-utils: 4.2.0
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /babel-plugin-add-react-displayname@0.0.5:
@@ -7567,9 +7288,9 @@ packages:
     engines: {node: ^12.13.0 || ^14.15.0 || ^16.10.0 || >=17.0.0}
     dependencies:
       '@babel/template': 7.22.5
-      '@babel/types': 7.22.10
-      '@types/babel__core': 7.1.19
-      '@types/babel__traverse': 7.18.2
+      '@babel/types': 7.23.0
+      '@types/babel__core': 7.20.3
+      '@types/babel__traverse': 7.20.3
     dev: true
 
   /babel-plugin-jest-hoist@29.2.0:
@@ -7577,9 +7298,9 @@ packages:
     engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0}
     dependencies:
       '@babel/template': 7.22.5
-      '@babel/types': 7.22.10
-      '@types/babel__core': 7.1.19
-      '@types/babel__traverse': 7.18.2
+      '@babel/types': 7.23.0
+      '@types/babel__core': 7.20.3
+      '@types/babel__traverse': 7.20.3
     dev: true
 
   /babel-plugin-named-exports-order@0.0.2:
@@ -7817,17 +7538,6 @@ packages:
       node-releases: 2.0.13
       update-browserslist-db: 1.0.11(browserslist@4.21.10)
 
-  /browserslist@4.21.4:
-    resolution: {integrity: sha512-CBHJJdDmgjl3daYjN5Cp5kbTf1mUhZoS+beLklHIvkOWscs83YAhLlF3Wsh/lciQYAcbBJgTOD44VtG31ZM4Hw==}
-    engines: {node: ^6 || ^7 || ^8 || ^9 || ^10 || ^11 || ^12 || >=13.7}
-    hasBin: true
-    dependencies:
-      caniuse-lite: 1.0.30001430
-      electron-to-chromium: 1.4.284
-      node-releases: 2.0.6
-      update-browserslist-db: 1.0.10(browserslist@4.21.4)
-    dev: true
-
   /bser@2.1.1:
     resolution: {integrity: sha512-gQxTNE/GAfIIrmHLUE3oJyp5FO6HRBfhjnw4/wMmA63ZGDJnWBmgY/lyQBpnDUkGmAhbSe39tx2d/iTOAfglwQ==}
     dependencies:
@@ -7962,10 +7672,6 @@ packages:
       lodash.uniq: 4.5.0
     dev: true
 
-  /caniuse-lite@1.0.30001430:
-    resolution: {integrity: sha512-IB1BXTZKPDVPM7cnV4iaKaHxckvdr/3xtctB3f7Hmenx3qYBhGtTZ//7EllK66aKXW98Lx0+7Yr0kxBtIt3tzg==}
-    dev: true
-
   /caniuse-lite@1.0.30001538:
     resolution: {integrity: sha512-HWJnhnID+0YMtGlzcp3T9drmBJUVDchPJ08tpUGFLs9CYlwWPH2uLgpHn8fND5pCgXVtnGS3H4QR9XLMHVNkHw==}
 
@@ -8126,10 +7832,6 @@ packages:
     resolution: {integrity: sha512-cOU9usZw8/dXIXKtwa8pM0OTJQuJkxMN6w30csNRUerHfeQ5R6U3kkU/FtJeIf3M202OHfY2U8ccInBG7/xogA==}
     dev: true
 
-  /classnames@2.3.1:
-    resolution: {integrity: sha512-OlQdbZ7gLfGarSqxesMesDa5uz7KFbID8Kpq/SxIoNGDqY8lSYs0D+hhtBXhcdB3rcbXArFr7vlHheLk1voeNA==}
-    dev: false
-
   /classnames@2.3.2:
     resolution: {integrity: sha512-CSbhY4cFEJRe6/GQzIk5qXZ4Jeg5pcsP7b5peFSDpffpe1cqjASH/n9UTjBwOp6XpMSTwQ8Za2K5V02ueA7Tmw==}
     dev: false
@@ -8455,12 +8157,6 @@ packages:
     dependencies:
       is-what: 3.14.1
 
-  /copy-to-clipboard@3.3.1:
-    resolution: {integrity: sha512-i13qo6kIHTTpCm8/Wup+0b1mVWETvu2kIMzKoK8FpkLkFxlt0znUAHcMzox+T8sPlqtZXq3CulEjQHsYiGFJUw==}
-    dependencies:
-      toggle-selection: 1.0.6
-    dev: false
-
   /copy-to-clipboard@3.3.2:
     resolution: {integrity: sha512-Vme1Z6RUDzrb6xAI7EZlVZ5uvOk2F//GaxKUxajDqm9LhOVM1inxNAD2vy+UZDYsd0uyA9s7b3/FVZPSxqrCfg==}
     dependencies:
@@ -8585,8 +8281,8 @@ packages:
       postcss-modules-values: 3.0.0
       postcss-value-parser: 4.2.0
       schema-utils: 2.7.1
-      semver: 6.3.0
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      semver: 6.3.1
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /css-loader@6.8.1(webpack@5.88.2):
@@ -8603,7 +8299,7 @@ packages:
       postcss-modules-values: 4.0.0(postcss@8.4.28)
       postcss-value-parser: 4.2.0
       semver: 7.5.4
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /css-select-base-adapter@0.1.1:
@@ -9522,10 +9218,6 @@ packages:
       jake: 10.8.7
     dev: true
 
-  /electron-to-chromium@1.4.284:
-    resolution: {integrity: sha512-M8WEXFuKXMYMVr45fo8mq0wUrrJHheiKZf6BArTKk9ZBYCKJEOU5H8cdWgDT+qCVZf7Na4lVUaZsA+h6uA9+PA==}
-    dev: true
-
   /electron-to-chromium@1.4.492:
     resolution: {integrity: sha512-36K9b/6skMVwAIEsC7GiQ8I8N3soCALVSHqWHzNDtGemAcI9Xu8hP02cywWM0A794rTHm0b0zHPeLJHtgFVamQ==}
 
@@ -9848,8 +9540,8 @@ packages:
       - supports-color
     dev: false
 
-  /esbuild-register@3.4.2(esbuild@0.18.20):
-    resolution: {integrity: sha512-kG/XyTDyz6+YDuyfB9ZoSIOOmgyFCH+xPRtsCa8W85HLRV5Csp+o3jWVbOSHgSLfyLc5DmP+KFDNwty4mEjC+Q==}
+  /esbuild-register@3.5.0(esbuild@0.18.20):
+    resolution: {integrity: sha512-+4G/XmakeBAsvJuDugJvtyF1x+XJT4FMocynNpxrvEBViirpfUn2PgNpCHedfWhF4WokNsO/OvMKrmJOIJsI5A==}
     peerDependencies:
       esbuild: '>=0.12 <1'
     dependencies:
@@ -9978,15 +9670,14 @@ packages:
     resolution: {integrity: sha512-TtpcNJ3XAzx3Gq8sWRzJaVajRs0uVxA2YAkdb1jm2YkPz4G6egUFAyA3n5vtEIZefPk5Wa4UXbKuS5fKkJWdgA==}
     engines: {node: '>=10'}
 
-  /escodegen@2.0.0:
-    resolution: {integrity: sha512-mmHKys/C8BFUGI+MAWNcSYoORYLMdPzjrknd2Vc+bUsjN5bXcr8EhrNB+UTqfL1y3I9c4fw2ihgtMPQLBRiQxw==}
+  /escodegen@2.1.0:
+    resolution: {integrity: sha512-2NlIDTwUWJN0mRPQOdtQBzbUHvdGY2P1VXSyU83Q3xKxM7WHX2Ql8dKq782Q9TgQUNOLEzEYu9bzLNj1q88I5w==}
     engines: {node: '>=6.0'}
     hasBin: true
     dependencies:
       esprima: 4.0.1
       estraverse: 5.3.0
       esutils: 2.0.3
-      optionator: 0.8.3
     optionalDependencies:
       source-map: 0.6.1
     dev: true
@@ -10033,7 +9724,7 @@ packages:
     dependencies:
       escape-string-regexp: 1.0.5
       eslint: 7.32.0
-      ignore: 5.2.0
+      ignore: 5.2.4
     dev: true
 
   /eslint-plugin-jest@27.2.3(@typescript-eslint/eslint-plugin@6.4.0)(eslint@7.32.0)(jest@29.3.1)(typescript@4.9.5):
@@ -10100,12 +9791,12 @@ packages:
       object.values: 1.1.6
       prop-types: 15.8.1
       resolve: 2.0.0-next.4
-      semver: 6.3.0
+      semver: 6.3.1
       string.prototype.matchall: 4.0.8
     dev: true
 
-  /eslint-plugin-storybook@0.6.13(eslint@7.32.0)(typescript@4.9.5):
-    resolution: {integrity: sha512-smd+CS0WH1jBqUEJ3znGS7DU4ayBE9z6lkQAK2yrSUv1+rq8BT/tiI5C/rKE7rmiqiAfojtNYZRhzo5HrulccQ==}
+  /eslint-plugin-storybook@0.6.15(eslint@7.32.0)(typescript@4.9.5):
+    resolution: {integrity: sha512-lAGqVAJGob47Griu29KXYowI4G7KwMoJDOkEip8ujikuDLxU+oWJ1l0WL6F2oDO4QiyUFXvtDkEkISMOPzo+7w==}
     engines: {node: 12.x || 14.x || >= 16}
     peerDependencies:
       eslint: '>=6'
@@ -10145,11 +9836,6 @@ packages:
     engines: {node: '>=10'}
     dev: true
 
-  /eslint-visitor-keys@3.3.0:
-    resolution: {integrity: sha512-mQ+suqKJVyeuwGYHAdjMFqjCyfl8+Ldnxuyp3ldiMBFKkvytrXUZWaiPCEav8qDHKty44bD+qV1IP4T+w+xXRA==}
-    engines: {node: ^12.22.0 || ^14.17.0 || >=16.0.0}
-    dev: true
-
   /eslint-visitor-keys@3.4.3:
     resolution: {integrity: sha512-wpc+LXeiyiisxPlEkUzU6svyS1frIO3Mgxj1fdy7Pm8Ygzguax2N3Fa/D/ag1WqbOprdI+uY6wMUl8/a2G+iag==}
     engines: {node: ^12.22.0 || ^14.17.0 || >=16.0.0}
@@ -10194,7 +9880,7 @@ packages:
       optionator: 0.9.1
       progress: 2.0.3
       regexpp: 3.2.0
-      semver: 7.3.8
+      semver: 7.5.4
       strip-ansi: 6.0.1
       strip-json-comments: 3.1.1
       table: 6.8.1
@@ -10248,7 +9934,7 @@ packages:
     engines: {node: '>=8.3.0'}
     dependencies:
       '@babel/traverse': 7.22.10
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
       c8: 7.14.0
     transitivePeerDependencies:
       - supports-color
@@ -10560,8 +10246,8 @@ packages:
       webpack: ^4.0.0 || ^5.0.0
     dependencies:
       loader-utils: 2.0.4
-      schema-utils: 3.1.1
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      schema-utils: 3.3.0
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /file-system-cache@2.3.0:
@@ -10764,7 +10450,7 @@ packages:
       semver: 7.5.4
       tapable: 2.2.1
       typescript: 4.9.5
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /form-data@2.3.3:
@@ -10827,7 +10513,7 @@ packages:
     resolution: {integrity: sha512-oRXApq54ETRj4eMiFzGnHWGy+zo5raudjuxN0b8H7s/RU2oW0Wvsx9O0ACRN/kRq9E8Vu/ReskGB5o3ji+FzHQ==}
     engines: {node: '>=12'}
     dependencies:
-      graceful-fs: 4.2.10
+      graceful-fs: 4.2.11
       jsonfile: 6.1.0
       universalify: 2.0.0
 
@@ -11095,7 +10781,7 @@ packages:
       array-union: 2.1.0
       dir-glob: 3.0.1
       fast-glob: 3.2.12
-      ignore: 5.2.0
+      ignore: 5.2.4
       merge2: 1.4.1
       slash: 3.0.0
     dev: true
@@ -11108,9 +10794,6 @@ packages:
     dependencies:
       get-intrinsic: 1.1.3
 
-  /graceful-fs@4.2.10:
-    resolution: {integrity: sha512-9ByhssR2fPVsNZj478qUUbKfmL0+t5BDVyjShtyZZLiK7ZDAArFFfopyOTj0M05wE2tJPisA4iTnnXl2YoPvOA==}
-
   /graceful-fs@4.2.11:
     resolution: {integrity: sha512-RbJ5/jmFcNNCcDV5o9eTnBLJ/HszWV0P73bc+Ff4nS/rJj+YaS6IGyiOL0VoBYX+l1Wrl3k63h/KrH+nhJ0XvQ==}
 
@@ -11302,7 +10985,7 @@ packages:
       webpack: ^5.0.0
     dependencies:
       html-webpack-plugin: 5.5.3(webpack@5.88.2)
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /html-webpack-plugin@5.5.3(webpack@5.88.2):
@@ -11316,7 +10999,7 @@ packages:
       lodash: 4.17.21
       pretty-error: 4.0.0
       tapable: 2.2.1
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /htmlparser2@3.10.1:
@@ -11459,11 +11142,6 @@ packages:
     engines: {node: '>= 4'}
     dev: true
 
-  /ignore@5.2.0:
-    resolution: {integrity: sha512-CmxgYGiEPCLhfLnpPp1MoRmifwEIOgjcHXxOBjv7mY96c+eWScsOP9c112ZyLdWHi0FxHjI+4uVhKYp/gcdRmQ==}
-    engines: {node: '>= 4'}
-    dev: true
-
   /ignore@5.2.4:
     resolution: {integrity: sha512-MAb38BcSbH0eHNBxn7ql2NH/kX33OkB3lZ1BNdh7ENeRChHTYsTvWrMubiIAMNS2llXEEgZ1MUOBtXChP3kaFQ==}
     engines: {node: '>= 4'}
@@ -11995,7 +11673,7 @@ packages:
     engines: {node: '>=8'}
     dependencies:
       '@babel/core': 7.22.10
-      '@babel/parser': 7.22.10
+      '@babel/parser': 7.23.0
       '@istanbuljs/schema': 0.1.3
       istanbul-lib-coverage: 3.2.0
       semver: 6.3.1
@@ -12231,7 +11909,7 @@ packages:
       pretty-format: 28.1.3
       slash: 3.0.0
       strip-json-comments: 3.1.1
-      ts-node: 10.9.1(@swc/core@1.3.77)(@types/node@18.11.9)(typescript@4.9.5)
+      ts-node: 10.9.1(@swc/core@1.3.93)(@types/node@18.11.9)(typescript@4.9.5)
     transitivePeerDependencies:
       - supports-color
     dev: true
@@ -12271,7 +11949,7 @@ packages:
       pretty-format: 28.1.3
       slash: 3.0.0
       strip-json-comments: 3.1.1
-      ts-node: 10.9.1(@swc/core@1.3.77)(@types/node@18.11.9)(typescript@4.9.5)
+      ts-node: 10.9.1(@swc/core@1.3.93)(@types/node@18.11.9)(typescript@4.9.5)
     transitivePeerDependencies:
       - supports-color
     dev: true
@@ -12311,7 +11989,47 @@ packages:
       pretty-format: 29.3.1
       slash: 3.0.0
       strip-json-comments: 3.1.1
-      ts-node: 10.9.1(@swc/core@1.3.77)(@types/node@18.11.9)(typescript@4.9.5)
+      ts-node: 10.9.1(@swc/core@1.3.93)(@types/node@18.11.9)(typescript@4.9.5)
+    transitivePeerDependencies:
+      - supports-color
+    dev: true
+
+  /jest-config@29.3.1(@types/node@18.18.4)(ts-node@10.9.1):
+    resolution: {integrity: sha512-y0tFHdj2WnTEhxmGUK1T7fgLen7YK4RtfvpLFBXfQkh2eMJAQq24Vx9472lvn5wg0MAO6B+iPfJfzdR9hJYalg==}
+    engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0}
+    peerDependencies:
+      '@types/node': '*'
+      ts-node: '>=9.0.0'
+    peerDependenciesMeta:
+      '@types/node':
+        optional: true
+      ts-node:
+        optional: true
+    dependencies:
+      '@babel/core': 7.22.10
+      '@jest/test-sequencer': 29.3.1
+      '@jest/types': 29.3.1
+      '@types/node': 18.18.4
+      babel-jest: 29.3.1(@babel/core@7.22.10)
+      chalk: 4.1.2
+      ci-info: 3.5.0
+      deepmerge: 4.2.2
+      glob: 7.2.3
+      graceful-fs: 4.2.11
+      jest-circus: 29.3.1
+      jest-environment-node: 29.3.1
+      jest-get-type: 29.2.0
+      jest-regex-util: 29.2.0
+      jest-resolve: 29.3.1
+      jest-runner: 29.3.1
+      jest-util: 29.3.1
+      jest-validate: 29.3.1
+      micromatch: 4.0.5
+      parse-json: 5.2.0
+      pretty-format: 29.3.1
+      slash: 3.0.0
+      strip-json-comments: 3.1.1
+      ts-node: 10.9.1(@swc/core@1.3.93)(@types/node@18.11.9)(typescript@4.9.5)
     transitivePeerDependencies:
       - supports-color
     dev: true
@@ -12385,7 +12103,7 @@ packages:
       '@jest/fake-timers': 29.3.1
       '@jest/types': 29.3.1
       '@types/jsdom': 20.0.1
-      '@types/node': 18.11.9
+      '@types/node': 18.18.4
       jest-mock: 29.3.1
       jest-util: 29.3.1
       jsdom: 20.0.3
@@ -12574,7 +12292,7 @@ packages:
     engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0}
     dependencies:
       '@jest/types': 29.3.1
-      '@types/node': 18.11.9
+      '@types/node': 18.18.4
       jest-util: 29.3.1
     dev: true
 
@@ -12835,11 +12553,11 @@ packages:
       '@babel/generator': 7.22.10
       '@babel/plugin-syntax-typescript': 7.22.5(@babel/core@7.22.10)
       '@babel/traverse': 7.22.10
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
       '@jest/expect-utils': 28.1.3
       '@jest/transform': 28.1.3
       '@jest/types': 28.1.3
-      '@types/babel__traverse': 7.18.2
+      '@types/babel__traverse': 7.20.3
       '@types/prettier': 2.7.1
       babel-preset-current-node-syntax: 1.0.1(@babel/core@7.22.10)
       chalk: 4.1.2
@@ -12867,11 +12585,11 @@ packages:
       '@babel/plugin-syntax-jsx': 7.22.5(@babel/core@7.22.10)
       '@babel/plugin-syntax-typescript': 7.22.5(@babel/core@7.22.10)
       '@babel/traverse': 7.22.10
-      '@babel/types': 7.22.10
+      '@babel/types': 7.23.0
       '@jest/expect-utils': 29.3.1
       '@jest/transform': 29.3.1
       '@jest/types': 29.3.1
-      '@types/babel__traverse': 7.18.2
+      '@types/babel__traverse': 7.20.3
       '@types/prettier': 2.7.1
       babel-preset-current-node-syntax: 1.0.1(@babel/core@7.22.10)
       chalk: 4.1.2
@@ -12907,7 +12625,7 @@ packages:
     engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0}
     dependencies:
       '@jest/types': 29.3.1
-      '@types/node': 18.11.9
+      '@types/node': 18.18.4
       chalk: 4.1.2
       ci-info: 3.5.0
       graceful-fs: 4.2.11
@@ -13091,7 +12809,7 @@ packages:
       '@babel/preset-env': ^7.1.6
     dependencies:
       '@babel/core': 7.22.10
-      '@babel/parser': 7.22.10
+      '@babel/parser': 7.23.0
       '@babel/plugin-proposal-class-properties': 7.18.6(@babel/core@7.22.10)
       '@babel/plugin-proposal-nullish-coalescing-operator': 7.18.6(@babel/core@7.22.10)
       '@babel/plugin-proposal-optional-chaining': 7.21.0(@babel/core@7.22.10)
@@ -13124,14 +12842,14 @@ packages:
         optional: true
     dependencies:
       abab: 2.0.6
-      acorn: 8.8.1
+      acorn: 8.10.0
       acorn-globals: 7.0.1
       cssom: 0.5.0
       cssstyle: 2.3.0
       data-urls: 3.0.2
       decimal.js: 10.4.2
       domexception: 4.0.0
-      escodegen: 2.0.0
+      escodegen: 2.1.0
       form-data: 4.0.0
       html-encoding-sniffer: 3.0.0
       http-proxy-agent: 5.0.0
@@ -13141,7 +12859,7 @@ packages:
       parse5: 7.1.2
       saxes: 6.0.0
       symbol-tree: 3.2.4
-      tough-cookie: 4.1.2
+      tough-cookie: 4.1.3
       w3c-xmlserializer: 4.0.0
       webidl-conversions: 7.0.0
       whatwg-encoding: 2.0.0
@@ -13205,12 +12923,6 @@ packages:
       minimist: 1.2.8
     dev: true
 
-  /json5@2.2.1:
-    resolution: {integrity: sha512-1hqLFMSrGHRHxav9q9gNjJ5EXznIxGVO09xQRrwplcS8qs28pZ8s8hupZAmqDwZUmVZ2Qb2jnyPOWcDH8m8dlA==}
-    engines: {node: '>=6'}
-    hasBin: true
-    dev: true
-
   /json5@2.2.3:
     resolution: {integrity: sha512-XmOWe7eyHYH14cLdVPoyg+GOH3rYX++KpzrylJwSW98t3Nk+U8XOl8FWKOgwtzdb8lXGf6zYwDUzeHMWfxasyg==}
     engines: {node: '>=6'}
@@ -13225,7 +12937,7 @@ packages:
     dependencies:
       universalify: 2.0.0
     optionalDependencies:
-      graceful-fs: 4.2.10
+      graceful-fs: 4.2.11
 
   /jsprim@2.0.2:
     resolution: {integrity: sha512-gqXddjPqQ6G40VdnI6T6yObEC+pDNvyP95wdQhkWkg7crHH3km5qP1FsOXEkzEQwnz6gz5qGTn1c2Y52wP3OyQ==}
@@ -13378,8 +13090,8 @@ packages:
       klona: 2.0.5
       less: 3.13.1
       loader-utils: 2.0.4
-      schema-utils: 3.1.1
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      schema-utils: 3.3.0
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /less@3.13.1:
@@ -13424,14 +13136,6 @@ packages:
     engines: {node: '>=6'}
     dev: true
 
-  /levn@0.3.0:
-    resolution: {integrity: sha512-0OO4y2iOHix2W6ujICbKIaEQXvFQHue65vUG3pb5EUomzPI90z9hsA1VsO/dbIIpC53J8gxM9Q4Oho0jrCM/yA==}
-    engines: {node: '>= 0.8.0'}
-    dependencies:
-      prelude-ls: 1.1.2
-      type-check: 0.3.2
-    dev: true
-
   /levn@0.4.1:
     resolution: {integrity: sha512-+bT2uH4E5LGE7h/n3evcS/sQlJXCpIp6ym8OWJ5eV6+67Dsql/LaaT7qJBAt2rzfoa/5QBGBhxDix1dMt2kQKQ==}
     engines: {node: '>= 0.8.0'}
@@ -13952,7 +13656,7 @@ packages:
     dependencies:
       loader-utils: 2.0.4
       monaco-editor: 0.39.0
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /monaco-editor@0.39.0:
@@ -13972,10 +13676,6 @@ packages:
   /ms@2.0.0:
     resolution: {integrity: sha512-Tpp60P6IUJDTuOq/5Z8cdskzJujfwqfOTkrwIwj7IRISpnkJnT6SyJ4PCPnGMoFjC9ddhal5KVIYtAt97ix05A==}
 
-  /ms@2.1.1:
-    resolution: {integrity: sha512-tgp+dl5cGk28utYktBsrFqA7HKgrhgPsg6Z/EfhWI4gl1Hwq8B/GmY/0oXZ6nF8hDVesS/FpnYaD/kOWhYQvyg==}
-    dev: true
-
   /ms@2.1.2:
     resolution: {integrity: sha512-sGkPx+VjMtmA6MX27oA4FBFELFCZZ4S4XqeGOXCv68tT+jb3vk/RyaKWP0PTKyWtmLSM0b+adUTEvbs1PEaH2w==}
 
@@ -14055,12 +13755,6 @@ packages:
       stylis: 4.1.3
     dev: false
 
-  /nanoid@3.3.4:
-    resolution: {integrity: sha512-MqBkQh/OHTS2egovRtLk45wEyNXwF+cokD+1YPf9u5VfJiRdAiRwB2froX5Co9Rh20xs4siNPm8naNotSD6RBw==}
-    engines: {node: ^10 || ^12 || ^13.7 || ^14 || >=15.0.1}
-    hasBin: true
-    dev: true
-
   /nanoid@3.3.6:
     resolution: {integrity: sha512-BGcqMMJuToF7i1rt+2PWSNVnWIkGCU78jBG3RxO/bZlnZPK2Cmi2QaffxGO/2RvWi9sL+FAiRiXMgsyxQ1DIDA==}
     engines: {node: ^10 || ^12 || ^13.7 || ^14 || >=15.0.1}
@@ -14146,10 +13840,6 @@ packages:
   /node-releases@2.0.13:
     resolution: {integrity: sha512-uYr7J37ae/ORWdZeQ1xxMJe3NtdmqMC/JZK+geofDrkLUApKRHPd18/TxtBOJ4A0/+uUIliorNrfYV6s1b02eQ==}
 
-  /node-releases@2.0.6:
-    resolution: {integrity: sha512-PiVXnNuFm5+iYkLBNeq5211hvO38y63T0i2KKh2KnUs3RpzJ+JtODFjkD8yjLwnDkTYF1eKXheUwdssR+NRZdg==}
-    dev: true
-
   /normalize-package-data@2.5.0:
     resolution: {integrity: sha512-/5CMN3T0R4XTj4DcGaexo+roZSdSFW/0AOOTROrjxzCG1wrWXEsGbRKevjlIL+ZDE4sZlJr5ED4YW0yqmkK+eA==}
     dependencies:
@@ -14354,18 +14044,6 @@ packages:
       is-wsl: 2.2.0
     dev: true
 
-  /optionator@0.8.3:
-    resolution: {integrity: sha512-+IW9pACdk3XWmmTXG8m3upGUJst5XRGzxMRjXzAuJ1XnIFNvfhjjIuYkDvysnPQ7qzqVzLt78BCruntqRhWQbA==}
-    engines: {node: '>= 0.8.0'}
-    dependencies:
-      deep-is: 0.1.4
-      fast-levenshtein: 2.0.6
-      levn: 0.3.0
-      prelude-ls: 1.1.2
-      type-check: 0.3.2
-      word-wrap: 1.2.4
-    dev: true
-
   /optionator@0.9.1:
     resolution: {integrity: sha512-74RlY5FCnhq4jRxVUPKDaRwrVNXMqsGsiW6AJw4XK8hmtm10wC0ypZBLw5IIp85NZMr91+qd1RvvENwg7jjRFw==}
     engines: {node: '>= 0.8.0'}
@@ -14821,9 +14499,9 @@ packages:
       klona: 2.0.5
       loader-utils: 2.0.4
       postcss: 8.4.18
-      schema-utils: 3.1.1
-      semver: 7.3.8
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      schema-utils: 3.3.0
+      semver: 7.5.4
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /postcss-merge-longhand@4.0.11:
@@ -15126,7 +14804,7 @@ packages:
     resolution: {integrity: sha512-Wi8mWhncLJm11GATDaQKobXSNEYGUHeQLiQqDFG1qQ5UTDPTEvKw0Xt5NsTpktGTwLps3ByrWsBrG0rB8YQ9oA==}
     engines: {node: ^10 || ^12 || >=14}
     dependencies:
-      nanoid: 3.3.4
+      nanoid: 3.3.6
       picocolors: 1.0.0
       source-map-js: 1.0.2
     dev: true
@@ -15150,11 +14828,6 @@ packages:
       fflate: 0.4.8
     dev: false
 
-  /prelude-ls@1.1.2:
-    resolution: {integrity: sha512-ESF23V4SKG6lVSGZgYNpbsiaAkdab6ZgOxe52p7+Kid3W3u3bxR4Vfd/o21dmN7jSt0IwgZ4v5MUd26FEtXE9w==}
-    engines: {node: '>= 0.8.0'}
-    dev: true
-
   /prelude-ls@1.2.1:
     resolution: {integrity: sha512-vkcDPrRZo1QZLbn5RLGPpg/WmIQ65qoWWhcGKf/b5eplkkarX0m9z8ppCat4mlOqUsWpyNuYgO3VRyrYHSzX5g==}
     engines: {node: '>= 0.8.0'}
@@ -15560,8 +15233,8 @@ packages:
       webpack: ^4.0.0 || ^5.0.0
     dependencies:
       loader-utils: 2.0.4
-      schema-utils: 3.1.1
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      schema-utils: 3.3.0
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /rc-align@4.0.12(react-dom@16.14.0)(react@16.14.0):
@@ -15836,20 +15509,6 @@ packages:
       react-dom: 16.14.0(react@16.14.0)
     dev: false
 
-  /rc-resize-observer@1.0.0(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-RgKGukg1mlzyGdvzF7o/LGFC8AeoMH9aGzXTUdp6m+OApvmRdUuOscq/Y2O45cJA+rXt1ApWlpFoOIioXL3AGg==}
-    peerDependencies:
-      react: '>=16.9.0'
-      react-dom: '>=16.9.0'
-    dependencies:
-      '@babel/runtime': 7.22.10
-      classnames: 2.3.2
-      rc-util: 5.24.4(react-dom@16.14.0)(react@16.14.0)
-      react: 16.14.0
-      react-dom: 16.14.0(react@16.14.0)
-      resize-observer-polyfill: 1.5.1
-    dev: false
-
   /rc-resize-observer@1.2.0(react-dom@16.14.0)(react@16.14.0):
     resolution: {integrity: sha512-6W+UzT3PyDM0wVCEHfoW3qTHPTvbdSgiA43buiy8PzmeMnfgnDeb9NjdimMXMl3/TcrvvWl5RRVdp+NqcR47pQ==}
     peerDependencies:
@@ -16881,10 +16540,6 @@ packages:
       tslib: 2.4.1
     dev: true
 
-  /safe-buffer@5.1.1:
-    resolution: {integrity: sha512-kKvNJn6Mm93gAczWVJg7wH+wGYWNrDHdWvpUmHyEsgCtIwwo3bqPtV4tR5tuPaUhTOo/kvhVwd8XwwOllGYkbg==}
-    dev: true
-
   /safe-buffer@5.1.2:
     resolution: {integrity: sha512-Gd2UZBJDkXlY7GbJxfsE8/nvKkUEU1G38c1siN6QP6a9PT9MmHB8GnpscSmMJSoF8LOIrt8ud/wPtojys4G6+g==}
     dev: true
@@ -16928,9 +16583,9 @@ packages:
       loader-utils: 2.0.4
       neo-async: 2.6.2
       sass: 1.56.0
-      schema-utils: 3.1.1
-      semver: 7.3.8
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      schema-utils: 3.3.0
+      semver: 7.5.4
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /sass@1.56.0:
@@ -16962,16 +16617,7 @@ packages:
     resolution: {integrity: sha512-SHiNtMOUGWBQJwzISiVYKu82GiV4QYGePp3odlY1tuKO7gPtphAT5R/py0fA6xtbgLL/RvtJZnU9b8s0F1q0Xg==}
     engines: {node: '>= 8.9.0'}
     dependencies:
-      '@types/json-schema': 7.0.11
-      ajv: 6.12.6
-      ajv-keywords: 3.5.2(ajv@6.12.6)
-    dev: true
-
-  /schema-utils@3.1.1:
-    resolution: {integrity: sha512-Y5PQxS4ITlC+EahLuXaY86TXfR7Dc5lw294alXOq86JAHCihAIZfqv8nNCWvaEJvaC51uN9hbLGeV0cFBdH+Fw==}
-    engines: {node: '>= 10.13.0'}
-    dependencies:
-      '@types/json-schema': 7.0.11
+      '@types/json-schema': 7.0.12
       ajv: 6.12.6
       ajv-keywords: 3.5.2(ajv@6.12.6)
     dev: true
@@ -16980,7 +16626,7 @@ packages:
     resolution: {integrity: sha512-pN/yOAvcC+5rQ5nERGuwrjLlYvLTbCibnZ1I7B1LaiAz9BRBlE9GMgE/eqV30P7aJQUf7Ddimy/RsbYO/GrVGg==}
     engines: {node: '>= 10.13.0'}
     dependencies:
-      '@types/json-schema': 7.0.11
+      '@types/json-schema': 7.0.12
       ajv: 6.12.6
       ajv-keywords: 3.5.2(ajv@6.12.6)
     dev: true
@@ -16989,7 +16635,7 @@ packages:
     resolution: {integrity: sha512-L0jRsrPpjdckP3oPug3/VxNKt2trR8TcabrM6FOAAlvC/9Phcmm+cuAgTlxBqdBR1WJx7Naj9WHw+aOmheSVbw==}
     engines: {node: '>= 12.13.0'}
     dependencies:
-      '@types/json-schema': 7.0.11
+      '@types/json-schema': 7.0.12
       ajv: 8.11.0
       ajv-formats: 2.1.1(ajv@8.11.0)
       ajv-keywords: 5.1.0(ajv@8.11.0)
@@ -17014,23 +16660,10 @@ packages:
     resolution: {integrity: sha512-sauaDf/PZdVgrLTNYHRtpXa1iRiKcaebiKQ1BJdpQlWH2lCvexQdX55snPFyK7QzpudqbCI0qXFfOasHdyNDGQ==}
     hasBin: true
 
-  /semver@6.3.0:
-    resolution: {integrity: sha512-b39TBaTSfV6yBrapU89p5fKekE2m/NwnDocOVruQFS1/veMgdzuPcnOM34M6CwxW8jH/lxEa5rBoDeUwu5HHTw==}
-    hasBin: true
-    dev: true
-
   /semver@6.3.1:
     resolution: {integrity: sha512-BR7VvDCVHO+q2xBEWskxS6DJE1qRnb7DxzUrogb71CWoSficBxYsiAGd+Kl0mmq/MprG9yArRkyrQxTO6XjMzA==}
     hasBin: true
 
-  /semver@7.3.8:
-    resolution: {integrity: sha512-NB1ctGL5rlHrPJtFDVIVzTyQylMLu9N9VICA6HSFJo8MCGVTMW6gfpicwKmmK/dAjTOrqu5l63JJOpDSrAis3A==}
-    engines: {node: '>=10'}
-    hasBin: true
-    dependencies:
-      lru-cache: 6.0.0
-    dev: true
-
   /semver@7.5.4:
     resolution: {integrity: sha512-1bCSESV6Pv+i21Hvpxp3Dx+pSD8lIPt8uVjRrxAUt/nbswYc+tK6Y2btiULjd4+fnq15PX+nqQDC7Oft7WkwcA==}
     engines: {node: '>=10'}
@@ -17065,17 +16698,6 @@ packages:
       randombytes: 2.1.0
     dev: true
 
-  /serve-favicon@2.5.0:
-    resolution: {integrity: sha512-FMW2RvqNr03x+C0WxTyu6sOv21oOjkq5j8tjquWccwa6ScNyGFOGJVpuS1NmTVGBAHS07xnSKotgf2ehQmf9iA==}
-    engines: {node: '>= 0.8.0'}
-    dependencies:
-      etag: 1.8.1
-      fresh: 0.5.2
-      ms: 2.1.1
-      parseurl: 1.3.3
-      safe-buffer: 5.1.1
-    dev: true
-
   /serve-static@1.15.0:
     resolution: {integrity: sha512-XGuRDNjXUijsUL0vl6nSD7cwURuzEgglbOaFuZM9g3kwDXOWVTck0jLzjPzGD+TazWbboZYu52/9/XPdUgne9g==}
     engines: {node: '>= 0.8.0'}
@@ -17225,6 +16847,7 @@ packages:
 
   /sourcemap-codec@1.4.8:
     resolution: {integrity: sha512-9NykojV5Uih4lgo5So5dtw+f0JgJX30KCNI8gwhz2J9A15wD0Ml6tjHKwf6fTSa6fAdVBdZeNOs9eJ71qCk8vA==}
+    deprecated: Please use @jridgewell/sourcemap-codec instead
     dev: false
 
   /space-separated-tokens@1.1.5:
@@ -17351,14 +16974,14 @@ packages:
     resolution: {integrity: sha512-siT1RiqlfQnGqgT/YzXVUNsom9S0H1OX+dpdGN1xkyYATo4I6sep5NmsRD/40s3IIOvlCq6akxkqG82urIZW1w==}
     dev: true
 
-  /storybook-addon-pseudo-states@2.1.0(@storybook/components@7.3.1)(@storybook/core-events@7.3.1)(@storybook/manager-api@7.5.1)(@storybook/preview-api@7.5.1)(@storybook/theming@7.3.1)(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-AwbCL1OiZ16aIeXSP/IOovkMwXy7NTZqmjkz+UM2guSGjvogHNA95NhuVyWoqieE+QWUpGO48+MrBGMeeJcHOQ==}
+  /storybook-addon-pseudo-states@2.1.2(@storybook/components@7.5.1)(@storybook/core-events@7.5.1)(@storybook/manager-api@7.5.1)(@storybook/preview-api@7.5.1)(@storybook/theming@7.5.1)(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-AHv6q1JiQEUnMyZE3729iV6cNmBW7bueeytc4Lga4+8W1En8YNea5VjqAdrDNJhXVU0QEEIGtxkD3EoC9aVWLw==}
     peerDependencies:
-      '@storybook/components': ^7.0.0
-      '@storybook/core-events': ^7.0.0
-      '@storybook/manager-api': ^7.0.0
-      '@storybook/preview-api': ^7.0.0
-      '@storybook/theming': ^7.0.0
+      '@storybook/components': ^7.4.6
+      '@storybook/core-events': ^7.4.6
+      '@storybook/manager-api': ^7.4.6
+      '@storybook/preview-api': ^7.4.6
+      '@storybook/theming': ^7.4.6
       react: ^16.8.0 || ^17.0.0 || ^18.0.0
       react-dom: ^16.8.0 || ^17.0.0 || ^18.0.0
     peerDependenciesMeta:
@@ -17367,20 +16990,20 @@ packages:
       react-dom:
         optional: true
     dependencies:
-      '@storybook/components': 7.3.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
-      '@storybook/core-events': 7.3.1
+      '@storybook/components': 7.5.1(@types/react-dom@16.9.17)(@types/react@16.14.34)(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/core-events': 7.5.1
       '@storybook/manager-api': 7.5.1(react-dom@16.14.0)(react@16.14.0)
       '@storybook/preview-api': 7.5.1
-      '@storybook/theming': 7.3.1(react-dom@16.14.0)(react@16.14.0)
+      '@storybook/theming': 7.5.1(react-dom@16.14.0)(react@16.14.0)
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
     dev: true
 
-  /storybook@7.3.1:
-    resolution: {integrity: sha512-djrNw2WPJNXgdyHM+6Zxl6EvdhU9TCSghc7wQLXqJG8B1VvB6XSoiexVNOQcnpEaMWDUbU0wUnkBlVHE/Vowuw==}
+  /storybook@7.5.1:
+    resolution: {integrity: sha512-Wg3j3z5H03PYnEcmlnhf6bls0OtjmsNPsQ93dTV8F4AweqBECwzjf94Wj++NrP3X+WbfMoCbBU6LRFuEyzCCxw==}
     hasBin: true
     dependencies:
-      '@storybook/cli': 7.3.1
+      '@storybook/cli': 7.5.1
     transitivePeerDependencies:
       - bufferutil
       - encoding
@@ -17554,8 +17177,8 @@ packages:
       webpack: ^4.0.0 || ^5.0.0
     dependencies:
       loader-utils: 2.0.4
-      schema-utils: 3.1.1
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      schema-utils: 3.3.0
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /style-loader@3.3.3(webpack@5.88.2):
@@ -17564,7 +17187,7 @@ packages:
     peerDependencies:
       webpack: ^5.0.0
     dependencies:
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /stylehacks@4.0.3:
@@ -17651,24 +17274,20 @@ packages:
       util.promisify: 1.0.1
     dev: true
 
-  /swc-loader@0.2.3(@swc/core@1.3.77)(webpack@5.88.2):
+  /swc-loader@0.2.3(@swc/core@1.3.93)(webpack@5.88.2):
     resolution: {integrity: sha512-D1p6XXURfSPleZZA/Lipb3A8pZ17fP4NObZvFCDjK/OKljroqDpPmsBdTraWhVBqUNpcWBQY1imWdoPScRlQ7A==}
     peerDependencies:
       '@swc/core': ^1.2.147
       webpack: '>=2'
     dependencies:
-      '@swc/core': 1.3.77
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      '@swc/core': 1.3.93
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /symbol-tree@3.2.4:
     resolution: {integrity: sha512-9QNk5KwDF+Bvz+PyObkmSYjI5ksVUYtjW7AU22r2NKcfLJcXp96hkDWU3+XndOsUb+AQ9QhfzfCT2O+CNWT5Tw==}
     dev: true
 
-  /synchronous-promise@2.0.16:
-    resolution: {integrity: sha512-qImOD23aDfnIDNqlG1NOehdB9IYsn1V9oByPjKY1nakv2MQYCEMyX033/q+aEtYCpmYK1cv2+NTmlH+ra6GA5A==}
-    dev: true
-
   /synchronous-promise@2.0.17:
     resolution: {integrity: sha512-AsS729u2RHUfEra9xJrE39peJcc2stq2+poBXX8bcM08Y6g9j/i/PUzwNQqkaJde7Ntg1TO7bSREbR5sdosQ+g==}
     dev: true
@@ -17725,12 +17344,6 @@ packages:
       yallist: 4.0.0
     dev: true
 
-  /telejson@7.1.0:
-    resolution: {integrity: sha512-jFJO4P5gPebZAERPkJsqMAQ0IMA1Hi0AoSfxpnUaV6j6R2SZqlpkbS20U6dEUtA3RUYt2Ak/mTlkQzHH9Rv/hA==}
-    dependencies:
-      memoizerific: 1.11.3
-    dev: true
-
   /telejson@7.2.0:
     resolution: {integrity: sha512-1QTEcJkJEhc8OnStBx/ILRu5J2p0GjvWsBx56bmZRqnrkdBMUe+nX92jxV+p3dB4CP6PZCdJMQJwCggkNBMzkQ==}
     dependencies:
@@ -17768,7 +17381,7 @@ packages:
       supports-hyperlinks: 2.3.0
     dev: true
 
-  /terser-webpack-plugin@5.3.9(@swc/core@1.3.77)(esbuild@0.14.54)(webpack@5.88.2):
+  /terser-webpack-plugin@5.3.9(@swc/core@1.3.93)(esbuild@0.14.54)(webpack@5.88.2):
     resolution: {integrity: sha512-ZuXsqE07EcggTWQjXUj+Aot/OMcD0bMKGgF63f7UxYcu5/AJF53aIpK1YoP5xR9l6s/Hy2b+t1AM0bLNPRuhwA==}
     engines: {node: '>= 10.13.0'}
     peerDependencies:
@@ -17785,13 +17398,13 @@ packages:
         optional: true
     dependencies:
       '@jridgewell/trace-mapping': 0.3.17
-      '@swc/core': 1.3.77
+      '@swc/core': 1.3.93
       esbuild: 0.14.54
       jest-worker: 27.5.1
       schema-utils: 3.3.0
       serialize-javascript: 6.0.1
       terser: 5.19.1
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /terser@5.19.1:
@@ -17919,16 +17532,6 @@ packages:
     resolution: {integrity: sha512-o5sSPKEkg/DIQNmH43V0/uerLrpzVedkUh8tGNvaeXpfpuwjKenlSox/2O/BTlZUtEe+JG7s5YhEz608PlAHRA==}
     engines: {node: '>=0.6'}
 
-  /tough-cookie@4.1.2:
-    resolution: {integrity: sha512-G9fqXWoYFZgTc2z8Q5zaHy/vJMjm+WV0AkAeHxVCQiEB1b+dGvWzFW6QV07cY5jQ5gRkeid2qIkzkxUnmoQZUQ==}
-    engines: {node: '>=6'}
-    dependencies:
-      psl: 1.9.0
-      punycode: 2.1.1
-      universalify: 0.2.0
-      url-parse: 1.5.10
-    dev: true
-
   /tough-cookie@4.1.3:
     resolution: {integrity: sha512-aX/y5pVRkfRnfmuX+OdbSdXvPe6ieKX/G2s7e98f4poJHnqH3281gDPm/metm6E/WRamfx7WC4HUqkWHfQHprw==}
     engines: {node: '>=6'}
@@ -17995,16 +17598,16 @@ packages:
     engines: {node: '>=10.0.0'}
     hasBin: true
     dependencies:
-      '@types/json-schema': 7.0.11
+      '@types/json-schema': 7.0.12
       commander: 9.4.1
       glob: 8.0.3
-      json5: 2.2.1
+      json5: 2.2.3
       normalize-path: 3.0.0
       safe-stable-stringify: 2.4.1
       typescript: 4.9.5
     dev: true
 
-  /ts-node@10.9.1(@swc/core@1.3.77)(@types/node@18.11.9)(typescript@4.9.5):
+  /ts-node@10.9.1(@swc/core@1.3.93)(@types/node@18.11.9)(typescript@4.9.5):
     resolution: {integrity: sha512-NtVysVPkxxrwFGUUxGYhfux8k78pQB3JqYBXlLRZgdGUqTO5wU/UyHop5p70iEbGhB7q5KmiZiU0Y3KlJrScEw==}
     hasBin: true
     peerDependencies:
@@ -18019,13 +17622,13 @@ packages:
         optional: true
     dependencies:
       '@cspotcode/source-map-support': 0.8.1
-      '@swc/core': 1.3.77
+      '@swc/core': 1.3.93
       '@tsconfig/node10': 1.0.9
       '@tsconfig/node12': 1.0.11
       '@tsconfig/node14': 1.0.3
       '@tsconfig/node16': 1.0.3
       '@types/node': 18.11.9
-      acorn: 8.8.1
+      acorn: 8.10.0
       acorn-walk: 8.2.0
       arg: 4.1.3
       create-require: 1.1.1
@@ -18067,13 +17670,6 @@ packages:
     resolution: {integrity: sha512-KXXFFdAbFXY4geFIwoyNK+f5Z1b7swfXABfL7HXCmoIWMKU3dmS26672A4EeQtDzLKy7SXmfBu51JolvEKwtGA==}
     dev: true
 
-  /type-check@0.3.2:
-    resolution: {integrity: sha512-ZCmOJdvOWDBYJlzAoFkC+Q0+bUyEOS1ltgp1MGU03fqHG+dbi9tBFU2Rd9QKiDZFAYrhPh2JUf7rZRIuHRKtOg==}
-    engines: {node: '>= 0.8.0'}
-    dependencies:
-      prelude-ls: 1.1.2
-    dev: true
-
   /type-check@0.4.0:
     resolution: {integrity: sha512-XleUoc9uwGXqjWwXaUTZAmzMcFZ5858QA2vvx1Ur5xIcixXIP+8LnFDgRplU30us6teqdlskFfu+ae4K79Ooew==}
     engines: {node: '>= 0.8.0'}
@@ -18280,17 +17876,6 @@ packages:
     engines: {node: '>=8'}
     dev: true
 
-  /update-browserslist-db@1.0.10(browserslist@4.21.4):
-    resolution: {integrity: sha512-OztqDenkfFkbSG+tRxBeAnCVPckDBcvibKd35yDONx6OU8N7sqgwc7rCbkJ/WcYtVRZ4ba68d6byhC21GFh7sQ==}
-    hasBin: true
-    peerDependencies:
-      browserslist: '>= 4.21.0'
-    dependencies:
-      browserslist: 4.21.4
-      escalade: 3.1.1
-      picocolors: 1.0.0
-    dev: true
-
   /update-browserslist-db@1.0.11(browserslist@4.21.10):
     resolution: {integrity: sha512-dCwEFf0/oT85M1fHBg4F0jtLwJrutGoHSQXCh7u4o2t1drG+c0a9Flnqww6XUKSfQMPpJBRjU8d4RXB09qtvaA==}
     hasBin: true
@@ -18323,7 +17908,7 @@ packages:
     resolution: {integrity: sha512-rWS3H04/+mzzJkv0eZ7vEDGiQbgquI1fGfOad6zKvgYQi1SzMmhl7c/DdRGxhaWrVH6z0qWITo8rpnxK/RfEhA==}
     dependencies:
       punycode: 1.4.1
-      qs: 6.11.0
+      qs: 6.11.2
     dev: true
 
   /use-callback-ref@1.3.0(@types/react@16.14.34)(react@16.14.0):
@@ -18636,7 +18221,7 @@ packages:
       import-local: 3.1.0
       interpret: 3.1.1
       rechoir: 0.8.0
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
       webpack-merge: 5.8.0
     dev: true
 
@@ -18654,7 +18239,7 @@ packages:
       mime-types: 2.1.35
       range-parser: 1.2.1
       schema-utils: 4.2.0
-      webpack: 5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4)
+      webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     dev: true
 
   /webpack-hot-middleware@2.25.4:
@@ -18682,7 +18267,7 @@ packages:
     resolution: {integrity: sha512-kyDivFZ7ZM0BVOUteVbDFhlRt7Ah/CSPwJdi8hBpkK7QLumUqdLtVfm/PX/hkcnrvr0i77fO5+TjZ94Pe+C9iw==}
     dev: true
 
-  /webpack@5.88.2(@swc/core@1.3.77)(esbuild@0.14.54)(webpack-cli@5.1.4):
+  /webpack@5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4):
     resolution: {integrity: sha512-JmcgNZ1iKj+aiR0OvTYtWQqJwq37Pf683dY9bVORwVbUrDhLhdn/PlO2sHsFHPkj7sHNQF3JwaAkp49V+Sq1tQ==}
     engines: {node: '>=10.13.0'}
     hasBin: true
@@ -18697,9 +18282,9 @@ packages:
       '@webassemblyjs/ast': 1.11.6
       '@webassemblyjs/wasm-edit': 1.11.6
       '@webassemblyjs/wasm-parser': 1.11.6
-      acorn: 8.8.1
-      acorn-import-assertions: 1.9.0(acorn@8.8.1)
-      browserslist: 4.21.4
+      acorn: 8.10.0
+      acorn-import-assertions: 1.9.0(acorn@8.10.0)
+      browserslist: 4.21.10
       chrome-trace-event: 1.0.3
       enhanced-resolve: 5.15.0
       es-module-lexer: 1.3.0
@@ -18713,7 +18298,7 @@ packages:
       neo-async: 2.6.2
       schema-utils: 3.3.0
       tapable: 2.2.1
-      terser-webpack-plugin: 5.3.9(@swc/core@1.3.77)(esbuild@0.14.54)(webpack@5.88.2)
+      terser-webpack-plugin: 5.3.9(@swc/core@1.3.93)(esbuild@0.14.54)(webpack@5.88.2)
       watchpack: 2.4.0
       webpack-cli: 5.1.4(webpack@5.88.2)
       webpack-sources: 3.2.3

From efd71ec821cc0cedebd353fa2960b449bcf3e942 Mon Sep 17 00:00:00 2001
From: Brett Hoerner <brett@posthog.com>
Date: Fri, 20 Oct 2023 06:58:16 -0600
Subject: [PATCH 031/133] fix(plugin-server): jitter and retry reloadPlugins
 (#18108)

---
 .github/workflows/ci-plugin-server.yml | 1 +
 plugin-server/src/config/config.ts     | 1 +
 plugin-server/src/types.ts             | 1 +
 plugin-server/src/worker/tasks.ts      | 9 ++++++++-
 4 files changed, 11 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/ci-plugin-server.yml b/.github/workflows/ci-plugin-server.yml
index bebe311b0b82d..81aa5cf4cd81f 100644
--- a/.github/workflows/ci-plugin-server.yml
+++ b/.github/workflows/ci-plugin-server.yml
@@ -197,6 +197,7 @@ jobs:
             CLICKHOUSE_DATABASE: 'posthog_test'
             KAFKA_HOSTS: 'kafka:9092'
             DATABASE_URL: 'postgres://posthog:posthog@localhost:5432/posthog'
+            RELOAD_PLUGIN_JITTER_MAX_MS: 0
             POE_EMBRACE_JOIN_FOR_TEAMS: ${{matrix.POE_EMBRACE_JOIN_FOR_TEAMS}}
 
         steps:
diff --git a/plugin-server/src/config/config.ts b/plugin-server/src/config/config.ts
index 69f8480f31207..bbce44eeeeff2 100644
--- a/plugin-server/src/config/config.ts
+++ b/plugin-server/src/config/config.ts
@@ -133,6 +133,7 @@ export function getDefaultConfig(): PluginsServerConfig {
         EXTERNAL_REQUEST_TIMEOUT_MS: 10 * 1000, // 10 seconds
         DROP_EVENTS_BY_TOKEN_DISTINCT_ID: '',
         POE_EMBRACE_JOIN_FOR_TEAMS: '',
+        RELOAD_PLUGIN_JITTER_MAX_MS: 60000,
 
         STARTUP_PROFILE_DURATION_SECONDS: 300, // 5 minutes
         STARTUP_PROFILE_CPU: false,
diff --git a/plugin-server/src/types.ts b/plugin-server/src/types.ts
index 67968437089f7..77bc3f76a3bf5 100644
--- a/plugin-server/src/types.ts
+++ b/plugin-server/src/types.ts
@@ -204,6 +204,7 @@ export interface PluginsServerConfig {
     EXTERNAL_REQUEST_TIMEOUT_MS: number
     DROP_EVENTS_BY_TOKEN_DISTINCT_ID: string
     POE_EMBRACE_JOIN_FOR_TEAMS: string
+    RELOAD_PLUGIN_JITTER_MAX_MS: number
 
     // dump profiles to disk, covering the first N seconds of runtime
     STARTUP_PROFILE_DURATION_SECONDS: number
diff --git a/plugin-server/src/worker/tasks.ts b/plugin-server/src/worker/tasks.ts
index 1719cf948917e..17966c498cd24 100644
--- a/plugin-server/src/worker/tasks.ts
+++ b/plugin-server/src/worker/tasks.ts
@@ -1,6 +1,9 @@
 import { PluginEvent } from '@posthog/plugin-scaffold/src/types'
 
 import { EnqueuedPluginJob, Hub, PluginTaskType } from '../types'
+import { retryIfRetriable } from '../utils/retries'
+import { status } from '../utils/status'
+import { sleep } from '../utils/utils'
 import { loadSchedule } from './plugins/loadSchedule'
 import { runPluginTask, runProcessEvent } from './plugins/run'
 import { setupPlugins } from './plugins/setup'
@@ -28,7 +31,11 @@ export const workerTasks: Record<string, TaskRunner> = {
         return hub.pluginSchedule !== null
     },
     reloadPlugins: async (hub) => {
-        await setupPlugins(hub)
+        // Jitter the reload time to avoid all workers reloading at the same time.
+        const jitterMs = Math.random() * hub.RELOAD_PLUGIN_JITTER_MAX_MS
+        status.info('💤', `Sleeping for ${jitterMs}ms to jitter reloadPlugins`)
+        await sleep(jitterMs)
+        await retryIfRetriable(async () => await setupPlugins(hub))
     },
     reloadSchedule: async (hub) => {
         await loadSchedule(hub)

From 6f707f991625ca08523b507028bccc53605bf4a9 Mon Sep 17 00:00:00 2001
From: Brett Hoerner <brett@posthog.com>
Date: Fri, 20 Oct 2023 07:17:43 -0600
Subject: [PATCH 032/133] fix(plugin-server): filter NaN out of
 buildIntegerMatcher (#18106)

---
 plugin-server/src/config/config.ts | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/plugin-server/src/config/config.ts b/plugin-server/src/config/config.ts
index bbce44eeeeff2..4979769543163 100644
--- a/plugin-server/src/config/config.ts
+++ b/plugin-server/src/config/config.ts
@@ -227,14 +227,19 @@ export function overrideWithEnv(
 }
 
 export function buildIntegerMatcher(config: string | undefined, allowStar: boolean): ValueMatcher<number> {
-    // Builds a ValueMatcher on a coma-separated list of values.
+    // Builds a ValueMatcher on a comma-separated list of values.
     // Optionally, supports a '*' value to match everything
-    if (!config) {
+    if (!config || config.trim().length == 0) {
         return () => false
     } else if (allowStar && config === '*') {
         return () => true
     } else {
-        const values = new Set(config.split(',').map((n) => parseInt(n)))
+        const values = new Set(
+            config
+                .split(',')
+                .map((n) => parseInt(n))
+                .filter((num) => !isNaN(num))
+        )
         return (v: number) => {
             return values.has(v)
         }

From af0c46a5b7c68b7483f7b7145a2c00acbfa2bcad Mon Sep 17 00:00:00 2001
From: Tom Owers <tom@posthog.com>
Date: Fri, 20 Oct 2023 14:39:42 +0100
Subject: [PATCH 033/133] feat: added support for daily and weekly active user
 aggregations (#18101)

* Added support for daily and weekly active user aggregations

* Removed unused join

* Fixed tests and applied Sample placeholders

* Fixed formula running on an empty string

* Updated the name of QueryModifier

* Comments and fixed name casing
---
 .../insights/trends/aggregation_operations.py | 149 ++++++++++++++++++
 .../insights/trends/query_builder.py          |  57 +++++--
 .../test/test_aggregation_operations.py       |  46 ++++++
 .../insights/trends/trends_query_runner.py    |   6 +-
 4 files changed, 241 insertions(+), 17 deletions(-)
 create mode 100644 posthog/hogql_queries/insights/trends/aggregation_operations.py
 create mode 100644 posthog/hogql_queries/insights/trends/test/test_aggregation_operations.py

diff --git a/posthog/hogql_queries/insights/trends/aggregation_operations.py b/posthog/hogql_queries/insights/trends/aggregation_operations.py
new file mode 100644
index 0000000000000..f585fc313dc70
--- /dev/null
+++ b/posthog/hogql_queries/insights/trends/aggregation_operations.py
@@ -0,0 +1,149 @@
+from typing import List
+from posthog.hogql import ast
+from posthog.hogql.parser import parse_expr, parse_select
+from posthog.hogql_queries.utils.query_date_range import QueryDateRange
+from posthog.schema import ActionsNode, EventsNode
+
+
+class QueryAlternator:
+    """Allows query_builder to modify the query without having to expost the whole AST interface"""
+
+    _query: ast.SelectQuery
+    _selects: List[ast.Expr]
+    _group_bys: List[ast.Expr]
+    _select_from: ast.JoinExpr | None
+
+    def __init__(self, query: ast.SelectQuery):
+        self._query = query
+        self._selects = []
+        self._group_bys = []
+        self._select_from = None
+
+    def build(self) -> ast.SelectQuery:
+        if len(self._selects) > 0:
+            self._query.select.extend(self._selects)
+
+        if len(self._group_bys) > 0:
+            if self._query.group_by is None:
+                self._query.group_by = self._group_bys
+            else:
+                self._query.group_by.extend(self._group_bys)
+
+        if self._select_from is not None:
+            self._query.select_from = self._select_from
+
+        return self._query
+
+    def append_select(self, expr: ast.Expr) -> None:
+        self._selects.append(expr)
+
+    def append_group_by(self, expr: ast.Expr) -> None:
+        self._group_bys.append(expr)
+
+    def replace_select_from(self, join_expr: ast.JoinExpr) -> None:
+        self._select_from = join_expr
+
+
+class AggregationOperations:
+    series: EventsNode | ActionsNode
+    query_date_range: QueryDateRange
+
+    def __init__(self, series: str, query_date_range: QueryDateRange) -> None:
+        self.series = series
+        self.query_date_range = query_date_range
+
+    def select_aggregation(self) -> ast.Expr:
+        if self.series.math == "hogql":
+            return parse_expr(self.series.math_hogql)
+        elif self.series.math == "total":
+            return parse_expr("count(e.uuid)")
+        elif self.series.math == "dau":
+            return parse_expr("count(DISTINCT e.person_id)")
+        elif self.series.math == "weekly_active":
+            return ast.Field(chain=["counts"])
+
+        return parse_expr("count(e.uuid)")
+
+    def requires_query_orchestration(self) -> bool:
+        return self.series.math == "weekly_active"
+
+    def _parent_select_query(self, inner_query: ast.SelectQuery) -> ast.SelectQuery:
+        return parse_select(
+            """
+                SELECT
+                    counts AS total,
+                    dateTrunc({interval}, timestamp) AS day_start
+                FROM {inner_query}
+                WHERE timestamp >= {date_from} AND timestamp <= {date_to}
+            """,
+            placeholders={
+                **self.query_date_range.to_placeholders(),
+                "inner_query": inner_query,
+            },
+        )
+
+    def _inner_select_query(self, cross_join_select_query: ast.SelectQuery) -> ast.SelectQuery:
+        return parse_select(
+            """
+                SELECT
+                    d.timestamp,
+                    COUNT(DISTINCT actor_id) AS counts
+                FROM (
+                    SELECT
+                        toStartOfDay({date_to}) - toIntervalDay(number) AS timestamp
+                    FROM
+                        numbers(dateDiff('day', toStartOfDay({date_from} - INTERVAL 7 DAY), {date_to}))
+                ) d
+                CROSS JOIN {cross_join_select_query} e
+                WHERE
+                    e.timestamp <= d.timestamp + INTERVAL 1 DAY AND
+                    e.timestamp > d.timestamp - INTERVAL 6 DAY
+                GROUP BY d.timestamp
+                ORDER BY d.timestamp
+            """,
+            placeholders={
+                **self.query_date_range.to_placeholders(),
+                "cross_join_select_query": cross_join_select_query,
+            },
+        )
+
+    def _events_query(self, events_where_clause: ast.Expr, sample_value: ast.RatioExpr) -> ast.SelectQuery:
+        return parse_select(
+            """
+                SELECT
+                    timestamp as timestamp,
+                    e.person_id AS actor_id
+                FROM
+                    events e
+                SAMPLE {sample}
+                WHERE {events_where_clause}
+                GROUP BY
+                    timestamp,
+                    actor_id
+            """,
+            placeholders={"events_where_clause": events_where_clause, "sample": sample_value},
+        )
+
+    def get_query_orchestrator(self, events_where_clause: ast.Expr, sample_value: str):
+        events_query = self._events_query(events_where_clause, sample_value)
+        inner_select = self._inner_select_query(events_query)
+        parent_select = self._parent_select_query(inner_select)
+
+        class QueryOrchestrator:
+            events_query_builder: QueryAlternator
+            inner_select_query_builder: QueryAlternator
+            parent_select_query_builder: QueryAlternator
+
+            def __init__(self):
+                self.events_query_builder = QueryAlternator(events_query)
+                self.inner_select_query_builder = QueryAlternator(inner_select)
+                self.parent_select_query_builder = QueryAlternator(parent_select)
+
+            def build(self):
+                self.events_query_builder.build()
+                self.inner_select_query_builder.build()
+                self.parent_select_query_builder.build()
+
+                return parent_select
+
+        return QueryOrchestrator()
diff --git a/posthog/hogql_queries/insights/trends/query_builder.py b/posthog/hogql_queries/insights/trends/query_builder.py
index cd5602303c7c7..3c0cd7d9356c7 100644
--- a/posthog/hogql_queries/insights/trends/query_builder.py
+++ b/posthog/hogql_queries/insights/trends/query_builder.py
@@ -3,6 +3,7 @@
 from posthog.hogql.parser import parse_expr, parse_select
 from posthog.hogql.property import property_to_expr
 from posthog.hogql.timings import HogQLTimings
+from posthog.hogql_queries.insights.trends.aggregation_operations import AggregationOperations
 from posthog.hogql_queries.insights.trends.breakdown import Breakdown
 from posthog.hogql_queries.insights.trends.breakdown_session import BreakdownSession
 from posthog.hogql_queries.insights.trends.utils import series_event_name
@@ -107,11 +108,11 @@ def _get_date_subqueries(self) -> List[ast.SelectQuery]:
         ]
 
     def _get_events_subquery(self) -> ast.SelectQuery:
-        query = parse_select(
+        default_query = parse_select(
             """
                 SELECT
                     {aggregation_operation} AS total,
-                    dateTrunc({interval}, toTimeZone(toDateTime(timestamp), 'UTC')) AS day_start
+                    dateTrunc({interval}, timestamp) AS day_start
                 FROM events AS e
                 SAMPLE {sample}
                 WHERE {events_filter}
@@ -120,19 +121,46 @@ def _get_events_subquery(self) -> ast.SelectQuery:
             placeholders={
                 **self.query_date_range.to_placeholders(),
                 "events_filter": self._events_filter(),
-                "aggregation_operation": self._aggregation_operation(),
+                "aggregation_operation": self._aggregation_operation.select_aggregation(),
                 "sample": self._sample_value(),
             },
         )
 
-        if self._breakdown.enabled:
-            query.select.append(self._breakdown.column_expr())
-            query.group_by.append(ast.Field(chain=["breakdown_value"]))
+        # No breakdowns and no complex series aggregation
+        if not self._breakdown.enabled and not self._aggregation_operation.requires_query_orchestration():
+            return default_query
+        # Both breakdowns and complex series aggregation
+        elif self._breakdown.enabled and self._aggregation_operation.requires_query_orchestration():
+            orchestrator = self._aggregation_operation.get_query_orchestrator(
+                events_where_clause=self._events_filter(),
+                sample_value=self._sample_value(),
+            )
 
+            orchestrator.events_query_builder.append_select(self._breakdown.column_expr())
+            orchestrator.events_query_builder.append_group_by(ast.Field(chain=["breakdown_value"]))
             if self._breakdown.is_session_type:
-                query.select_from = self._breakdown_session.session_inner_join()
+                orchestrator.events_query_builder.replace_select_from(self._breakdown_session.session_inner_join())
 
-        return query
+            orchestrator.inner_select_query_builder.append_select(ast.Field(chain=["breakdown_value"]))
+            orchestrator.inner_select_query_builder.append_group_by(ast.Field(chain=["breakdown_value"]))
+
+            orchestrator.parent_select_query_builder.append_select(ast.Field(chain=["breakdown_value"]))
+
+            return orchestrator.build()
+        # Just breakdowns
+        elif self._breakdown.enabled:
+            default_query.select.append(self._breakdown.column_expr())
+            default_query.group_by.append(ast.Field(chain=["breakdown_value"]))
+
+            if self._breakdown.is_session_type:
+                default_query.select_from = self._breakdown_session.session_inner_join()
+        # Just complex series aggregation
+        elif self._aggregation_operation.requires_query_orchestration():
+            return self._aggregation_operation.get_query_orchestrator(
+                events_where_clause=self._events_filter(), sample_value=self._sample_value()
+            ).build()
+
+        return default_query
 
     def _outer_select_query(self, inner_query: ast.SelectQuery) -> ast.SelectQuery:
         query = parse_select(
@@ -234,14 +262,7 @@ def _events_filter(self) -> ast.Expr:
         else:
             return ast.And(exprs=filters)
 
-    def _aggregation_operation(self) -> ast.Expr:
-        if self.series.math == "hogql":
-            return parse_expr(self.series.math_hogql)
-
-        return parse_expr("count(e.uuid)")
-
-    # Using string interpolation for SAMPLE due to HogQL limitations with `UNION ALL` and `SAMPLE` AST nodes
-    def _sample_value(self) -> str:
+    def _sample_value(self) -> ast.RatioExpr:
         if self.query.samplingFactor is None:
             return ast.RatioExpr(left=ast.Constant(value=1))
 
@@ -260,3 +281,7 @@ def _breakdown(self):
     @cached_property
     def _breakdown_session(self):
         return BreakdownSession(self.query_date_range)
+
+    @cached_property
+    def _aggregation_operation(self):
+        return AggregationOperations(self.series, self.query_date_range)
diff --git a/posthog/hogql_queries/insights/trends/test/test_aggregation_operations.py b/posthog/hogql_queries/insights/trends/test/test_aggregation_operations.py
new file mode 100644
index 0000000000000..656f2dc26ee69
--- /dev/null
+++ b/posthog/hogql_queries/insights/trends/test/test_aggregation_operations.py
@@ -0,0 +1,46 @@
+from typing import cast
+from posthog.hogql import ast
+from posthog.hogql.parser import parse_select
+from posthog.hogql_queries.insights.trends.aggregation_operations import QueryAlternator
+
+
+class TestQueryAlternator:
+    def test_select(self):
+        query = parse_select("SELECT event from events")
+
+        query_modifier = QueryAlternator(query)
+        query_modifier.append_select(ast.Field(chain=["test"]))
+        query_modifier.build()
+
+        assert len(query.select) == 2
+        assert cast(ast.Field, query.select[1]).chain == ["test"]
+
+    def test_group_no_pre_existing(self):
+        query = parse_select("SELECT event from events")
+
+        query_modifier = QueryAlternator(query)
+        query_modifier.append_group_by(ast.Field(chain=["event"]))
+        query_modifier.build()
+
+        assert len(query.group_by) == 1
+        assert cast(ast.Field, query.group_by[0]).chain == ["event"]
+
+    def test_group_with_pre_existing(self):
+        query = parse_select("SELECT event from events GROUP BY uuid")
+
+        query_modifier = QueryAlternator(query)
+        query_modifier.append_group_by(ast.Field(chain=["event"]))
+        query_modifier.build()
+
+        assert len(query.group_by) == 2
+        assert cast(ast.Field, query.group_by[0]).chain == ["uuid"]
+        assert cast(ast.Field, query.group_by[1]).chain == ["event"]
+
+    def test_replace_select_from(self):
+        query = parse_select("SELECT event from events")
+
+        query_modifier = QueryAlternator(query)
+        query_modifier.replace_select_from(ast.JoinExpr(table=ast.Field(chain=["groups"])))
+        query_modifier.build()
+
+        assert query.select_from.table.chain == ["groups"]
diff --git a/posthog/hogql_queries/insights/trends/trends_query_runner.py b/posthog/hogql_queries/insights/trends/trends_query_runner.py
index b3f31ad5f6a6f..9c1dc4eca64f5 100644
--- a/posthog/hogql_queries/insights/trends/trends_query_runner.py
+++ b/posthog/hogql_queries/insights/trends/trends_query_runner.py
@@ -102,7 +102,11 @@ def calculate(self):
 
             res.extend(self.build_series_response(response, series_with_extra))
 
-        if self.query.trendsFilter is not None and self.query.trendsFilter.formula is not None:
+        if (
+            self.query.trendsFilter is not None
+            and self.query.trendsFilter.formula is not None
+            and self.query.trendsFilter.formula != ""
+        ):
             res = self.apply_formula(self.query.trendsFilter.formula, res)
 
         return TrendsQueryResponse(results=res, timings=timings)

From b3c4d4181fa50818bcfbf08a5aed04223fadcff5 Mon Sep 17 00:00:00 2001
From: Robbie <robbie.coomber@gmail.com>
Date: Fri, 20 Oct 2023 15:00:30 +0100
Subject: [PATCH 034/133] feat(insights): Add dashboard filters to hogql
 insights (#18076)

* WIP

* Kinda sorta working

* Add dashboard filters to cache key

* Make mypy happy

* Add support for properties

* Use get_query_runner

* Add tests for dashboard_query

* Add tests for merging of filters

* Add test for hash when dashboard filters are applied

* Silently accept having no valid query runner

* Remove index type from DashboardFilter

* Fix type of dashboard_query

* Fix test typing
---
 frontend/src/queries/schema.json              |  25 ++++
 frontend/src/queries/schema.ts                |   6 +
 .../scenes/dashboard/dashboardLogic.test.ts   |   4 +-
 frontend/src/types.ts                         |  12 +-
 posthog/api/insight.py                        |   1 +
 .../hogql_queries/apply_dashboard_filters.py  |  22 ++++
 posthog/hogql_queries/hogql_query_runner.py   |  15 ++-
 posthog/hogql_queries/query_runner.py         |   4 +
 posthog/models/insight.py                     |  22 +++-
 posthog/models/test/test_insight_model.py     | 115 ++++++++++++++++++
 posthog/schema.py                             |  24 ++++
 11 files changed, 240 insertions(+), 10 deletions(-)
 create mode 100644 posthog/hogql_queries/apply_dashboard_filters.py

diff --git a/frontend/src/queries/schema.json b/frontend/src/queries/schema.json
index ff07a99907292..2dd7b987625e0 100644
--- a/frontend/src/queries/schema.json
+++ b/frontend/src/queries/schema.json
@@ -323,6 +323,31 @@
             ],
             "type": "string"
         },
+        "DashboardFilter": {
+            "additionalProperties": false,
+            "properties": {
+                "date_from": {
+                    "type": ["string", "null"]
+                },
+                "date_to": {
+                    "type": ["string", "null"]
+                },
+                "properties": {
+                    "anyOf": [
+                        {
+                            "items": {
+                                "$ref": "#/definitions/AnyPropertyFilter"
+                            },
+                            "type": "array"
+                        },
+                        {
+                            "type": "null"
+                        }
+                    ]
+                }
+            },
+            "type": "object"
+        },
         "DataNode": {
             "additionalProperties": false,
             "properties": {
diff --git a/frontend/src/queries/schema.ts b/frontend/src/queries/schema.ts
index f4b3a91b7b282..5a9dbe9fcd98e 100644
--- a/frontend/src/queries/schema.ts
+++ b/frontend/src/queries/schema.ts
@@ -699,3 +699,9 @@ export interface BreakdownFilter {
     breakdown_group_type_index?: number | null
     breakdown_histogram_bin_count?: number // trends breakdown histogram bin count
 }
+
+export interface DashboardFilter {
+    date_from?: string | null
+    date_to?: string | null
+    properties?: AnyPropertyFilter[] | null
+}
diff --git a/frontend/src/scenes/dashboard/dashboardLogic.test.ts b/frontend/src/scenes/dashboard/dashboardLogic.test.ts
index fb61307850f3d..eb04138096c8f 100644
--- a/frontend/src/scenes/dashboard/dashboardLogic.test.ts
+++ b/frontend/src/scenes/dashboard/dashboardLogic.test.ts
@@ -10,7 +10,6 @@ import { eventUsageLogic } from 'lib/utils/eventUsageLogic'
 import {
     DashboardTile,
     DashboardType,
-    FilterType,
     InsightColor,
     InsightModel,
     InsightShortId,
@@ -24,6 +23,7 @@ import { dayjs, now } from 'lib/dayjs'
 import { teamLogic } from 'scenes/teamLogic'
 import { MOCK_TEAM_ID } from 'lib/api.mock'
 import api from 'lib/api'
+import { DashboardFilter } from '~/queries/schema'
 
 const dashboardJson = _dashboardJson as any as DashboardType
 
@@ -63,7 +63,7 @@ export const tileFromInsight = (insight: InsightModel, id: number = tileId++): D
 export const dashboardResult = (
     dashboardId: number,
     tiles: DashboardTile[],
-    filters: Partial<Pick<FilterType, 'date_from' | 'date_to' | 'properties'>> = {}
+    filters: Partial<DashboardFilter> = {}
 ): DashboardType => {
     return {
         ...dashboardJson,
diff --git a/frontend/src/types.ts b/frontend/src/types.ts
index dfd0636122d0d..39444841413ef 100644
--- a/frontend/src/types.ts
+++ b/frontend/src/types.ts
@@ -26,7 +26,13 @@ import { BehavioralFilterKey, BehavioralFilterType } from 'scenes/cohorts/Cohort
 import { LogicWrapper } from 'kea'
 import { AggregationAxisFormat } from 'scenes/insights/aggregationAxisFormat'
 import { Layout } from 'react-grid-layout'
-import { DatabaseSchemaQueryResponseField, HogQLQuery, InsightVizNode, Node } from './queries/schema'
+import type {
+    DashboardFilter,
+    DatabaseSchemaQueryResponseField,
+    HogQLQuery,
+    InsightVizNode,
+    Node,
+} from './queries/schema'
 import { QueryContext } from '~/queries/types'
 
 import { JSONContent } from 'scenes/notebooks/Notebook/utils'
@@ -1345,7 +1351,7 @@ export type DashboardTemplateScope = 'team' | 'global' | 'feature_flag'
 
 export interface DashboardType extends DashboardBasicType {
     tiles: DashboardTile[]
-    filters: Record<string, any>
+    filters: DashboardFilter
 }
 
 export interface DashboardTemplateType {
@@ -1354,7 +1360,7 @@ export interface DashboardTemplateType {
     created_at?: string
     template_name: string
     dashboard_description?: string
-    dashboard_filters?: Record<string, JsonType>
+    dashboard_filters?: DashboardFilter
     tiles: DashboardTile[]
     variables?: DashboardTemplateVariableType[]
     tags?: string[]
diff --git a/posthog/api/insight.py b/posthog/api/insight.py
index 7eb4010cdbc0f..9412e744b4e89 100644
--- a/posthog/api/insight.py
+++ b/posthog/api/insight.py
@@ -489,6 +489,7 @@ def to_representation(self, instance: Insight):
 
         dashboard: Optional[Dashboard] = self.context.get("dashboard")
         representation["filters"] = instance.dashboard_filters(dashboard=dashboard)
+        representation["query"] = instance.dashboard_query(dashboard=dashboard)
 
         if "insight" not in representation["filters"] and not representation["query"]:
             representation["filters"]["insight"] = "TRENDS"
diff --git a/posthog/hogql_queries/apply_dashboard_filters.py b/posthog/hogql_queries/apply_dashboard_filters.py
new file mode 100644
index 0000000000000..709ef4d7835ca
--- /dev/null
+++ b/posthog/hogql_queries/apply_dashboard_filters.py
@@ -0,0 +1,22 @@
+from posthog.hogql_queries.query_runner import get_query_runner
+from posthog.models import Team
+from posthog.schema import DashboardFilter
+
+
+# Apply the filters from the django-style Dashboard object
+def apply_dashboard_filters(query: dict, filters: dict, team: Team) -> dict:
+    kind = query.get("kind", None)
+
+    if kind == "DataTableNode":
+        source = apply_dashboard_filters(query["source"], filters, team)
+        return {**query, "source": source}
+
+    try:
+        query_runner = get_query_runner(query, team)
+    except ValueError:
+        return query
+    try:
+        return query_runner.apply_dashboard_filters(DashboardFilter(**filters)).dict()
+    except NotImplementedError:
+        # TODO when we implement apply_dashboard_filters on more query runners, we can remove the try/catch
+        return query
diff --git a/posthog/hogql_queries/hogql_query_runner.py b/posthog/hogql_queries/hogql_query_runner.py
index f8dfa43bdd428..815822ce894c6 100644
--- a/posthog/hogql_queries/hogql_query_runner.py
+++ b/posthog/hogql_queries/hogql_query_runner.py
@@ -10,7 +10,7 @@
 from posthog.hogql.timings import HogQLTimings
 from posthog.hogql_queries.query_runner import QueryRunner
 from posthog.models import Team
-from posthog.schema import HogQLQuery, HogQLQueryResponse
+from posthog.schema import HogQLQuery, HogQLQueryResponse, DashboardFilter, HogQLFilters, DateRange
 
 
 class HogQLQueryRunner(QueryRunner):
@@ -66,3 +66,16 @@ def _is_stale(self, cached_result_package):
 
     def _refresh_frequency(self):
         return timedelta(minutes=1)
+
+    def apply_dashboard_filters(self, dashboard_filter: DashboardFilter) -> HogQLQuery:
+        self.query.filters = self.query.filters or HogQLFilters()
+        self.query.filters.dateRange = self.query.filters.dateRange or DateRange()
+
+        if dashboard_filter.date_to or dashboard_filter.date_from:
+            self.query.filters.dateRange.date_to = dashboard_filter.date_to
+            self.query.filters.dateRange.date_from = dashboard_filter.date_from
+
+        if dashboard_filter.properties:
+            self.query.filters.properties = (self.query.filters.properties or []) + dashboard_filter.properties
+
+        return self.query
diff --git a/posthog/hogql_queries/query_runner.py b/posthog/hogql_queries/query_runner.py
index d39ed7ed91454..afaa7534c655b 100644
--- a/posthog/hogql_queries/query_runner.py
+++ b/posthog/hogql_queries/query_runner.py
@@ -25,6 +25,7 @@
     EventsQuery,
     WebStatsTableQuery,
     HogQLQuery,
+    DashboardFilter,
 )
 from posthog.utils import generate_cache_key, get_safe_cache
 
@@ -240,3 +241,6 @@ def _is_stale(self, cached_result_package):
     @abstractmethod
     def _refresh_frequency(self):
         raise NotImplementedError()
+
+    def apply_dashboard_filters(self, dashboard_filter: DashboardFilter) -> RunnableQueryNode:
+        raise NotImplementedError()
diff --git a/posthog/models/insight.py b/posthog/models/insight.py
index 044ff82f5d514..1c5d168ed7b5b 100644
--- a/posthog/models/insight.py
+++ b/posthog/models/insight.py
@@ -105,7 +105,7 @@ class Meta:
         unique_together = ("team", "short_id")
 
     def dashboard_filters(self, dashboard: Optional[Dashboard] = None):
-        # TODO dashboard filtering needs to know how to override query date ranges😱
+        # query date range is set in a different function, see dashboard_query
         if dashboard and not self.query:
             dashboard_filters = {**dashboard.filters}
             dashboard_properties = dashboard_filters.pop("properties") if dashboard_filters.get("properties") else None
@@ -154,6 +154,13 @@ def dashboard_filters(self, dashboard: Optional[Dashboard] = None):
         else:
             return self.filters
 
+    def dashboard_query(self, dashboard: Optional[Dashboard]) -> Optional[dict]:
+        if not dashboard or not self.query:
+            return self.query
+        from posthog.hogql_queries.apply_dashboard_filters import apply_dashboard_filters
+
+        return apply_dashboard_filters(self.query, dashboard.filters, self.team)
+
     @property
     def url(self):
         return absolute_uri(f"/insights/{self.short_id}")
@@ -174,12 +181,19 @@ class Meta:
 def generate_insight_cache_key(insight: Insight, dashboard: Optional[Dashboard]) -> str:
     try:
         if insight.query is not None:
-            # TODO: dashboard filtering needs to know how to override queries and date ranges 😱
-            q = insight.query
+            dashboard_filters = dashboard.filters if dashboard else None
+
+            if dashboard_filters:
+                from posthog.hogql_queries.apply_dashboard_filters import apply_dashboard_filters
+
+                q = apply_dashboard_filters(insight.query, dashboard_filters, insight.team)
+            else:
+                q = insight.query
+
             if q.get("source"):
                 q = q["source"]
 
-            return generate_cache_key("{}_{}".format(q, insight.team_id))
+            return generate_cache_key("{}_{}_{}".format(q, dashboard_filters, insight.team_id))
 
         dashboard_insight_filter = get_filter(data=insight.dashboard_filters(dashboard=dashboard), team=insight.team)
         candidate_filters_hash = generate_cache_key("{}_{}".format(dashboard_insight_filter.toJSON(), insight.team_id))
diff --git a/posthog/models/test/test_insight_model.py b/posthog/models/test/test_insight_model.py
index 20a5a77685f14..08d82d0a416ac 100644
--- a/posthog/models/test/test_insight_model.py
+++ b/posthog/models/test/test_insight_model.py
@@ -118,3 +118,118 @@ def test_query_hash_varies_with_query_content(self) -> None:
         filters_hash_two = generate_insight_cache_key(insight_two, None)
 
         assert filters_hash_one != filters_hash_two
+
+    def test_dashboard_with_query_insight_and_filters(self) -> None:
+        browser_equals_firefox = {
+            "key": "$browser",
+            "label": None,
+            "operator": "exact",
+            "type": "event",
+            "value": ["Firefox"],
+        }
+        browser_equals_chrome = {
+            "key": "$browser",
+            "label": None,
+            "operator": "exact",
+            "type": "event",
+            "value": ["Chrome"],
+        }
+
+        # use test cases and a for loop because django TestCase doesn't have parametrization
+        test_cases = [
+            (
+                # test that query filters are equal when there are no dashboard filters
+                {"dateRange": {"date_from": "-14d", "date_to": "-7d"}},
+                {},
+                {"dateRange": {"date_from": "-14d", "date_to": "-7d"}, "properties": None},
+            ),
+            (
+                # test that dashboard filters are used when there are no query filters
+                {},
+                {"date_from": "-14d", "date_to": "-7d"},
+                {"dateRange": {"date_from": "-14d", "date_to": "-7d"}, "properties": None},
+            ),
+            (
+                # test that dashboard filters take priority
+                {"dateRange": {"date_from": "-2d", "date_to": "-1d"}},
+                {"date_from": "-4d", "date_to": "-3d"},
+                {"dateRange": {"date_from": "-4d", "date_to": "-3d"}, "properties": None},
+            ),
+            (
+                # test that dashboard filters take priority, even if only one value is set, the other is set to None
+                {"dateRange": {"date_from": "-14d", "date_to": "-7d"}},
+                {"date_from": "all"},
+                {"dateRange": {"date_from": "all", "date_to": None}, "properties": None},
+            ),
+            (
+                # test that if no filters are set then none are outputted
+                {},
+                {},
+                {"dateRange": {"date_from": None, "date_to": None}, "properties": None},
+            ),
+            (
+                # test that properties from the query are used when there are no dashboard properties
+                {"properties": [browser_equals_firefox]},
+                {},
+                {"dateRange": {"date_from": None, "date_to": None}, "properties": [browser_equals_firefox]},
+            ),
+            (
+                # test that properties from the dashboard are used when there are no query properties
+                {},
+                {"properties": [browser_equals_chrome]},
+                {"dateRange": {"date_from": None, "date_to": None}, "properties": [browser_equals_chrome]},
+            ),
+            (
+                # test that properties are merged when set in both query and dashboard
+                {"properties": [browser_equals_firefox]},
+                {"properties": [browser_equals_chrome]},
+                {
+                    "dateRange": {"date_from": None, "date_to": None},
+                    "properties": [browser_equals_firefox, browser_equals_chrome],
+                },
+            ),
+        ]
+
+        for query_filters, dashboard_filters, expected_filters in test_cases:
+            query_insight = Insight.objects.create(
+                team=self.team,
+                query={
+                    "kind": "DataTableNode",
+                    "source": {
+                        "filters": query_filters,
+                        "kind": "HogQLQuery",
+                        "modifiers": None,
+                        "query": "select * from events where {filters}",
+                        "response": None,
+                        "values": None,
+                    },
+                },
+            )
+            dashboard = Dashboard.objects.create(team=self.team, filters=dashboard_filters)
+
+            data = query_insight.dashboard_query(dashboard)
+            assert data
+            actual = data["source"]["filters"]
+            assert expected_filters == actual
+
+    def test_query_hash_varies_with_dashboard_filters(self) -> None:
+        query = {
+            "kind": "DataTableNode",
+            "source": {
+                "filters": {"dateRange": {"date_from": "-14d", "date_to": "-7d"}},
+                "kind": "HogQLQuery",
+                "modifiers": None,
+                "query": "select * from events where {filters}",
+                "response": None,
+                "values": None,
+            },
+        }
+        dashboard_filters = {"date_from": "-4d", "date_to": "-3d"}
+
+        query_insight = Insight.objects.create(team=self.team, query=query)
+        dashboard = Dashboard.objects.create(team=self.team, filters=dashboard_filters)
+
+        hash_sans_dashboard = generate_insight_cache_key(query_insight, None)
+        hash_with_dashboard = generate_insight_cache_key(query_insight, dashboard)
+
+        assert hash_sans_dashboard != hash_with_dashboard
diff --git a/posthog/schema.py b/posthog/schema.py
index 4370ee5a9c7a9..10d2e5e62372c 100644
--- a/posthog/schema.py
+++ b/posthog/schema.py
@@ -947,6 +947,30 @@ class AnyResponseType(RootModel):
     ]
 
 
+class DashboardFilter(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    date_from: Optional[str] = None
+    date_to: Optional[str] = None
+    properties: Optional[
+        List[
+            Union[
+                EventPropertyFilter,
+                PersonPropertyFilter,
+                ElementPropertyFilter,
+                SessionPropertyFilter,
+                CohortPropertyFilter,
+                RecordingDurationFilter,
+                GroupPropertyFilter,
+                FeaturePropertyFilter,
+                HogQLPropertyFilter,
+                EmptyPropertyFilter,
+            ]
+        ]
+    ] = None
+
+
 class DatabaseSchemaQuery(BaseModel):
     model_config = ConfigDict(
         extra="forbid",

From b35ea46b8129ad4e03dcdc60049439254993ee2d Mon Sep 17 00:00:00 2001
From: Robbie <robbie.coomber@gmail.com>
Date: Fri, 20 Oct 2023 15:21:11 +0100
Subject: [PATCH 035/133] feat(web-analytics): Add localised number formatting
 and right-aligned cells (#18116)

* Add better table formatting

* Use QueryContent to right-align table cells and headings

* Just use toLocaleString
---
 .../queries/nodes/DataTable/renderColumnMeta.tsx  |  4 ++++
 frontend/src/queries/types.ts                     |  1 +
 .../src/scenes/web-analytics/WebDashboard.tsx     | 15 +++++----------
 3 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/frontend/src/queries/nodes/DataTable/renderColumnMeta.tsx b/frontend/src/queries/nodes/DataTable/renderColumnMeta.tsx
index 1aee1ab0e87eb..f73466611bad4 100644
--- a/frontend/src/queries/nodes/DataTable/renderColumnMeta.tsx
+++ b/frontend/src/queries/nodes/DataTable/renderColumnMeta.tsx
@@ -11,12 +11,14 @@ import { getQueryFeatures, QueryFeature } from '~/queries/nodes/DataTable/queryF
 export interface ColumnMeta {
     title?: JSX.Element | string
     width?: number
+    align?: 'left' | 'right' | 'center'
 }
 
 export function renderColumnMeta(key: string, query: DataTableNode, context?: QueryContext): ColumnMeta {
     let width: number | undefined
     let title: JSX.Element | string | undefined
     const queryFeatures = getQueryFeatures(query.source)
+    let align: ColumnMeta['align']
 
     if (isHogQLQuery(query.source)) {
         title = key
@@ -43,6 +45,7 @@ export function renderColumnMeta(key: string, query: DataTableNode, context?: Qu
         ) : (
             queryContextColumn?.title ?? column.replace('_', ' ')
         )
+        align = queryContextColumn?.align
     } else if (key === 'person.$delete') {
         title = ''
         width = 0
@@ -71,5 +74,6 @@ export function renderColumnMeta(key: string, query: DataTableNode, context?: Qu
     return {
         title,
         ...(typeof width !== 'undefined' ? { width } : {}),
+        ...(align ? { align } : {}),
     }
 }
diff --git a/frontend/src/queries/types.ts b/frontend/src/queries/types.ts
index 3825db4f766c9..03e80d7490fe6 100644
--- a/frontend/src/queries/types.ts
+++ b/frontend/src/queries/types.ts
@@ -32,4 +32,5 @@ interface QueryContextColumn {
     title?: string
     renderTitle?: QueryContextColumnTitleComponent
     render?: QueryContextColumnComponent
+    align?: 'left' | 'right' | 'center' // default is left
 }
diff --git a/frontend/src/scenes/web-analytics/WebDashboard.tsx b/frontend/src/scenes/web-analytics/WebDashboard.tsx
index b91d2ad611abc..ba91a95fe856e 100644
--- a/frontend/src/scenes/web-analytics/WebDashboard.tsx
+++ b/frontend/src/scenes/web-analytics/WebDashboard.tsx
@@ -12,22 +12,14 @@ import { DateFilter } from 'lib/components/DateFilter/DateFilter'
 
 const PercentageCell: QueryContextColumnComponent = ({ value }) => {
     if (typeof value === 'number') {
-        return (
-            <div className="w-full text-right">
-                <span className="flex-1 text-right">{`${(value * 100).toFixed(1)}%`}</span>
-            </div>
-        )
+        return <span>{`${(value * 100).toFixed(1)}%`}</span>
     } else {
         return null
     }
 }
 
 const NumericCell: QueryContextColumnComponent = ({ value }) => {
-    return (
-        <div className="w-full text-right">
-            <span className="flex-1 text-right">{String(value)}</span>
-        </div>
-    )
+    return <span>{typeof value === 'number' ? value.toLocaleString() : String(value)}</span>
 }
 
 const BreakdownValueTitle: QueryContextColumnTitleComponent = (props) => {
@@ -115,14 +107,17 @@ const queryContext: QueryContext = {
         bounce_rate: {
             title: 'Bounce Rate',
             render: PercentageCell,
+            align: 'right',
         },
         views: {
             title: 'Views',
             render: NumericCell,
+            align: 'right',
         },
         visitors: {
             title: 'Visitors',
             render: NumericCell,
+            align: 'right',
         },
     },
 }

From 1ab80f4851d6d60bb4e85480e9391db1530ad1d0 Mon Sep 17 00:00:00 2001
From: Brett Hoerner <brett@posthog.com>
Date: Fri, 20 Oct 2023 09:21:44 -0600
Subject: [PATCH 036/133] =?UTF-8?q?fix(plugin-server):=20prevent=20multipl?=
 =?UTF-8?q?e=20concurrent=20reloadPlugins=20and=20coa=E2=80=A6=20(#18120)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

fix(plugin-server): prevent multiple concurrent reloadPlugins and coalesce them when possible
---
 plugin-server/src/worker/tasks.ts | 49 +++++++++++++++++++++++++++----
 1 file changed, 44 insertions(+), 5 deletions(-)

diff --git a/plugin-server/src/worker/tasks.ts b/plugin-server/src/worker/tasks.ts
index 17966c498cd24..87b216d07ac57 100644
--- a/plugin-server/src/worker/tasks.ts
+++ b/plugin-server/src/worker/tasks.ts
@@ -11,6 +11,14 @@ import { teardownPlugins } from './plugins/teardown'
 
 type TaskRunner = (hub: Hub, args: any) => Promise<any> | any
 
+// If a reload is already scheduled, this will be a promise that resolves when the reload is done.
+let RELOAD_PLUGINS_PROMISE: Promise<void> | undefined
+
+// Whether the actual reload work has started. If `RELOAD_PLUGINS_PROMISE` is defined and this is
+// `false` it means the promise is still sleeping for jitter, and so concurrent requests can know
+// that a reload will start in the future.
+let RELOAD_PLUGINS_PROMISE_STARTED = false
+
 export const workerTasks: Record<string, TaskRunner> = {
     runPluginJob: (hub, { job }: { job: EnqueuedPluginJob }) => {
         return runPluginTask(hub, job.type, PluginTaskType.Job, job.pluginConfigId, job.payload)
@@ -31,11 +39,42 @@ export const workerTasks: Record<string, TaskRunner> = {
         return hub.pluginSchedule !== null
     },
     reloadPlugins: async (hub) => {
-        // Jitter the reload time to avoid all workers reloading at the same time.
-        const jitterMs = Math.random() * hub.RELOAD_PLUGIN_JITTER_MAX_MS
-        status.info('💤', `Sleeping for ${jitterMs}ms to jitter reloadPlugins`)
-        await sleep(jitterMs)
-        await retryIfRetriable(async () => await setupPlugins(hub))
+        if (RELOAD_PLUGINS_PROMISE && !RELOAD_PLUGINS_PROMISE_STARTED) {
+            // A reload is already scheduled and hasn't started yet. When it starts it will load the
+            // state of plugins after this reload request was issued, so we're done here.
+            return
+        }
+
+        if (RELOAD_PLUGINS_PROMISE && RELOAD_PLUGINS_PROMISE_STARTED) {
+            // A reload was in progress, we need to wait for it to finish and then we can schedule a
+            // new one (or a concurrent request will beat us to it after also waiting here, which is
+            // fine!).
+            await RELOAD_PLUGINS_PROMISE
+        }
+
+        if (!RELOAD_PLUGINS_PROMISE) {
+            // No reload is in progress, schedule one. If multiple concurrent requests got in line
+            // above, we only need one to schedule the reload here.
+
+            RELOAD_PLUGINS_PROMISE = (async () => {
+                // Jitter the reload time to avoid all workers reloading at the same time.
+                const jitterMs = Math.random() * hub.RELOAD_PLUGIN_JITTER_MAX_MS
+                status.info('💤', `Sleeping for ${jitterMs}ms to jitter reloadPlugins`)
+                await sleep(jitterMs)
+
+                RELOAD_PLUGINS_PROMISE_STARTED = true
+                try {
+                    const tries = 3
+                    const retrySleepMs = 5000
+                    await retryIfRetriable(async () => await setupPlugins(hub), tries, retrySleepMs)
+                } finally {
+                    RELOAD_PLUGINS_PROMISE = undefined
+                    RELOAD_PLUGINS_PROMISE_STARTED = false
+                }
+            })()
+
+            await RELOAD_PLUGINS_PROMISE
+        }
     },
     reloadSchedule: async (hub) => {
         await loadSchedule(hub)

From b799bc456f37dd02d68803c744d9e5d248771f85 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tom=C3=A1s=20Far=C3=ADas=20Santana?= <tomas@tomasfarias.dev>
Date: Fri, 20 Oct 2023 17:29:43 +0200
Subject: [PATCH 037/133] fix(backfill-batch-exports): Account for jitter
 (#18121)

---
 posthog/temporal/workflows/backfill_batch_export.py | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/posthog/temporal/workflows/backfill_batch_export.py b/posthog/temporal/workflows/backfill_batch_export.py
index 24b00c81876ab..6c0e653cf6a8c 100644
--- a/posthog/temporal/workflows/backfill_batch_export.py
+++ b/posthog/temporal/workflows/backfill_batch_export.py
@@ -139,12 +139,18 @@ async def backfill_schedule(inputs: BackfillScheduleInputs) -> None:
 
     handle = client.get_schedule_handle(inputs.schedule_id)
 
+    description = await handle.describe()
+    jitter = description.schedule.spec.jitter
+
     frequency = dt.timedelta(seconds=inputs.frequency_seconds)
     full_backfill_range = backfill_range(start_at, end_at, frequency * inputs.buffer_limit)
 
     for backfill_start_at, backfill_end_at in full_backfill_range:
         utcnow = dt.datetime.utcnow()
 
+        if jitter is not None:
+            backfill_end_at = backfill_end_at + jitter
+
         backfill = temporalio.client.ScheduleBackfill(
             start_at=backfill_start_at,
             end_at=backfill_end_at,

From fb6e408d0a5d9dff426e15430f6a63d3361a82c9 Mon Sep 17 00:00:00 2001
From: Li Yi Yu <li@posthog.com>
Date: Fri, 20 Oct 2023 14:01:38 -0400
Subject: [PATCH 038/133] feat(surveys): auto opt in and out surveys for users
 (#18080)

* opt in surveys when creating survey and opt out when no active surveys

* update survey banner warning

* add auto opt ins for surveys list launch and stop surveys

* remove from onboarding step

* Update UI snapshots for `chromium` (2)

* update opt in from backend instead

* add filter for api surveys and post delete to receiver

* Update query snapshots

* fix popup flicker

* ambr snapshots

* disabled popup banner rename

* exclude api surveys in query instead

---------

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 cypress/e2e/surveys.cy.ts                     |  31 ------
 .../scenes-app-surveys--surveys-list.png      | Bin 114555 -> 114713 bytes
 .../ingestion/panels/SuperpowersPanel.tsx     |  21 ----
 frontend/src/scenes/surveys/Surveys.tsx       |  24 ++---
 frontend/src/scenes/surveys/surveyLogic.tsx   |   2 +-
 frontend/src/scenes/surveys/surveysLogic.tsx  |  21 +++-
 .../api/test/__snapshots__/test_survey.ambr   |  30 +++++-
 posthog/api/test/test_survey.py               |  97 ++++++++++++++++++
 posthog/models/feedback/survey.py             |  30 +++---
 9 files changed, 169 insertions(+), 87 deletions(-)

diff --git a/cypress/e2e/surveys.cy.ts b/cypress/e2e/surveys.cy.ts
index 6d06114bd162b..17805c09a8684 100644
--- a/cypress/e2e/surveys.cy.ts
+++ b/cypress/e2e/surveys.cy.ts
@@ -39,37 +39,6 @@ describe('Surveys', () => {
         cy.get('tbody').should('not.exist')
     })
 
-    it('shows survey disabled banner when surveys disabled', () => {
-        cy.get('div.LemonBanner.LemonBanner--warning.mb-2').should(
-            'contain',
-            'Survey popovers are currently disabled for this project'
-        )
-        cy.get('div.LemonBanner.LemonBanner--warning.mb-2').contains('Configure').click()
-
-        cy.contains('Surveys settings').should('exist').should('be.visible')
-
-        cy.get('[data-attr="opt-in-surveys-switch"]').click()
-
-        cy.get('[data-attr=success-toast]').contains('Surveys opt in').should('exist')
-
-        cy.contains('Done').click()
-
-        // now lemon banner should be gone
-        cy.get('div.LemonBanner.LemonBanner--warning.mb-2').should('not.exist')
-
-        // get it back
-        cy.contains('Configure').click()
-        cy.get('[data-attr="opt-in-surveys-switch"]').click()
-        cy.get('[data-attr=success-toast]').contains('Surveys opt in').should('exist')
-        cy.contains('Done').click()
-
-        // now lemon banner should be back
-        cy.get('div.LemonBanner.LemonBanner--warning.mb-2').should(
-            'contain',
-            'Survey popovers are currently disabled for this project'
-        )
-    })
-
     it('creates a new survey', () => {
         // load an empty page
         cy.get('h1').should('contain', 'Surveys')
diff --git a/frontend/__snapshots__/scenes-app-surveys--surveys-list.png b/frontend/__snapshots__/scenes-app-surveys--surveys-list.png
index 4077d5142e9f75290aacdba897a7b3a3c3962ae1..2561db683b5f72838a32498ff88facbf3ca16dbc 100644
GIT binary patch
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diff --git a/frontend/src/scenes/ingestion/panels/SuperpowersPanel.tsx b/frontend/src/scenes/ingestion/panels/SuperpowersPanel.tsx
index faabd060340b8..5ec5cad19e87e 100644
--- a/frontend/src/scenes/ingestion/panels/SuperpowersPanel.tsx
+++ b/frontend/src/scenes/ingestion/panels/SuperpowersPanel.tsx
@@ -12,7 +12,6 @@ export function SuperpowersPanel(): JSX.Element {
     const { completeOnboarding } = useActions(ingestionLogic)
     const [sessionRecordingsChecked, setSessionRecordingsChecked] = useState(true)
     const [autocaptureChecked, setAutocaptureChecked] = useState(true)
-    const [surveysChecked, setSurveysChecked] = useState(true)
 
     return (
         <CardContainer
@@ -23,7 +22,6 @@ export function SuperpowersPanel(): JSX.Element {
                     capture_console_log_opt_in: sessionRecordingsChecked,
                     capture_performance_opt_in: sessionRecordingsChecked,
                     autocapture_opt_out: !autocaptureChecked,
-                    surveys_opt_in: surveysChecked,
                 })
                 if (!showBillingStep) {
                     completeOnboarding()
@@ -84,25 +82,6 @@ export function SuperpowersPanel(): JSX.Element {
                     directly in your code snippet.
                 </p>
             </div>
-            <div>
-                <LemonSwitch
-                    data-attr="opt-in-surveys-switch"
-                    onChange={(checked) => {
-                        setSurveysChecked(checked)
-                    }}
-                    label="Get qualitative feedback from your users"
-                    fullWidth={true}
-                    labelClassName={'text-base font-semibold'}
-                    checked={surveysChecked}
-                />
-                <p className="prompt-text ml-0">
-                    Collect feedback from your users directly in your product.{' '}
-                    <Link to={'https://posthog.com/docs/surveys'} target="blank">
-                        Learn more
-                    </Link>{' '}
-                    about Surveys.
-                </p>
-            </div>
         </CardContainer>
     )
 }
diff --git a/frontend/src/scenes/surveys/Surveys.tsx b/frontend/src/scenes/surveys/Surveys.tsx
index 8ea18829c1a86..9679568b05188 100644
--- a/frontend/src/scenes/surveys/Surveys.tsx
+++ b/frontend/src/scenes/surveys/Surveys.tsx
@@ -27,7 +27,6 @@ import { ProductIntroduction } from 'lib/components/ProductIntroduction/ProductI
 import { userLogic } from 'scenes/userLogic'
 import { dayjs } from 'lib/dayjs'
 import { VersionCheckerBanner } from 'lib/components/VersionChecker/VersionCheckerBanner'
-import { teamLogic } from 'scenes/teamLogic'
 import { LemonBanner } from 'lib/lemon-ui/LemonBanner'
 import { IconSettings } from 'lib/lemon-ui/icons'
 import { openSurveysSettingsDialog } from './SurveySettings'
@@ -54,13 +53,12 @@ export function Surveys(): JSX.Element {
         searchTerm,
         filters,
         uniqueCreators,
+        showSurveysDisabledBanner,
     } = useValues(surveysLogic)
 
     const { deleteSurvey, updateSurvey, setSearchTerm, setSurveysFilters } = useActions(surveysLogic)
 
     const { user } = useValues(userLogic)
-    const { currentTeam } = useValues(teamLogic)
-    const surveysPopupDisabled = currentTeam && !currentTeam?.surveys_opt_in
 
     const [tab, setSurveyTab] = useState(SurveysTabs.Active)
     const shouldShowEmptyState = !surveysLoading && surveys.length === 0
@@ -97,13 +95,6 @@ export function Surveys(): JSX.Element {
                         >
                             New survey
                         </LemonButtonWithSideAction>
-                        <LemonButton
-                            type="secondary"
-                            icon={<IconSettings />}
-                            onClick={() => openSurveysSettingsDialog()}
-                        >
-                            Configure
-                        </LemonButton>
                     </>
                 }
                 caption={
@@ -135,7 +126,7 @@ export function Surveys(): JSX.Element {
             <div className="space-y-2">
                 <VersionCheckerBanner />
 
-                {surveysPopupDisabled ? (
+                {showSurveysDisabledBanner ? (
                     <LemonBanner
                         type="warning"
                         action={{
@@ -146,7 +137,8 @@ export function Surveys(): JSX.Element {
                         }}
                         className="mb-2"
                     >
-                        Survey popovers are currently disabled for this project.
+                        Survey popovers are currently disabled for this project but there are active surveys running.
+                        Re-enable them in the settings.
                     </LemonBanner>
                 ) : null}
             </div>
@@ -306,14 +298,14 @@ export function Surveys(): JSX.Element {
                                                             <LemonButton
                                                                 status="stealth"
                                                                 fullWidth
-                                                                onClick={() =>
+                                                                onClick={() => {
                                                                     updateSurvey({
                                                                         id: survey.id,
                                                                         updatePayload: {
                                                                             end_date: dayjs().toISOString(),
                                                                         },
                                                                     })
-                                                                }
+                                                                }}
                                                             >
                                                                 Stop survey
                                                             </LemonButton>
@@ -322,12 +314,12 @@ export function Surveys(): JSX.Element {
                                                             <LemonButton
                                                                 status="stealth"
                                                                 fullWidth
-                                                                onClick={() =>
+                                                                onClick={() => {
                                                                     updateSurvey({
                                                                         id: survey.id,
                                                                         updatePayload: { end_date: null },
                                                                     })
-                                                                }
+                                                                }}
                                                             >
                                                                 Resume survey
                                                             </LemonButton>
diff --git a/frontend/src/scenes/surveys/surveyLogic.tsx b/frontend/src/scenes/surveys/surveyLogic.tsx
index 8442979b221c9..33a70c2cb507e 100644
--- a/frontend/src/scenes/surveys/surveyLogic.tsx
+++ b/frontend/src/scenes/surveys/surveyLogic.tsx
@@ -107,7 +107,7 @@ export const surveyLogic = kea<surveyLogicType>([
                 'reportSurveyViewed',
             ],
         ],
-        values: [enabledFlagLogic, ['featureFlags as enabledFlags']],
+        values: [enabledFlagLogic, ['featureFlags as enabledFlags'], surveysLogic, ['surveys']],
     })),
     actions({
         setSurveyMissing: true,
diff --git a/frontend/src/scenes/surveys/surveysLogic.tsx b/frontend/src/scenes/surveys/surveysLogic.tsx
index cce52cdbede30..f5789021e74d1 100644
--- a/frontend/src/scenes/surveys/surveysLogic.tsx
+++ b/frontend/src/scenes/surveys/surveysLogic.tsx
@@ -2,7 +2,7 @@ import { afterMount, connect, kea, listeners, path, selectors, actions, reducers
 import { loaders } from 'kea-loaders'
 import api from 'lib/api'
 import Fuse from 'fuse.js'
-import { AvailableFeature, Breadcrumb, ProgressStatus, Survey } from '~/types'
+import { AvailableFeature, Breadcrumb, ProgressStatus, Survey, SurveyType } from '~/types'
 import { urls } from 'scenes/urls'
 
 import type { surveysLogicType } from './surveysLogicType'
@@ -10,6 +10,7 @@ import { lemonToast } from '@posthog/lemon-ui'
 import { userLogic } from 'scenes/userLogic'
 import { router } from 'kea-router'
 import { LemonSelectOption } from 'lib/lemon-ui/LemonSelect'
+import { teamLogic } from 'scenes/teamLogic'
 
 export function getSurveyStatus(survey: Survey): ProgressStatus {
     if (!survey.start_date) {
@@ -33,7 +34,8 @@ interface SurveysCreators {
 export const surveysLogic = kea<surveysLogicType>([
     path(['scenes', 'surveys', 'surveysLogic']),
     connect(() => ({
-        values: [userLogic, ['user']],
+        values: [userLogic, ['user'], teamLogic, ['currentTeam', 'currentTeamLoading']],
+        actions: [teamLogic, ['loadCurrentTeam']],
     })),
     actions({
         setSearchTerm: (searchTerm: string) => ({ searchTerm }),
@@ -87,11 +89,15 @@ export const surveysLogic = kea<surveysLogicType>([
         },
         updateSurveySuccess: () => {
             lemonToast.success('Survey updated')
+            actions.loadCurrentTeam()
         },
         setSurveysFilters: () => {
             actions.loadSurveys()
             actions.loadResponsesCount()
         },
+        loadSurveysSuccess: () => {
+            actions.loadCurrentTeam()
+        },
     })),
     selectors({
         searchedSurveys: [
@@ -162,6 +168,17 @@ export const surveysLogic = kea<surveysLogicType>([
             (s) => [s.user],
             (user) => (user?.organization?.available_features || []).includes(AvailableFeature.WHITE_LABELLING),
         ],
+        showSurveysDisabledBanner: [
+            (s) => [s.currentTeam, s.currentTeamLoading, s.surveys],
+            (currentTeam, currentTeamLoading, surveys) => {
+                return (
+                    !currentTeamLoading &&
+                    currentTeam &&
+                    !currentTeam.surveys_opt_in &&
+                    surveys.some((s) => s.start_date && !s.end_date && s.type !== SurveyType.API)
+                )
+            },
+        ],
     }),
     afterMount(({ actions }) => {
         actions.loadSurveys()
diff --git a/posthog/api/test/__snapshots__/test_survey.ambr b/posthog/api/test/__snapshots__/test_survey.ambr
index dbb2f09b058c3..9b5369abdf9fc 100644
--- a/posthog/api/test/__snapshots__/test_survey.ambr
+++ b/posthog/api/test/__snapshots__/test_survey.ambr
@@ -10,6 +10,17 @@
   '
 ---
 # name: TestSurveysAPIList.test_list_surveys
+  '
+  SELECT COUNT(*) AS "__count"
+  FROM "posthog_survey"
+  WHERE (NOT "posthog_survey"."archived"
+         AND "posthog_survey"."end_date" IS NULL
+         AND "posthog_survey"."start_date" IS NOT NULL
+         AND "posthog_survey"."team_id" = 2
+         AND NOT ("posthog_survey"."type" = 'api'))
+  '
+---
+# name: TestSurveysAPIList.test_list_surveys.1
   '
   SELECT "posthog_featureflag"."id",
          "posthog_featureflag"."key",
@@ -32,7 +43,7 @@
          AND "posthog_featureflag"."team_id" = 2)
   '
 ---
-# name: TestSurveysAPIList.test_list_surveys.1
+# name: TestSurveysAPIList.test_list_surveys.2
   '
   SELECT "posthog_featureflag"."id",
          "posthog_featureflag"."key",
@@ -55,7 +66,18 @@
          AND "posthog_featureflag"."team_id" = 2)
   '
 ---
-# name: TestSurveysAPIList.test_list_surveys.2
+# name: TestSurveysAPIList.test_list_surveys.3
+  '
+  SELECT COUNT(*) AS "__count"
+  FROM "posthog_survey"
+  WHERE (NOT "posthog_survey"."archived"
+         AND "posthog_survey"."end_date" IS NULL
+         AND "posthog_survey"."start_date" IS NOT NULL
+         AND "posthog_survey"."team_id" = 2
+         AND NOT ("posthog_survey"."type" = 'api'))
+  '
+---
+# name: TestSurveysAPIList.test_list_surveys.4
   '
   SELECT "posthog_user"."id",
          "posthog_user"."password",
@@ -84,7 +106,7 @@
   LIMIT 21
   '
 ---
-# name: TestSurveysAPIList.test_list_surveys.3
+# name: TestSurveysAPIList.test_list_surveys.5
   '
   SELECT "posthog_team"."id",
          "posthog_team"."uuid",
@@ -129,7 +151,7 @@
   LIMIT 21 /*controller='posthog.api.survey.surveys',route='%5Eapi/surveys/%3F%28%3F%3A%5B%3F%23%5D.%2A%29%3F%24'*/
   '
 ---
-# name: TestSurveysAPIList.test_list_surveys.4
+# name: TestSurveysAPIList.test_list_surveys.6
   '
   SELECT "posthog_survey"."id",
          "posthog_survey"."team_id",
diff --git a/posthog/api/test/test_survey.py b/posthog/api/test/test_survey.py
index 3d64d3e1da046..4225d33a27c16 100644
--- a/posthog/api/test/test_survey.py
+++ b/posthog/api/test/test_survey.py
@@ -668,6 +668,103 @@ def test_updating_survey_name_validates(self):
             updated_survey_deletes_targeting_flag.json()["detail"] == "There is already another survey with this name."
         )
 
+    def test_enable_surveys_opt_in(self):
+        Survey.objects.create(
+            team=self.team,
+            created_by=self.user,
+            name="Survey 1",
+            type="popover",
+            questions=[{"type": "open", "question": "What's a survey?"}],
+            start_date=datetime.now() - timedelta(days=2),
+            end_date=datetime.now() - timedelta(days=1),
+        )
+        self.assertEqual(self.team.surveys_opt_in, None)
+        Survey.objects.create(
+            team=self.team,
+            created_by=self.user,
+            name="Survey 2",
+            type="popover",
+            questions=[{"type": "open", "question": "What's a hedgehog?"}],
+            start_date=datetime.now() - timedelta(days=2),
+        )
+        assert self.team.surveys_opt_in is True
+
+    def test_disable_surveys_opt_in(self):
+        survey = Survey.objects.create(
+            team=self.team,
+            created_by=self.user,
+            name="Survey 2",
+            type="popover",
+            questions=[{"type": "open", "question": "What's a hedgehog?"}],
+            start_date=datetime.now() - timedelta(days=2),
+        )
+        assert self.team.surveys_opt_in is True
+        self.client.patch(
+            f"/api/projects/{self.team.id}/surveys/{survey.id}/",
+            data={"end_date": datetime.now() - timedelta(days=1)},
+        )
+        self.team.refresh_from_db()
+        assert self.team.surveys_opt_in is False
+
+    def test_surveys_opt_in_with_api_type_surveys(self):
+        api_survey = Survey.objects.create(
+            team=self.team,
+            created_by=self.user,
+            name="API survey",
+            type="api",
+            questions=[{"type": "open", "question": "What's a survey?"}],
+            start_date=datetime.now() - timedelta(days=2),
+        )
+        self.assertEqual(self.team.surveys_opt_in, None)
+        popover_survey = Survey.objects.create(
+            team=self.team,
+            created_by=self.user,
+            name="Popover survey",
+            type="popover",
+            questions=[{"type": "open", "question": "What's a survey?"}],
+            start_date=datetime.now() - timedelta(days=2),
+        )
+        self.team.refresh_from_db()
+        assert self.team.surveys_opt_in is True
+        self.client.patch(
+            f"/api/projects/{self.team.id}/surveys/{api_survey.id}/",
+            data={"end_date": datetime.now() - timedelta(days=1)},
+        )
+        self.team.refresh_from_db()
+        self.assertEqual(self.team.surveys_opt_in, True)
+        self.client.patch(
+            f"/api/projects/{self.team.id}/surveys/{popover_survey.id}/",
+            data={"end_date": datetime.now() - timedelta(days=1)},
+        )
+        self.team.refresh_from_db()
+        assert self.team.surveys_opt_in is False
+
+    def test_surveys_opt_in_post_delete(self):
+        Survey.objects.create(
+            team=self.team,
+            created_by=self.user,
+            name="Survey 1",
+            type="popover",
+            questions=[{"type": "open", "question": "What's a survey?"}],
+            start_date=datetime.now() - timedelta(days=2),
+            end_date=datetime.now() - timedelta(days=1),
+        )
+        survey_to_delete = Survey.objects.create(
+            team=self.team,
+            created_by=self.user,
+            name="Survey 2",
+            type="popover",
+            questions=[{"type": "open", "question": "What's a survey?"}],
+            start_date=datetime.now() - timedelta(days=2),
+        )
+        assert self.team.surveys_opt_in is True
+        self.client.delete(
+            f"/api/projects/{self.team.id}/surveys/{survey_to_delete.id}/",
+            format="json",
+        )
+        self.team.refresh_from_db()
+        assert self.team.surveys_opt_in is False
+
 
 class TestSurveyQuestionValidation(APIBaseTest):
     def test_create_basic_survey_question_validation(self):
diff --git a/posthog/models/feedback/survey.py b/posthog/models/feedback/survey.py
index 5287747ea98f5..13938222d317e 100644
--- a/posthog/models/feedback/survey.py
+++ b/posthog/models/feedback/survey.py
@@ -1,4 +1,6 @@
 from django.db import models
+from django.db.models.signals import post_save, post_delete
+from posthog.models.signals import mutable_receiver
 from posthog.models.utils import UUIDModel
 
 
@@ -35,21 +37,9 @@ class Meta:
         related_query_name="survey_targeting_flag",
     )
     type: models.CharField = models.CharField(max_length=40, choices=SurveyType.choices)
-
-    # { url: 'posthog.com/feature', selector: null, triggers: [{}] #similar to cohort behavioral filters for now?}
     conditions: models.JSONField = models.JSONField(blank=True, null=True)
-
-    # class SurveyQuestionType(models.TextChoices):
-    #     OPEN = "open"
-    #     MULTIPLE_CHOICE_SINGLE = "multiple"
-    #     NPS = "nps"
-    #     RATING = "rating"
-    # [ { type: 'open', question: "leave feedback plz?"}, { type: 'rating', question: null}, { type: 'multiple_choice', question: "multiple choice question?", choices: ["choice 1", "choice 2"]} ]
     questions: models.JSONField = models.JSONField(blank=True, null=True)
-
-    # { background_color: "white", button_color: "orange", text_color: "", position, etc... }
     appearance: models.JSONField = models.JSONField(blank=True, null=True)
-
     created_at: models.DateTimeField = models.DateTimeField(auto_now_add=True)
     created_by: models.ForeignKey = models.ForeignKey(
         "posthog.User",
@@ -62,3 +52,19 @@ class Meta:
     end_date: models.DateTimeField = models.DateTimeField(null=True)
     updated_at: models.DateTimeField = models.DateTimeField(auto_now=True)
     archived: models.BooleanField = models.BooleanField(default=False)
+
+
+@mutable_receiver([post_save, post_delete], sender=Survey)
+def update_surveys_opt_in(sender, instance, **kwargs):
+    active_surveys_count = (
+        Survey.objects.filter(team_id=instance.team_id, start_date__isnull=False, end_date__isnull=True, archived=False)
+        .exclude(type="api")
+        .count()
+    )
+
+    if active_surveys_count > 0 and not instance.team.surveys_opt_in:
+        instance.team.surveys_opt_in = True
+        instance.team.save(update_fields=["surveys_opt_in"])
+    elif active_surveys_count == 0 and instance.team.surveys_opt_in is True:
+        instance.team.surveys_opt_in = False
+        instance.team.save(update_fields=["surveys_opt_in"])

From 1900db97d70fea7c086d4005229e8039c5c0b86a Mon Sep 17 00:00:00 2001
From: Li Yi Yu <li@posthog.com>
Date: Fri, 20 Oct 2023 16:13:54 -0400
Subject: [PATCH 039/133] feat(surveys): gate premium features (#18094)

* pay gates wip

* Update UI snapshots for `chromium` (2)

* pay gate survey edit

* html descriptions

* Update UI snapshots for `chromium` (2)

* rename ctas in pay gate mini and use getavailablefeature

* Update UI snapshots for `chromium` (2)

* Update UI snapshots for `webkit` (2)

* feature flag pay gate

* Update UI snapshots for `chromium` (2)

* swap surveys beta tag for new and bump higher

* Update UI snapshots for `chromium` (1)

* fix merge conflict

---------

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 ...vigation--app-page-with-side-bar-shown.png | Bin 69832 -> 69910 bytes
 ...insights--funnel-left-to-right--webkit.png | Bin 73420 -> 89044 bytes
 ...funnel-left-to-right-breakdown--webkit.png | Bin 85050 -> 101322 bytes
 ...sights--funnel-left-to-right-breakdown.png | Bin 85301 -> 116147 bytes
 ...nes-app-insights--funnel-left-to-right.png | Bin 74554 -> 104266 bytes
 ...insights--funnel-top-to-bottom--webkit.png | Bin 101063 -> 100425 bytes
 ...funnel-top-to-bottom-breakdown--webkit.png | Bin 101863 -> 101523 bytes
 ...l-top-to-bottom-breakdown-edit--webkit.png | Bin 128046 -> 160653 bytes
 ...s--funnel-top-to-bottom-breakdown-edit.png | Bin 122730 -> 173933 bytes
 ...sights--funnel-top-to-bottom-breakdown.png | Bin 79338 -> 111132 bytes
 ...hts--funnel-top-to-bottom-edit--webkit.png | Bin 124740 -> 156853 bytes
 ...pp-insights--funnel-top-to-bottom-edit.png | Bin 119343 -> 170667 bytes
 ...nes-app-insights--funnel-top-to-bottom.png | Bin 78735 -> 110821 bytes
 ...-app-recordings--recordings-play-lists.png | Bin 93897 -> 93862 bytes
 ...veys--new-survey-customisation-section.png | Bin 68642 -> 71393 bytes
 .../scenes-app-surveys--new-survey.png        | Bin 70942 -> 71275 bytes
 .../src/layout/navigation/SideBar/SideBar.tsx |  15 ++-
 .../components/PayGateMini/PayGateMini.tsx    |  26 +++--
 frontend/src/lib/constants.tsx                |   6 +-
 .../src/scenes/surveys/SurveyAppearance.tsx   |  70 ++++++++-----
 frontend/src/scenes/surveys/SurveyEdit.tsx    |  97 +++++++++++++-----
 frontend/src/scenes/surveys/surveysLogic.tsx  |  31 +++++-
 frontend/src/types.ts                         |   3 +
 posthog/constants.py                          |   3 +
 24 files changed, 176 insertions(+), 75 deletions(-)

diff --git a/frontend/__snapshots__/layout-navigation--app-page-with-side-bar-shown.png b/frontend/__snapshots__/layout-navigation--app-page-with-side-bar-shown.png
index 0e0372679513ed351339afba7495f1f0c88eb325..29f658fac2fb864c5861e43d4f46a42cdcb52b5a 100644
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diff --git a/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-breakdown--webkit.png b/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-breakdown--webkit.png
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diff --git a/frontend/src/layout/navigation/SideBar/SideBar.tsx b/frontend/src/layout/navigation/SideBar/SideBar.tsx
index 4983ab4222ad1..c37c2f0284631 100644
--- a/frontend/src/layout/navigation/SideBar/SideBar.tsx
+++ b/frontend/src/layout/navigation/SideBar/SideBar.tsx
@@ -194,19 +194,18 @@ function Pages(): JSX.Element {
                         !preflight?.instance_preferences?.disable_paid_fs) && (
                         <PageButton icon={<IconExperiment />} identifier={Scene.Experiments} to={urls.experiments()} />
                     )}
-                    <PageButton
-                        icon={<IconRocketLaunch />}
-                        identifier={Scene.EarlyAccessFeatures}
-                        title={'Early Access Management'}
-                        to={urls.earlyAccessFeatures()}
-                    />
-
                     <PageButton
                         icon={<IconSurveys />}
                         identifier={Scene.Surveys}
                         title={'Surveys'}
                         to={urls.surveys()}
-                        highlight="beta"
+                        highlight="new"
+                    />
+                    <PageButton
+                        icon={<IconRocketLaunch />}
+                        identifier={Scene.EarlyAccessFeatures}
+                        title={'Early Access Management'}
+                        to={urls.earlyAccessFeatures()}
                     />
                     <div className="SideBar__heading">Data</div>
 
diff --git a/frontend/src/lib/components/PayGateMini/PayGateMini.tsx b/frontend/src/lib/components/PayGateMini/PayGateMini.tsx
index f1ba0bdf475dd..3431660481dcc 100644
--- a/frontend/src/lib/components/PayGateMini/PayGateMini.tsx
+++ b/frontend/src/lib/components/PayGateMini/PayGateMini.tsx
@@ -6,7 +6,6 @@ import { IconEmojiPeople, IconLightBulb, IconLock, IconPremium } from 'lib/lemon
 import { LemonButton } from 'lib/lemon-ui/LemonButton'
 import './PayGateMini.scss'
 import { FEATURE_MINIMUM_PLAN, POSTHOG_CLOUD_STANDARD_PLAN } from 'lib/constants'
-import { capitalizeFirstLetter } from 'lib/utils'
 import clsx from 'clsx'
 
 type PayGateSupportedFeatures =
@@ -16,6 +15,8 @@ type PayGateSupportedFeatures =
     | AvailableFeature.ROLE_BASED_ACCESS
     | AvailableFeature.CORRELATION_ANALYSIS
     | AvailableFeature.PATHS_ADVANCED
+    | AvailableFeature.SURVEYS_STYLING
+    | AvailableFeature.SURVEYS_TEXT_HTML
 
 export interface PayGateMiniProps {
     feature: PayGateSupportedFeatures
@@ -69,6 +70,16 @@ const FEATURE_SUMMARIES: Record<
         umbrella: 'advanced analysis capabilities',
         docsHref: 'https://posthog.com/manual/paths',
     },
+    [AvailableFeature.SURVEYS_STYLING]: {
+        description: 'Customize the look and feel of your surveys with custom colors and positions.',
+        umbrella: 'surveys customization',
+        docsHref: 'https://posthog.com/docs/surveys',
+    },
+    [AvailableFeature.SURVEYS_TEXT_HTML]: {
+        description: 'Use HTML to customize the content of your surveys.',
+        umbrella: 'surveys customization',
+        docsHref: 'https://posthog.com/docs/surveys',
+    },
 }
 
 /** A sort of paywall for premium features.
@@ -87,7 +98,7 @@ export function PayGateMini({
 
     const featureSummary = FEATURE_SUMMARIES[feature]
     const planRequired = FEATURE_MINIMUM_PLAN[feature]
-    let gateVariant: 'add-card' | 'contact-sales' | 'check-licensing' | null = null
+    let gateVariant: 'add-card' | 'contact-sales' | 'subscribe' | null = null
     if (!overrideShouldShowGate && !hasAvailableFeature(feature)) {
         if (preflight?.cloud) {
             if (planRequired === POSTHOG_CLOUD_STANDARD_PLAN) {
@@ -96,7 +107,7 @@ export function PayGateMini({
                 gateVariant = 'contact-sales'
             }
         } else {
-            gateVariant = 'check-licensing'
+            gateVariant = 'subscribe'
         }
     }
 
@@ -109,8 +120,7 @@ export function PayGateMini({
             <div className="PayGateMini__icon">{featureSummary.icon || <IconPremium />}</div>
             <div className="PayGateMini__description">{featureSummary.description}</div>
             <div className="PayGateMini__cta">
-                Upgrade to {gateVariant === 'add-card' ? 'a premium' : `the ${capitalizeFirstLetter(planRequired)}`}{' '}
-                plan to gain {featureSummary.umbrella}.
+                Subscribe to gain {featureSummary.umbrella}.
                 {featureSummary.docsHref && (
                     <>
                         {' '}
@@ -126,8 +136,8 @@ export function PayGateMini({
                         ? '/organization/billing'
                         : gateVariant === 'contact-sales'
                         ? `mailto:sales@posthog.com?subject=Inquiring about ${featureSummary.umbrella}`
-                        : gateVariant === 'check-licensing'
-                        ? 'https://posthog.com/pricing'
+                        : gateVariant === 'subscribe'
+                        ? '/organization/billing'
                         : undefined
                 }
                 type="secondary"
@@ -138,7 +148,7 @@ export function PayGateMini({
                     ? 'Upgrade now'
                     : gateVariant === 'contact-sales'
                     ? 'Contact sales'
-                    : 'Explore license options'}
+                    : 'Subscribe'}
             </LemonButton>
         </div>
     ) : (
diff --git a/frontend/src/lib/constants.tsx b/frontend/src/lib/constants.tsx
index fd25cde2002a9..ad523af4aa576 100644
--- a/frontend/src/lib/constants.tsx
+++ b/frontend/src/lib/constants.tsx
@@ -143,7 +143,6 @@ export const FEATURE_FLAGS = {
     HEDGEHOG_MODE_DEBUG: 'hedgehog-mode-debug', // owner: @benjackwhite
     AUTO_REDIRECT: 'auto-redirect', // owner: @lharries
     GENERIC_SIGNUP_BENEFITS: 'generic-signup-benefits', // experiment, owner: @raquelmsmith
-    SURVEYS_POSITIONS: 'surveys-positions', // owner: @liyiy
     WEB_ANALYTICS: 'web-analytics', // owner @robbie-c #team-web-analytics
     HIGH_FREQUENCY_BATCH_EXPORTS: 'high-frequency-batch-exports', // owner: @tomasfarias
     // owner: team monitoring, only to be enabled for PostHog team testing
@@ -162,7 +161,7 @@ export const FEATURE_FLAGS = {
     WEBHOOKS_DENYLIST: 'webhooks-denylist', // owner: #team-pipeline
     SURVEYS_MULTIPLE_QUESTIONS: 'surveys-multiple-questions', // owner: @liyiy
     SURVEYS_RESULTS_VISUALIZATIONS: 'surveys-results-visualizations', // owner: @jurajmajerik
-    SURVEYS_NEW_CREATION_FLOW: 'surveys-new-creation-flow', // owner: @liyiy
+    SURVEYS_PAYGATES: 'surveys-paygates',
     CONSOLE_RECORDING_SEARCH: 'console-recording-search', // owner: #team-monitoring
     PERSONS_HOGQL_QUERY: 'persons-hogql-query', // owner: @mariusandra
 } as const
@@ -194,6 +193,9 @@ export const FEATURE_MINIMUM_PLAN: Partial<Record<AvailableFeature, LicensePlan>
     [AvailableFeature.ROLE_BASED_ACCESS]: LicensePlan.Enterprise,
     [AvailableFeature.RECORDINGS_FILE_EXPORT]: LicensePlan.Scale,
     [AvailableFeature.RECORDINGS_PERFORMANCE]: LicensePlan.Scale,
+    [AvailableFeature.SURVEYS_STYLING]: LicensePlan.Scale,
+    [AvailableFeature.SURVEYS_MULTIPLE_QUESTIONS]: LicensePlan.Scale,
+    [AvailableFeature.SURVEYS_TEXT_HTML]: LicensePlan.Scale,
 }
 
 export const ENTITY_MATCH_TYPE = 'entities'
diff --git a/frontend/src/scenes/surveys/SurveyAppearance.tsx b/frontend/src/scenes/surveys/SurveyAppearance.tsx
index ed3fc50036ce0..1f53d80ae234e 100644
--- a/frontend/src/scenes/surveys/SurveyAppearance.tsx
+++ b/frontend/src/scenes/surveys/SurveyAppearance.tsx
@@ -6,6 +6,7 @@ import {
     RatingSurveyQuestion,
     SurveyQuestionType,
     MultipleSurveyQuestion,
+    AvailableFeature,
 } from '~/types'
 import { defaultSurveyAppearance } from './constants'
 import {
@@ -22,9 +23,8 @@ import {
 import { surveysLogic } from './surveysLogic'
 import { useValues } from 'kea'
 import React, { useEffect, useRef, useState } from 'react'
-import { FEATURE_FLAGS } from 'lib/constants'
-import { featureFlagLogic } from 'lib/logic/featureFlagLogic'
 import { sanitize } from 'dompurify'
+import { PayGateMini } from 'lib/components/PayGateMini/PayGateMini'
 
 interface SurveyAppearanceProps {
     type: SurveyQuestionType
@@ -134,45 +134,61 @@ export function SurveyAppearance({
 }
 
 export function Customization({ appearance, surveyQuestionItem, onAppearanceChange }: CustomizationProps): JSX.Element {
-    const { whitelabelAvailable } = useValues(surveysLogic)
-    const { featureFlags } = useValues(featureFlagLogic)
+    const { whitelabelAvailable, surveysStylingAvailable } = useValues(surveysLogic)
+
     return (
         <div className="flex flex-col">
+            {!surveysStylingAvailable && (
+                <PayGateMini feature={AvailableFeature.SURVEYS_STYLING}>
+                    <></>
+                </PayGateMini>
+            )}
+            <div className="mt-2">Button text</div>
+            <LemonInput
+                value={appearance?.submitButtonText || defaultSurveyAppearance.submitButtonText}
+                onChange={(submitButtonText) => onAppearanceChange({ ...appearance, submitButtonText })}
+            />
             <div className="mt-2">Background color</div>
             <LemonInput
                 value={appearance?.backgroundColor}
                 onChange={(backgroundColor) => onAppearanceChange({ ...appearance, backgroundColor })}
+                disabled={!surveysStylingAvailable}
             />
             <div className="mt-2">Border color</div>
             <LemonInput
                 value={appearance?.borderColor || defaultSurveyAppearance.borderColor}
                 onChange={(borderColor) => onAppearanceChange({ ...appearance, borderColor })}
+                disabled={!surveysStylingAvailable}
             />
-            {featureFlags[FEATURE_FLAGS.SURVEYS_POSITIONS] && (
-                <>
-                    <div className="mt-2">Position</div>
-                    <div className="flex gap-1">
-                        {['left', 'center', 'right'].map((position) => {
-                            return (
-                                <LemonButton
-                                    key={position}
-                                    type="tertiary"
-                                    onClick={() => onAppearanceChange({ ...appearance, position })}
-                                    active={appearance.position === position}
-                                >
-                                    {position}
-                                </LemonButton>
-                            )
-                        })}
-                    </div>
-                </>
-            )}
+            <>
+                <div className="mt-2">Position</div>
+                <div className="flex gap-1">
+                    {['left', 'center', 'right'].map((position) => {
+                        return (
+                            <LemonButton
+                                key={position}
+                                type="tertiary"
+                                onClick={() => onAppearanceChange({ ...appearance, position })}
+                                active={appearance.position === position}
+                                disabledReason={
+                                    surveysStylingAvailable
+                                        ? null
+                                        : 'Subscribe to surveys to customize survey position.'
+                                }
+                            >
+                                {position}
+                            </LemonButton>
+                        )
+                    })}
+                </div>
+            </>
             {surveyQuestionItem.type === SurveyQuestionType.Rating && (
                 <>
                     <div className="mt-2">Rating button color</div>
                     <LemonInput
                         value={appearance?.ratingButtonColor}
                         onChange={(ratingButtonColor) => onAppearanceChange({ ...appearance, ratingButtonColor })}
+                        disabled={!surveysStylingAvailable}
                     />
                     <div className="mt-2">Rating button active color</div>
                     <LemonInput
@@ -180,6 +196,7 @@ export function Customization({ appearance, surveyQuestionItem, onAppearanceChan
                         onChange={(ratingButtonActiveColor) =>
                             onAppearanceChange({ ...appearance, ratingButtonActiveColor })
                         }
+                        disabled={!surveysStylingAvailable}
                     />
                 </>
             )}
@@ -187,11 +204,7 @@ export function Customization({ appearance, surveyQuestionItem, onAppearanceChan
             <LemonInput
                 value={appearance?.submitButtonColor}
                 onChange={(submitButtonColor) => onAppearanceChange({ ...appearance, submitButtonColor })}
-            />
-            <div className="mt-2">Button text</div>
-            <LemonInput
-                value={appearance?.submitButtonText || defaultSurveyAppearance.submitButtonText}
-                onChange={(submitButtonText) => onAppearanceChange({ ...appearance, submitButtonText })}
+                disabled={!surveysStylingAvailable}
             />
             {surveyQuestionItem.type === SurveyQuestionType.Open && (
                 <>
@@ -199,6 +212,7 @@ export function Customization({ appearance, surveyQuestionItem, onAppearanceChan
                     <LemonInput
                         value={appearance?.placeholder || defaultSurveyAppearance.placeholder}
                         onChange={(placeholder) => onAppearanceChange({ ...appearance, placeholder })}
+                        disabled={!surveysStylingAvailable}
                     />
                 </>
             )}
diff --git a/frontend/src/scenes/surveys/SurveyEdit.tsx b/frontend/src/scenes/surveys/SurveyEdit.tsx
index 9b8b0b41f8a08..6bc86e4b64760 100644
--- a/frontend/src/scenes/surveys/SurveyEdit.tsx
+++ b/frontend/src/scenes/surveys/SurveyEdit.tsx
@@ -21,9 +21,10 @@ import {
     LinkSurveyQuestion,
     RatingSurveyQuestion,
     SurveyUrlMatchType,
+    AvailableFeature,
 } from '~/types'
 import { FlagSelector } from 'scenes/early-access-features/EarlyAccessFeature'
-import { IconCancel, IconDelete, IconPlus, IconPlusMini } from 'lib/lemon-ui/icons'
+import { IconCancel, IconDelete, IconLock, IconPlus, IconPlusMini } from 'lib/lemon-ui/icons'
 import {
     BaseAppearance,
     Customization,
@@ -45,6 +46,8 @@ import { CodeEditor } from 'lib/components/CodeEditors'
 import { FEATURE_FLAGS } from 'lib/constants'
 import { featureFlagLogic as enabledFeaturesLogic } from 'lib/logic/featureFlagLogic'
 import { SurveyFormAppearance } from './SurveyFormAppearance'
+import { PayGateMini } from 'lib/components/PayGateMini/PayGateMini'
+import { surveysLogic } from './surveysLogic'
 
 function PresentationTypeCard({
     title,
@@ -98,6 +101,7 @@ export default function SurveyEdit(): JSX.Element {
         setSelectedQuestion,
         setSelectedSection,
     } = useActions(surveyLogic)
+    const { surveysMultipleQuestionsAvailable } = useValues(surveysLogic)
     const { featureFlags } = useValues(enabledFeaturesLogic)
 
     return (
@@ -554,7 +558,10 @@ export default function SurveyEdit(): JSX.Element {
                                                                           placeholder="ex: Thank you for your feedback!"
                                                                       />
                                                                   </PureField>
-                                                                  <PureField label="Thank you description">
+                                                                  <PureField
+                                                                      label="Thank you description"
+                                                                      className="mt-1"
+                                                                  >
                                                                       <HTMLEditor
                                                                           value={
                                                                               survey.appearance
@@ -584,11 +591,16 @@ export default function SurveyEdit(): JSX.Element {
                                     />
                                     <div className="flex gap-2">
                                         {featureFlags[FEATURE_FLAGS.SURVEYS_MULTIPLE_QUESTIONS] && (
-                                            // TODO: Add pay gate mini here once billing is resolved for it
                                             <LemonButton
                                                 type="secondary"
                                                 className="w-max mt-2"
                                                 icon={<IconPlus />}
+                                                sideIcon={<IconLock className="ml-1 text-base text-muted" />}
+                                                disabledReason={
+                                                    surveysMultipleQuestionsAvailable
+                                                        ? null
+                                                        : 'Subscribe for multiple question surveys'
+                                                }
                                                 onClick={() => {
                                                     setSurveyValue('questions', [
                                                         ...survey.questions,
@@ -924,6 +936,7 @@ export function HTMLEditor({
     setWritingHTMLDescription: (writingHTML: boolean) => void
     textPlaceholder?: string
 }): JSX.Element {
+    const { surveysHTMLAvailable } = useValues(surveysLogic)
     return (
         <>
             <LemonTabs
@@ -944,31 +957,63 @@ export function HTMLEditor({
                     },
                     {
                         key: 'html',
-                        label: <span className="text-sm">HTML</span>,
+                        label: (
+                            <div>
+                                <span className="text-sm">HTML</span>
+                                {!surveysHTMLAvailable && <IconLock className="ml-2" />}
+                            </div>
+                        ),
                         content: (
                             <div>
-                                <CodeEditor
-                                    className="border"
-                                    language="html"
-                                    value={value}
-                                    onChange={(v) => onChange(v ?? '')}
-                                    height={150}
-                                    options={{
-                                        minimap: {
-                                            enabled: false,
-                                        },
-                                        scrollbar: {
-                                            alwaysConsumeMouseWheel: false,
-                                        },
-                                        wordWrap: 'on',
-                                        scrollBeyondLastLine: false,
-                                        automaticLayout: true,
-                                        fixedOverflowWidgets: true,
-                                        lineNumbers: 'off',
-                                        glyphMargin: false,
-                                        folding: false,
-                                    }}
-                                />
+                                {surveysHTMLAvailable ? (
+                                    <CodeEditor
+                                        className="border"
+                                        language="html"
+                                        value={value}
+                                        onChange={(v) => onChange(v ?? '')}
+                                        height={150}
+                                        options={{
+                                            minimap: {
+                                                enabled: false,
+                                            },
+                                            scrollbar: {
+                                                alwaysConsumeMouseWheel: false,
+                                            },
+                                            wordWrap: 'on',
+                                            scrollBeyondLastLine: false,
+                                            automaticLayout: true,
+                                            fixedOverflowWidgets: true,
+                                            lineNumbers: 'off',
+                                            glyphMargin: false,
+                                            folding: false,
+                                        }}
+                                    />
+                                ) : (
+                                    <PayGateMini feature={AvailableFeature.SURVEYS_TEXT_HTML}>
+                                        <CodeEditor
+                                            className="border"
+                                            language="html"
+                                            value={value}
+                                            onChange={(v) => onChange(v ?? '')}
+                                            height={150}
+                                            options={{
+                                                minimap: {
+                                                    enabled: false,
+                                                },
+                                                scrollbar: {
+                                                    alwaysConsumeMouseWheel: false,
+                                                },
+                                                wordWrap: 'on',
+                                                scrollBeyondLastLine: false,
+                                                automaticLayout: true,
+                                                fixedOverflowWidgets: true,
+                                                lineNumbers: 'off',
+                                                glyphMargin: false,
+                                                folding: false,
+                                            }}
+                                        />
+                                    </PayGateMini>
+                                )}
                             </div>
                         ),
                     },
diff --git a/frontend/src/scenes/surveys/surveysLogic.tsx b/frontend/src/scenes/surveys/surveysLogic.tsx
index f5789021e74d1..ca2d8ceb951b6 100644
--- a/frontend/src/scenes/surveys/surveysLogic.tsx
+++ b/frontend/src/scenes/surveys/surveysLogic.tsx
@@ -10,6 +10,8 @@ import { lemonToast } from '@posthog/lemon-ui'
 import { userLogic } from 'scenes/userLogic'
 import { router } from 'kea-router'
 import { LemonSelectOption } from 'lib/lemon-ui/LemonSelect'
+import { featureFlagLogic } from 'lib/logic/featureFlagLogic'
+import { FEATURE_FLAGS } from 'lib/constants'
 import { teamLogic } from 'scenes/teamLogic'
 
 export function getSurveyStatus(survey: Survey): ProgressStatus {
@@ -34,7 +36,14 @@ interface SurveysCreators {
 export const surveysLogic = kea<surveysLogicType>([
     path(['scenes', 'surveys', 'surveysLogic']),
     connect(() => ({
-        values: [userLogic, ['user'], teamLogic, ['currentTeam', 'currentTeamLoading']],
+        values: [
+            userLogic,
+            ['hasAvailableFeature'],
+            teamLogic,
+            ['currentTeam', 'currentTeamLoading'],
+            featureFlagLogic,
+            ['featureFlags'],
+        ],
         actions: [teamLogic, ['loadCurrentTeam']],
     })),
     actions({
@@ -164,9 +173,25 @@ export const surveysLogic = kea<surveysLogicType>([
                 return response
             },
         ],
+        payGateFlagOn: [(s) => [s.featureFlags], (featureFlags) => featureFlags[FEATURE_FLAGS.SURVEYS_PAYGATES]],
         whitelabelAvailable: [
-            (s) => [s.user],
-            (user) => (user?.organization?.available_features || []).includes(AvailableFeature.WHITE_LABELLING),
+            (s) => [s.hasAvailableFeature],
+            (hasAvailableFeature) => hasAvailableFeature(AvailableFeature.WHITE_LABELLING),
+        ],
+        surveysStylingAvailable: [
+            (s) => [s.hasAvailableFeature, s.payGateFlagOn],
+            (hasAvailableFeature, payGateFlagOn) =>
+                !payGateFlagOn || (payGateFlagOn && hasAvailableFeature(AvailableFeature.SURVEYS_STYLING)),
+        ],
+        surveysHTMLAvailable: [
+            (s) => [s.hasAvailableFeature, s.payGateFlagOn],
+            (hasAvailableFeature, payGateFlagOn) =>
+                !payGateFlagOn || (payGateFlagOn && hasAvailableFeature(AvailableFeature.SURVEYS_TEXT_HTML)),
+        ],
+        surveysMultipleQuestionsAvailable: [
+            (s) => [s.hasAvailableFeature, s.payGateFlagOn],
+            (hasAvailableFeature, payGateFlagOn) =>
+                !payGateFlagOn || (payGateFlagOn && hasAvailableFeature(AvailableFeature.SURVEYS_MULTIPLE_QUESTIONS)),
         ],
         showSurveysDisabledBanner: [
             (s) => [s.currentTeam, s.currentTeamLoading, s.surveys],
diff --git a/frontend/src/types.ts b/frontend/src/types.ts
index 39444841413ef..81ed7c8c32fbe 100644
--- a/frontend/src/types.ts
+++ b/frontend/src/types.ts
@@ -87,6 +87,9 @@ export enum AvailableFeature {
     BESPOKE_PRICING = 'bespoke_pricing',
     INVOICE_PAYMENTS = 'invoice_payments',
     SUPPORT_SLAS = 'support_slas',
+    SURVEYS_STYLING = 'surveys_styling',
+    SURVEYS_TEXT_HTML = 'surveys_text_html',
+    SURVEYS_MULTIPLE_QUESTIONS = 'surveys_multiple_questions',
 }
 
 export type AvailableProductFeature = {
diff --git a/posthog/constants.py b/posthog/constants.py
index e7ef03baf7014..3beb8ca12b3b9 100644
--- a/posthog/constants.py
+++ b/posthog/constants.py
@@ -33,6 +33,9 @@ class AvailableFeature(str, Enum):
     ROLE_BASED_ACCESS = "role_based_access"
     RECORDINGS_FILE_EXPORT = "recordings_file_export"
     RECORDINGS_PERFORMANCE = "recordings_performance"
+    SURVEYS_STYLING = "surveys_styling"
+    SURVEYS_TEXT_HTML = "surveys_text_html"
+    SURVEYS_MULTIPLE_QUESTIONS = "surveys_multiple_questions"
 
 
 TREND_FILTER_TYPE_ACTIONS = "actions"

From 4b00140675ea27d999a63b114ed2318eaf698d6c Mon Sep 17 00:00:00 2001
From: Li Yi Yu <li@posthog.com>
Date: Fri, 20 Oct 2023 17:46:02 -0400
Subject: [PATCH 040/133] fix(survey): fix question type placement and add open
 feedback template (#18125)

* move survey question type back up

* add open feedback template

* fix description
---
 .../scenes-app-notebooks--bullet-list.png     | Bin 62092 -> 62171 bytes
 .../scenes-app-notebooks--empty-notebook.png  | Bin 59702 -> 59783 bytes
 .../scenes-app-notebooks--headings.png        | Bin 66971 -> 67039 bytes
 ...enes-app-notebooks--notebook-not-found.png | Bin 126287 -> 126338 bytes
 .../scenes-app-notebooks--notebooks-list.png  | Bin 87454 -> 87521 bytes
 .../scenes-app-notebooks--numbered-list.png   | Bin 63487 -> 63563 bytes
 ...nes-app-notebooks--recordings-playlist.png | Bin 84041 -> 84062 bytes
 .../scenes-app-notebooks--text-formats.png    | Bin 65487 -> 65566 bytes
 ...enes-app-notebooks--text-only-notebook.png | Bin 66638 -> 66711 bytes
 .../scenes-app-surveys--new-survey.png        | Bin 71275 -> 70977 bytes
 .../scenes-app-surveys--survey-templates.png  | Bin 108967 -> 125362 bytes
 frontend/src/scenes/surveys/SurveyEdit.tsx    |  42 +++++++++---------
 frontend/src/scenes/surveys/constants.tsx     |  11 +++++
 13 files changed, 32 insertions(+), 21 deletions(-)

diff --git a/frontend/__snapshots__/scenes-app-notebooks--bullet-list.png b/frontend/__snapshots__/scenes-app-notebooks--bullet-list.png
index 34247b0185eb52f4023dec3040b132c922ecff21..2d5ce2b295b2ad26377108ccbb0564f750a8bb8e 100644
GIT binary patch
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diff --git a/frontend/src/scenes/surveys/SurveyEdit.tsx b/frontend/src/scenes/surveys/SurveyEdit.tsx
index 6bc86e4b64760..2d70879d7446d 100644
--- a/frontend/src/scenes/surveys/SurveyEdit.tsx
+++ b/frontend/src/scenes/surveys/SurveyEdit.tsx
@@ -167,27 +167,6 @@ export default function SurveyEdit(): JSX.Element {
                                                     content: (
                                                         <Group name={`questions.${index}`} key={index}>
                                                             <div className="flex flex-col gap-2">
-                                                                <Field name="question" label="Label">
-                                                                    <LemonInput value={question.question} />
-                                                                </Field>
-
-                                                                <Field
-                                                                    name="description"
-                                                                    label="Description (optional)"
-                                                                >
-                                                                    {({ value, onChange }) => (
-                                                                        <HTMLEditor
-                                                                            value={value}
-                                                                            onChange={onChange}
-                                                                            writingHTMLDescription={
-                                                                                writingHTMLDescription
-                                                                            }
-                                                                            setWritingHTMLDescription={
-                                                                                setWritingHTMLDescription
-                                                                            }
-                                                                        />
-                                                                    )}
-                                                                </Field>
                                                                 <Field
                                                                     name="type"
                                                                     label="Question type"
@@ -335,6 +314,27 @@ export default function SurveyEdit(): JSX.Element {
                                                                         ]}
                                                                     />
                                                                 </Field>
+                                                                <Field name="question" label="Label">
+                                                                    <LemonInput value={question.question} />
+                                                                </Field>
+
+                                                                <Field
+                                                                    name="description"
+                                                                    label="Description (optional)"
+                                                                >
+                                                                    {({ value, onChange }) => (
+                                                                        <HTMLEditor
+                                                                            value={value}
+                                                                            onChange={onChange}
+                                                                            writingHTMLDescription={
+                                                                                writingHTMLDescription
+                                                                            }
+                                                                            setWritingHTMLDescription={
+                                                                                setWritingHTMLDescription
+                                                                            }
+                                                                        />
+                                                                    )}
+                                                                </Field>
                                                                 {survey.questions.length > 1 && (
                                                                     <Field name="optional" className="my-2">
                                                                         <LemonCheckbox
diff --git a/frontend/src/scenes/surveys/constants.tsx b/frontend/src/scenes/surveys/constants.tsx
index f14337deeabc1..6339def81aaa3 100644
--- a/frontend/src/scenes/surveys/constants.tsx
+++ b/frontend/src/scenes/surveys/constants.tsx
@@ -148,6 +148,7 @@ export const NEW_SURVEY: NewSurvey = {
 }
 
 export enum SurveyTemplateType {
+    OpenFeedback = 'Open feedback',
     Interview = 'User interview',
     NPS = 'Net promoter score (NPS)',
     CSAT = 'Customer satisfaction score (CSAT)',
@@ -244,4 +245,14 @@ export const defaultSurveyTemplates = [
         ],
         description: 'Find out if it was something you said.',
     },
+    {
+        type: SurveyTemplateType.OpenFeedback,
+        questions: [
+            {
+                type: SurveyQuestionType.Open,
+                question: 'What can we do to improve our product?',
+            },
+        ],
+        description: "Let your users share what's on their mind.",
+    },
 ]

From 4bb8e07d94da60d9303718c9941b40e2afd0dc16 Mon Sep 17 00:00:00 2001
From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com>
Date: Mon, 23 Oct 2023 05:12:33 -0400
Subject: [PATCH 041/133] chore(deps): Update posthog-js to 1.84.2 (#18130)

---
 package.json   | 2 +-
 pnpm-lock.yaml | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/package.json b/package.json
index caf1169dd8f27..dcbc9ef01d1f8 100644
--- a/package.json
+++ b/package.json
@@ -131,7 +131,7 @@
         "md5": "^2.3.0",
         "monaco-editor": "^0.39.0",
         "papaparse": "^5.4.1",
-        "posthog-js": "1.84.1",
+        "posthog-js": "1.84.2",
         "posthog-js-lite": "2.0.0-alpha5",
         "prettier": "^2.8.8",
         "prop-types": "^15.7.2",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 10e799ed6cdb0..fb048525d343d 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -207,8 +207,8 @@ dependencies:
     specifier: ^5.4.1
     version: 5.4.1
   posthog-js:
-    specifier: 1.84.1
-    version: 1.84.1
+    specifier: 1.84.2
+    version: 1.84.2
   posthog-js-lite:
     specifier: 2.0.0-alpha5
     version: 2.0.0-alpha5
@@ -14822,8 +14822,8 @@ packages:
     resolution: {integrity: sha512-tlkBdypJuvK/s00n4EiQjwYVfuuZv6vt8BF3g1ooIQa2Gz9Vz80p8q3qsPLZ0V5ErGRy6i3Q4fWC9TDzR7GNRQ==}
     dev: false
 
-  /posthog-js@1.84.1:
-    resolution: {integrity: sha512-VWf6Hj9qBCyXBahIeUiOF/P8EuMfuD3db7QiS5hlytmJt0n5KwroIkN+oP6GrYBa3fzt9OWNLFVyRZ2wNE/vrg==}
+  /posthog-js@1.84.2:
+    resolution: {integrity: sha512-dp3Y0vMZeBuGQD+CIhEjhluclS0/3VHgmgH3oSBpUoEOLfuZIxrXpHI2QlOT/7tscmV6u4t779lJPVgsFOLNeQ==}
     dependencies:
       fflate: 0.4.8
     dev: false

From 65a45aaac202eade992168053592f1f0fccc0e08 Mon Sep 17 00:00:00 2001
From: Rishab Nayak <rishab@rishabnayak.com>
Date: Mon, 23 Oct 2023 06:34:04 -0400
Subject: [PATCH 042/133] ci(hogql): Don't run parser build workflow on forks
 (#18018)

* only run hogql parser workflow if running from upstream repo

* Fix capitalization

---------

Co-authored-by: Michael Matloka <michal@matloka.com>
---
 .github/workflows/build-hogql-parser.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/build-hogql-parser.yml b/.github/workflows/build-hogql-parser.yml
index 476ce7082243d..22ead983fd781 100644
--- a/.github/workflows/build-hogql-parser.yml
+++ b/.github/workflows/build-hogql-parser.yml
@@ -19,6 +19,7 @@ concurrency:
 jobs:
     check-version:
         name: Check version legitimacy
+        if: github.repository == 'PostHog/posthog'
         runs-on: ubuntu-22.04
         outputs:
             parser_any_changed: ${{ steps.changed-files-yaml.outputs.parser_any_changed }}

From 437445ec0eb5e137057ccd58b41f4721f1ab04a9 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 23 Oct 2023 13:56:19 +0200
Subject: [PATCH 043/133] chore(deps-dev): bump postcss from 8.4.18 to 8.4.31
 (#17767)

Bumps [postcss](https://github.com/postcss/postcss) from 8.4.18 to 8.4.31.
- [Release notes](https://github.com/postcss/postcss/releases)
- [Changelog](https://github.com/postcss/postcss/blob/main/CHANGELOG.md)
- [Commits](https://github.com/postcss/postcss/compare/8.4.18...8.4.31)

---
updated-dependencies:
- dependency-name: postcss
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 package.json   |  2 +-
 pnpm-lock.yaml | 65 ++++++++++++++++++++++----------------------------
 2 files changed, 29 insertions(+), 38 deletions(-)

diff --git a/package.json b/package.json
index dcbc9ef01d1f8..a492b52adae07 100644
--- a/package.json
+++ b/package.json
@@ -269,7 +269,7 @@
         "pixelmatch": "^5.3.0",
         "playwright-core": "1.29.2",
         "pngjs": "^6.0.0",
-        "postcss": "^8.4.14",
+        "postcss": "^8.4.31",
         "postcss-loader": "^4.3.0",
         "process": "^0.11.10",
         "raw-loader": "^4.0.2",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index fb048525d343d..e98a89e3a272d 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -488,7 +488,7 @@ devDependencies:
     version: 6.4.0(eslint@7.32.0)(typescript@4.9.5)
   autoprefixer:
     specifier: ^10.4.7
-    version: 10.4.13(postcss@8.4.18)
+    version: 10.4.13(postcss@8.4.31)
   axe-core:
     specifier: ^4.4.3
     version: 4.5.1
@@ -607,11 +607,11 @@ devDependencies:
     specifier: ^6.0.0
     version: 6.0.0
   postcss:
-    specifier: ^8.4.14
-    version: 8.4.18
+    specifier: ^8.4.31
+    version: 8.4.31
   postcss-loader:
     specifier: ^4.3.0
-    version: 4.3.0(postcss@8.4.18)(webpack@5.88.2)
+    version: 4.3.0(postcss@8.4.31)(webpack@5.88.2)
   process:
     specifier: ^0.11.10
     version: 0.11.10
@@ -7147,7 +7147,7 @@ packages:
     engines: {node: '>= 4.0.0'}
     dev: true
 
-  /autoprefixer@10.4.13(postcss@8.4.18):
+  /autoprefixer@10.4.13(postcss@8.4.31):
     resolution: {integrity: sha512-49vKpMqcZYsJjwotvt4+h/BCjJVnhGwcLpDt5xkcaOG3eLrG/HUYLagrihYsQ+qrIBgIzX1Rw7a6L8I/ZA1Atg==}
     engines: {node: ^10 || ^12 || >=14}
     hasBin: true
@@ -7159,7 +7159,7 @@ packages:
       fraction.js: 4.2.0
       normalize-range: 0.1.2
       picocolors: 1.0.0
-      postcss: 8.4.18
+      postcss: 8.4.31
       postcss-value-parser: 4.2.0
     dev: true
 
@@ -8291,12 +8291,12 @@ packages:
     peerDependencies:
       webpack: ^5.0.0
     dependencies:
-      icss-utils: 5.1.0(postcss@8.4.28)
-      postcss: 8.4.28
-      postcss-modules-extract-imports: 3.0.0(postcss@8.4.28)
-      postcss-modules-local-by-default: 4.0.3(postcss@8.4.28)
-      postcss-modules-scope: 3.0.0(postcss@8.4.28)
-      postcss-modules-values: 4.0.0(postcss@8.4.28)
+      icss-utils: 5.1.0(postcss@8.4.31)
+      postcss: 8.4.31
+      postcss-modules-extract-imports: 3.0.0(postcss@8.4.31)
+      postcss-modules-local-by-default: 4.0.3(postcss@8.4.31)
+      postcss-modules-scope: 3.0.0(postcss@8.4.31)
+      postcss-modules-values: 4.0.0(postcss@8.4.31)
       postcss-value-parser: 4.2.0
       semver: 7.5.4
       webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
@@ -11124,13 +11124,13 @@ packages:
       postcss: 7.0.39
     dev: true
 
-  /icss-utils@5.1.0(postcss@8.4.28):
+  /icss-utils@5.1.0(postcss@8.4.31):
     resolution: {integrity: sha512-soFhflCVWLfRNOPU3iv5Z9VUdT44xFRbzjLsEzSr5AQmgqPMTHdU3PMT1Cf1ssx8fLNJDA1juftYl+PUcv3MqA==}
     engines: {node: ^10 || ^12 || >= 14}
     peerDependencies:
       postcss: ^8.1.0
     dependencies:
-      postcss: 8.4.28
+      postcss: 8.4.31
     dev: true
 
   /ieee754@1.2.1:
@@ -14488,7 +14488,7 @@ packages:
       postcss: 7.0.39
     dev: true
 
-  /postcss-loader@4.3.0(postcss@8.4.18)(webpack@5.88.2):
+  /postcss-loader@4.3.0(postcss@8.4.31)(webpack@5.88.2):
     resolution: {integrity: sha512-M/dSoIiNDOo8Rk0mUqoj4kpGq91gcxCfb9PoyZVdZ76/AuhxylHDYZblNE8o+EQ9AMSASeMFEKxZf5aU6wlx1Q==}
     engines: {node: '>= 10.13.0'}
     peerDependencies:
@@ -14498,7 +14498,7 @@ packages:
       cosmiconfig: 7.0.1
       klona: 2.0.5
       loader-utils: 2.0.4
-      postcss: 8.4.18
+      postcss: 8.4.31
       schema-utils: 3.3.0
       semver: 7.5.4
       webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
@@ -14573,13 +14573,13 @@ packages:
       postcss: 7.0.39
     dev: true
 
-  /postcss-modules-extract-imports@3.0.0(postcss@8.4.28):
+  /postcss-modules-extract-imports@3.0.0(postcss@8.4.31):
     resolution: {integrity: sha512-bdHleFnP3kZ4NYDhuGlVK+CMrQ/pqUm8bx/oGL93K6gVwiclvX5x0n76fYMKuIGKzlABOy13zsvqjb0f92TEXw==}
     engines: {node: ^10 || ^12 || >= 14}
     peerDependencies:
       postcss: ^8.1.0
     dependencies:
-      postcss: 8.4.28
+      postcss: 8.4.31
     dev: true
 
   /postcss-modules-local-by-default@3.0.3:
@@ -14592,14 +14592,14 @@ packages:
       postcss-value-parser: 4.2.0
     dev: true
 
-  /postcss-modules-local-by-default@4.0.3(postcss@8.4.28):
+  /postcss-modules-local-by-default@4.0.3(postcss@8.4.31):
     resolution: {integrity: sha512-2/u2zraspoACtrbFRnTijMiQtb4GW4BvatjaG/bCjYQo8kLTdevCUlwuBHx2sCnSyrI3x3qj4ZK1j5LQBgzmwA==}
     engines: {node: ^10 || ^12 || >= 14}
     peerDependencies:
       postcss: ^8.1.0
     dependencies:
-      icss-utils: 5.1.0(postcss@8.4.28)
-      postcss: 8.4.28
+      icss-utils: 5.1.0(postcss@8.4.31)
+      postcss: 8.4.31
       postcss-selector-parser: 6.0.10
       postcss-value-parser: 4.2.0
     dev: true
@@ -14612,13 +14612,13 @@ packages:
       postcss-selector-parser: 6.0.10
     dev: true
 
-  /postcss-modules-scope@3.0.0(postcss@8.4.28):
+  /postcss-modules-scope@3.0.0(postcss@8.4.31):
     resolution: {integrity: sha512-hncihwFA2yPath8oZ15PZqvWGkWf+XUfQgUGamS4LqoP1anQLOsOJw0vr7J7IwLpoY9fatA2qiGUGmuZL0Iqlg==}
     engines: {node: ^10 || ^12 || >= 14}
     peerDependencies:
       postcss: ^8.1.0
     dependencies:
-      postcss: 8.4.28
+      postcss: 8.4.31
       postcss-selector-parser: 6.0.10
     dev: true
 
@@ -14629,14 +14629,14 @@ packages:
       postcss: 7.0.39
     dev: true
 
-  /postcss-modules-values@4.0.0(postcss@8.4.28):
+  /postcss-modules-values@4.0.0(postcss@8.4.31):
     resolution: {integrity: sha512-RDxHkAiEGI78gS2ofyvCsu7iycRv7oqw5xMWn9iMoR0N/7mf9D50ecQqUo5BZ9Zh2vH4bCUR/ktCqbB9m8vJjQ==}
     engines: {node: ^10 || ^12 || >= 14}
     peerDependencies:
       postcss: ^8.1.0
     dependencies:
-      icss-utils: 5.1.0(postcss@8.4.28)
-      postcss: 8.4.28
+      icss-utils: 5.1.0(postcss@8.4.31)
+      postcss: 8.4.31
     dev: true
 
   /postcss-normalize-charset@4.0.1:
@@ -14800,17 +14800,8 @@ packages:
       source-map: 0.6.1
     dev: true
 
-  /postcss@8.4.18:
-    resolution: {integrity: sha512-Wi8mWhncLJm11GATDaQKobXSNEYGUHeQLiQqDFG1qQ5UTDPTEvKw0Xt5NsTpktGTwLps3ByrWsBrG0rB8YQ9oA==}
-    engines: {node: ^10 || ^12 || >=14}
-    dependencies:
-      nanoid: 3.3.6
-      picocolors: 1.0.0
-      source-map-js: 1.0.2
-    dev: true
-
-  /postcss@8.4.28:
-    resolution: {integrity: sha512-Z7V5j0cq8oEKyejIKfpD8b4eBy9cwW2JWPk0+fB1HOAMsfHbnAXLLS+PfVWlzMSLQaWttKDt607I0XHmpE67Vw==}
+  /postcss@8.4.31:
+    resolution: {integrity: sha512-PS08Iboia9mts/2ygV3eLpY5ghnUcfLV/EXTOW1E2qYxJKGGBUtNjN76FYHnMs36RmARn41bC0AZmn+rR0OVpQ==}
     engines: {node: ^10 || ^12 || >=14}
     dependencies:
       nanoid: 3.3.6

From cb1523acf8968aaf5e6940aff17cd2c499010d2e Mon Sep 17 00:00:00 2001
From: Neil Kakkar <neilkakkar@gmail.com>
Date: Mon, 23 Oct 2023 15:15:36 +0100
Subject: [PATCH 044/133] fix(surveys): Some paygate tweaks (#18134)

---
 frontend/src/scenes/surveys/SurveyEdit.tsx | 6 +++++-
 frontend/src/scenes/surveys/Surveys.tsx    | 9 +--------
 2 files changed, 6 insertions(+), 9 deletions(-)

diff --git a/frontend/src/scenes/surveys/SurveyEdit.tsx b/frontend/src/scenes/surveys/SurveyEdit.tsx
index 2d70879d7446d..edbf9cb551daa 100644
--- a/frontend/src/scenes/surveys/SurveyEdit.tsx
+++ b/frontend/src/scenes/surveys/SurveyEdit.tsx
@@ -595,7 +595,11 @@ export default function SurveyEdit(): JSX.Element {
                                                 type="secondary"
                                                 className="w-max mt-2"
                                                 icon={<IconPlus />}
-                                                sideIcon={<IconLock className="ml-1 text-base text-muted" />}
+                                                sideIcon={
+                                                    surveysMultipleQuestionsAvailable ? null : (
+                                                        <IconLock className="ml-1 text-base text-muted" />
+                                                    )
+                                                }
                                                 disabledReason={
                                                     surveysMultipleQuestionsAvailable
                                                         ? null
diff --git a/frontend/src/scenes/surveys/Surveys.tsx b/frontend/src/scenes/surveys/Surveys.tsx
index 9679568b05188..143f39fcf01e7 100644
--- a/frontend/src/scenes/surveys/Surveys.tsx
+++ b/frontend/src/scenes/surveys/Surveys.tsx
@@ -66,14 +66,7 @@ export function Surveys(): JSX.Element {
     return (
         <div>
             <PageHeader
-                title={
-                    <div className="flex items-center gap-2">
-                        Surveys
-                        <LemonTag type="warning" className="uppercase">
-                            Beta
-                        </LemonTag>
-                    </div>
-                }
+                title="Surveys"
                 buttons={
                     <>
                         <LemonButtonWithSideAction

From 27b0ee3dfe35dea6c9e4baf47d4d5c73ad56c051 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tom=C3=A1s=20Far=C3=ADas=20Santana?= <tomas@tomasfarias.dev>
Date: Mon, 23 Oct 2023 18:04:21 +0200
Subject: [PATCH 045/133] feat: Add jitter to s3-export schedule (#18141)

Co-authored-by: Frank Hamand <frankhamand@gmail.com>
---
 .github/workflows/ci-backend.yml | 2 +-
 posthog/batch_exports/service.py | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/ci-backend.yml b/.github/workflows/ci-backend.yml
index 52cbad73d8adf..ebc524c8aa509 100644
--- a/.github/workflows/ci-backend.yml
+++ b/.github/workflows/ci-backend.yml
@@ -129,7 +129,7 @@ jobs:
 
             - name: Check formatting
               run: |
-                  black --exclude posthog/hogql/grammar --check .
+                  black --exclude posthog/hogql/grammar --check --diff .
 
             - name: Check static typing
               run: |
diff --git a/posthog/batch_exports/service.py b/posthog/batch_exports/service.py
index a90a2b2ff9a5c..ffe5ee0b692d9 100644
--- a/posthog/batch_exports/service.py
+++ b/posthog/batch_exports/service.py
@@ -377,6 +377,7 @@ def sync_batch_export(batch_export: BatchExport, created: bool):
             start_at=batch_export.start_at,
             end_at=batch_export.end_at,
             intervals=[ScheduleIntervalSpec(every=batch_export.interval_time_delta)],
+            jitter=(batch_export.interval_time_delta / 12),
         ),
         state=state,
         policy=SchedulePolicy(overlap=ScheduleOverlapPolicy.ALLOW_ALL),

From 48af664033bc990e3c5b5c76b15df3924828acfb Mon Sep 17 00:00:00 2001
From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com>
Date: Mon, 23 Oct 2023 14:53:24 -0400
Subject: [PATCH 046/133] chore(deps): Update posthog-js to 1.84.3 (#18143)

---
 package.json   | 2 +-
 pnpm-lock.yaml | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/package.json b/package.json
index a492b52adae07..253ef24e0d24b 100644
--- a/package.json
+++ b/package.json
@@ -131,7 +131,7 @@
         "md5": "^2.3.0",
         "monaco-editor": "^0.39.0",
         "papaparse": "^5.4.1",
-        "posthog-js": "1.84.2",
+        "posthog-js": "1.84.3",
         "posthog-js-lite": "2.0.0-alpha5",
         "prettier": "^2.8.8",
         "prop-types": "^15.7.2",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index e98a89e3a272d..fcc4027f49c61 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -207,8 +207,8 @@ dependencies:
     specifier: ^5.4.1
     version: 5.4.1
   posthog-js:
-    specifier: 1.84.2
-    version: 1.84.2
+    specifier: 1.84.3
+    version: 1.84.3
   posthog-js-lite:
     specifier: 2.0.0-alpha5
     version: 2.0.0-alpha5
@@ -14813,8 +14813,8 @@ packages:
     resolution: {integrity: sha512-tlkBdypJuvK/s00n4EiQjwYVfuuZv6vt8BF3g1ooIQa2Gz9Vz80p8q3qsPLZ0V5ErGRy6i3Q4fWC9TDzR7GNRQ==}
     dev: false
 
-  /posthog-js@1.84.2:
-    resolution: {integrity: sha512-dp3Y0vMZeBuGQD+CIhEjhluclS0/3VHgmgH3oSBpUoEOLfuZIxrXpHI2QlOT/7tscmV6u4t779lJPVgsFOLNeQ==}
+  /posthog-js@1.84.3:
+    resolution: {integrity: sha512-xvPrvp1AENgyblsGU9tHDoMkBE2EHxtlEAZiOaqp2cNivC/L+fSmdfCCtCF1rEUMFDzUkFVvH5zOshOzOfyrMQ==}
     dependencies:
       fflate: 0.4.8
     dev: false

From 31a0f12dd35f6c8d39249f0a047373c9ea1f6537 Mon Sep 17 00:00:00 2001
From: Li Yi Yu <li@posthog.com>
Date: Mon, 23 Oct 2023 16:47:45 -0400
Subject: [PATCH 047/133] fix(surveys): mcq preview label color bug (#18145)

---
 frontend/src/scenes/surveys/SurveyAppearance.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/frontend/src/scenes/surveys/SurveyAppearance.tsx b/frontend/src/scenes/surveys/SurveyAppearance.tsx
index 1f53d80ae234e..b964554d61360 100644
--- a/frontend/src/scenes/surveys/SurveyAppearance.tsx
+++ b/frontend/src/scenes/surveys/SurveyAppearance.tsx
@@ -599,7 +599,7 @@ export function SurveyMultipleChoiceAppearance({
                                 name="choice"
                                 value={choice}
                             />
-                            <label>{choice}</label>
+                            <label style={{ color: textColor }}>{choice}</label>
                             <span className="choice-check">{check}</span>
                         </div>
                     ))}

From 77c4c7f6c8b0f98e4fbeb2ee09187c673d27bc8b Mon Sep 17 00:00:00 2001
From: Juraj Majerik <juro.majerik@gmail.com>
Date: Tue, 24 Oct 2023 07:31:30 +0200
Subject: [PATCH 048/133] fix(surveys): filter out empty strings, fix dropdown
 style (#18139)

---
 frontend/src/scenes/surveys/SurveyView.tsx    | 2 +-
 frontend/src/scenes/surveys/surveyLogic.tsx   | 1 +
 frontend/src/scenes/surveys/surveyViewViz.tsx | 4 +---
 3 files changed, 3 insertions(+), 4 deletions(-)

diff --git a/frontend/src/scenes/surveys/SurveyView.tsx b/frontend/src/scenes/surveys/SurveyView.tsx
index 7911a3c629dac..3ce3e5e637666 100644
--- a/frontend/src/scenes/surveys/SurveyView.tsx
+++ b/frontend/src/scenes/surveys/SurveyView.tsx
@@ -221,7 +221,7 @@ export function SurveyView({ id }: { id: string }): JSX.Element {
                                                 </div>
                                             )}
                                             {survey.type !== SurveyType.API ? (
-                                                <div className="mt-6">
+                                                <div className="mt-6" style={{ maxWidth: 320 }}>
                                                     <SurveyFormAppearance
                                                         activePreview={selectedQuestion || 0}
                                                         survey={survey}
diff --git a/frontend/src/scenes/surveys/surveyLogic.tsx b/frontend/src/scenes/surveys/surveyLogic.tsx
index 33a70c2cb507e..6540adadd93da 100644
--- a/frontend/src/scenes/surveys/surveyLogic.tsx
+++ b/frontend/src/scenes/surveys/surveyLogic.tsx
@@ -375,6 +375,7 @@ export const surveyLogic = kea<surveyLogicType>([
                         FROM events
                         WHERE event == 'survey sent'
                             AND properties.$survey_id == '${survey.id}'
+                            AND trim(JSONExtractString(properties, '${getResponseField(questionIndex)}')) != ''
                             AND timestamp >= '${startDate}'
                             AND timestamp <= '${endDate}'
                         LIMIT 20
diff --git a/frontend/src/scenes/surveys/surveyViewViz.tsx b/frontend/src/scenes/surveys/surveyViewViz.tsx
index 8f5a3955f7bb6..7ef6783eaa7e5 100644
--- a/frontend/src/scenes/surveys/surveyViewViz.tsx
+++ b/frontend/src/scenes/surveys/surveyViewViz.tsx
@@ -461,9 +461,7 @@ export function OpenTextViz({
             ) : (
                 <>
                     <div className="font-semibold text-muted-alt">Open text</div>
-                    <div className="text-xl font-bold mb-4">
-                        {question.question} • <span className="">Latest responses</span>
-                    </div>
+                    <div className="text-xl font-bold mb-4">{question.question}</div>
                     <div className="mt-4 mb-8 masonry-container">
                         {surveyOpenTextResults[questionIndex].events.map((event, i) => {
                             const personProp = {

From 85b4b30ffac084e8b4a0e1ab664d6c78941926b3 Mon Sep 17 00:00:00 2001
From: Paul D'Ambra <paul@posthog.com>
Date: Tue, 24 Oct 2023 09:05:07 +0100
Subject: [PATCH 049/133] feat: posthog event on unparseable line (#18144)

---
 .../player/sessionRecordingDataLogic.ts                | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/frontend/src/scenes/session-recordings/player/sessionRecordingDataLogic.ts b/frontend/src/scenes/session-recordings/player/sessionRecordingDataLogic.ts
index 2a28edac17964..5f3593279cef5 100644
--- a/frontend/src/scenes/session-recordings/player/sessionRecordingDataLogic.ts
+++ b/frontend/src/scenes/session-recordings/player/sessionRecordingDataLogic.ts
@@ -28,7 +28,7 @@ import posthog from 'posthog-js'
 const IS_TEST_MODE = process.env.NODE_ENV === 'test'
 const BUFFER_MS = 60000 // +- before and after start and end of a recording to query for.
 
-const parseEncodedSnapshots = (items: (EncodedRecordingSnapshot | string)[]): RecordingSnapshot[] =>
+const parseEncodedSnapshots = (items: (EncodedRecordingSnapshot | string)[], sessionId: string): RecordingSnapshot[] =>
     items.flatMap((l) => {
         try {
             const snapshotLine = typeof l === 'string' ? (JSON.parse(l) as EncodedRecordingSnapshot) : l
@@ -39,6 +39,10 @@ const parseEncodedSnapshots = (items: (EncodedRecordingSnapshot | string)[]): Re
                 ...d,
             }))
         } catch (e) {
+            posthog.capture('session recording had unparseable line', {
+                sessionId,
+                line: l,
+            })
             captureException(e)
             return []
         }
@@ -307,7 +311,7 @@ export const sessionRecordingDataLogic = kea<sessionRecordingDataLogicType>([
                             source.blob_key
                         )
                         data.snapshots = prepareRecordingSnapshots(
-                            parseEncodedSnapshots(encodedResponse),
+                            parseEncodedSnapshots(encodedResponse, props.sessionRecordingId),
                             values.sessionPlayerSnapshotData?.snapshots ?? []
                         )
                     } else {
@@ -319,7 +323,7 @@ export const sessionRecordingDataLogic = kea<sessionRecordingDataLogicType>([
                         const response = await api.recordings.listSnapshots(props.sessionRecordingId, params)
                         if (response.snapshots) {
                             data.snapshots = prepareRecordingSnapshots(
-                                parseEncodedSnapshots(response.snapshots),
+                                parseEncodedSnapshots(response.snapshots, props.sessionRecordingId),
                                 values.sessionPlayerSnapshotData?.snapshots ?? []
                             )
                         }

From af1b008f753ce2dd3860f94b8cabe1f88b9617e8 Mon Sep 17 00:00:00 2001
From: David Newell <d.newell1@outlook.com>
Date: Tue, 24 Oct 2023 10:15:50 +0200
Subject: [PATCH 050/133] fix: use string not object in LemonSelect (#17774)

---
 .../data-management/database/DatabaseTables.tsx  |  4 ++--
 .../database/databaseSceneLogic.ts               |  2 +-
 .../src/scenes/data-warehouse/ViewLinkModal.tsx  | 16 +++++++---------
 .../src/scenes/data-warehouse/viewLinkLogic.tsx  | 15 ++++++++++-----
 4 files changed, 20 insertions(+), 17 deletions(-)

diff --git a/frontend/src/scenes/data-management/database/DatabaseTables.tsx b/frontend/src/scenes/data-management/database/DatabaseTables.tsx
index 1952603fd5845..29f626f92286e 100644
--- a/frontend/src/scenes/data-management/database/DatabaseTables.tsx
+++ b/frontend/src/scenes/data-management/database/DatabaseTables.tsx
@@ -13,7 +13,7 @@ import { FEATURE_FLAGS } from 'lib/constants'
 
 export function DatabaseTablesContainer(): JSX.Element {
     const { filteredTables, databaseLoading } = useValues(databaseSceneLogic)
-    const { toggleFieldModal, selectTable } = useActions(viewLinkLogic)
+    const { toggleFieldModal, selectTableName } = useActions(viewLinkLogic)
     const { featureFlags } = useValues(featureFlagLogic)
 
     return (
@@ -33,7 +33,7 @@ export function DatabaseTablesContainer(): JSX.Element {
                                             className="mt-2"
                                             type="primary"
                                             onClick={() => {
-                                                selectTable(row)
+                                                selectTableName(row.name)
                                                 toggleFieldModal()
                                             }}
                                         >
diff --git a/frontend/src/scenes/data-management/database/databaseSceneLogic.ts b/frontend/src/scenes/data-management/database/databaseSceneLogic.ts
index c42e431d49986..a3e53d53091fd 100644
--- a/frontend/src/scenes/data-management/database/databaseSceneLogic.ts
+++ b/frontend/src/scenes/data-management/database/databaseSceneLogic.ts
@@ -49,7 +49,7 @@ export const databaseSceneLogic = kea<databaseSceneLogicType>([
             (s) => [s.filteredTables],
             (filteredTables: DatabaseSceneRow[]) =>
                 filteredTables.map((row) => ({
-                    value: row,
+                    value: row.name,
                     label: row.name,
                 })),
         ],
diff --git a/frontend/src/scenes/data-warehouse/ViewLinkModal.tsx b/frontend/src/scenes/data-warehouse/ViewLinkModal.tsx
index f2c617c5512e5..9d6c253a1cb78 100644
--- a/frontend/src/scenes/data-warehouse/ViewLinkModal.tsx
+++ b/frontend/src/scenes/data-warehouse/ViewLinkModal.tsx
@@ -6,7 +6,6 @@ import { viewLinkLogic } from 'scenes/data-warehouse/viewLinkLogic'
 import { Form, Field } from 'kea-forms'
 import { useActions, useValues } from 'kea'
 import { DatabaseSchemaQueryResponseField } from '~/queries/schema'
-import { databaseSceneLogic } from 'scenes/data-management/database/databaseSceneLogic'
 
 export function ViewLinkModal({ tableSelectable }: { tableSelectable: boolean }): JSX.Element {
     const { isFieldModalOpen } = useValues(viewLinkLogic)
@@ -35,9 +34,9 @@ interface ViewLinkFormProps {
 }
 
 export function ViewLinkForm({ tableSelectable }: ViewLinkFormProps): JSX.Element {
-    const { viewOptions, toJoinKeyOptions, selectedView, selectedTable, fromJoinKeyOptions } = useValues(viewLinkLogic)
-    const { selectView, toggleFieldModal, selectTable } = useActions(viewLinkLogic)
-    const { tableOptions } = useValues(databaseSceneLogic)
+    const { viewOptions, tableOptions, toJoinKeyOptions, selectedView, selectedTableName, fromJoinKeyOptions } =
+        useValues(viewLinkLogic)
+    const { selectView, toggleFieldModal, selectTableName } = useActions(viewLinkLogic)
 
     return (
         <Form logic={viewLinkLogic} formKey="viewLink" enableFormOnSubmit>
@@ -47,16 +46,15 @@ export function ViewLinkForm({ tableSelectable }: ViewLinkFormProps): JSX.Elemen
                         <span className="l4">Table</span>
                         {tableSelectable ? (
                             <LemonSelect
-                                value={selectedTable}
+                                value={selectedTableName}
                                 fullWidth
+                                allowClear
                                 options={tableOptions}
-                                onSelect={selectTable}
+                                onSelect={selectTableName}
                                 placeholder="Select a table"
                             />
-                        ) : selectedTable ? (
-                            selectedTable.name
                         ) : (
-                            ''
+                            selectedTableName ?? ''
                         )}
                     </div>
                     <div className="w-50">
diff --git a/frontend/src/scenes/data-warehouse/viewLinkLogic.tsx b/frontend/src/scenes/data-warehouse/viewLinkLogic.tsx
index 97f0b710468eb..634c44b2013d0 100644
--- a/frontend/src/scenes/data-warehouse/viewLinkLogic.tsx
+++ b/frontend/src/scenes/data-warehouse/viewLinkLogic.tsx
@@ -26,13 +26,13 @@ export interface KeySelectOption {
 export const viewLinkLogic = kea<viewLinkLogicType>([
     path(['scenes', 'data-warehouse', 'viewLinkLogic']),
     connect({
-        values: [dataWarehouseSavedQueriesLogic, ['savedQueries']],
+        values: [dataWarehouseSavedQueriesLogic, ['savedQueries'], databaseSceneLogic, ['tableOptions']],
         actions: [databaseSceneLogic, ['loadDatabase']],
     }),
     actions({
         selectView: (selectedView) => ({ selectedView }),
         setView: (view) => ({ view }),
-        selectTable: (selectedTable) => ({ selectedTable }),
+        selectTableName: (selectedTableName: string) => ({ selectedTableName }),
         toggleFieldModal: true,
         saveViewLink: (viewLink) => ({ viewLink }),
         deleteViewLink: (table, column) => ({ table, column }),
@@ -53,10 +53,10 @@ export const viewLinkLogic = kea<viewLinkLogicType>([
                 setView: (_, { view }) => view,
             },
         ],
-        selectedTable: [
-            null as DataWarehouseSceneRow | null,
+        selectedTableName: [
+            null as string | null,
             {
-                selectTable: (_, { selectedTable }) => selectedTable,
+                selectTableName: (_, { selectedTableName }) => selectedTableName,
             },
         ],
         isFieldModalOpen: [
@@ -132,6 +132,11 @@ export const viewLinkLogic = kea<viewLinkLogicType>([
         },
     })),
     selectors({
+        selectedTable: [
+            (s) => [s.selectedTableName, s.tableOptions],
+            (selectedTableName: string, tableOptions: DataWarehouseSceneRow[]) =>
+                tableOptions.find((row) => row.name === selectedTableName),
+        ],
         viewOptions: [
             (s) => [s.savedQueries],
             (savedQueries: DataWarehouseSceneRow[]) =>

From 6859c7222755ce40f8197245465643c936870623 Mon Sep 17 00:00:00 2001
From: David Newell <d.newell1@outlook.com>
Date: Tue, 24 Oct 2023 10:17:43 +0200
Subject: [PATCH 051/133] fix: show correct badge count on notebook button
 (#17735)

---
 ...onents-notebook-select-button--default.png | Bin 17653 -> 17506 bytes
 ...-with-no-existing-containing-notebooks.png | Bin 16127 -> 16164 bytes
 ...ebook-select-button--with-no-notebooks.png | Bin 17653 -> 17506 bytes
 ...ect-button--with-slow-network-response.png | Bin 18025 -> 17855 bytes
 .../src/scenes/insights/InsightPageHeader.tsx |   4 +--
 .../src/scenes/notebooks/Notebook/utils.ts    |   1 -
 .../NotebookSelectButton.tsx                  |   5 ++--
 .../NotebooksTable/ContainsTypeFilter.tsx     |   1 -
 frontend/src/types.ts                         |   1 -
 posthog/api/notebook.py                       |   2 ++
 .../test/notebooks/test_notebook_filtering.py |  27 ++++++++++--------
 11 files changed, 21 insertions(+), 20 deletions(-)

diff --git a/frontend/__snapshots__/scenes-app-notebooks-components-notebook-select-button--default.png b/frontend/__snapshots__/scenes-app-notebooks-components-notebook-select-button--default.png
index 1de7efd118dc3565e2bf73fabb0aa316c8feb94d..fd4ecc9b1daacf493ce953f24d2a7da96977bcc8 100644
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diff --git a/frontend/__snapshots__/scenes-app-notebooks-components-notebook-select-button--with-no-notebooks.png b/frontend/__snapshots__/scenes-app-notebooks-components-notebook-select-button--with-no-notebooks.png
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diff --git a/frontend/src/scenes/insights/InsightPageHeader.tsx b/frontend/src/scenes/insights/InsightPageHeader.tsx
index 8681d1f14b099..6213bb6785eac 100644
--- a/frontend/src/scenes/insights/InsightPageHeader.tsx
+++ b/frontend/src/scenes/insights/InsightPageHeader.tsx
@@ -285,10 +285,8 @@ export function InsightPageHeader({ insightLogicProps }: { insightLogicProps: In
                             <>
                                 <NotebookSelectButton
                                     resource={{
-                                        attrs: {
-                                            query: { kind: NodeKind.SavedInsightNode, shortId: insight.short_id },
-                                        },
                                         type: NotebookNodeType.Query,
+                                        attrs: { id: insight.short_id },
                                     }}
                                     type="secondary"
                                 />
diff --git a/frontend/src/scenes/notebooks/Notebook/utils.ts b/frontend/src/scenes/notebooks/Notebook/utils.ts
index 1e2263917e772..2d0427b2a2ca4 100644
--- a/frontend/src/scenes/notebooks/Notebook/utils.ts
+++ b/frontend/src/scenes/notebooks/Notebook/utils.ts
@@ -114,7 +114,6 @@ export const textContent = (node: any): string => {
         'ph-feature-flag': customOrTitleSerializer,
         'ph-feature-flag-code-example': customOrTitleSerializer,
         'ph-image': customOrTitleSerializer,
-        'ph-insight': customOrTitleSerializer,
         'ph-person': customOrTitleSerializer,
         'ph-query': customOrTitleSerializer,
         'ph-recording': customOrTitleSerializer,
diff --git a/frontend/src/scenes/notebooks/NotebookSelectButton/NotebookSelectButton.tsx b/frontend/src/scenes/notebooks/NotebookSelectButton/NotebookSelectButton.tsx
index 8aec2c9ffc917..76f201e9df296 100644
--- a/frontend/src/scenes/notebooks/NotebookSelectButton/NotebookSelectButton.tsx
+++ b/frontend/src/scenes/notebooks/NotebookSelectButton/NotebookSelectButton.tsx
@@ -118,8 +118,8 @@ export function NotebookSelectList(props: NotebookSelectProps): JSX.Element {
     }, [])
 
     return (
-        <div className="space-y-2 flex flex-col flex-1 h-full overflow-hidden">
-            <div className="border-b space-y-2 flex-0">
+        <div className="flex flex-col flex-1 h-full overflow-hidden">
+            <div className="space-y-2 flex-0">
                 <LemonInput
                     type="search"
                     placeholder="Search notebooks..."
@@ -131,6 +131,7 @@ export function NotebookSelectList(props: NotebookSelectProps): JSX.Element {
                     New notebook
                 </LemonButton>
             </div>
+            <LemonDivider />
             <div className="overflow-y-auto flex-1">
                 {notebooksLoading && !notebooksNotContainingResource.length && !notebooksContainingResource.length ? (
                     <div className={'px-2 py-1 flex flex-row items-center space-x-1'}>
diff --git a/frontend/src/scenes/notebooks/NotebooksTable/ContainsTypeFilter.tsx b/frontend/src/scenes/notebooks/NotebooksTable/ContainsTypeFilter.tsx
index 5437da52bc4c1..dc0c082733816 100644
--- a/frontend/src/scenes/notebooks/NotebooksTable/ContainsTypeFilter.tsx
+++ b/frontend/src/scenes/notebooks/NotebooksTable/ContainsTypeFilter.tsx
@@ -9,7 +9,6 @@ export const fromNodeTypeToLabel: Omit<Record<NotebookNodeType, string>, Noteboo
     [NotebookNodeType.EarlyAccessFeature]: 'Early Access Features',
     [NotebookNodeType.Survey]: 'Surveys',
     [NotebookNodeType.Image]: 'Images',
-    [NotebookNodeType.Insight]: 'Insights',
     [NotebookNodeType.Person]: 'Persons',
     [NotebookNodeType.Query]: 'Queries',
     [NotebookNodeType.Recording]: 'Session recordings',
diff --git a/frontend/src/types.ts b/frontend/src/types.ts
index 81ed7c8c32fbe..c96411d988b86 100644
--- a/frontend/src/types.ts
+++ b/frontend/src/types.ts
@@ -3062,7 +3062,6 @@ export type NotebookType = NotebookListItemType & {
 }
 
 export enum NotebookNodeType {
-    Insight = 'ph-insight',
     Query = 'ph-query',
     Recording = 'ph-recording',
     RecordingPlaylist = 'ph-recording-playlist',
diff --git a/posthog/api/notebook.py b/posthog/api/notebook.py
index b9a61b0141142..eb8ec1c1bf27d 100644
--- a/posthog/api/notebook.py
+++ b/posthog/api/notebook.py
@@ -290,6 +290,8 @@ def _filter_request(self, request: request.Request, queryset: QuerySet) -> Query
                             # replay timestamps are not at the top level, they're one-level down in a content array
                             presence_match_structure = [{"content": [{"type": f"ph-{target}"}]}]
                             id_match_structure = [{"content": [{"attrs": {"sessionRecordingId": match}}]}]
+                        elif target == "query":
+                            id_match_structure = [{"attrs": {"query": {"kind": "SavedInsightNode", "shortId": match}}}]
 
                         if match == "true" or match is None:
                             queryset = queryset.filter(content__content__contains=presence_match_structure)
diff --git a/posthog/api/test/notebooks/test_notebook_filtering.py b/posthog/api/test/notebooks/test_notebook_filtering.py
index bc4797721d013..9f6eda474060a 100644
--- a/posthog/api/test/notebooks/test_notebook_filtering.py
+++ b/posthog/api/test/notebooks/test_notebook_filtering.py
@@ -35,10 +35,13 @@
     ],
 }
 
-INSIGHT_COMMENT = lambda id: {
-    "type": "ph-insight",
+QUERY_CONTENT = lambda id: {
+    "type": "ph-query",
     "attrs": {
-        "id": id or "insight_short_id",
+        "query": {
+            "kind": "SavedInsightNode",
+            "shortId": id or "insight_short_id",
+        }
     },
 }
 
@@ -133,7 +136,7 @@ def test_filters_based_on_params(self) -> None:
 
     def test_filtering_by_types(self) -> None:
         playlist_content_notebook = self._create_notebook_with_content([PLAYLIST_CONTENT()])
-        insight_content_notebook = self._create_notebook_with_content([INSIGHT_COMMENT("insight_id")])
+        insight_content_notebook = self._create_notebook_with_content([QUERY_CONTENT("insight_id")])
         feature_flag_content_notebook = self._create_notebook_with_content([FEATURE_FLAG_CONTENT(1)])
         person_content_notebook = self._create_notebook_with_content([PERSON_CONTENT("person_id")])
         recording_comment_notebook = self._create_notebook_with_content(
@@ -146,7 +149,7 @@ def test_filtering_by_types(self) -> None:
         assert len(no_filter_response.json()["results"]) == 6
 
         # filter by insight
-        insight_filter_response = self.client.get(f"/api/projects/{self.team.id}/notebooks?contains=insight:true")
+        insight_filter_response = self.client.get(f"/api/projects/{self.team.id}/notebooks?contains=query:true")
         assert [n["id"] for n in insight_filter_response.json()["results"]] == [insight_content_notebook]
 
         # filter by playlist
@@ -177,7 +180,7 @@ def test_filtering_by_types(self) -> None:
 
     def test_filtering_by_abscence_of_types(self) -> None:
         playlist_content_notebook = self._create_notebook_with_content([PLAYLIST_CONTENT()])
-        insight_content_notebook = self._create_notebook_with_content([INSIGHT_COMMENT("insight_id")])
+        insight_content_notebook = self._create_notebook_with_content([QUERY_CONTENT("insight_id")])
         feature_flag_content_notebook = self._create_notebook_with_content([FEATURE_FLAG_CONTENT(1)])
         person_content_notebook = self._create_notebook_with_content([PERSON_CONTENT("person_id")])
         recording_comment_notebook = self._create_notebook_with_content(
@@ -190,7 +193,7 @@ def test_filtering_by_abscence_of_types(self) -> None:
         assert len(no_filter_response.json()["results"]) == 6
 
         # filter by insight
-        insight_filter_response = self.client.get(f"/api/projects/{self.team.id}/notebooks?contains=insight:false")
+        insight_filter_response = self.client.get(f"/api/projects/{self.team.id}/notebooks?contains=query:false")
         assert sorted([n["id"] for n in insight_filter_response.json()["results"]]) == sorted(
             [
                 playlist_content_notebook,
@@ -267,9 +270,9 @@ def test_filtering_by_abscence_of_types(self) -> None:
             ]
         )
 
-    @parameterized.expand([["insight"], ["insights"]])
+    @parameterized.expand([["query"], ["queries"]])
     def test_filtering_by_just_the_target_name_is_truthy(self, target_name: str) -> None:
-        insight_content_notebook_one = self._create_notebook_with_content([INSIGHT_COMMENT("insight_id_one")])
+        insight_content_notebook_one = self._create_notebook_with_content([QUERY_CONTENT("insight_id_one")])
         _feature_flag_content_notebook_one = self._create_notebook_with_content([FEATURE_FLAG_CONTENT(1)])
         filter_response = self.client.get(f"/api/projects/{self.team.id}/notebooks?contains={target_name}")
         assert sorted([n["id"] for n in filter_response.json()["results"]]) == sorted(
@@ -281,8 +284,8 @@ def test_filtering_by_just_the_target_name_is_truthy(self, target_name: str) ->
     def test_filtering_by_id_of_types(self) -> None:
         self._create_notebook_with_content([PLAYLIST_CONTENT()])
 
-        insight_content_notebook_one = self._create_notebook_with_content([INSIGHT_COMMENT("insight_id_one")])
-        _insight_content_notebook_two = self._create_notebook_with_content([INSIGHT_COMMENT("insight_id_two")])
+        insight_content_notebook_one = self._create_notebook_with_content([QUERY_CONTENT("insight_id_one")])
+        _insight_content_notebook_two = self._create_notebook_with_content([QUERY_CONTENT("insight_id_two")])
 
         feature_flag_content_notebook_one = self._create_notebook_with_content([FEATURE_FLAG_CONTENT(1)])
         _feature_flag_content_notebook_two = self._create_notebook_with_content([FEATURE_FLAG_CONTENT(2)])
@@ -310,7 +313,7 @@ def test_filtering_by_id_of_types(self) -> None:
 
         # filter by insight
         insight_filter_response = self.client.get(
-            f"/api/projects/{self.team.id}/notebooks?contains=insight:insight_id_one"
+            f"/api/projects/{self.team.id}/notebooks?contains=query:insight_id_one"
         )
         assert sorted([n["id"] for n in insight_filter_response.json()["results"]]) == sorted(
             [

From fc0ec2c1e035b60e61cbb2ca13ea7117977d49f9 Mon Sep 17 00:00:00 2001
From: David Newell <d.newell1@outlook.com>
Date: Tue, 24 Oct 2023 10:18:11 +0200
Subject: [PATCH 052/133] chore: stop capturing insight visuals (#18138)

---
 frontend/src/queries/nodes/InsightViz/InsightViz.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/frontend/src/queries/nodes/InsightViz/InsightViz.tsx b/frontend/src/queries/nodes/InsightViz/InsightViz.tsx
index b75ffbe122b89..80c3c66ca3ab6 100644
--- a/frontend/src/queries/nodes/InsightViz/InsightViz.tsx
+++ b/frontend/src/queries/nodes/InsightViz/InsightViz.tsx
@@ -80,7 +80,7 @@ export function InsightViz({ uniqueKey, query, setQuery, context, readOnly }: In
                             <EditorFilters query={query.source} showing={showingFilters} embedded={embedded} />
                         )}
 
-                        <div className="insights-container" data-attr="insight-view">
+                        <div className="insights-container ph-no-capture" data-attr="insight-view">
                             <InsightContainer
                                 insightMode={insightMode}
                                 context={context}

From 3b34e1f11244bd75af99d0f202e1d6ebf04f627b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tom=C3=A1s=20Far=C3=ADas=20Santana?= <tomas@tomasfarias.dev>
Date: Tue, 24 Oct 2023 10:22:18 +0200
Subject: [PATCH 053/133] fix: Account for group deletes when indexing
 groupType (#18118)

* fix: Account for group deletes when indexing groupType

* refactor: Use a groupTypes selector to find existing group types
---
 frontend/src/models/groupsModel.ts | 17 ++++++++++++++++-
 1 file changed, 16 insertions(+), 1 deletion(-)

diff --git a/frontend/src/models/groupsModel.ts b/frontend/src/models/groupsModel.ts
index 61f9f42e0cc3e..458f71e70e7c5 100644
--- a/frontend/src/models/groupsModel.ts
+++ b/frontend/src/models/groupsModel.ts
@@ -19,7 +19,7 @@ export const groupsModel = kea<groupsModelType>([
         values: [teamLogic, ['currentTeamId'], groupsAccessLogic, ['groupsEnabled', 'groupsAccessStatus']],
     }),
     loaders(({ values }) => ({
-        groupTypes: [
+        groupTypesRaw: [
             [] as Array<GroupType>,
             {
                 loadAllGroupTypes: async () => {
@@ -38,6 +38,20 @@ export const groupsModel = kea<groupsModelType>([
         ],
     })),
     selectors({
+        groupTypes: [
+            (s) => [s.groupTypesRaw],
+            (groupTypesRaw) => {
+                const groupTypes: GroupType[] = new Array(groupTypesRaw.length)
+
+                for (const groupType of groupTypesRaw) {
+                    groupTypes[groupType.group_type_index] = groupType
+                }
+
+                return groupTypes
+            },
+        ],
+        groupTypesLoading: [(s) => [s.groupTypesRawLoading], (groupTypesRawLoading) => groupTypesRawLoading],
+
         showGroupsOptions: [
             (s) => [s.groupsAccessStatus, s.groupsEnabled, s.groupTypes],
             (status, enabled, groupTypes) => status !== GroupsAccessStatus.Hidden || (enabled && groupTypes.length > 0),
@@ -66,6 +80,7 @@ export const groupsModel = kea<groupsModelType>([
                 (groupTypeIndex: number | null | undefined, deferToUserWording: boolean = false): Noun => {
                     if (groupTypeIndex != undefined && groupTypes.length > 0 && groupTypes[groupTypeIndex]) {
                         const groupType = groupTypes[groupTypeIndex]
+
                         return {
                             singular: groupType.name_plural || groupType.group_type,
                             plural: groupType.name_plural || `${groupType.group_type}(s)`,

From 7ce0d3403cd72f50a5280a42ea839a1e573801d6 Mon Sep 17 00:00:00 2001
From: Ben White <ben@posthog.com>
Date: Tue, 24 Oct 2023 13:00:18 +0200
Subject: [PATCH 054/133] fix: Suggested domains list (#18152)

---
 .../authorizedUrlListLogic.test.ts            | 32 ++++++++++
 .../authorizedUrlListLogic.ts                 | 63 ++++++++++---------
 2 files changed, 67 insertions(+), 28 deletions(-)

diff --git a/frontend/src/lib/components/AuthorizedUrlList/authorizedUrlListLogic.test.ts b/frontend/src/lib/components/AuthorizedUrlList/authorizedUrlListLogic.test.ts
index bc38f5eac2f66..68a5209ee37f9 100644
--- a/frontend/src/lib/components/AuthorizedUrlList/authorizedUrlListLogic.test.ts
+++ b/frontend/src/lib/components/AuthorizedUrlList/authorizedUrlListLogic.test.ts
@@ -2,6 +2,7 @@ import {
     appEditorUrl,
     authorizedUrlListLogic,
     AuthorizedUrlListType,
+    filterNotAuthorizedUrls,
     validateProposedUrl,
 } from './authorizedUrlListLogic'
 import { initKeaTests } from '~/test/init'
@@ -147,4 +148,35 @@ describe('the authorized urls list logic', () => {
             })
         })
     })
+
+    describe('filterNotAuthorizedUrls', () => {
+        const testUrls = [
+            'https://1.wildcard.com',
+            'https://2.wildcard.com',
+            'https://a.single.io',
+            'https://a.sub.b.multi-wildcard.com',
+            'https://a.not.b.multi-wildcard.com',
+            'https://not.valid.io',
+        ]
+
+        it('suggests all if empty', () => {
+            expect(filterNotAuthorizedUrls(testUrls, [])).toEqual(testUrls)
+        })
+
+        it('allows specific domains', () => {
+            expect(filterNotAuthorizedUrls(testUrls, ['https://a.single.io'])).toEqual([
+                'https://1.wildcard.com',
+                'https://2.wildcard.com',
+                'https://a.sub.b.multi-wildcard.com',
+                'https://a.not.b.multi-wildcard.com',
+                'https://not.valid.io',
+            ])
+        })
+
+        it('filters wildcard domains', () => {
+            expect(
+                filterNotAuthorizedUrls(testUrls, ['https://*.wildcard.com', 'https://*.sub.*.multi-wildcard.com'])
+            ).toEqual(['https://a.single.io', 'https://a.not.b.multi-wildcard.com', 'https://not.valid.io'])
+        })
+    })
 })
diff --git a/frontend/src/lib/components/AuthorizedUrlList/authorizedUrlListLogic.ts b/frontend/src/lib/components/AuthorizedUrlList/authorizedUrlListLogic.ts
index 9af72ffca5fca..c45561eef0882 100644
--- a/frontend/src/lib/components/AuthorizedUrlList/authorizedUrlListLogic.ts
+++ b/frontend/src/lib/components/AuthorizedUrlList/authorizedUrlListLogic.ts
@@ -76,6 +76,36 @@ export function appEditorUrl(appUrl: string, actionId?: number | null, defaultIn
     return '/api/user/redirect_to_site/' + encodeParams(params, '?')
 }
 
+export const filterNotAuthorizedUrls = (urls: string[], authorizedUrls: string[]): string[] => {
+    const suggestedDomains: string[] = []
+
+    urls.forEach((url) => {
+        try {
+            const parsedUrl = new URL(url)
+            const urlWithoutPath = parsedUrl.protocol + '//' + parsedUrl.host
+            // Have we already added this domain?
+            if (suggestedDomains.indexOf(urlWithoutPath) > -1) {
+                return
+            }
+            // Is this domain already in the list of urls?
+            const exactMatch = authorizedUrls.filter((url) => url.indexOf(urlWithoutPath) > -1).length > 0
+            const wildcardMatch = !!authorizedUrls.find((url) => {
+                // Matches something like `https://*.example.com` against the urlWithoutPath
+                const regex = new RegExp(url.replace(/\./g, '\\.').replace(/\*/g, '.*'))
+                return urlWithoutPath.match(regex)
+            })
+
+            if (!exactMatch && !wildcardMatch) {
+                suggestedDomains.push(urlWithoutPath)
+            }
+        } catch (error) {
+            return
+        }
+    })
+
+    return suggestedDomains
+}
+
 export const NEW_URL = 'https://'
 
 export interface KeyedAppUrl {
@@ -107,7 +137,7 @@ export const authorizedUrlListLogic = kea<authorizedUrlListLogicType>([
         setEditUrlIndex: (originalIndex: number | null) => ({ originalIndex }),
         cancelProposingUrl: true,
     })),
-    loaders(({ values, props }) => ({
+    loaders(({ values }) => ({
         suggestions: {
             __default: [] as string[],
             loadSuggestions: async () => {
@@ -129,34 +159,11 @@ export const authorizedUrlListLogic = kea<authorizedUrlListLogicType>([
                 if (result && result.length === 0) {
                     return []
                 }
-                const suggestedDomains: string[] = []
 
-                result.forEach(([url]) => {
-                    if (url) {
-                        try {
-                            const parsedUrl = new URL(url)
-                            const urlWithoutPath = parsedUrl.protocol + '//' + parsedUrl.host
-                            // Have we already added this domain?
-                            if (suggestedDomains.indexOf(urlWithoutPath) > -1) {
-                                return
-                            }
-                            // Is this domain already in the list of urls?
-                            const existingUrls =
-                                props.type === AuthorizedUrlListType.RECORDING_DOMAINS
-                                    ? values.currentTeam?.recording_domains
-                                    : values.currentTeam?.app_urls
-                            if (
-                                existingUrls &&
-                                existingUrls.filter((url) => url.indexOf(urlWithoutPath) > -1).length > 0
-                            ) {
-                                return
-                            }
-                            suggestedDomains.push(urlWithoutPath)
-                        } catch (error) {
-                            return
-                        }
-                    }
-                })
+                const suggestedDomains = filterNotAuthorizedUrls(
+                    result.map(([url]) => url),
+                    values.authorizedUrls
+                )
 
                 return suggestedDomains.slice(0, 20)
             },

From 7332c4681e7fb727f72df3da5814ad84d39035fd Mon Sep 17 00:00:00 2001
From: Ben White <ben@posthog.com>
Date: Tue, 24 Oct 2023 13:55:33 +0200
Subject: [PATCH 055/133] fix: Segmenter logic to correctly detect end of a
 player (#18153)

---
 .../sessionRecordingPlayerLogic.test.ts.snap  | 16 +++---
 .../player/sessionRecordingPlayerLogic.ts     | 19 ++++++-
 .../__snapshots__/segmenter.test.ts.snap      | 49 ++++++++++++-------
 .../player/utils/segmenter.test.ts            | 16 ++++++
 .../player/utils/segmenter.ts                 | 16 +++++-
 5 files changed, 87 insertions(+), 29 deletions(-)

diff --git a/frontend/src/scenes/session-recordings/player/__snapshots__/sessionRecordingPlayerLogic.test.ts.snap b/frontend/src/scenes/session-recordings/player/__snapshots__/sessionRecordingPlayerLogic.test.ts.snap
index d3bca952828b2..db99fca1fdadc 100644
--- a/frontend/src/scenes/session-recordings/player/__snapshots__/sessionRecordingPlayerLogic.test.ts.snap
+++ b/frontend/src/scenes/session-recordings/player/__snapshots__/sessionRecordingPlayerLogic.test.ts.snap
@@ -52,27 +52,27 @@ exports[`sessionRecordingPlayerLogic loading session core loads metadata and sna
   },
   "segments": [
     {
-      "durationMs": 7255,
-      "endTimestamp": 1682952388132,
+      "durationMs": 5694,
+      "endTimestamp": 1682952386571,
       "isActive": true,
       "kind": "window",
       "startTimestamp": 1682952380877,
       "windowId": "187d7c761a0525d-05f175487d4b65-1d525634-384000-187d7c761a149d0",
     },
     {
-      "durationMs": 527,
-      "endTimestamp": 1682952388659,
+      "durationMs": 1533,
+      "endTimestamp": 1682952388104,
       "isActive": false,
       "kind": "gap",
-      "startTimestamp": 1682952388132,
-      "windowId": "187d7c77dfe1d45-08bdcaf91135a2-1d525634-384000-187d7c77dff39a6",
+      "startTimestamp": 1682952386571,
+      "windowId": undefined,
     },
     {
-      "durationMs": 4086,
+      "durationMs": 4641,
       "endTimestamp": 1682952392745,
       "isActive": true,
       "kind": "window",
-      "startTimestamp": 1682952388659,
+      "startTimestamp": 1682952388104,
       "windowId": "187d7c77dfe1d45-08bdcaf91135a2-1d525634-384000-187d7c77dff39a6",
     },
   ],
diff --git a/frontend/src/scenes/session-recordings/player/sessionRecordingPlayerLogic.ts b/frontend/src/scenes/session-recordings/player/sessionRecordingPlayerLogic.ts
index d5df80dd1fda5..15b2b31a5187f 100644
--- a/frontend/src/scenes/session-recordings/player/sessionRecordingPlayerLogic.ts
+++ b/frontend/src/scenes/session-recordings/player/sessionRecordingPlayerLogic.ts
@@ -784,7 +784,23 @@ export const sessionRecordingPlayerLogic = kea<sessionRecordingPlayerLogicType>(
                     values.currentPlayerState === SessionPlayerState.SKIP) &&
                 values.timestampChangeTracking.timestampMatchesPrevious > 10
             ) {
-                cache.debug?.('stuck session player detected', values.timestampChangeTracking)
+                // NOTE: We should investigate if this is still happening - logging to posthog recording so we can find this in the future
+                posthog.sessionRecording?.log(
+                    'stuck session player detected - this indicates an issue with the segmenter',
+                    'warn'
+                )
+                cache.debug?.('stuck session player detected', {
+                    timestampChangeTracking: values.timestampChangeTracking,
+                    currentSegment: values.currentSegment,
+                    snapshots: values.sessionPlayerData.snapshotsByWindowId[values.currentSegment?.windowId ?? ''],
+                    player: values.player,
+                    meta: values.player?.replayer.getMetaData(),
+                    rrwebPlayerTime,
+                    segments: values.sessionPlayerData.segments,
+                    segmentIndex:
+                        values.currentSegment && values.sessionPlayerData.segments.indexOf(values.currentSegment),
+                })
+
                 actions.skipPlayerForward(rrwebPlayerTime, skip)
                 newTimestamp = newTimestamp + skip
             }
@@ -811,6 +827,7 @@ export const sessionRecordingPlayerLogic = kea<sessionRecordingPlayerLogicType>(
                         newTimestamp,
                         segments: values.sessionPlayerData.segments,
                         currentSegment: values.currentSegment,
+                        nextSegment,
                         segmentIndex: values.sessionPlayerData.segments.indexOf(values.currentSegment),
                     })
                     // At the end of the recording. Pause the player and set fully to the end
diff --git a/frontend/src/scenes/session-recordings/player/utils/__snapshots__/segmenter.test.ts.snap b/frontend/src/scenes/session-recordings/player/utils/__snapshots__/segmenter.test.ts.snap
index 321fb07545db6..0e07868a1eb50 100644
--- a/frontend/src/scenes/session-recordings/player/utils/__snapshots__/segmenter.test.ts.snap
+++ b/frontend/src/scenes/session-recordings/player/utils/__snapshots__/segmenter.test.ts.snap
@@ -1,29 +1,42 @@
 // Jest Snapshot v1, https://goo.gl/fbAQLP
 
-exports[`segmenter includes inactive events in the active segment until a threshold 1`] = `
+exports[`segmenter ends a segment if it is the last window 1`] = `
 [
   {
-    "durationMs": 4000,
-    "endTimestamp": 1672531204000,
+    "durationMs": 100,
+    "endTimestamp": 1672531200100,
     "isActive": true,
     "kind": "window",
     "startTimestamp": 1672531200000,
     "windowId": "A",
   },
   {
-    "durationMs": 2000,
-    "endTimestamp": 1672531206000,
+    "durationMs": 400,
+    "endTimestamp": 1672531200500,
     "isActive": false,
     "kind": "gap",
-    "startTimestamp": 1672531204000,
-    "windowId": "A",
+    "startTimestamp": 1672531200100,
+    "windowId": undefined,
   },
   {
-    "durationMs": 594000,
+    "durationMs": 500,
+    "endTimestamp": "2023-01-01T00:00:01.000Z",
+    "isActive": false,
+    "kind": "window",
+    "startTimestamp": 1672531200500,
+    "windowId": "B",
+  },
+]
+`;
+
+exports[`segmenter includes inactive events in the active segment until a threshold 1`] = `
+[
+  {
+    "durationMs": 600000,
     "endTimestamp": 1672531800000,
     "isActive": false,
     "kind": "window",
-    "startTimestamp": 1672531206000,
+    "startTimestamp": 1672531200000,
     "windowId": "A",
   },
 ]
@@ -34,7 +47,7 @@ exports[`segmenter inserts gaps inclusively 1`] = `
   {
     "durationMs": 100,
     "endTimestamp": 1672531200100,
-    "isActive": true,
+    "isActive": false,
     "kind": "window",
     "startTimestamp": 1672531200000,
     "windowId": "A",
@@ -61,27 +74,27 @@ exports[`segmenter inserts gaps inclusively 1`] = `
 exports[`segmenter matches snapshots 1`] = `
 [
   {
-    "durationMs": 7255,
-    "endTimestamp": 1682952388132,
+    "durationMs": 5694,
+    "endTimestamp": 1682952386571,
     "isActive": true,
     "kind": "window",
     "startTimestamp": 1682952380877,
     "windowId": "187d7c761a0525d-05f175487d4b65-1d525634-384000-187d7c761a149d0",
   },
   {
-    "durationMs": 527,
-    "endTimestamp": 1682952388659,
+    "durationMs": 1533,
+    "endTimestamp": 1682952388104,
     "isActive": false,
     "kind": "gap",
-    "startTimestamp": 1682952388132,
-    "windowId": "187d7c77dfe1d45-08bdcaf91135a2-1d525634-384000-187d7c77dff39a6",
+    "startTimestamp": 1682952386571,
+    "windowId": undefined,
   },
   {
-    "durationMs": 4086,
+    "durationMs": 4641,
     "endTimestamp": 1682952392745,
     "isActive": true,
     "kind": "window",
-    "startTimestamp": 1682952388659,
+    "startTimestamp": 1682952388104,
     "windowId": "187d7c77dfe1d45-08bdcaf91135a2-1d525634-384000-187d7c77dff39a6",
   },
 ]
diff --git a/frontend/src/scenes/session-recordings/player/utils/segmenter.test.ts b/frontend/src/scenes/session-recordings/player/utils/segmenter.test.ts
index 49febaac84dbb..4272a67b256fd 100644
--- a/frontend/src/scenes/session-recordings/player/utils/segmenter.test.ts
+++ b/frontend/src/scenes/session-recordings/player/utils/segmenter.test.ts
@@ -65,4 +65,20 @@ describe('segmenter', () => {
 
         expect(segments).toMatchSnapshot()
     })
+
+    it('ends a segment if it is the last window', () => {
+        const start = dayjs('2023-01-01T00:00:00.000Z')
+        const end = start.add(1000, 'milliseconds')
+
+        const snapshots: RecordingSnapshot[] = [
+            { windowId: 'A', timestamp: start.valueOf(), type: 2, data: {} } as any,
+            { windowId: 'A', timestamp: start.valueOf() + 100, type: 3, data: {} } as any,
+            { windowId: 'B', timestamp: start.valueOf() + 500, type: 3, data: {} } as any,
+            { windowId: 'B', timestamp: end, type: 3, data: {} } as any,
+        ]
+
+        const segments = createSegments(snapshots, start, end)
+
+        expect(segments).toMatchSnapshot()
+    })
 })
diff --git a/frontend/src/scenes/session-recordings/player/utils/segmenter.ts b/frontend/src/scenes/session-recordings/player/utils/segmenter.ts
index 9e284fd6bdb45..f2e43b459f7a1 100644
--- a/frontend/src/scenes/session-recordings/player/utils/segmenter.ts
+++ b/frontend/src/scenes/session-recordings/player/utils/segmenter.ts
@@ -24,7 +24,11 @@ const activeSources = [
 const ACTIVITY_THRESHOLD_MS = 5000
 
 const isActiveEvent = (event: eventWithTime): boolean => {
-    return event.type === EventType.IncrementalSnapshot && activeSources.includes(event.data?.source)
+    return (
+        event.type === EventType.FullSnapshot ||
+        event.type === EventType.Meta ||
+        (event.type === EventType.IncrementalSnapshot && activeSources.includes(event.data?.source))
+    )
 }
 
 export const mapSnapshotsToWindowId = (snapshots: RecordingSnapshot[]): Record<string, eventWithTime[]> => {
@@ -47,7 +51,10 @@ export const createSegments = (snapshots: RecordingSnapshot[], start?: Dayjs, en
     const snapshotsByWindowId = mapSnapshotsToWindowId(snapshots)
 
     snapshots.forEach((snapshot, index) => {
-        const eventIsActive = isActiveEvent(snapshot) || index === 0
+        const eventIsActive = isActiveEvent(snapshot)
+        const previousSnapshot = snapshots[index - 1]
+        const isPreviousSnapshotLastForWindow =
+            snapshotsByWindowId[previousSnapshot?.windowId]?.slice(-1)[0] === previousSnapshot
 
         // When do we create a new segment?
         // 1. If we don't have one yet
@@ -68,6 +75,11 @@ export const createSegments = (snapshots: RecordingSnapshot[], start?: Dayjs, en
             isNewSegment = true
         }
 
+        // 5. If there are no more snapshots for this windowId
+        if (isPreviousSnapshotLastForWindow) {
+            isNewSegment = true
+        }
+
         // NOTE: We have to make sure that we set this _after_ we use it
         lastActiveEventTimestamp = eventIsActive ? snapshot.timestamp : lastActiveEventTimestamp
 

From 6004fa25102872a18aae09bb79371da046acf2fb Mon Sep 17 00:00:00 2001
From: Tommy Wilson <107593248+thwilson3@users.noreply.github.com>
Date: Tue, 24 Oct 2023 07:23:48 -0500
Subject: [PATCH 056/133] feat: display entire element chain (#17749)

* First pass at viewing additional elements in the element chain view

* Refactored:

-Move snippet inside 'element.length' check
-Update styling to closer match discussed preference
-Add dynamic text to pluralize 'element' if more than one element

* Changed verbiage to match existing PR

* Adjusted text format for 'Show x hidden elements' to accurately reflect white space in event description under event explorer

* Added Fade animation to hidden elements when shown

* Fixed incorrect ternary for hidden elements

* Changed verbiage to reflect agreed upon changes

* Added fade animation to closing tags

* Reformatted button text so it would display correctly in the event column of the event explorer tab

* Remove element chain limit

* Add data-attr tag for accurate analytics

* Reformat text for code clarity

* Bug fix in toolbar view for editing an action

* Fix failing test

* Update use of elements to parsedElements

* Fix bug in attr_class

* Fix bug where button text displayed incorrectly

* Remove unnecessary Fade element

* Remove unnecessary types, reformatted showAdditionalElements action to match Kea documentation
---
 .../HTMLElementsDisplay.tsx                   | 80 ++++++++++++++-----
 .../htmlElementsDisplayLogic.ts               | 20 ++++-
 .../preselectWithCSS.test.ts                  |  8 +-
 .../src/toolbar/actions/actionsTabLogic.tsx   |  4 +-
 4 files changed, 82 insertions(+), 30 deletions(-)

diff --git a/frontend/src/lib/components/HTMLElementsDisplay/HTMLElementsDisplay.tsx b/frontend/src/lib/components/HTMLElementsDisplay/HTMLElementsDisplay.tsx
index c21aea59c290d..0b050d77d4386 100644
--- a/frontend/src/lib/components/HTMLElementsDisplay/HTMLElementsDisplay.tsx
+++ b/frontend/src/lib/components/HTMLElementsDisplay/HTMLElementsDisplay.tsx
@@ -6,6 +6,7 @@ import { useActions, useValues } from 'kea'
 import { useState } from 'react'
 import { CodeSnippet } from 'lib/components/CodeSnippet'
 import { ParsedCSSSelector } from 'lib/components/HTMLElementsDisplay/preselectWithCSS'
+import { Fade } from '../Fade/Fade'
 
 function indent(level: number): string {
     return Array(level).fill('    ').join('')
@@ -18,10 +19,21 @@ function CloseAllTags({ elements }: { elements: ElementType[] }): JSX.Element {
                 .reverse()
                 .slice(1)
                 .map((element, index) => (
-                    <pre className="whitespace-pre-wrap break-all p-0 m-0 rounded-none text-white text-sm" key={index}>
-                        {indent(elements.length - index - 2)}
-                        &lt;/{element.tag_name}&gt;
-                    </pre>
+                    <Fade
+                        key={`${element.tag_name}-closing-${index}`}
+                        visible={true}
+                        style={{
+                            position: 'static',
+                        }}
+                    >
+                        <pre
+                            className="whitespace-pre-wrap break-all p-0 m-0 rounded-none text-white text-sm"
+                            key={index}
+                        >
+                            {indent(elements.length - index - 2)}
+                            &lt;/{element.tag_name}&gt;
+                        </pre>
+                    </Fade>
                 ))}
         </>
     )
@@ -43,17 +55,27 @@ function Tags({
     return (
         <>
             {elements.map((element, index) => {
+                const reverseIndex = elements.length - 1 - index
+
                 return (
-                    <SelectableElement
-                        key={`${element.tag_name}-${index}`}
-                        element={element}
-                        isDeepestChild={index === elements.length - 1}
-                        onChange={(s) => (editable ? onChange(index, s) : undefined)}
-                        readonly={!editable}
-                        indent={indent(index)}
-                        highlight={highlight}
-                        parsedCSSSelector={parsedCSSSelectors[index]}
-                    />
+                    <Fade
+                        key={`${element.tag_name}-${reverseIndex}`}
+                        visible={true}
+                        style={{
+                            position: 'static',
+                        }}
+                    >
+                        <SelectableElement
+                            key={`${element.tag_name}-${index}`}
+                            element={element}
+                            isDeepestChild={index === elements.length - 1}
+                            onChange={(s) => (editable ? onChange(index, s) : undefined)}
+                            readonly={!editable}
+                            indent={indent(index)}
+                            highlight={highlight}
+                            parsedCSSSelector={parsedCSSSelectors[index]}
+                        />
+                    </Fade>
                 )
             })}
         </>
@@ -93,12 +115,19 @@ export function HTMLElementsDisplay({
     const [key] = useState(() => `HtmlElementsDisplay.${uniqueNode++}`)
 
     const logic = htmlElementsDisplayLogic({ checkUniqueness, onChange, key, startingSelector, providedElements })
-    const { parsedSelectors, chosenSelector, chosenSelectorMatchCount, messageStatus, elements } = useValues(logic)
-    const { setParsedSelectors } = useActions(logic)
+    const {
+        parsedSelectors,
+        chosenSelector,
+        chosenSelectorMatchCount,
+        messageStatus,
+        elementsToShowDepth,
+        parsedElements,
+    } = useValues(logic)
+    const { setParsedSelectors, showAdditionalElements } = useActions(logic)
 
     return (
         <div className="flex flex-col gap-1">
-            {editable && !!elements.length && (
+            {editable && !!parsedElements.length && (
                 <div>
                     Selector: <CodeSnippet thing={'chosen selector'}>{chosenSelector}</CodeSnippet>
                 </div>
@@ -114,16 +143,27 @@ export function HTMLElementsDisplay({
                 </LemonBanner>
             )}
             <div className="px-4 rounded bg-default">
-                {elements.length ? (
+                {parsedElements.length ? (
                     <>
+                        {elementsToShowDepth ? (
+                            <pre
+                                className="p-1 m-0 opacity-50 text-white text-sm cursor-pointer"
+                                data-attr="elements-display-show-more-of-chain"
+                                onClick={showAdditionalElements}
+                            >
+                                {`Show ${Math.min(3, elementsToShowDepth)} more parent${
+                                    elementsToShowDepth > 1 ? 's' : ''
+                                } (${elementsToShowDepth} hidden)`}
+                            </pre>
+                        ) : null}
                         <Tags
-                            elements={elements}
+                            elements={parsedElements}
                             highlight={highlight}
                             editable={editable}
                             parsedCSSSelectors={parsedSelectors}
                             onChange={(index, s) => setParsedSelectors({ ...parsedSelectors, [index]: s })}
                         />
-                        <CloseAllTags elements={elements} />
+                        <CloseAllTags elements={parsedElements} />
                     </>
                 ) : (
                     <div className="text-side">No elements to display</div>
diff --git a/frontend/src/lib/components/HTMLElementsDisplay/htmlElementsDisplayLogic.ts b/frontend/src/lib/components/HTMLElementsDisplay/htmlElementsDisplayLogic.ts
index 64a80f581e1c7..12d73a9792a86 100644
--- a/frontend/src/lib/components/HTMLElementsDisplay/htmlElementsDisplayLogic.ts
+++ b/frontend/src/lib/components/HTMLElementsDisplay/htmlElementsDisplayLogic.ts
@@ -20,7 +20,7 @@ export interface HtmlElementDisplayLogicProps {
 
 export const elementsChain = (providedElements: ElementType[] | undefined): ElementType[] => {
     const safeElements = [...(providedElements || [])]
-    return safeElements.reverse().slice(Math.max(safeElements.length - 10, 1))
+    return safeElements.reverse()
 }
 
 export const htmlElementsDisplayLogic = kea<htmlElementsDisplayLogicType>([
@@ -30,6 +30,7 @@ export const htmlElementsDisplayLogic = kea<htmlElementsDisplayLogicType>([
     actions({
         setParsedSelectors: (selectors: Record<number, ParsedCSSSelector>) => ({ selectors }),
         setElements: (providedElements: ElementType[]) => ({ providedElements }),
+        showAdditionalElements: true,
     }),
     reducers(({ props }) => ({
         elements: [
@@ -38,10 +39,9 @@ export const htmlElementsDisplayLogic = kea<htmlElementsDisplayLogicType>([
         ],
         parsedSelectorsRaw: [
             {} as Record<number, ParsedCSSSelector>,
-            {
-                setParsedSelectors: (_, { selectors }) => selectors,
-            },
+            { setParsedSelectors: (_, { selectors }) => selectors },
         ],
+        visibleElements: [10, { showAdditionalElements: (state) => state + 3 }],
     })),
     propsChanged(({ actions, props }, oldProps) => {
         if (props.providedElements && !objectsEqual(props.providedElements, oldProps.providedElements)) {
@@ -57,6 +57,18 @@ export const htmlElementsDisplayLogic = kea<htmlElementsDisplayLogicType>([
                     ? preselect(providedElements, startingSelector)
                     : parsedSelectorsRaw,
         ],
+        parsedElements: [
+            (s) => [s.elements, s.visibleElements],
+            (elements, visibleElements) => {
+                return elements.slice(Math.max(elements.length - visibleElements, 0))
+            },
+        ],
+        elementsToShowDepth: [
+            (s) => [s.elements, s.visibleElements],
+            (elements: ElementType[], visibleElements: number) => {
+                return Math.max(elements.length - visibleElements, 0)
+            },
+        ],
         // contains the selector string built from the parsed selectors
         chosenSelector: [
             (s) => [s.parsedSelectors],
diff --git a/frontend/src/lib/components/HTMLElementsDisplay/preselectWithCSS.test.ts b/frontend/src/lib/components/HTMLElementsDisplay/preselectWithCSS.test.ts
index 5d65b1587a0d1..03fffb3b47f33 100644
--- a/frontend/src/lib/components/HTMLElementsDisplay/preselectWithCSS.test.ts
+++ b/frontend/src/lib/components/HTMLElementsDisplay/preselectWithCSS.test.ts
@@ -383,17 +383,17 @@ describe('can preselect selectors for editing', () => {
         const selector = 'div div.SideBar .LemonButton__content span.text-default'
 
         expect(preselect(elementsChain(EXAMPLE_ELEMENTS), selector)).toEqual({
-            '0': {
+            '1': {
                 tag: 'div',
             },
-            '1': {
+            '3': {
                 class: ['SideBar'],
                 tag: 'div',
             },
-            '8': {
+            '10': {
                 class: ['LemonButton__content'],
             },
-            '9': {
+            '11': {
                 class: ['text-default'],
                 tag: 'span',
             },
diff --git a/frontend/src/toolbar/actions/actionsTabLogic.tsx b/frontend/src/toolbar/actions/actionsTabLogic.tsx
index 36876172a103d..c19cecf532c63 100644
--- a/frontend/src/toolbar/actions/actionsTabLogic.tsx
+++ b/frontend/src/toolbar/actions/actionsTabLogic.tsx
@@ -23,14 +23,14 @@ function newAction(element: HTMLElement | null, dataAttributes: string[] = []):
 function toElementsChain(element: HTMLElement): ElementType[] {
     const chain: HTMLElement[] = []
     let currentElement: HTMLElement | null | undefined = element
-    while (currentElement && chain.length <= 10 && currentElement !== document.body) {
+    while (currentElement && currentElement !== document.documentElement) {
         chain.push(currentElement)
         currentElement = currentElement.parentElement
     }
     return chain.map(
         (element, index) =>
             ({
-                attr_class: element.getAttribute('class') || undefined,
+                attr_class: element.getAttribute('class')?.split(' '),
                 attr_id: element.getAttribute('id') || undefined,
                 attributes: Array.from(element.attributes).reduce((acc, attr) => {
                     if (!acc[attr.name]) {

From 89bfaa6f3dbbd6608b3f16ac54af0bdb2098bc7d Mon Sep 17 00:00:00 2001
From: Paul D'Ambra <paul@posthog.com>
Date: Tue, 24 Oct 2023 14:03:52 +0100
Subject: [PATCH 057/133] chore: trigger snapshots for elements display
 (#18158)

* chore: trigger snapshots for elements display

* Update UI snapshots for `chromium` (2)

---------

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 ...ay--editable-display-with-preselection.png | Bin 53326 -> 74041 bytes
 ...tml-elements-display--editable-display.png | Bin 44417 -> 64597 bytes
 ...ml-elements-display--read-only-display.png | Bin 41138 -> 60625 bytes
 ...lements-display--with-uniqueness-check.png | Bin 47720 -> 68808 bytes
 ...play--without-central-hghlight-display.png | Bin 19002 -> 60442 bytes
 .../HTMLElementsDisplay.tsx                   |   2 +-
 6 files changed, 1 insertion(+), 1 deletion(-)

diff --git a/frontend/__snapshots__/components-html-elements-display--editable-display-with-preselection.png b/frontend/__snapshots__/components-html-elements-display--editable-display-with-preselection.png
index 32b95c9775312e280fb1d71bbbda1ef922a9320f..c5144abd3edb5b00375a2828f6591626c2313438 100644
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diff --git a/frontend/src/lib/components/HTMLElementsDisplay/HTMLElementsDisplay.tsx b/frontend/src/lib/components/HTMLElementsDisplay/HTMLElementsDisplay.tsx
index 0b050d77d4386..efb03c2927016 100644
--- a/frontend/src/lib/components/HTMLElementsDisplay/HTMLElementsDisplay.tsx
+++ b/frontend/src/lib/components/HTMLElementsDisplay/HTMLElementsDisplay.tsx
@@ -20,7 +20,7 @@ function CloseAllTags({ elements }: { elements: ElementType[] }): JSX.Element {
                 .slice(1)
                 .map((element, index) => (
                     <Fade
-                        key={`${element.tag_name}-closing-${index}`}
+                        key={`${element.tag_name}-close-tags-${index}`}
                         visible={true}
                         style={{
                             position: 'static',

From 83641f5e38e27ed890f194efcc6f83e59feed631 Mon Sep 17 00:00:00 2001
From: David Newell <d.newell1@outlook.com>
Date: Tue, 24 Oct 2023 16:14:23 +0100
Subject: [PATCH 058/133] fix: session recording modal (#18155)

---
 .../Notebook/notebookPopoverLogic.ts          |  5 ++---
 .../player/PlayerMetaLinks.tsx                | 19 ++++++++++++++-----
 .../trends/persons-modal/personsModalLogic.ts |  3 +--
 3 files changed, 17 insertions(+), 10 deletions(-)

diff --git a/frontend/src/scenes/notebooks/Notebook/notebookPopoverLogic.ts b/frontend/src/scenes/notebooks/Notebook/notebookPopoverLogic.ts
index 312e6be488284..1a0f4865b5092 100644
--- a/frontend/src/scenes/notebooks/Notebook/notebookPopoverLogic.ts
+++ b/frontend/src/scenes/notebooks/Notebook/notebookPopoverLogic.ts
@@ -155,9 +155,8 @@ export const notebookPopoverLogic = kea<notebookPopoverLogicType>([
     })),
 
     urlToAction(({ actions, values }) => ({
-        '/*': () => {
-            // Any navigation should trigger exiting full screen
-            if (values.visibility === 'visible') {
+        '/*': (_, __, ___, { pathname }, { pathname: previousPathname }) => {
+            if (values.visibility === 'visible' && pathname != previousPathname) {
                 actions.setVisibility('hidden')
             }
         },
diff --git a/frontend/src/scenes/session-recordings/player/PlayerMetaLinks.tsx b/frontend/src/scenes/session-recordings/player/PlayerMetaLinks.tsx
index c6e511e0ccf7a..af684b6f2fcb1 100644
--- a/frontend/src/scenes/session-recordings/player/PlayerMetaLinks.tsx
+++ b/frontend/src/scenes/session-recordings/player/PlayerMetaLinks.tsx
@@ -11,11 +11,14 @@ import { LemonDialog } from 'lib/lemon-ui/LemonDialog'
 import { NotebookSelectButton } from 'scenes/notebooks/NotebookSelectButton/NotebookSelectButton'
 import { NotebookNodeType } from '~/types'
 import { useNotebookNode } from 'scenes/notebooks/Nodes/notebookNodeLogic'
+import { sessionPlayerModalLogic } from './modal/sessionPlayerModalLogic'
+import { personsModalLogic } from 'scenes/trends/persons-modal/personsModalLogic'
 
 export function PlayerMetaLinks(): JSX.Element {
     const { sessionRecordingId, logicProps } = useValues(sessionRecordingPlayerLogic)
     const { setPause, deleteRecording, maybePersistRecording } = useActions(sessionRecordingPlayerLogic)
     const nodeLogic = useNotebookNode()
+    const { closeSessionPlayer } = useActions(sessionPlayerModalLogic())
 
     const getCurrentPlayerTime = (): number => {
         // NOTE: We pull this value at call time as otherwise it would trigger re-renders if pulled from the hook
@@ -59,7 +62,10 @@ export function PlayerMetaLinks(): JSX.Element {
                     <NotebookSelectButton
                         size="small"
                         icon={<IconComment />}
-                        resource={{ type: NotebookNodeType.Recording, attrs: { id: sessionRecordingId } }}
+                        resource={{
+                            type: NotebookNodeType.Recording,
+                            attrs: { id: sessionRecordingId, __init: { expanded: true } },
+                        }}
                         onClick={() => setPause()}
                         onNotebookOpened={(theNotebookLogic, theNodeLogic) => {
                             const time = getCurrentPlayerTime() * 1000
@@ -68,12 +74,15 @@ export function PlayerMetaLinks(): JSX.Element {
                                 // Node already exists, we just add a comment
                                 theNodeLogic.actions.insertReplayCommentByTimestamp(time, sessionRecordingId)
                                 return
+                            } else {
+                                theNotebookLogic.actions.insertReplayCommentByTimestamp({
+                                    timestamp: time,
+                                    sessionRecordingId,
+                                })
                             }
 
-                            theNotebookLogic.actions.insertReplayCommentByTimestamp({
-                                timestamp: time,
-                                sessionRecordingId,
-                            })
+                            closeSessionPlayer()
+                            personsModalLogic.findMounted()?.actions.closeModal()
                         }}
                     >
                         Comment
diff --git a/frontend/src/scenes/trends/persons-modal/personsModalLogic.ts b/frontend/src/scenes/trends/persons-modal/personsModalLogic.ts
index e8eff9193841e..1497b84e180fe 100644
--- a/frontend/src/scenes/trends/persons-modal/personsModalLogic.ts
+++ b/frontend/src/scenes/trends/persons-modal/personsModalLogic.ts
@@ -1,4 +1,4 @@
-import { kea, connect, path, key, props, reducers, actions, selectors, listeners, afterMount } from 'kea'
+import { kea, connect, path, props, reducers, actions, selectors, listeners, afterMount } from 'kea'
 import api from 'lib/api'
 import { ActorType, BreakdownType, ChartDisplayType, IntervalType, PropertiesTimelineFilterType } from '~/types'
 import { loaders } from 'kea-loaders'
@@ -29,7 +29,6 @@ export interface ListActorsResponse {
 export const personsModalLogic = kea<personsModalLogicType>([
     path(['scenes', 'trends', 'personsModalLogic']),
     props({} as PersonModalLogicProps),
-    key((props) => props.url),
     actions({
         setSearchTerm: (search: string) => ({ search }),
         saveCohortWithUrl: (cohortName: string) => ({ cohortName }),

From 7b17d2bb61a9eb75756fe29ed2911577631ef77f Mon Sep 17 00:00:00 2001
From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com>
Date: Tue, 24 Oct 2023 11:55:26 -0400
Subject: [PATCH 059/133] chore(deps): Update posthog-js to 1.84.4 (#18164)

---
 package.json   | 2 +-
 pnpm-lock.yaml | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/package.json b/package.json
index 253ef24e0d24b..95c8e3f5d74ba 100644
--- a/package.json
+++ b/package.json
@@ -131,7 +131,7 @@
         "md5": "^2.3.0",
         "monaco-editor": "^0.39.0",
         "papaparse": "^5.4.1",
-        "posthog-js": "1.84.3",
+        "posthog-js": "1.84.4",
         "posthog-js-lite": "2.0.0-alpha5",
         "prettier": "^2.8.8",
         "prop-types": "^15.7.2",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index fcc4027f49c61..822fa409f7928 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -207,8 +207,8 @@ dependencies:
     specifier: ^5.4.1
     version: 5.4.1
   posthog-js:
-    specifier: 1.84.3
-    version: 1.84.3
+    specifier: 1.84.4
+    version: 1.84.4
   posthog-js-lite:
     specifier: 2.0.0-alpha5
     version: 2.0.0-alpha5
@@ -14813,8 +14813,8 @@ packages:
     resolution: {integrity: sha512-tlkBdypJuvK/s00n4EiQjwYVfuuZv6vt8BF3g1ooIQa2Gz9Vz80p8q3qsPLZ0V5ErGRy6i3Q4fWC9TDzR7GNRQ==}
     dev: false
 
-  /posthog-js@1.84.3:
-    resolution: {integrity: sha512-xvPrvp1AENgyblsGU9tHDoMkBE2EHxtlEAZiOaqp2cNivC/L+fSmdfCCtCF1rEUMFDzUkFVvH5zOshOzOfyrMQ==}
+  /posthog-js@1.84.4:
+    resolution: {integrity: sha512-J3lXWrB5N99vvyPxKt9NYE9GT52dk0P4uHQTfDRpvy4ciWoQ514WWPuJ9eWbJ2b8EdVNbKuK5v/F+PlGY2ahPw==}
     dependencies:
       fflate: 0.4.8
     dev: false

From ecb77fbac3f5512ffdd8338dd658c3965efad610 Mon Sep 17 00:00:00 2001
From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com>
Date: Tue, 24 Oct 2023 12:19:50 -0400
Subject: [PATCH 060/133] chore(deps): Update posthog-js to 1.85.0 (#18165)

---
 package.json   | 2 +-
 pnpm-lock.yaml | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/package.json b/package.json
index 95c8e3f5d74ba..546cff4460607 100644
--- a/package.json
+++ b/package.json
@@ -131,7 +131,7 @@
         "md5": "^2.3.0",
         "monaco-editor": "^0.39.0",
         "papaparse": "^5.4.1",
-        "posthog-js": "1.84.4",
+        "posthog-js": "1.85.0",
         "posthog-js-lite": "2.0.0-alpha5",
         "prettier": "^2.8.8",
         "prop-types": "^15.7.2",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 822fa409f7928..e8a3d8f0fc03b 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -207,8 +207,8 @@ dependencies:
     specifier: ^5.4.1
     version: 5.4.1
   posthog-js:
-    specifier: 1.84.4
-    version: 1.84.4
+    specifier: 1.85.0
+    version: 1.85.0
   posthog-js-lite:
     specifier: 2.0.0-alpha5
     version: 2.0.0-alpha5
@@ -14813,8 +14813,8 @@ packages:
     resolution: {integrity: sha512-tlkBdypJuvK/s00n4EiQjwYVfuuZv6vt8BF3g1ooIQa2Gz9Vz80p8q3qsPLZ0V5ErGRy6i3Q4fWC9TDzR7GNRQ==}
     dev: false
 
-  /posthog-js@1.84.4:
-    resolution: {integrity: sha512-J3lXWrB5N99vvyPxKt9NYE9GT52dk0P4uHQTfDRpvy4ciWoQ514WWPuJ9eWbJ2b8EdVNbKuK5v/F+PlGY2ahPw==}
+  /posthog-js@1.85.0:
+    resolution: {integrity: sha512-B9uwj3lwy+oxNMbQPwxvk8tW+ENTUvpl7SZqfrPNs+mDZiRbt2LQEJ3w1tyqMXvlG9DExi0lEqZF7doa+ipebA==}
     dependencies:
       fflate: 0.4.8
     dev: false

From 5b3aea93c82b494a9f93fa2ac2ab832f6d95691c Mon Sep 17 00:00:00 2001
From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com>
Date: Tue, 24 Oct 2023 12:46:22 -0400
Subject: [PATCH 061/133] chore(deps): Update posthog-js to 1.85.1 (#18167)

---
 package.json   | 2 +-
 pnpm-lock.yaml | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/package.json b/package.json
index 546cff4460607..6fc221a6c7dd2 100644
--- a/package.json
+++ b/package.json
@@ -131,7 +131,7 @@
         "md5": "^2.3.0",
         "monaco-editor": "^0.39.0",
         "papaparse": "^5.4.1",
-        "posthog-js": "1.85.0",
+        "posthog-js": "1.85.1",
         "posthog-js-lite": "2.0.0-alpha5",
         "prettier": "^2.8.8",
         "prop-types": "^15.7.2",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index e8a3d8f0fc03b..1467720ce40fc 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -207,8 +207,8 @@ dependencies:
     specifier: ^5.4.1
     version: 5.4.1
   posthog-js:
-    specifier: 1.85.0
-    version: 1.85.0
+    specifier: 1.85.1
+    version: 1.85.1
   posthog-js-lite:
     specifier: 2.0.0-alpha5
     version: 2.0.0-alpha5
@@ -14813,8 +14813,8 @@ packages:
     resolution: {integrity: sha512-tlkBdypJuvK/s00n4EiQjwYVfuuZv6vt8BF3g1ooIQa2Gz9Vz80p8q3qsPLZ0V5ErGRy6i3Q4fWC9TDzR7GNRQ==}
     dev: false
 
-  /posthog-js@1.85.0:
-    resolution: {integrity: sha512-B9uwj3lwy+oxNMbQPwxvk8tW+ENTUvpl7SZqfrPNs+mDZiRbt2LQEJ3w1tyqMXvlG9DExi0lEqZF7doa+ipebA==}
+  /posthog-js@1.85.1:
+    resolution: {integrity: sha512-mK1MEcXWhkYT5gWZqeTzI88Qu/PZtSHjqm1aGD8NfqLAu6GpZQOYT46tsqlBupNRxc47451KNF52sW+I75A7tQ==}
     dependencies:
       fflate: 0.4.8
     dev: false

From 74d4d3723f4a9ed182ea84e8c12b0efcc9b09f83 Mon Sep 17 00:00:00 2001
From: Paul D'Ambra <paul@posthog.com>
Date: Tue, 24 Oct 2023 18:34:33 +0100
Subject: [PATCH 062/133] feat: configure session recording sample rate
 (#18068)

* feat: configure session recording sample rate

* fix mock

* Update query snapshots

* Update query snapshots

* Update query snapshots

* fix

* fix

* Update query snapshots

* fix

* fix

* Update query snapshots

* Update query snapshots

* Update query snapshots

* Update query snapshots

* Update query snapshots

* Fix

* fix

* fix

* add minimum duration setting

* dropdown instead of text box

* start adding linked flag

* fix

* fix

* Update query snapshots

* Update query snapshots

* Update query snapshots

* Update query snapshots

* only return flag key in decide

* doh

* fix

* Fix

* don't have a restricted list of sample rates

* fix

* fix

* Update query snapshots

* all the options

* review changes

* Fix

* fix

---------

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 frontend/src/lib/api.mock.ts                  |   3 +
 frontend/src/lib/components/FlagSelector.tsx  |  51 ++++
 frontend/src/lib/constants.tsx                |   1 +
 .../EarlyAccessFeature.tsx                    |  53 +---
 .../verifiedDomainsLogic.test.ts.snap         |   3 +
 .../settings/SessionRecordingSettings.tsx     | 192 ++++++++++++++-
 frontend/src/scenes/surveys/Survey.tsx        |   2 +-
 frontend/src/scenes/surveys/SurveyEdit.tsx    |   2 +-
 frontend/src/scenes/teamLogic.tsx             |   5 +-
 frontend/src/types.ts                         |   4 +
 latest_migrations.manifest                    |   2 +-
 posthog/admin.py                              |   5 +-
 posthog/api/decide.py                         |  13 +
 posthog/api/team.py                           |  17 ++
 .../api/test/__snapshots__/test_action.ambr   |   9 +
 .../test/__snapshots__/test_annotation.ambr   |   9 +
 .../api/test/__snapshots__/test_decide.ambr   |  12 +
 .../test_early_access_feature.ambr            |   6 +
 .../api/test/__snapshots__/test_element.ambr  |   3 +
 .../api/test/__snapshots__/test_insight.ambr  |  33 +++
 .../test/__snapshots__/test_preflight.ambr    |   3 +
 .../api/test/__snapshots__/test_survey.ambr   |   3 +
 .../__snapshots__/test_dashboard.ambr         | 230 ++++++++++++++++++
 .../__snapshots__/test_notebook.ambr          |  21 ++
 posthog/api/test/test_decide.py               | 206 +++++++++++++---
 posthog/api/test/test_team.py                 |  92 +++++++
 .../0356_add_replay_cost_control.py           |  46 ++++
 .../test/__snapshots__/test_filter.ambr       |  15 ++
 posthog/models/team/team.py                   |  15 +-
 .../test_session_recordings.ambr              |  63 +++++
 .../test/__snapshots__/test_feature_flag.ambr |   3 +
 31 files changed, 1035 insertions(+), 87 deletions(-)
 create mode 100644 frontend/src/lib/components/FlagSelector.tsx
 create mode 100644 posthog/migrations/0356_add_replay_cost_control.py

diff --git a/frontend/src/lib/api.mock.ts b/frontend/src/lib/api.mock.ts
index b2059e46b436c..45666cb019353 100644
--- a/frontend/src/lib/api.mock.ts
+++ b/frontend/src/lib/api.mock.ts
@@ -67,6 +67,9 @@ export const MOCK_DEFAULT_TEAM: TeamType = {
     },
     autocapture_opt_out: true,
     session_recording_opt_in: true,
+    session_recording_sample_rate: '1.0',
+    session_recording_minimum_duration_milliseconds: null,
+    session_recording_linked_flag: null,
     capture_console_log_opt_in: true,
     capture_performance_opt_in: true,
     autocapture_exceptions_opt_in: false,
diff --git a/frontend/src/lib/components/FlagSelector.tsx b/frontend/src/lib/components/FlagSelector.tsx
new file mode 100644
index 0000000000000..2c14b90d98b03
--- /dev/null
+++ b/frontend/src/lib/components/FlagSelector.tsx
@@ -0,0 +1,51 @@
+import { useState } from 'react'
+import { useValues } from 'kea'
+import { featureFlagLogic } from 'scenes/feature-flags/featureFlagLogic'
+import { TaxonomicFilterGroupType, TaxonomicFilterLogicProps } from 'lib/components/TaxonomicFilter/types'
+import { Popover } from 'lib/lemon-ui/Popover'
+import { TaxonomicFilter } from 'lib/components/TaxonomicFilter/TaxonomicFilter'
+import { LemonButton } from 'lib/lemon-ui/LemonButton'
+
+interface FlagSelectorProps {
+    value: number | undefined
+    onChange: (id: number, key: string) => void
+    readOnly?: boolean
+}
+
+export function FlagSelector({ value, onChange, readOnly }: FlagSelectorProps): JSX.Element {
+    const [visible, setVisible] = useState(false)
+
+    const { featureFlag } = useValues(featureFlagLogic({ id: value || 'link' }))
+
+    const taxonomicFilterLogicProps: TaxonomicFilterLogicProps = {
+        groupType: TaxonomicFilterGroupType.FeatureFlags,
+        value: value,
+        onChange: (_, __, item) => {
+            'id' in item && item.id && onChange(item.id, item.key)
+            setVisible(false)
+        },
+        taxonomicGroupTypes: [TaxonomicFilterGroupType.FeatureFlags],
+        optionsFromProp: undefined,
+        popoverEnabled: true,
+        selectFirstItem: true,
+        taxonomicFilterLogicKey: 'flag-selectorz',
+    }
+
+    return (
+        <Popover
+            overlay={<TaxonomicFilter {...taxonomicFilterLogicProps} />}
+            visible={visible}
+            placement="right-start"
+            fallbackPlacements={['left-end', 'bottom']}
+            onClickOutside={() => setVisible(false)}
+        >
+            {readOnly ? (
+                <div>{featureFlag.key}</div>
+            ) : (
+                <LemonButton type="secondary" onClick={() => setVisible(!visible)}>
+                    {featureFlag.key ? featureFlag.key : 'Select flag'}
+                </LemonButton>
+            )}
+        </Popover>
+    )
+}
diff --git a/frontend/src/lib/constants.tsx b/frontend/src/lib/constants.tsx
index ad523af4aa576..e9fe60419e359 100644
--- a/frontend/src/lib/constants.tsx
+++ b/frontend/src/lib/constants.tsx
@@ -164,6 +164,7 @@ export const FEATURE_FLAGS = {
     SURVEYS_PAYGATES: 'surveys-paygates',
     CONSOLE_RECORDING_SEARCH: 'console-recording-search', // owner: #team-monitoring
     PERSONS_HOGQL_QUERY: 'persons-hogql-query', // owner: @mariusandra
+    SESSION_RECORDING_SAMPLING: 'session-recording-sampling', // owner: #team-monitoring
 } as const
 export type FeatureFlagKey = (typeof FEATURE_FLAGS)[keyof typeof FEATURE_FLAGS]
 
diff --git a/frontend/src/scenes/early-access-features/EarlyAccessFeature.tsx b/frontend/src/scenes/early-access-features/EarlyAccessFeature.tsx
index a894b964432cf..7fd04b72e348a 100644
--- a/frontend/src/scenes/early-access-features/EarlyAccessFeature.tsx
+++ b/frontend/src/scenes/early-access-features/EarlyAccessFeature.tsx
@@ -1,5 +1,5 @@
 import { LemonButton, LemonDivider, LemonInput, LemonSkeleton, LemonTag, LemonTextArea } from '@posthog/lemon-ui'
-import { useActions, useValues, BindLogic } from 'kea'
+import { BindLogic, useActions, useValues } from 'kea'
 import { PageHeader } from 'lib/components/PageHeader'
 import { Field, PureField } from 'lib/forms/Field'
 import { SceneExport } from 'scenes/sceneTypes'
@@ -16,13 +16,9 @@ import {
 import { urls } from 'scenes/urls'
 import { IconClose, IconFlag, IconHelpOutline } from 'lib/lemon-ui/icons'
 import { router } from 'kea-router'
-import { useState } from 'react'
-import { Popover } from 'lib/lemon-ui/Popover'
-import { TaxonomicFilter } from 'lib/components/TaxonomicFilter/TaxonomicFilter'
-import { TaxonomicFilterLogicProps } from 'lib/components/TaxonomicFilter/types'
 import { TaxonomicFilterGroupType } from 'lib/components/TaxonomicFilter/types'
 import { featureFlagLogic } from 'scenes/feature-flags/featureFlagLogic'
-import { PersonsLogicProps, personsLogic } from 'scenes/persons/personsLogic'
+import { personsLogic, PersonsLogicProps } from 'scenes/persons/personsLogic'
 import clsx from 'clsx'
 import { InstructionsModal } from './InstructionsModal'
 import { PersonsTable } from 'scenes/persons/PersonsTable'
@@ -31,6 +27,7 @@ import { PersonsSearch } from 'scenes/persons/PersonsSearch'
 import { LemonDialog } from 'lib/lemon-ui/LemonDialog'
 import { LemonTabs } from 'lib/lemon-ui/LemonTabs'
 import { NotFound } from 'lib/components/NotFound'
+import { FlagSelector } from 'lib/components/FlagSelector'
 
 export const scene: SceneExport = {
     component: EarlyAccessFeature,
@@ -295,50 +292,6 @@ export function EarlyAccessFeature({ id }: { id?: string } = {}): JSX.Element {
     )
 }
 
-interface FlagSelectorProps {
-    value: number | undefined
-    onChange: (value: any) => void
-    readOnly?: boolean
-}
-
-export function FlagSelector({ value, onChange, readOnly }: FlagSelectorProps): JSX.Element {
-    const [visible, setVisible] = useState(false)
-
-    const { featureFlag } = useValues(featureFlagLogic({ id: value || 'link' }))
-
-    const taxonomicFilterLogicProps: TaxonomicFilterLogicProps = {
-        groupType: TaxonomicFilterGroupType.FeatureFlags,
-        value,
-        onChange: (_, __, item) => {
-            'id' in item && item.id && onChange(item.id)
-            setVisible(false)
-        },
-        taxonomicGroupTypes: [TaxonomicFilterGroupType.FeatureFlags],
-        optionsFromProp: undefined,
-        popoverEnabled: true,
-        selectFirstItem: true,
-        taxonomicFilterLogicKey: 'flag-selectorz',
-    }
-
-    return (
-        <Popover
-            overlay={<TaxonomicFilter {...taxonomicFilterLogicProps} />}
-            visible={visible}
-            placement="right-start"
-            fallbackPlacements={['bottom']}
-            onClickOutside={() => setVisible(false)}
-        >
-            {readOnly ? (
-                <div>{featureFlag.key}</div>
-            ) : (
-                <LemonButton type="secondary" onClick={() => setVisible(!visible)}>
-                    {featureFlag.key ? featureFlag.key : 'Select flag'}
-                </LemonButton>
-            )}
-        </Popover>
-    )
-}
-
 interface PersonListProps {
     earlyAccessFeature: EarlyAccessFeatureType
 }
diff --git a/frontend/src/scenes/organization/Settings/VerifiedDomains/__snapshots__/verifiedDomainsLogic.test.ts.snap b/frontend/src/scenes/organization/Settings/VerifiedDomains/__snapshots__/verifiedDomainsLogic.test.ts.snap
index f7d5211660f41..4f2b11ec18402 100644
--- a/frontend/src/scenes/organization/Settings/VerifiedDomains/__snapshots__/verifiedDomainsLogic.test.ts.snap
+++ b/frontend/src/scenes/organization/Settings/VerifiedDomains/__snapshots__/verifiedDomainsLogic.test.ts.snap
@@ -74,7 +74,10 @@ exports[`verifiedDomainsLogic values has proper defaults 1`] = `
         "recording_domains": [
           "https://recordings.posthog.com/",
         ],
+        "session_recording_linked_flag": null,
+        "session_recording_minimum_duration_milliseconds": null,
         "session_recording_opt_in": true,
+        "session_recording_sample_rate": "1.0",
         "slack_incoming_webhook": "",
         "test_account_filters": [
           {
diff --git a/frontend/src/scenes/session-recordings/settings/SessionRecordingSettings.tsx b/frontend/src/scenes/session-recordings/settings/SessionRecordingSettings.tsx
index 7a949944c1994..785a5c92ec343 100644
--- a/frontend/src/scenes/session-recordings/settings/SessionRecordingSettings.tsx
+++ b/frontend/src/scenes/session-recordings/settings/SessionRecordingSettings.tsx
@@ -1,11 +1,15 @@
 import { useActions, useValues } from 'kea'
 import { teamLogic } from 'scenes/teamLogic'
-import { LemonSwitch, Link } from '@posthog/lemon-ui'
+import { LemonBanner, LemonButton, LemonSelect, LemonSwitch, Link } from '@posthog/lemon-ui'
 import { urls } from 'scenes/urls'
 import { AuthorizedUrlList } from 'lib/components/AuthorizedUrlList/AuthorizedUrlList'
 import { AuthorizedUrlListType } from 'lib/components/AuthorizedUrlList/authorizedUrlListLogic'
 import { LemonDialog } from 'lib/lemon-ui/LemonDialog'
 import { LemonLabel } from 'lib/lemon-ui/LemonLabel/LemonLabel'
+import { FlaggedFeature } from 'lib/components/FlaggedFeature'
+import { FEATURE_FLAGS } from 'lib/constants'
+import { IconCancel } from 'lib/lemon-ui/icons'
+import { FlagSelector } from 'lib/components/FlagSelector'
 
 export type SessionRecordingSettingsProps = {
     inModal?: boolean
@@ -102,6 +106,192 @@ export function SessionRecordingSettings({ inModal = false }: SessionRecordingSe
                 </p>
                 <AuthorizedUrlList type={AuthorizedUrlListType.RECORDING_DOMAINS} />
             </div>
+            <FlaggedFeature flag={FEATURE_FLAGS.SESSION_RECORDING_SAMPLING}>
+                <>
+                    <h2>Replay ingestion controls</h2>
+                    <p>
+                        PostHog offers several tools to let you control the number of recordings you collect and which
+                        users you collect recordings for.{' '}
+                        <Link
+                            to={'https://posthog.com/docs/session-replay/how-to-control-which-sessions-you-record'}
+                            target={'blank'}
+                        >
+                            Learn more in our docs
+                        </Link>
+                    </p>
+                    <LemonBanner type={'info'}>Requires posthog-js version 1.85.0 or greater</LemonBanner>
+                    <div className={'flex flex-row justify-between'}>
+                        <LemonLabel className="text-base">Sampling</LemonLabel>
+                        <LemonSelect
+                            onChange={(v) => {
+                                updateCurrentTeam({ session_recording_sample_rate: v })
+                            }}
+                            dropdownMatchSelectWidth={false}
+                            options={[
+                                {
+                                    label: '100% (no sampling)',
+                                    value: '1.00',
+                                },
+                                {
+                                    label: '95%',
+                                    value: '0.95',
+                                },
+                                {
+                                    label: '90%',
+                                    value: '0.90',
+                                },
+                                {
+                                    label: '85%',
+                                    value: '0.85',
+                                },
+                                {
+                                    label: '80%',
+                                    value: '0.80',
+                                },
+                                {
+                                    label: '75%',
+                                    value: '0.75',
+                                },
+                                {
+                                    label: '70%',
+                                    value: '0.70',
+                                },
+                                {
+                                    label: '65%',
+                                    value: '0.65',
+                                },
+                                {
+                                    label: '60%',
+                                    value: '0.60',
+                                },
+                                {
+                                    label: '55%',
+                                    value: '0.55',
+                                },
+                                {
+                                    label: '50%',
+                                    value: '0.50',
+                                },
+                                {
+                                    label: '45%',
+                                    value: '0.45',
+                                },
+                                {
+                                    label: '40%',
+                                    value: '0.40',
+                                },
+                                {
+                                    label: '35%',
+                                    value: '0.35',
+                                },
+                                {
+                                    label: '30%',
+                                    value: '0.30',
+                                },
+                                {
+                                    label: '25%',
+                                    value: '0.25',
+                                },
+                                {
+                                    label: '20%',
+                                    value: '0.20',
+                                },
+                                {
+                                    label: '15%',
+                                    value: '0.15',
+                                },
+                                {
+                                    label: '10%',
+                                    value: '0.10',
+                                },
+                                {
+                                    label: '5%',
+                                    value: '0.05',
+                                },
+                                {
+                                    label: '0% (replay disabled)',
+                                    value: '0.00',
+                                },
+                            ]}
+                            value={
+                                typeof currentTeam?.session_recording_sample_rate === 'string'
+                                    ? currentTeam?.session_recording_sample_rate
+                                    : '1.00'
+                            }
+                        />
+                    </div>
+                    <p>
+                        Use this setting to restrict the percentage of sessions that will be recorded. This is useful if
+                        you want to reduce the amount of data you collect. 100% means all sessions will be collected.
+                        50% means roughly half of sessions will be collected.
+                    </p>
+                    <div className={'flex flex-row justify-between'}>
+                        <LemonLabel className="text-base">Minimum session duration (seconds)</LemonLabel>
+                        <LemonSelect
+                            dropdownMatchSelectWidth={false}
+                            onChange={(v) => {
+                                updateCurrentTeam({ session_recording_minimum_duration_milliseconds: v })
+                            }}
+                            options={[
+                                {
+                                    label: 'no minimum',
+                                    value: null,
+                                },
+                                {
+                                    label: '1',
+                                    value: 1000,
+                                },
+                                {
+                                    label: '2',
+                                    value: 2000,
+                                },
+                                {
+                                    label: '5',
+                                    value: 5000,
+                                },
+                                {
+                                    label: '10',
+                                    value: 10000,
+                                },
+                                {
+                                    label: '15',
+                                    value: 15000,
+                                },
+                            ]}
+                            value={currentTeam?.session_recording_minimum_duration_milliseconds}
+                        />
+                    </div>
+                    <p>
+                        Setting a minimum session duration will ensure that only sessions that last longer than that
+                        value are collected. This helps you avoid collecting sessions that are too short to be useful.
+                    </p>
+                    <div className={'flex flex-col space-y-2'}>
+                        <LemonLabel className="text-base">Enable recordings using feature flag</LemonLabel>
+                        <div className={'flex flex-row justify-start space-x-2'}>
+                            <FlagSelector
+                                value={currentTeam?.session_recording_linked_flag?.id ?? undefined}
+                                onChange={(id, key) => {
+                                    updateCurrentTeam({ session_recording_linked_flag: { id, key } })
+                                }}
+                            />
+                            {currentTeam?.session_recording_linked_flag && (
+                                <LemonButton
+                                    className="ml-2"
+                                    icon={<IconCancel />}
+                                    size="small"
+                                    status="stealth"
+                                    onClick={() => updateCurrentTeam({ session_recording_linked_flag: null })}
+                                    title="Clear selected flag"
+                                />
+                            )}
+                        </div>
+                    </div>
+                    <p>
+                        Linking a flag means that recordings will only be collected for users who have the flag enabled.
+                        Only supports release toggles (boolean flags).
+                    </p>
+                </>
+            </FlaggedFeature>
         </div>
     )
 }
diff --git a/frontend/src/scenes/surveys/Survey.tsx b/frontend/src/scenes/surveys/Survey.tsx
index c3c604a825e4c..a6a74a9ff1877 100644
--- a/frontend/src/scenes/surveys/Survey.tsx
+++ b/frontend/src/scenes/surveys/Survey.tsx
@@ -8,13 +8,13 @@ import { LemonButton, LemonDivider, Link } from '@posthog/lemon-ui'
 import { router } from 'kea-router'
 import { urls } from 'scenes/urls'
 import { Survey, SurveyUrlMatchType } from '~/types'
-import { FlagSelector } from 'scenes/early-access-features/EarlyAccessFeature'
 import { SurveyView } from './SurveyView'
 import { featureFlagLogic } from 'scenes/feature-flags/featureFlagLogic'
 import { NewSurvey, SurveyUrlMatchTypeLabels } from './constants'
 import { FeatureFlagReleaseConditions } from 'scenes/feature-flags/FeatureFlagReleaseConditions'
 import SurveyEdit from './SurveyEdit'
 import { NotFound } from 'lib/components/NotFound'
+import { FlagSelector } from 'lib/components/FlagSelector'
 
 export const scene: SceneExport = {
     component: SurveyComponent,
diff --git a/frontend/src/scenes/surveys/SurveyEdit.tsx b/frontend/src/scenes/surveys/SurveyEdit.tsx
index edbf9cb551daa..b563ec616a38b 100644
--- a/frontend/src/scenes/surveys/SurveyEdit.tsx
+++ b/frontend/src/scenes/surveys/SurveyEdit.tsx
@@ -23,7 +23,6 @@ import {
     SurveyUrlMatchType,
     AvailableFeature,
 } from '~/types'
-import { FlagSelector } from 'scenes/early-access-features/EarlyAccessFeature'
 import { IconCancel, IconDelete, IconLock, IconPlus, IconPlusMini } from 'lib/lemon-ui/icons'
 import {
     BaseAppearance,
@@ -48,6 +47,7 @@ import { featureFlagLogic as enabledFeaturesLogic } from 'lib/logic/featureFlagL
 import { SurveyFormAppearance } from './SurveyFormAppearance'
 import { PayGateMini } from 'lib/components/PayGateMini/PayGateMini'
 import { surveysLogic } from './surveysLogic'
+import { FlagSelector } from 'lib/components/FlagSelector'
 
 function PresentationTypeCard({
     title,
diff --git a/frontend/src/scenes/teamLogic.tsx b/frontend/src/scenes/teamLogic.tsx
index a30bab40298f0..17def88cb67ef 100644
--- a/frontend/src/scenes/teamLogic.tsx
+++ b/frontend/src/scenes/teamLogic.tsx
@@ -69,11 +69,14 @@ export const teamLogic = kea<teamLogicType>([
                         return null
                     }
                 },
-                updateCurrentTeam: async (payload: Partial<TeamType>) => {
+                updateCurrentTeam: async (payload: Partial<TeamType>, breakpoint) => {
                     if (!values.currentTeam) {
                         throw new Error('Current team has not been loaded yet, so it cannot be updated!')
                     }
+
                     const patchedTeam = (await api.update(`api/projects/${values.currentTeam.id}`, payload)) as TeamType
+                    breakpoint()
+
                     actions.loadUser()
 
                     /* Notify user the update was successful  */
diff --git a/frontend/src/types.ts b/frontend/src/types.ts
index c96411d988b86..a8b702e55b296 100644
--- a/frontend/src/types.ts
+++ b/frontend/src/types.ts
@@ -346,6 +346,10 @@ export interface TeamType extends TeamBasicType {
     session_recording_opt_in: boolean
     capture_console_log_opt_in: boolean
     capture_performance_opt_in: boolean
+    // a string representation of the decimal value between 0 and 1
+    session_recording_sample_rate: string
+    session_recording_minimum_duration_milliseconds: number | null
+    session_recording_linked_flag: Pick<FeatureFlagBasicType, 'id' | 'key'> | null
     autocapture_exceptions_opt_in: boolean
     surveys_opt_in?: boolean
     autocapture_exceptions_errors_to_ignore: string[]
diff --git a/latest_migrations.manifest b/latest_migrations.manifest
index 646d97235dab6..814358e2c8565 100644
--- a/latest_migrations.manifest
+++ b/latest_migrations.manifest
@@ -5,7 +5,7 @@ contenttypes: 0002_remove_content_type_name
 ee: 0015_add_verified_properties
 otp_static: 0002_throttling
 otp_totp: 0002_auto_20190420_0723
-posthog: 0355_add_batch_export_backfill_model
+posthog: 0356_add_replay_cost_control
 sessions: 0001_initial
 social_django: 0010_uid_db_index
 two_factor: 0007_auto_20201201_1019
diff --git a/posthog/admin.py b/posthog/admin.py
index f1bd8b33ddbaf..b35bae3944689 100644
--- a/posthog/admin.py
+++ b/posthog/admin.py
@@ -183,7 +183,10 @@ class TeamAdmin(admin.ModelAdmin):
                     "session_recording_opt_in",
                     "capture_console_log_opt_in",
                     "capture_performance_opt_in",
-                    "data_attributes",
+                    "session_recording_sample_rate",
+                    "session_recording_minimum_duration_milliseconds",
+                    "session_recording_linked_flag",
+                    "updateCurrentTeam({ capture_console_log_opt_in: checked })" "data_attributes",
                     "session_recording_version",
                     "access_control",
                     "inject_web_apps",
diff --git a/posthog/api/decide.py b/posthog/api/decide.py
index efb205ee41e35..335594fa64132 100644
--- a/posthog/api/decide.py
+++ b/posthog/api/decide.py
@@ -219,10 +219,23 @@ def get_decide(request: HttpRequest):
                 on_permitted_recording_domain(team, request) or not team.recording_domains
             ):
                 capture_console_logs = True if team.capture_console_log_opt_in else False
+                sample_rate = team.session_recording_sample_rate or None
+                if sample_rate == "1.00":
+                    sample_rate = None
+
+                minimum_duration = team.session_recording_minimum_duration_milliseconds or None
+
+                linked_flag = team.session_recording_linked_flag or None
+                if isinstance(linked_flag, Dict):
+                    linked_flag = linked_flag.get("key")
+
                 response["sessionRecording"] = {
                     "endpoint": "/s/",
                     "consoleLogRecordingEnabled": capture_console_logs,
                     "recorderVersion": "v2",
+                    "sampleRate": sample_rate,
+                    "minimumDurationMilliseconds": minimum_duration,
+                    "linkedFlag": linked_flag,
                 }
 
             response["surveys"] = True if team.surveys_opt_in else False
diff --git a/posthog/api/team.py b/posthog/api/team.py
index ebfd3fe2f72d3..8127313491434 100644
--- a/posthog/api/team.py
+++ b/posthog/api/team.py
@@ -88,6 +88,9 @@ class Meta:
             "capture_performance_opt_in",
             "capture_console_log_opt_in",
             "session_recording_opt_in",
+            "session_recording_sample_rate",
+            "session_recording_minimum_duration_milliseconds",
+            "session_recording_linked_flag",
             "recording_domains",
             "inject_web_apps",
             "surveys_opt_in",
@@ -128,6 +131,9 @@ class Meta:
             "capture_console_log_opt_in",
             "capture_performance_opt_in",
             "session_recording_opt_in",
+            "session_recording_sample_rate",
+            "session_recording_minimum_duration_milliseconds",
+            "session_recording_linked_flag",
             "effective_membership_level",
             "access_control",
             "week_start_day",
@@ -165,6 +171,17 @@ def get_has_group_types(self, team: Team) -> bool:
     def get_groups_on_events_querying_enabled(self, team: Team) -> bool:
         return groups_on_events_querying_enabled()
 
+    def validate_session_recording_linked_flag(self, value) -> Dict | None:
+        if value is None:
+            return None
+
+        if not isinstance(value, Dict):
+            raise exceptions.ValidationError("Must provide a dictionary or None.")
+        if value.keys() != {"id", "key"}:
+            raise exceptions.ValidationError("Must provide a dictionary with only 'id' and 'key' keys.")
+
+        return value
+
     def validate(self, attrs: Any) -> Any:
         if "primary_dashboard" in attrs and attrs["primary_dashboard"].team != self.instance:
             raise exceptions.PermissionDenied("Dashboard does not belong to this team.")
diff --git a/posthog/api/test/__snapshots__/test_action.ambr b/posthog/api/test/__snapshots__/test_action.ambr
index 74a0af87a8f76..6564d9398a50b 100644
--- a/posthog/api/test/__snapshots__/test_action.ambr
+++ b/posthog/api/test/__snapshots__/test_action.ambr
@@ -46,6 +46,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -196,6 +199,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -517,6 +523,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
diff --git a/posthog/api/test/__snapshots__/test_annotation.ambr b/posthog/api/test/__snapshots__/test_annotation.ambr
index 45bd7cfb775ac..762469eaa98ff 100644
--- a/posthog/api/test/__snapshots__/test_annotation.ambr
+++ b/posthog/api/test/__snapshots__/test_annotation.ambr
@@ -46,6 +46,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -120,6 +123,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -439,6 +445,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
diff --git a/posthog/api/test/__snapshots__/test_decide.ambr b/posthog/api/test/__snapshots__/test_decide.ambr
index 374bd99238f7e..119d2cf9bbcd0 100644
--- a/posthog/api/test/__snapshots__/test_decide.ambr
+++ b/posthog/api/test/__snapshots__/test_decide.ambr
@@ -46,6 +46,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -282,6 +285,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -432,6 +438,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -577,6 +586,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
diff --git a/posthog/api/test/__snapshots__/test_early_access_feature.ambr b/posthog/api/test/__snapshots__/test_early_access_feature.ambr
index f9cfe83157dc4..1b4cf700cdf05 100644
--- a/posthog/api/test/__snapshots__/test_early_access_feature.ambr
+++ b/posthog/api/test/__snapshots__/test_early_access_feature.ambr
@@ -17,6 +17,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -144,6 +147,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
diff --git a/posthog/api/test/__snapshots__/test_element.ambr b/posthog/api/test/__snapshots__/test_element.ambr
index 31197b2863bf8..4ac868d1be860 100644
--- a/posthog/api/test/__snapshots__/test_element.ambr
+++ b/posthog/api/test/__snapshots__/test_element.ambr
@@ -46,6 +46,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
diff --git a/posthog/api/test/__snapshots__/test_insight.ambr b/posthog/api/test/__snapshots__/test_insight.ambr
index 6dfedeac24979..f8f92a910dfd8 100644
--- a/posthog/api/test/__snapshots__/test_insight.ambr
+++ b/posthog/api/test/__snapshots__/test_insight.ambr
@@ -644,6 +644,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -689,6 +692,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -810,6 +816,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1035,6 +1044,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1172,6 +1184,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1294,6 +1309,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1397,6 +1415,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1535,6 +1556,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1615,6 +1639,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1694,6 +1721,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1746,6 +1776,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
diff --git a/posthog/api/test/__snapshots__/test_preflight.ambr b/posthog/api/test/__snapshots__/test_preflight.ambr
index 6981b2f9afe16..93baa4d92d31e 100644
--- a/posthog/api/test/__snapshots__/test_preflight.ambr
+++ b/posthog/api/test/__snapshots__/test_preflight.ambr
@@ -57,6 +57,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
diff --git a/posthog/api/test/__snapshots__/test_survey.ambr b/posthog/api/test/__snapshots__/test_survey.ambr
index 9b5369abdf9fc..7e4be97199109 100644
--- a/posthog/api/test/__snapshots__/test_survey.ambr
+++ b/posthog/api/test/__snapshots__/test_survey.ambr
@@ -125,6 +125,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
diff --git a/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr b/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr
index 51a2d1a06857d..33832fe5073e2 100644
--- a/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr
+++ b/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr
@@ -46,6 +46,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -166,6 +169,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -281,6 +287,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -487,6 +496,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -648,6 +660,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -821,6 +836,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -980,6 +998,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1214,6 +1235,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1266,6 +1290,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1416,6 +1443,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1521,6 +1551,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1573,6 +1606,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1721,6 +1757,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1842,6 +1881,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -2097,6 +2139,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -2332,6 +2377,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -2455,6 +2503,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -2570,6 +2621,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -2684,6 +2738,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -2778,6 +2835,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -2923,6 +2983,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -3014,6 +3077,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -3132,6 +3198,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -3250,6 +3319,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -3379,6 +3451,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -3694,6 +3769,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -3847,6 +3925,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -3976,6 +4057,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -4056,6 +4140,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -4212,6 +4299,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -4264,6 +4354,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -4382,6 +4475,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -4527,6 +4623,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -4947,6 +5046,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -5083,6 +5185,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -5163,6 +5268,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -5281,6 +5389,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -5360,6 +5471,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -5412,6 +5526,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -5530,6 +5647,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -5665,6 +5785,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -5822,6 +5945,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -6224,6 +6350,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -6368,6 +6497,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -6544,6 +6676,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -6705,6 +6840,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -6839,6 +6977,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -6923,6 +7064,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -7082,6 +7226,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -7717,6 +7864,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -7943,6 +8093,17 @@
   LIMIT 1 /*controller='project_dashboards-detail',route='api/projects/%28%3FP%3Cparent_lookup_team_id%3E%5B%5E/.%5D%2B%29/dashboards/%28%3FP%3Cpk%3E%5B%5E/.%5D%2B%29/%3F%24'*/
   '
 ---
+# name: TestDashboard.test_loading_individual_dashboard_does_not_prefetch_all_possible_tiles.315
+  '
+  SELECT "posthog_instancesetting"."id",
+         "posthog_instancesetting"."key",
+         "posthog_instancesetting"."raw_value"
+  FROM "posthog_instancesetting"
+  WHERE "posthog_instancesetting"."key" = 'constance:posthog:PERSON_ON_EVENTS_ENABLED'
+  ORDER BY "posthog_instancesetting"."id" ASC
+  LIMIT 1 /*controller='project_dashboards-detail',route='api/projects/%28%3FP%3Cparent_lookup_team_id%3E%5B%5E/.%5D%2B%29/dashboards/%28%3FP%3Cpk%3E%5B%5E/.%5D%2B%29/%3F%24'*/
+  '
+---
 # name: TestDashboard.test_loading_individual_dashboard_does_not_prefetch_all_possible_tiles.32
   '
   SELECT "posthog_team"."id",
@@ -7962,6 +8123,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -8118,6 +8282,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -8170,6 +8337,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -8288,6 +8458,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -8433,6 +8606,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -8551,6 +8727,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -8681,6 +8860,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -8816,6 +8998,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -9120,6 +9305,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -9269,6 +9457,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -9368,6 +9559,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -9492,6 +9686,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -9613,6 +9810,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -9739,6 +9939,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -9915,6 +10118,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -10067,6 +10273,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -10165,6 +10374,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -10320,6 +10532,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -10493,6 +10708,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -10598,6 +10816,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -10753,6 +10974,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -10887,6 +11111,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -11092,6 +11319,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
diff --git a/posthog/api/test/notebooks/__snapshots__/test_notebook.ambr b/posthog/api/test/notebooks/__snapshots__/test_notebook.ambr
index 31f6729e6e9a7..993103ccbf72e 100644
--- a/posthog/api/test/notebooks/__snapshots__/test_notebook.ambr
+++ b/posthog/api/test/notebooks/__snapshots__/test_notebook.ambr
@@ -46,6 +46,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -131,6 +134,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -183,6 +189,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -294,6 +303,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -501,6 +513,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -599,6 +614,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -701,6 +719,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
diff --git a/posthog/api/test/test_decide.py b/posthog/api/test/test_decide.py
index e85fca7c7fba6..e3e13458acb54 100644
--- a/posthog/api/test/test_decide.py
+++ b/posthog/api/test/test_decide.py
@@ -86,13 +86,13 @@ def _post_decide(
             REMOTE_ADDR=ip,
         )
 
-    def _update_team(self, data):
+    def _update_team(self, data, expected_status_code: int = status.HTTP_200_OK):
         # use a non-csrf client to make requests
         client = Client()
         client.force_login(self.user)
 
         response = client.patch("/api/projects/@current/", data, content_type="application/json")
-        self.assertEqual(response.status_code, status.HTTP_200_OK)
+        self.assertEqual(response.status_code, expected_status_code)
 
         client.logout()
 
@@ -133,10 +133,14 @@ def test_user_session_recording_opt_in(self, *args):
         self._update_team({"session_recording_opt_in": True})
 
         response = self._post_decide().json()
-        self.assertEqual(
-            response["sessionRecording"],
-            {"endpoint": "/s/", "recorderVersion": "v2", "consoleLogRecordingEnabled": False},
-        )
+        assert response["sessionRecording"] == {
+            "endpoint": "/s/",
+            "recorderVersion": "v2",
+            "consoleLogRecordingEnabled": False,
+            "sampleRate": None,
+            "linkedFlag": None,
+            "minimumDurationMilliseconds": None,
+        }
         self.assertEqual(response["supportedCompression"], ["gzip", "gzip-js"])
 
     def test_user_console_log_opt_in(self, *args):
@@ -147,10 +151,14 @@ def test_user_console_log_opt_in(self, *args):
         self._update_team({"session_recording_opt_in": True, "capture_console_log_opt_in": True})
 
         response = self._post_decide().json()
-        self.assertEqual(
-            response["sessionRecording"],
-            {"endpoint": "/s/", "recorderVersion": "v2", "consoleLogRecordingEnabled": True},
-        )
+        assert response["sessionRecording"] == {
+            "endpoint": "/s/",
+            "recorderVersion": "v2",
+            "consoleLogRecordingEnabled": True,
+            "sampleRate": None,
+            "linkedFlag": None,
+            "minimumDurationMilliseconds": None,
+        }
 
     def test_user_performance_opt_in(self, *args):
         # :TRICKY: Test for regression around caching
@@ -162,6 +170,105 @@ def test_user_performance_opt_in(self, *args):
         response = self._post_decide().json()
         self.assertEqual(response["capturePerformance"], True)
 
+    def test_session_recording_sample_rate(self, *args):
+        # :TRICKY: Test for regression around caching
+
+        self._update_team(
+            {
+                "session_recording_opt_in": True,
+            }
+        )
+
+        response = self._post_decide().json()
+        assert response["sessionRecording"]["sampleRate"] is None
+
+        self._update_team({"session_recording_sample_rate": 0.8})
+
+        response = self._post_decide().json()
+        self.assertEqual(response["sessionRecording"]["sampleRate"], "0.80")
+
+    def test_session_recording_sample_rate_of_1_is_treated_as_no_sampling(self, *args):
+        # :TRICKY: Test for regression around caching
+
+        self._update_team(
+            {
+                "session_recording_opt_in": True,
+            }
+        )
+
+        response = self._post_decide().json()
+        assert response["sessionRecording"]["sampleRate"] is None
+
+        self._update_team({"session_recording_sample_rate": 1.0})
+
+        response = self._post_decide().json()
+        self.assertEqual(response["sessionRecording"]["sampleRate"], None)
+
+    def test_session_recording_minimum_duration(self, *args):
+        # :TRICKY: Test for regression around caching
+
+        self._update_team(
+            {
+                "session_recording_opt_in": True,
+            }
+        )
+
+        response = self._post_decide().json()
+        assert response["sessionRecording"]["minimumDurationMilliseconds"] is None
+
+        self._update_team({"session_recording_minimum_duration_milliseconds": 800})
+
+        response = self._post_decide().json()
+        self.assertEqual(response["sessionRecording"]["minimumDurationMilliseconds"], 800)
+
+    def test_session_recording_sample_rate_of_0_is_treated_as_no_sampling(self, *args):
+        # :TRICKY: Test for regression around caching
+
+        self._update_team(
+            {
+                "session_recording_opt_in": True,
+            }
+        )
+
+        response = self._post_decide().json()
+        assert response["sessionRecording"]["sampleRate"] is None
+
+        self._update_team({"session_recording_minimum_duration_milliseconds": 0})
+
+        response = self._post_decide().json()
+        self.assertEqual(response["sessionRecording"]["minimumDurationMilliseconds"], None)
+
+    def test_session_recording_linked_flag(self, *args):
+        # :TRICKY: Test for regression around caching
+
+        self._update_team(
+            {
+                "session_recording_opt_in": True,
+            }
+        )
+
+        response = self._post_decide().json()
+        assert response["sessionRecording"]["linkedFlag"] is None
+
+        self._update_team({"session_recording_linked_flag": {"id": 12, "key": "my-flag"}})
+
+        response = self._post_decide().json()
+        self.assertEqual(response["sessionRecording"]["linkedFlag"], "my-flag")
+
+    def test_session_recording_empty_linked_flag(self, *args):
+        # :TRICKY: Test for regression around caching
+
+        self._update_team(
+            {
+                "session_recording_opt_in": True,
+            }
+        )
+
+        response = self._post_decide().json()
+        assert response["sessionRecording"]["linkedFlag"] is None
+
+        self._update_team({"session_recording_linked_flag": {}}, expected_status_code=status.HTTP_400_BAD_REQUEST)
+
     def test_exception_autocapture_opt_in(self, *args):
         # :TRICKY: Test for regression around caching
         response = self._post_decide().json()
@@ -196,10 +303,14 @@ def test_user_session_recording_opt_in_wildcard_domain(self, *args):
         self._update_team({"session_recording_opt_in": True, "recording_domains": ["https://*.example.com"]})
 
         response = self._post_decide(origin="https://random.example.com").json()
-        self.assertEqual(
-            response["sessionRecording"],
-            {"endpoint": "/s/", "recorderVersion": "v2", "consoleLogRecordingEnabled": False},
-        )
+        assert response["sessionRecording"] == {
+            "endpoint": "/s/",
+            "recorderVersion": "v2",
+            "consoleLogRecordingEnabled": False,
+            "sampleRate": None,
+            "linkedFlag": None,
+            "minimumDurationMilliseconds": None,
+        }
         self.assertEqual(response["supportedCompression"], ["gzip", "gzip-js"])
 
         # Make sure the domain matches exactly
@@ -210,13 +321,17 @@ def test_user_session_recording_evil_site(self, *args):
         self._update_team({"session_recording_opt_in": True, "recording_domains": ["https://example.com"]})
 
         response = self._post_decide(origin="evil.site.com").json()
-        self.assertEqual(response["sessionRecording"], False)
+        assert response["sessionRecording"] is False
 
         response = self._post_decide(origin="https://example.com").json()
-        self.assertEqual(
-            response["sessionRecording"],
-            {"endpoint": "/s/", "recorderVersion": "v2", "consoleLogRecordingEnabled": False},
-        )
+        assert response["sessionRecording"] == {
+            "endpoint": "/s/",
+            "recorderVersion": "v2",
+            "consoleLogRecordingEnabled": False,
+            "sampleRate": None,
+            "linkedFlag": None,
+            "minimumDurationMilliseconds": None,
+        }
 
     def test_user_autocapture_opt_out(self, *args):
         # :TRICKY: Test for regression around caching
@@ -232,19 +347,27 @@ def test_user_session_recording_allowed_when_no_permitted_domains_are_set(self,
         self._update_team({"session_recording_opt_in": True, "recording_domains": []})
 
         response = self._post_decide(origin="any.site.com").json()
-        self.assertEqual(
-            response["sessionRecording"],
-            {"endpoint": "/s/", "recorderVersion": "v2", "consoleLogRecordingEnabled": False},
-        )
+        assert response["sessionRecording"] == {
+            "endpoint": "/s/",
+            "recorderVersion": "v2",
+            "consoleLogRecordingEnabled": False,
+            "sampleRate": None,
+            "linkedFlag": None,
+            "minimumDurationMilliseconds": None,
+        }
 
     def test_user_session_recording_allowed_when_permitted_domains_are_not_http_based(self, *args):
         self._update_team({"session_recording_opt_in": True, "recording_domains": ["capacitor://localhost"]})
 
         response = self._post_decide(origin="capacitor://localhost:8000/home").json()
-        self.assertEqual(
-            response["sessionRecording"],
-            {"endpoint": "/s/", "recorderVersion": "v2", "consoleLogRecordingEnabled": False},
-        )
+        assert response["sessionRecording"] == {
+            "endpoint": "/s/",
+            "recorderVersion": "v2",
+            "consoleLogRecordingEnabled": False,
+            "sampleRate": None,
+            "linkedFlag": None,
+            "minimumDurationMilliseconds": None,
+        }
 
     @snapshot_postgres_queries
     def test_web_app_queries(self, *args):
@@ -1759,6 +1882,7 @@ def test_disable_flags(self, *args):
     def test_decide_doesnt_error_out_when_database_is_down(self, *args):
         ALL_TEAM_PARAMS_FOR_DECIDE = {
             "session_recording_opt_in": True,
+            "session_recording_sample_rate": 0.2,
             "capture_console_log_opt_in": True,
             "inject_web_apps": True,
             "recording_domains": ["https://*.example.com"],
@@ -1771,7 +1895,14 @@ def test_decide_doesnt_error_out_when_database_is_down(self, *args):
 
         self.assertEqual(
             response["sessionRecording"],
-            {"endpoint": "/s/", "recorderVersion": "v2", "consoleLogRecordingEnabled": True},
+            {
+                "endpoint": "/s/",
+                "recorderVersion": "v2",
+                "consoleLogRecordingEnabled": True,
+                "sampleRate": "0.20",
+                "linkedFlag": None,
+                "minimumDurationMilliseconds": None,
+            },
         )
         self.assertEqual(response["supportedCompression"], ["gzip", "gzip-js"])
         self.assertEqual(response["siteApps"], [])
@@ -1785,7 +1916,14 @@ def test_decide_doesnt_error_out_when_database_is_down(self, *args):
 
             self.assertEqual(
                 response["sessionRecording"],
-                {"endpoint": "/s/", "recorderVersion": "v2", "consoleLogRecordingEnabled": True},
+                {
+                    "endpoint": "/s/",
+                    "recorderVersion": "v2",
+                    "consoleLogRecordingEnabled": True,
+                    "sampleRate": "0.20",
+                    "linkedFlag": None,
+                    "minimumDurationMilliseconds": None,
+                },
             )
             self.assertEqual(response["supportedCompression"], ["gzip", "gzip-js"])
             self.assertEqual(response["siteApps"], [])
@@ -2289,6 +2427,7 @@ def test_database_check_doesnt_interfere_with_regular_computation(self, *args):
     def test_decide_doesnt_error_out_when_database_is_down_and_database_check_isnt_cached(self, *args):
         ALL_TEAM_PARAMS_FOR_DECIDE = {
             "session_recording_opt_in": True,
+            "session_recording_sample_rate": 0.4,
             "capture_console_log_opt_in": True,
             "inject_web_apps": True,
             "recording_domains": ["https://*.example.com"],
@@ -2326,7 +2465,14 @@ def test_decide_doesnt_error_out_when_database_is_down_and_database_check_isnt_c
 
             self.assertEqual(
                 response["sessionRecording"],
-                {"endpoint": "/s/", "recorderVersion": "v2", "consoleLogRecordingEnabled": True},
+                {
+                    "endpoint": "/s/",
+                    "recorderVersion": "v2",
+                    "consoleLogRecordingEnabled": True,
+                    "sampleRate": "0.40",
+                    "linkedFlag": None,
+                    "minimumDurationMilliseconds": None,
+                },
             )
             self.assertEqual(response["supportedCompression"], ["gzip", "gzip-js"])
             self.assertEqual(response["siteApps"], [])
diff --git a/posthog/api/test/test_team.py b/posthog/api/test/test_team.py
index a32f6cc63444e..052604d151276 100644
--- a/posthog/api/test/test_team.py
+++ b/posthog/api/test/test_team.py
@@ -4,6 +4,7 @@
 
 from asgiref.sync import sync_to_async
 from django.core.cache import cache
+from parameterized import parameterized
 from rest_framework import status
 from temporalio.service import RPCError
 
@@ -485,6 +486,97 @@ def test_configure_exception_autocapture_event_dropping_only_allows_simple_confi
             == "Field autocapture_exceptions_errors_to_ignore must be less than 300 characters. Complex config should be provided in posthog-js initialization."
         )
 
+    @parameterized.expand(
+        [
+            ["non numeric string", "Welwyn Garden City", "invalid_input", "A valid number is required."],
+            ["negative number", "-1", "min_value", "Ensure this value is greater than or equal to 0."],
+            ["greater than one", "1.5", "max_value", "Ensure this value is less than or equal to 1."],
+            ["too many digits", "0.534", "max_decimal_places", "Ensure that there are no more than 2 decimal places."],
+        ]
+    )
+    def test_invalid_session_recording_sample_rates(
+        self, _name: str, provided_value: str, expected_code: str, expected_error: str
+    ) -> None:
+        response = self.client.patch("/api/projects/@current/", {"session_recording_sample_rate": provided_value})
+        assert response.status_code == status.HTTP_400_BAD_REQUEST
+        assert response.json() == {
+            "attr": "session_recording_sample_rate",
+            "code": expected_code,
+            "detail": expected_error,
+            "type": "validation_error",
+        }
+
+    @parameterized.expand(
+        [
+            ["non numeric string", "Trentham monkey forest", "invalid_input", "A valid integer is required."],
+            ["negative number", "-1", "min_value", "Ensure this value is greater than or equal to 0."],
+            ["greater than 15000", "15001", "max_value", "Ensure this value is less than or equal to 15000."],
+            ["too many digits", "0.5", "invalid_input", "A valid integer is required."],
+        ]
+    )
+    def test_invalid_session_recording_minimum_duration(
+        self, _name: str, provided_value: str, expected_code: str, expected_error: str
+    ) -> None:
+        response = self.client.patch(
+            "/api/projects/@current/", {"session_recording_minimum_duration_milliseconds": provided_value}
+        )
+        assert response.status_code == status.HTTP_400_BAD_REQUEST
+        assert response.json() == {
+            "attr": "session_recording_minimum_duration_milliseconds",
+            "code": expected_code,
+            "detail": expected_error,
+            "type": "validation_error",
+        }
+
+    @parameterized.expand(
+        [
+            ["string", "Marple bridge", "invalid_input", "Must provide a dictionary or None."],
+            ["numeric", "-1", "invalid_input", "Must provide a dictionary or None."],
+            [
+                "unexpected json - no id",
+                {"key": "something"},
+                "invalid_input",
+                "Must provide a dictionary with only 'id' and 'key' keys.",
+            ],
+            [
+                "unexpected json - no key",
+                {"id": 1},
+                "invalid_input",
+                "Must provide a dictionary with only 'id' and 'key' keys.",
+            ],
+            [
+                "unexpected json - neither",
+                {"wat": "wat"},
+                "invalid_input",
+                "Must provide a dictionary with only 'id' and 'key' keys.",
+            ],
+        ]
+    )
+    def test_invalid_session_recording_linked_flag(
+        self, _name: str, provided_value: str, expected_code: str, expected_error: str
+    ) -> None:
+        response = self.client.patch("/api/projects/@current/", {"session_recording_linked_flag": provided_value})
+        assert response.status_code == status.HTTP_400_BAD_REQUEST
+        assert response.json() == {
+            "attr": "session_recording_linked_flag",
+            "code": expected_code,
+            "detail": expected_error,
+            "type": "validation_error",
+        }
+
+    def test_can_set_and_unset_session_recording_linked_flag(self) -> None:
+        first_patch_response = self.client.patch(
+            "/api/projects/@current/", {"session_recording_linked_flag": {"id": 1, "key": "provided_value"}}
+        )
+        assert first_patch_response.status_code == status.HTTP_200_OK
+        get_response = self.client.get("/api/projects/@current/")
+        assert get_response.json()["session_recording_linked_flag"] == {"id": 1, "key": "provided_value"}
+
+        response = self.client.patch("/api/projects/@current/", {"session_recording_linked_flag": None})
+        assert response.status_code == status.HTTP_200_OK
+        second_get_response = self.client.get("/api/projects/@current/")
+        assert second_get_response.json()["session_recording_linked_flag"] is None
+
 
 def create_team(organization: Organization, name: str = "Test team") -> Team:
     """
diff --git a/posthog/migrations/0356_add_replay_cost_control.py b/posthog/migrations/0356_add_replay_cost_control.py
new file mode 100644
index 0000000000000..96c5cb166f4f8
--- /dev/null
+++ b/posthog/migrations/0356_add_replay_cost_control.py
@@ -0,0 +1,46 @@
+# Generated by Django 3.2.19 on 2023-10-21 07:03
+
+from decimal import Decimal
+import django.core.validators
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ("posthog", "0355_add_batch_export_backfill_model"),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name="team",
+            name="session_recording_linked_flag",
+            field=models.JSONField(blank=True, null=True),
+        ),
+        migrations.AddField(
+            model_name="team",
+            name="session_recording_minimum_duration_milliseconds",
+            field=models.IntegerField(
+                blank=True,
+                null=True,
+                validators=[
+                    django.core.validators.MinValueValidator(0),
+                    django.core.validators.MaxValueValidator(15000),
+                ],
+            ),
+        ),
+        migrations.AddField(
+            model_name="team",
+            name="session_recording_sample_rate",
+            field=models.DecimalField(
+                blank=True,
+                decimal_places=2,
+                max_digits=3,
+                null=True,
+                validators=[
+                    django.core.validators.MinValueValidator(Decimal("0")),
+                    django.core.validators.MaxValueValidator(Decimal("1")),
+                ],
+            ),
+        ),
+    ]
diff --git a/posthog/models/filters/test/__snapshots__/test_filter.ambr b/posthog/models/filters/test/__snapshots__/test_filter.ambr
index 063698d3c2bc1..da49276931993 100644
--- a/posthog/models/filters/test/__snapshots__/test_filter.ambr
+++ b/posthog/models/filters/test/__snapshots__/test_filter.ambr
@@ -17,6 +17,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -69,6 +72,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -121,6 +127,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -173,6 +182,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -225,6 +237,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
diff --git a/posthog/models/team/team.py b/posthog/models/team/team.py
index 73f1231d33bb0..4cd9ae773fdeb 100644
--- a/posthog/models/team/team.py
+++ b/posthog/models/team/team.py
@@ -1,4 +1,5 @@
 import re
+from decimal import Decimal
 from functools import lru_cache
 from typing import Any, Dict, List, Optional
 
@@ -6,7 +7,7 @@
 import pytz
 from django.conf import settings
 from django.contrib.postgres.fields import ArrayField
-from django.core.validators import MinLengthValidator
+from django.core.validators import MinLengthValidator, MaxValueValidator, MinValueValidator
 from django.db import models
 from django.db.models.signals import post_delete, post_save
 from zoneinfo import ZoneInfo
@@ -148,6 +149,18 @@ class Team(UUIDClassicModel):
     autocapture_exceptions_opt_in: models.BooleanField = models.BooleanField(null=True, blank=True)
     autocapture_exceptions_errors_to_ignore: models.JSONField = models.JSONField(null=True, blank=True)
     session_recording_opt_in: models.BooleanField = models.BooleanField(default=False)
+    session_recording_sample_rate: models.DecimalField = models.DecimalField(
+        # will store a decimal between 0 and 1 allowing up to 2 decimal places
+        null=True,
+        blank=True,
+        max_digits=3,
+        decimal_places=2,
+        validators=[MinValueValidator(Decimal(0)), MaxValueValidator(Decimal(1))],
+    )
+    session_recording_minimum_duration_milliseconds: models.IntegerField = models.IntegerField(
+        null=True, blank=True, validators=[MinValueValidator(0), MaxValueValidator(15000)]
+    )
+    session_recording_linked_flag: models.JSONField = models.JSONField(null=True, blank=True)
     capture_console_log_opt_in: models.BooleanField = models.BooleanField(null=True, blank=True)
     capture_performance_opt_in: models.BooleanField = models.BooleanField(null=True, blank=True)
     surveys_opt_in: models.BooleanField = models.BooleanField(null=True, blank=True)
diff --git a/posthog/session_recordings/test/__snapshots__/test_session_recordings.ambr b/posthog/session_recordings/test/__snapshots__/test_session_recordings.ambr
index 37fec24061764..e85c11650cf32 100644
--- a/posthog/session_recordings/test/__snapshots__/test_session_recordings.ambr
+++ b/posthog/session_recordings/test/__snapshots__/test_session_recordings.ambr
@@ -46,6 +46,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -194,6 +197,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -275,6 +281,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -565,6 +574,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -646,6 +658,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -935,6 +950,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1016,6 +1034,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1146,6 +1167,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1340,6 +1364,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1450,6 +1477,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1602,6 +1632,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1769,6 +1802,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -1850,6 +1886,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -2380,6 +2419,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -2461,6 +2503,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -2743,6 +2788,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -2824,6 +2872,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -3097,6 +3148,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -3189,6 +3243,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -3464,6 +3521,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
@@ -3545,6 +3605,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",
diff --git a/posthog/test/__snapshots__/test_feature_flag.ambr b/posthog/test/__snapshots__/test_feature_flag.ambr
index 84422798972fb..d34be7dd09692 100644
--- a/posthog/test/__snapshots__/test_feature_flag.ambr
+++ b/posthog/test/__snapshots__/test_feature_flag.ambr
@@ -17,6 +17,9 @@
          "posthog_team"."autocapture_exceptions_opt_in",
          "posthog_team"."autocapture_exceptions_errors_to_ignore",
          "posthog_team"."session_recording_opt_in",
+         "posthog_team"."session_recording_sample_rate",
+         "posthog_team"."session_recording_minimum_duration_milliseconds",
+         "posthog_team"."session_recording_linked_flag",
          "posthog_team"."capture_console_log_opt_in",
          "posthog_team"."capture_performance_opt_in",
          "posthog_team"."surveys_opt_in",

From 4d82cb353dde3e1d85c69c83fca777d378437ec0 Mon Sep 17 00:00:00 2001
From: Paul D'Ambra <paul@posthog.com>
Date: Tue, 24 Oct 2023 20:12:03 +0100
Subject: [PATCH 063/133] chore: add data-attr to show advanced filters button
 (#18169)

---
 .../session-recordings/filters/SessionRecordingsFilters.tsx      | 1 +
 1 file changed, 1 insertion(+)

diff --git a/frontend/src/scenes/session-recordings/filters/SessionRecordingsFilters.tsx b/frontend/src/scenes/session-recordings/filters/SessionRecordingsFilters.tsx
index c93c8b7533809..949326b351df8 100644
--- a/frontend/src/scenes/session-recordings/filters/SessionRecordingsFilters.tsx
+++ b/frontend/src/scenes/session-recordings/filters/SessionRecordingsFilters.tsx
@@ -104,6 +104,7 @@ export function SessionRecordingsFilters({
                         hasAdvancedFilters &&
                         'You are only allowed person filters and a single pageview event to switch back to simple filters'
                     }
+                    data-attr={`session-recordings-show-${showAdvancedFilters ? 'simple' : 'advanced'}-filters`}
                 >
                     Show {showAdvancedFilters ? 'simple filters' : 'advanced filters'}
                 </LemonButton>

From dcaf31d5e96adeea506bad848d0ada6209788c7b Mon Sep 17 00:00:00 2001
From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com>
Date: Tue, 24 Oct 2023 17:04:30 -0400
Subject: [PATCH 064/133] chore(deps): Update posthog-js to 1.85.2 (#18171)

---
 package.json   | 2 +-
 pnpm-lock.yaml | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/package.json b/package.json
index 6fc221a6c7dd2..e15a4230665d0 100644
--- a/package.json
+++ b/package.json
@@ -131,7 +131,7 @@
         "md5": "^2.3.0",
         "monaco-editor": "^0.39.0",
         "papaparse": "^5.4.1",
-        "posthog-js": "1.85.1",
+        "posthog-js": "1.85.2",
         "posthog-js-lite": "2.0.0-alpha5",
         "prettier": "^2.8.8",
         "prop-types": "^15.7.2",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 1467720ce40fc..009392422eba3 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -207,8 +207,8 @@ dependencies:
     specifier: ^5.4.1
     version: 5.4.1
   posthog-js:
-    specifier: 1.85.1
-    version: 1.85.1
+    specifier: 1.85.2
+    version: 1.85.2
   posthog-js-lite:
     specifier: 2.0.0-alpha5
     version: 2.0.0-alpha5
@@ -14813,8 +14813,8 @@ packages:
     resolution: {integrity: sha512-tlkBdypJuvK/s00n4EiQjwYVfuuZv6vt8BF3g1ooIQa2Gz9Vz80p8q3qsPLZ0V5ErGRy6i3Q4fWC9TDzR7GNRQ==}
     dev: false
 
-  /posthog-js@1.85.1:
-    resolution: {integrity: sha512-mK1MEcXWhkYT5gWZqeTzI88Qu/PZtSHjqm1aGD8NfqLAu6GpZQOYT46tsqlBupNRxc47451KNF52sW+I75A7tQ==}
+  /posthog-js@1.85.2:
+    resolution: {integrity: sha512-xKteAKQhhNhOPWHUEso7Ajm7Qk+lJnDH4JVJ+r4kti62sXtVTSmayhDZoPgiCmQ3w1YtvL13wojb1IbpCpxScw==}
     dependencies:
       fflate: 0.4.8
     dev: false

From 6af41b1c9dbbe0135483d6a2f601407bb3db5512 Mon Sep 17 00:00:00 2001
From: Bianca Yang <ipacifics@gmail.com>
Date: Tue, 24 Oct 2023 15:48:01 -0700
Subject: [PATCH 065/133] fix: Prevent Users from Setting Billing Limit when
 They Have 100% Discount (#18172)

Prevent Users from Setting Billing Limit when They Have 100% Discount

Co-authored-by: Bianca Yang <bianca@posthog.com>
---
 frontend/src/scenes/billing/BillingProduct.tsx | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/frontend/src/scenes/billing/BillingProduct.tsx b/frontend/src/scenes/billing/BillingProduct.tsx
index f439f9e6f0684..4a40056ce4515 100644
--- a/frontend/src/scenes/billing/BillingProduct.tsx
+++ b/frontend/src/scenes/billing/BillingProduct.tsx
@@ -355,6 +355,12 @@ export const BillingProduct = ({ product }: { product: BillingProductV2Type }):
                                                     <LemonButton
                                                         fullWidth
                                                         status="stealth"
+                                                        disabledReason={
+                                                            billing?.discount_percent === 100
+                                                                ? "You can't set a billing limit with a 100% discount"
+                                                                : null
+                                                        }
+                                                        tooltipPlacement="bottom"
                                                         onClick={() => setIsEditingBillingLimit(true)}
                                                     >
                                                         Set billing limit

From 6e3eaf3d9a8d2b5783fceb14850dce3b7979577c Mon Sep 17 00:00:00 2001
From: Li Yi Yu <li@posthog.com>
Date: Tue, 24 Oct 2023 21:42:46 -0400
Subject: [PATCH 066/133] fix(surveys): update subscribe link (#18173)

subscribe link out
---
 .../components/PayGateMini/PayGateMini.tsx    |  2 +-
 frontend/src/scenes/surveys/SurveyEdit.tsx    | 56 +++++++++++--------
 2 files changed, 33 insertions(+), 25 deletions(-)

diff --git a/frontend/src/lib/components/PayGateMini/PayGateMini.tsx b/frontend/src/lib/components/PayGateMini/PayGateMini.tsx
index 3431660481dcc..477fda2461dca 100644
--- a/frontend/src/lib/components/PayGateMini/PayGateMini.tsx
+++ b/frontend/src/lib/components/PayGateMini/PayGateMini.tsx
@@ -145,7 +145,7 @@ export function PayGateMini({
                 center
             >
                 {gateVariant === 'add-card'
-                    ? 'Upgrade now'
+                    ? 'Subscribe now'
                     : gateVariant === 'contact-sales'
                     ? 'Contact sales'
                     : 'Subscribe'}
diff --git a/frontend/src/scenes/surveys/SurveyEdit.tsx b/frontend/src/scenes/surveys/SurveyEdit.tsx
index b563ec616a38b..7759350e4f9ec 100644
--- a/frontend/src/scenes/surveys/SurveyEdit.tsx
+++ b/frontend/src/scenes/surveys/SurveyEdit.tsx
@@ -12,6 +12,7 @@ import {
     LemonSelect,
     LemonTabs,
     LemonTextArea,
+    Link,
 } from '@posthog/lemon-ui'
 import { Field, PureField } from 'lib/forms/Field'
 import {
@@ -591,30 +592,37 @@ export default function SurveyEdit(): JSX.Element {
                                     />
                                     <div className="flex gap-2">
                                         {featureFlags[FEATURE_FLAGS.SURVEYS_MULTIPLE_QUESTIONS] && (
-                                            <LemonButton
-                                                type="secondary"
-                                                className="w-max mt-2"
-                                                icon={<IconPlus />}
-                                                sideIcon={
-                                                    surveysMultipleQuestionsAvailable ? null : (
-                                                        <IconLock className="ml-1 text-base text-muted" />
-                                                    )
-                                                }
-                                                disabledReason={
-                                                    surveysMultipleQuestionsAvailable
-                                                        ? null
-                                                        : 'Subscribe for multiple question surveys'
-                                                }
-                                                onClick={() => {
-                                                    setSurveyValue('questions', [
-                                                        ...survey.questions,
-                                                        { ...defaultSurveyFieldValues.open.questions[0] },
-                                                    ])
-                                                    setSelectedQuestion(survey.questions.length)
-                                                }}
-                                            >
-                                                Add question
-                                            </LemonButton>
+                                            <div className="flex items-center gap-2 mt-2">
+                                                <LemonButton
+                                                    type="secondary"
+                                                    className="w-max"
+                                                    icon={<IconPlus />}
+                                                    sideIcon={
+                                                        surveysMultipleQuestionsAvailable ? null : (
+                                                            <IconLock className="ml-1 text-base text-muted" />
+                                                        )
+                                                    }
+                                                    disabledReason={
+                                                        surveysMultipleQuestionsAvailable
+                                                            ? null
+                                                            : 'Subscribe to surveys for multiple questions'
+                                                    }
+                                                    onClick={() => {
+                                                        setSurveyValue('questions', [
+                                                            ...survey.questions,
+                                                            { ...defaultSurveyFieldValues.open.questions[0] },
+                                                        ])
+                                                        setSelectedQuestion(survey.questions.length)
+                                                    }}
+                                                >
+                                                    Add question
+                                                </LemonButton>
+                                                {!surveysMultipleQuestionsAvailable && (
+                                                    <Link to={'/organization/billing'} target="_blank" targetBlankIcon>
+                                                        Subscribe
+                                                    </Link>
+                                                )}
+                                            </div>
                                         )}
                                         {!survey.appearance.displayThankYouMessage && (
                                             <LemonButton

From a2e925cd9cdf498e0e45f826d6e0b98fa0cfb6b2 Mon Sep 17 00:00:00 2001
From: Ben White <ben@posthog.com>
Date: Wed, 25 Oct 2023 08:46:17 +0200
Subject: [PATCH 067/133] chore: Remove the setting for toolbar enabled as it
 doesn't do anything (#18166)

---
 .../project/Settings/ToolbarSettings.tsx      | 23 -------------------
 .../src/scenes/project/Settings/index.tsx     |  8 -------
 .../scenes/toolbar-launch/ToolbarLaunch.tsx   | 21 -----------------
 posthog/api/user.py                           |  6 +----
 4 files changed, 1 insertion(+), 57 deletions(-)
 delete mode 100644 frontend/src/scenes/project/Settings/ToolbarSettings.tsx

diff --git a/frontend/src/scenes/project/Settings/ToolbarSettings.tsx b/frontend/src/scenes/project/Settings/ToolbarSettings.tsx
deleted file mode 100644
index 907384ef8e44d..0000000000000
--- a/frontend/src/scenes/project/Settings/ToolbarSettings.tsx
+++ /dev/null
@@ -1,23 +0,0 @@
-import { useValues, useActions } from 'kea'
-import { userLogic } from 'scenes/userLogic'
-import { LemonSwitch } from '@posthog/lemon-ui'
-
-export function ToolbarSettings(): JSX.Element {
-    const { user, userLoading } = useValues(userLogic)
-    const { updateUser } = useActions(userLogic)
-
-    return (
-        <LemonSwitch
-            id="posthog-toolbar-switch"
-            onChange={() => {
-                updateUser({
-                    toolbar_mode: user?.toolbar_mode === 'disabled' ? 'toolbar' : 'disabled',
-                })
-            }}
-            checked={user?.toolbar_mode !== 'disabled'}
-            disabled={userLoading}
-            label="Enable PostHog Toolbar"
-            bordered
-        />
-    )
-}
diff --git a/frontend/src/scenes/project/Settings/index.tsx b/frontend/src/scenes/project/Settings/index.tsx
index 4b2cc276ad47a..927d296c47f94 100644
--- a/frontend/src/scenes/project/Settings/index.tsx
+++ b/frontend/src/scenes/project/Settings/index.tsx
@@ -5,7 +5,6 @@ import { SessionRecording } from './SessionRecording'
 import { WebhookIntegration } from './WebhookIntegration'
 import { useAnchor } from 'lib/hooks/useAnchor'
 import { router } from 'kea-router'
-import { ToolbarSettings } from './ToolbarSettings'
 import { teamLogic } from 'scenes/teamLogic'
 import { DangerZone } from './DangerZone'
 import { PageHeader } from 'lib/components/PageHeader'
@@ -236,13 +235,6 @@ export function ProjectSettings(): JSX.Element {
                 </h2>
                 <IPCapture />
                 <LemonDivider className="my-6" />
-                <h2 className="subtitle">PostHog Toolbar</h2>
-                <p>
-                    Enable PostHog Toolbar, which gives access to heatmaps, stats and allows you to create actions,
-                    right there on your website!
-                </p>
-                <ToolbarSettings />
-                <LemonDivider className="my-6" />
                 <SessionRecording />
                 <LemonDivider className="my-6" />
                 <GroupAnalytics />
diff --git a/frontend/src/scenes/toolbar-launch/ToolbarLaunch.tsx b/frontend/src/scenes/toolbar-launch/ToolbarLaunch.tsx
index b0636e1c8e27d..8dbc985e2d1ad 100644
--- a/frontend/src/scenes/toolbar-launch/ToolbarLaunch.tsx
+++ b/frontend/src/scenes/toolbar-launch/ToolbarLaunch.tsx
@@ -7,18 +7,12 @@ import { IconFlag, IconGroupedEvents, IconHeatmap, IconMagnifier } from 'lib/lem
 import { AuthorizedUrlList } from 'lib/components/AuthorizedUrlList/AuthorizedUrlList'
 import { AuthorizedUrlListType } from 'lib/components/AuthorizedUrlList/authorizedUrlListLogic'
 import { LemonDivider } from 'lib/lemon-ui/LemonDivider'
-import { LemonSwitch } from 'lib/lemon-ui/LemonSwitch/LemonSwitch'
-import { useActions, useValues } from 'kea'
-import { userLogic } from 'scenes/userLogic'
 
 export const scene: SceneExport = {
     component: ToolbarLaunch,
 }
 
 function ToolbarLaunch(): JSX.Element {
-    const { user, userLoading } = useValues(userLogic)
-    const { updateUser } = useActions(userLogic)
-
     const features: FeatureHighlightProps[] = [
         {
             title: 'Heatmaps',
@@ -47,21 +41,6 @@ function ToolbarLaunch(): JSX.Element {
             <PageHeader title="Toolbar" caption="The toolbar launches PostHog right in your app or website." />
             <LemonDivider />
 
-            <div className="my-4">
-                <LemonSwitch
-                    data-attr="toolbar-authorized-toggle"
-                    label="Enable the PostHog toolbar"
-                    onChange={() =>
-                        updateUser({
-                            toolbar_mode: user?.toolbar_mode === 'disabled' ? 'toolbar' : 'disabled',
-                        })
-                    }
-                    checked={user?.toolbar_mode !== 'disabled'}
-                    disabled={userLoading}
-                    bordered
-                />
-            </div>
-
             <h2 className="subtitle" id="urls">
                 Authorized URLs for Toolbar
             </h2>
diff --git a/posthog/api/user.py b/posthog/api/user.py
index 4fbb85e8ca1a0..75276eca4f5ce 100644
--- a/posthog/api/user.py
+++ b/posthog/api/user.py
@@ -398,7 +398,6 @@ def scene_personalisation(self, request, **kwargs):
 def redirect_to_site(request):
     team = request.user.team
     app_url = request.GET.get("appUrl") or (team.app_urls and team.app_urls[0])
-    use_new_toolbar = request.user.toolbar_mode != "disabled"
 
     if not app_url:
         return HttpResponse(status=404)
@@ -430,10 +429,7 @@ def redirect_to_site(request):
     # see https://github.com/PostHog/posthog/issues/9671
     state = urllib.parse.quote(json.dumps(params), safe="")
 
-    if use_new_toolbar:
-        return redirect("{}#__posthog={}".format(app_url, state))
-    else:
-        return redirect("{}#state={}".format(app_url, state))
+    return redirect("{}#__posthog={}".format(app_url, state))
 
 
 @require_http_methods(["POST"])

From 5f6d641a30f838427f1d93bd74145ca838fa72d9 Mon Sep 17 00:00:00 2001
From: Robbie <robbie.coomber@gmail.com>
Date: Wed, 25 Oct 2023 08:29:43 +0100
Subject: [PATCH 068/133] feat(web-analytics): Improve visuals for overview
 stats (#18142)

* Improve visuals for overview stats

* Add custom UI to the web stats table

* Rename WebOverviewStats/WebOverviewStatsTable -> WebOverview

* Merge web overview sub queries

* Add tooltips to web overview

* Make the web overview items slightly narrower

* Fix None defensive coding

* Help type inference out

* Change away from using count as it's used elsewhere in the schema model

* Remove conditional hooks calls

* Remove dependency on pretty-ms and millify

* Rewrite confusing comment

* Remove superfluous flex-1

* Fix divide by 0 error and make dateRange optional
---
 frontend/src/layout/navigation/Navigation.tsx |   8 +-
 frontend/src/lib/utils.test.ts                |  19 +++
 frontend/src/lib/utils.tsx                    |  37 ++++
 frontend/src/queries/Query/Query.tsx          |   4 +
 .../queries/nodes/DataTable/queryFeatures.ts  |   4 +-
 .../WebOverview/EvenlyDistributedRows.tsx     |  66 ++++++++
 .../queries/nodes/WebOverview/WebOverview.tsx | 144 ++++++++++++++++
 frontend/src/queries/schema.json              |  60 ++++---
 frontend/src/queries/schema.ts                |  29 ++--
 frontend/src/queries/utils.ts                 |   6 +-
 .../scenes/saved-insights/SavedInsights.tsx   |   2 +-
 frontend/src/scenes/sceneTypes.ts             |   3 +-
 frontend/src/scenes/scenes.ts                 |   1 +
 .../src/scenes/web-analytics/WebDashboard.tsx | 160 ++++++++++--------
 .../scenes/web-analytics/webAnalyticsLogic.ts |  10 +-
 frontend/src/styles/global.scss               |   5 +
 pnpm-lock.yaml                                |   2 +-
 posthog/api/query.py                          |   2 +-
 posthog/hogql_queries/query_runner.py         |  10 +-
 posthog/hogql_queries/web_analytics/ctes.py   |  18 +-
 .../web_analytics/overview_stats.py           |  65 -------
 .../web_analytics/test/__init__.py            |   0
 .../web_analytics/test/test_web_overview.py   |  12 ++
 .../web_analytics_query_runner.py             |  23 ++-
 .../web_analytics/web_overview.py             | 145 ++++++++++++++++
 posthog/schema.py                             |  44 +++--
 26 files changed, 663 insertions(+), 216 deletions(-)
 create mode 100644 frontend/src/queries/nodes/WebOverview/EvenlyDistributedRows.tsx
 create mode 100644 frontend/src/queries/nodes/WebOverview/WebOverview.tsx
 delete mode 100644 posthog/hogql_queries/web_analytics/overview_stats.py
 create mode 100644 posthog/hogql_queries/web_analytics/test/__init__.py
 create mode 100644 posthog/hogql_queries/web_analytics/test/test_web_overview.py
 create mode 100644 posthog/hogql_queries/web_analytics/web_overview.py

diff --git a/frontend/src/layout/navigation/Navigation.tsx b/frontend/src/layout/navigation/Navigation.tsx
index 0056a16fde423..57b29956bdde1 100644
--- a/frontend/src/layout/navigation/Navigation.tsx
+++ b/frontend/src/layout/navigation/Navigation.tsx
@@ -20,7 +20,13 @@ export function Navigation({
         <div className="h-screen flex flex-col">
             {scene !== Scene.Ingestion && <TopBar />}
             <SideBar>
-                <div className={clsx('main-app-content', sceneConfig?.layout === 'plain' && 'main-app-content--plain')}>
+                <div
+                    className={clsx(
+                        'main-app-content',
+                        sceneConfig?.layout === 'plain' && 'main-app-content--plain',
+                        sceneConfig?.layout === 'app-container' && 'main-app-content--container'
+                    )}
+                >
                     {sceneConfig?.layout !== 'plain' && (
                         <>
                             <BillingAlertsV2 />
diff --git a/frontend/src/lib/utils.test.ts b/frontend/src/lib/utils.test.ts
index 591b81a6f20e8..49764e4fb3201 100644
--- a/frontend/src/lib/utils.test.ts
+++ b/frontend/src/lib/utils.test.ts
@@ -42,6 +42,7 @@ import {
     stringOperatorMap,
     toParams,
     shortTimeZone,
+    humanFriendlyLargeNumber,
 } from './utils'
 import {
     ActionFilter,
@@ -458,6 +459,24 @@ describe('median()', () => {
     })
 })
 
+describe('humanFriendlyLargeNumber()', () => {
+    it('returns the correct string', () => {
+        expect(humanFriendlyLargeNumber(1.234)).toEqual('1.23')
+        expect(humanFriendlyLargeNumber(12.34)).toEqual('12.3')
+        expect(humanFriendlyLargeNumber(123.4)).toEqual('123')
+        expect(humanFriendlyLargeNumber(1234)).toEqual('1.23K')
+        expect(humanFriendlyLargeNumber(12345)).toEqual('12.3K')
+        expect(humanFriendlyLargeNumber(123456)).toEqual('123K')
+        expect(humanFriendlyLargeNumber(1234567)).toEqual('1.23M')
+        expect(humanFriendlyLargeNumber(-1234567)).toEqual('-1.23M')
+        expect(humanFriendlyLargeNumber(-1)).toEqual('-1')
+        expect(humanFriendlyLargeNumber(-0.1)).toEqual('-0.1')
+        expect(humanFriendlyLargeNumber(0)).toEqual('0')
+        expect(humanFriendlyLargeNumber(NaN)).toEqual('NaN')
+        expect(humanFriendlyLargeNumber(Infinity)).toEqual('inf')
+        expect(humanFriendlyLargeNumber(-Infinity)).toEqual('-inf')
+    })
+})
 describe('humanFriendlyDuration()', () => {
     it('returns correct value for <= 60', () => {
         expect(humanFriendlyDuration(60)).toEqual('1m')
diff --git a/frontend/src/lib/utils.tsx b/frontend/src/lib/utils.tsx
index 03147c82c8156..3db2d4a4e8dbe 100644
--- a/frontend/src/lib/utils.tsx
+++ b/frontend/src/lib/utils.tsx
@@ -527,6 +527,43 @@ export function humanFriendlyNumber(d: number, precision: number = 2): string {
     return d.toLocaleString('en-US', { maximumFractionDigits: precision })
 }
 
+export function humanFriendlyLargeNumber(d: number): string {
+    if (isNaN(d)) {
+        return 'NaN'
+    } else if (!isFinite(d)) {
+        if (d > 0) {
+            return 'inf'
+        } else {
+            return '-inf'
+        }
+    }
+    const trillion = 1_000_000_000_000
+    const billion = 1_000_000_000
+    const million = 1_000_000
+    const thousand = 1_000
+
+    // handle positive number only to make life easier
+    const prefix = d >= 0 ? '' : '-'
+    d = Math.abs(d)
+
+    // round to 3 significant figures
+    d = parseFloat(d.toPrecision(3))
+
+    if (d >= trillion) {
+        return `${prefix}${(d / trillion).toString()}T`
+    } else if (d >= billion) {
+        return `${prefix}${(d / billion).toString()}B`
+    }
+    if (d >= million) {
+        return `${prefix}${(d / million).toString()}M`
+    }
+    if (d >= thousand) {
+        return `${prefix}${(d / thousand).toString()}K`
+    } else {
+        return `${prefix}${d}`
+    }
+}
+
 export const humanFriendlyMilliseconds = (timestamp: number | undefined): string | undefined => {
     if (typeof timestamp !== 'number') {
         return undefined
diff --git a/frontend/src/queries/Query/Query.tsx b/frontend/src/queries/Query/Query.tsx
index 426cc39d5909f..369eb6792fe59 100644
--- a/frontend/src/queries/Query/Query.tsx
+++ b/frontend/src/queries/Query/Query.tsx
@@ -4,6 +4,7 @@ import {
     isInsightVizNode,
     isSavedInsightNode,
     isTimeToSeeDataSessionsNode,
+    isWebOverviewQuery,
 } from '../utils'
 import { DataTable } from '~/queries/nodes/DataTable/DataTable'
 import { DataNode } from '~/queries/nodes/DataNode/DataNode'
@@ -17,6 +18,7 @@ import { TimeToSeeData } from '../nodes/TimeToSeeData/TimeToSeeData'
 import { QueryEditor } from '~/queries/QueryEditor/QueryEditor'
 import { LemonDivider } from 'lib/lemon-ui/LemonDivider'
 import { SavedInsight } from '../nodes/SavedInsight/SavedInsight'
+import { WebOverview } from '~/queries/nodes/WebOverview/WebOverview'
 
 export interface QueryProps<T extends Node = QuerySchema | Node> {
     /** An optional key to identify the query */
@@ -89,6 +91,8 @@ export function Query(props: QueryProps): JSX.Element | null {
         )
     } else if (isTimeToSeeDataSessionsNode(query)) {
         component = <TimeToSeeData query={query} cachedResults={props.cachedResults} />
+    } else if (isWebOverviewQuery(query)) {
+        component = <WebOverview query={query} cachedResults={props.cachedResults} />
     }
 
     if (component) {
diff --git a/frontend/src/queries/nodes/DataTable/queryFeatures.ts b/frontend/src/queries/nodes/DataTable/queryFeatures.ts
index b1cedfa1386ee..8fe11b2b7aae6 100644
--- a/frontend/src/queries/nodes/DataTable/queryFeatures.ts
+++ b/frontend/src/queries/nodes/DataTable/queryFeatures.ts
@@ -3,7 +3,7 @@ import {
     isHogQLQuery,
     isPersonsNode,
     isPersonsQuery,
-    isWebOverviewStatsQuery,
+    isWebOverviewQuery,
     isWebStatsTableQuery,
     isWebTopClicksQuery,
 } from '~/queries/utils'
@@ -54,7 +54,7 @@ export function getQueryFeatures(query: Node): Set<QueryFeature> {
         }
     }
 
-    if (isWebOverviewStatsQuery(query) || isWebTopClicksQuery(query) || isWebStatsTableQuery(query)) {
+    if (isWebOverviewQuery(query) || isWebTopClicksQuery(query) || isWebStatsTableQuery(query)) {
         features.add(QueryFeature.columnsInResponse)
         features.add(QueryFeature.resultIsArrayOfArrays)
     }
diff --git a/frontend/src/queries/nodes/WebOverview/EvenlyDistributedRows.tsx b/frontend/src/queries/nodes/WebOverview/EvenlyDistributedRows.tsx
new file mode 100644
index 0000000000000..d40781079d9e4
--- /dev/null
+++ b/frontend/src/queries/nodes/WebOverview/EvenlyDistributedRows.tsx
@@ -0,0 +1,66 @@
+import React, { useCallback, useEffect, useRef, useState } from 'react'
+import clsx from 'clsx'
+
+export const EvenlyDistributedRows = ({
+    children,
+    minWidthRems,
+    className,
+}: {
+    children: React.ReactNode[]
+    minWidthRems: number
+    className: string
+}): JSX.Element => {
+    const [rowLayout, setRowLayout] = useState<{ itemsPerRow: number; numRows: number }>()
+    const elementRef = useRef<HTMLDivElement>(null)
+
+    const updateSize = useCallback((): void => {
+        if (!elementRef.current) {
+            return
+        }
+        const pxPerRem = parseFloat(getComputedStyle(document.documentElement).fontSize)
+        const minWidthPx = minWidthRems * pxPerRem
+        const containerWidthPx = elementRef.current.offsetWidth
+
+        const maxItemsPerRow = Math.floor(containerWidthPx / minWidthPx)
+        // Distribute items evenly
+        // e.g. if we can have 4 elements per row and have 9 items
+        // prefer 3,3,3 to 4,4,1
+        const numRows = Math.ceil(children.length / maxItemsPerRow)
+        const itemsPerRow = Math.ceil(children.length / numRows)
+
+        setRowLayout({
+            numRows,
+            itemsPerRow,
+        })
+    }, [setRowLayout, elementRef, minWidthRems, children.length])
+
+    useEffect(() => {
+        const element = elementRef.current
+        if (!element) {
+            return
+        }
+
+        updateSize()
+
+        let resizeObserver: ResizeObserver | undefined
+        if (typeof ResizeObserver !== 'undefined') {
+            resizeObserver = new ResizeObserver(updateSize)
+        }
+        resizeObserver?.observe(element)
+
+        return () => {
+            resizeObserver?.unobserve(element)
+        }
+    }, [updateSize])
+
+    return (
+        <div
+            className={clsx('grid', className)}
+            // eslint-disable-next-line react/forbid-dom-props
+            style={{ gridTemplateColumns: `repeat(${rowLayout?.itemsPerRow ?? 1}, 1fr)` }}
+            ref={elementRef}
+        >
+            {rowLayout ? children : null}
+        </div>
+    )
+}
diff --git a/frontend/src/queries/nodes/WebOverview/WebOverview.tsx b/frontend/src/queries/nodes/WebOverview/WebOverview.tsx
new file mode 100644
index 0000000000000..41097779c7f3d
--- /dev/null
+++ b/frontend/src/queries/nodes/WebOverview/WebOverview.tsx
@@ -0,0 +1,144 @@
+import { useState } from 'react'
+import { AnyResponseType, WebOverviewItem, WebOverviewQuery, WebOverviewQueryResponse } from '~/queries/schema'
+import { useValues } from 'kea'
+import { Spinner } from 'lib/lemon-ui/Spinner/Spinner'
+import { dataNodeLogic } from '../DataNode/dataNodeLogic'
+import { humanFriendlyDuration, humanFriendlyLargeNumber, isNotNil } from 'lib/utils'
+import { IconTrendingDown, IconTrendingFlat, IconTrendingUp } from 'lib/lemon-ui/icons'
+import { getColorVar } from 'lib/colors'
+import { EvenlyDistributedRows } from '~/queries/nodes/WebOverview/EvenlyDistributedRows'
+import { Tooltip } from 'lib/lemon-ui/Tooltip'
+
+let uniqueNode = 0
+export function WebOverview(props: { query: WebOverviewQuery; cachedResults?: AnyResponseType }): JSX.Element | null {
+    const [key] = useState(() => `WebOverview.${uniqueNode++}`)
+    const logic = dataNodeLogic({ query: props.query, key, cachedResults: props.cachedResults })
+    const { response, responseLoading } = useValues(logic)
+
+    if (responseLoading) {
+        return (
+            <div className="w-full flex flex-col items-center text-2xl">
+                <Spinner />
+            </div>
+        )
+    }
+
+    if (!response) {
+        return null
+    }
+
+    const results = (response as WebOverviewQueryResponse | undefined)?.results
+
+    return (
+        <EvenlyDistributedRows className="w-full gap-2" minWidthRems={8}>
+            {results?.map((item) => <WebOverviewItemCell key={item.key} item={item} />) || []}
+        </EvenlyDistributedRows>
+    )
+}
+
+export const WebOverviewItemCell = ({ item }: { item: WebOverviewItem }): JSX.Element => {
+    const label = labelFromKey(item.key)
+    const trend = isNotNil(item.changeFromPreviousPct)
+        ? item.changeFromPreviousPct === 0
+            ? { Icon: IconTrendingFlat, color: getColorVar('muted') }
+            : item.changeFromPreviousPct > 0
+            ? {
+                  Icon: IconTrendingUp,
+                  color: !item.isIncreaseBad ? getColorVar('success') : getColorVar('danger'),
+              }
+            : {
+                  Icon: IconTrendingDown,
+                  color: !item.isIncreaseBad ? getColorVar('danger') : getColorVar('success'),
+              }
+        : undefined
+
+    // If current === previous, say "increased by 0%"
+    const tooltip =
+        isNotNil(item.value) && isNotNil(item.previous) && isNotNil(item.changeFromPreviousPct)
+            ? `${label}: ${item.value >= item.previous ? 'increased' : 'decreased'} by ${formatPercentage(
+                  Math.abs(item.changeFromPreviousPct),
+                  { precise: true }
+              )}, to ${formatItem(item.value, item.kind, { precise: true })} from ${formatItem(
+                  item.previous,
+                  item.kind,
+                  { precise: true }
+              )}`
+            : isNotNil(item.value)
+            ? `${label}: ${formatItem(item.value, item.kind, { precise: true })}`
+            : 'No data'
+
+    return (
+        <Tooltip title={tooltip}>
+            <div className="min-w-30 min-h-20 flex flex-col items-center text-center justify-between">
+                <div className="font-bold uppercase text-xs">{label}</div>
+                <div className="w-full flex-1 flex items-center justify-center">
+                    <div className="text-2xl">{formatItem(item.value, item.kind)}</div>
+                </div>
+                {trend && isNotNil(item.changeFromPreviousPct) ? (
+                    // eslint-disable-next-line react/forbid-dom-props
+                    <div style={{ color: trend.color }}>
+                        <trend.Icon color={trend.color} /> {formatPercentage(item.changeFromPreviousPct)}
+                    </div>
+                ) : (
+                    <div />
+                )}
+            </div>
+        </Tooltip>
+    )
+}
+
+const formatPercentage = (x: number, options?: { precise?: boolean }): string => {
+    if (options?.precise) {
+        return (x / 100).toLocaleString(undefined, { style: 'percent', maximumFractionDigits: 1 })
+    } else if (x >= 1000) {
+        return humanFriendlyLargeNumber(x) + '%'
+    } else {
+        return (x / 100).toLocaleString(undefined, { style: 'percent', maximumFractionDigits: 0 })
+    }
+}
+
+const formatSeconds = (x: number): string => humanFriendlyDuration(Math.round(x))
+
+const formatUnit = (x: number, options?: { precise?: boolean }): string => {
+    if (options?.precise) {
+        return x.toLocaleString()
+    } else {
+        return humanFriendlyLargeNumber(x)
+    }
+}
+
+const formatItem = (
+    value: number | undefined,
+    kind: WebOverviewItem['kind'],
+    options?: { precise?: boolean }
+): string => {
+    if (value == null) {
+        return '-'
+    } else if (kind === 'percentage') {
+        return formatPercentage(value, options)
+    } else if (kind === 'duration_s') {
+        return formatSeconds(value)
+    } else {
+        return formatUnit(value, options)
+    }
+}
+
+const labelFromKey = (key: string): string => {
+    switch (key) {
+        case 'visitors':
+            return 'Visitors'
+        case 'views':
+            return 'Views'
+        case 'sessions':
+            return 'Sessions'
+        case 'session duration':
+            return 'Session Duration'
+        case 'bounce rate':
+            return 'Bounce Rate'
+        default:
+            return key
+                .split(' ')
+                .map((word) => word.charAt(0).toUpperCase() + word.slice(1))
+                .join(' ')
+    }
+}
diff --git a/frontend/src/queries/schema.json b/frontend/src/queries/schema.json
index 2dd7b987625e0..899bdf57c13ba 100644
--- a/frontend/src/queries/schema.json
+++ b/frontend/src/queries/schema.json
@@ -99,7 +99,7 @@
                     "$ref": "#/definitions/HogQLMetadata"
                 },
                 {
-                    "$ref": "#/definitions/WebOverviewStatsQuery"
+                    "$ref": "#/definitions/WebOverviewQuery"
                 },
                 {
                     "$ref": "#/definitions/WebStatsTableQuery"
@@ -484,7 +484,7 @@
                             "$ref": "#/definitions/TimeToSeeDataSessionsQuery"
                         },
                         {
-                            "$ref": "#/definitions/WebOverviewStatsQuery"
+                            "$ref": "#/definitions/WebOverviewQuery"
                         },
                         {
                             "$ref": "#/definitions/WebStatsTableQuery"
@@ -1890,7 +1890,7 @@
                 "PathsQuery",
                 "StickinessQuery",
                 "LifecycleQuery",
-                "WebOverviewStatsQuery",
+                "WebOverviewQuery",
                 "WebTopClicksQuery",
                 "WebStatsTableQuery",
                 "TimeToSeeDataSessionsQuery",
@@ -2983,36 +2983,58 @@
                     "$ref": "#/definitions/WebAnalyticsPropertyFilters"
                 }
             },
-            "required": ["dateRange", "properties"],
+            "required": ["properties"],
             "type": "object"
         },
-        "WebOverviewStatsQuery": {
+        "WebOverviewItem": {
+            "additionalProperties": false,
+            "properties": {
+                "changeFromPreviousPct": {
+                    "type": "number"
+                },
+                "isIncreaseBad": {
+                    "type": "boolean"
+                },
+                "key": {
+                    "type": "string"
+                },
+                "kind": {
+                    "enum": ["unit", "duration_s", "percentage"],
+                    "type": "string"
+                },
+                "previous": {
+                    "type": "number"
+                },
+                "value": {
+                    "type": "number"
+                }
+            },
+            "required": ["key", "kind"],
+            "type": "object"
+        },
+        "WebOverviewQuery": {
             "additionalProperties": false,
             "properties": {
                 "dateRange": {
                     "$ref": "#/definitions/DateRange"
                 },
                 "kind": {
-                    "const": "WebOverviewStatsQuery",
+                    "const": "WebOverviewQuery",
                     "type": "string"
                 },
                 "properties": {
                     "$ref": "#/definitions/WebAnalyticsPropertyFilters"
                 },
                 "response": {
-                    "$ref": "#/definitions/WebOverviewStatsQueryResponse"
+                    "$ref": "#/definitions/WebOverviewQueryResponse"
                 }
             },
-            "required": ["dateRange", "kind", "properties"],
+            "required": ["kind", "properties"],
             "type": "object"
         },
-        "WebOverviewStatsQueryResponse": {
+        "WebOverviewQueryResponse": {
             "additionalProperties": false,
             "properties": {
-                "columns": {
-                    "items": {},
-                    "type": "array"
-                },
                 "hogql": {
                     "type": "string"
                 },
@@ -3026,7 +3048,9 @@
                     "type": "string"
                 },
                 "results": {
-                    "items": {},
+                    "items": {
+                        "$ref": "#/definitions/WebOverviewItem"
+                    },
                     "type": "array"
                 },
                 "timings": {
@@ -3034,10 +3058,6 @@
                         "$ref": "#/definitions/QueryTiming"
                     },
                     "type": "array"
-                },
-                "types": {
-                    "items": {},
-                    "type": "array"
                 }
             },
             "required": ["results"],
@@ -3076,7 +3096,7 @@
                     "$ref": "#/definitions/WebStatsTableQueryResponse"
                 }
             },
-            "required": ["breakdownBy", "dateRange", "kind", "properties"],
+            "required": ["breakdownBy", "kind", "properties"],
             "type": "object"
         },
         "WebStatsTableQueryResponse": {
@@ -3133,7 +3153,7 @@
                     "$ref": "#/definitions/WebTopClicksQueryResponse"
                 }
             },
-            "required": ["dateRange", "kind", "properties"],
+            "required": ["kind", "properties"],
             "type": "object"
         },
         "WebTopClicksQueryResponse": {
diff --git a/frontend/src/queries/schema.ts b/frontend/src/queries/schema.ts
index 5a9dbe9fcd98e..98ce41024e7ed 100644
--- a/frontend/src/queries/schema.ts
+++ b/frontend/src/queries/schema.ts
@@ -60,7 +60,7 @@ export enum NodeKind {
     LifecycleQuery = 'LifecycleQuery',
 
     // Web analytics queries
-    WebOverviewStatsQuery = 'WebOverviewStatsQuery',
+    WebOverviewQuery = 'WebOverviewQuery',
     WebTopClicksQuery = 'WebTopClicksQuery',
     WebStatsTableQuery = 'WebStatsTableQuery',
 
@@ -83,7 +83,7 @@ export type AnyDataNode =
     | PersonsQuery
     | HogQLQuery
     | HogQLMetadata
-    | WebOverviewStatsQuery
+    | WebOverviewQuery
     | WebStatsTableQuery
     | WebTopClicksQuery
 
@@ -313,7 +313,7 @@ export interface DataTableNode extends Node, DataTableNodeViewProps {
         | PersonsQuery
         | HogQLQuery
         | TimeToSeeDataSessionsQuery
-        | WebOverviewStatsQuery
+        | WebOverviewQuery
         | WebStatsTableQuery
         | WebTopClicksQuery
 
@@ -547,19 +547,26 @@ export interface PersonsQuery extends DataNode {
 export type WebAnalyticsPropertyFilters = (EventPropertyFilter | HogQLPropertyFilter)[]
 
 export interface WebAnalyticsQueryBase {
-    dateRange: DateRange
+    dateRange?: DateRange
     properties: WebAnalyticsPropertyFilters
 }
 
-export interface WebOverviewStatsQuery extends WebAnalyticsQueryBase {
-    kind: NodeKind.WebOverviewStatsQuery
-    response?: WebOverviewStatsQueryResponse
+export interface WebOverviewQuery extends WebAnalyticsQueryBase {
+    kind: NodeKind.WebOverviewQuery
+    response?: WebOverviewQueryResponse
 }
 
-export interface WebOverviewStatsQueryResponse extends QueryResponse {
-    results: unknown[]
-    types?: unknown[]
-    columns?: unknown[]
+export interface WebOverviewItem {
+    key: string
+    value?: number
+    previous?: number
+    kind: 'unit' | 'duration_s' | 'percentage'
+    changeFromPreviousPct?: number
+    isIncreaseBad?: boolean
+}
+
+export interface WebOverviewQueryResponse extends QueryResponse {
+    results: WebOverviewItem[]
 }
 
 export interface WebTopClicksQuery extends WebAnalyticsQueryBase {
diff --git a/frontend/src/queries/utils.ts b/frontend/src/queries/utils.ts
index 5d4b01a08db99..16217ce2e6c7a 100644
--- a/frontend/src/queries/utils.ts
+++ b/frontend/src/queries/utils.ts
@@ -28,7 +28,7 @@ import {
     TimeToSeeDataSessionsQuery,
     TimeToSeeDataWaterfallNode,
     TrendsQuery,
-    WebOverviewStatsQuery,
+    WebOverviewQuery,
     WebStatsTableQuery,
     WebTopClicksQuery,
 } from '~/queries/schema'
@@ -112,8 +112,8 @@ export function isHogQLMetadata(node?: Node | null): node is HogQLMetadata {
     return node?.kind === NodeKind.HogQLMetadata
 }
 
-export function isWebOverviewStatsQuery(node?: Node | null): node is WebOverviewStatsQuery {
-    return node?.kind === NodeKind.WebOverviewStatsQuery
+export function isWebOverviewQuery(node?: Node | null): node is WebOverviewQuery {
+    return node?.kind === NodeKind.WebOverviewQuery
 }
 
 export function isWebStatsTableQuery(node?: Node | null): node is WebStatsTableQuery {
diff --git a/frontend/src/scenes/saved-insights/SavedInsights.tsx b/frontend/src/scenes/saved-insights/SavedInsights.tsx
index 88fd684e6d4c2..84e2251723ab8 100644
--- a/frontend/src/scenes/saved-insights/SavedInsights.tsx
+++ b/frontend/src/scenes/saved-insights/SavedInsights.tsx
@@ -248,7 +248,7 @@ export const QUERY_TYPES_METADATA: Record<NodeKind, InsightTypeMetadata> = {
         icon: InsightSQLIcon,
         inMenu: true,
     },
-    [NodeKind.WebOverviewStatsQuery]: {
+    [NodeKind.WebOverviewQuery]: {
         name: 'Overview Stats',
         description: 'View overview stats for a website',
         icon: InsightsTrendsIcon,
diff --git a/frontend/src/scenes/sceneTypes.ts b/frontend/src/scenes/sceneTypes.ts
index 6d627585fc3ae..5922d6e36bd2a 100644
--- a/frontend/src/scenes/sceneTypes.ts
+++ b/frontend/src/scenes/sceneTypes.ts
@@ -126,10 +126,11 @@ export interface SceneConfig {
     /**
      * If `app`, navigation is shown, and the scene has default padding.
      * If `app-raw`, navigation is shown, but the scene has no padding.
+     * If `app-container`, navigation is shown, and the scene is centered with a max width.
      * If `plain`, there's no navigation present, and the scene has no padding.
      * @default 'app'
      */
-    layout?: 'app' | 'app-raw' | 'plain'
+    layout?: 'app' | 'app-raw' | 'app-container' | 'plain'
     /** Hides project notice (ProjectNotice.tsx). */
     hideProjectNotice?: boolean
     /** Personal account management (used e.g. by breadcrumbs) */
diff --git a/frontend/src/scenes/scenes.ts b/frontend/src/scenes/scenes.ts
index b94fcdd382d6a..3f4964bdeffbf 100644
--- a/frontend/src/scenes/scenes.ts
+++ b/frontend/src/scenes/scenes.ts
@@ -46,6 +46,7 @@ export const sceneConfigurations: Partial<Record<Scene, SceneConfig>> = {
     [Scene.WebAnalytics]: {
         projectBased: true,
         name: 'Web Analytics',
+        layout: 'app-container',
     },
     [Scene.Cohorts]: {
         projectBased: true,
diff --git a/frontend/src/scenes/web-analytics/WebDashboard.tsx b/frontend/src/scenes/web-analytics/WebDashboard.tsx
index ba91a95fe856e..fb0c247e79e55 100644
--- a/frontend/src/scenes/web-analytics/WebDashboard.tsx
+++ b/frontend/src/scenes/web-analytics/WebDashboard.tsx
@@ -50,9 +50,9 @@ const BreakdownValueTitle: QueryContextColumnTitleComponent = (props) => {
             throw new UnexpectedNeverError(breakdownBy)
     }
 }
+
 const BreakdownValueCell: QueryContextColumnComponent = (props) => {
     const { value, query } = props
-    const { togglePropertyFilter } = useActions(webAnalyticsLogic)
     const { source } = query
     if (source.kind !== NodeKind.WebStatsTableQuery) {
         return null
@@ -91,6 +91,11 @@ const BreakdownValueCell: QueryContextColumnComponent = (props) => {
             throw new UnexpectedNeverError(breakdownBy)
     }
 
+    return <BreakdownValueCellInner value={value} propertyName={propertyName} />
+}
+const BreakdownValueCellInner = ({ value, propertyName }: { value: string; propertyName: string }): JSX.Element => {
+    const { togglePropertyFilter } = useActions(webAnalyticsLogic)
+
     const onClick = useCallback(() => {
         togglePropertyFilter(propertyName, value)
     }, [togglePropertyFilter, propertyName, value])
@@ -122,82 +127,93 @@ const queryContext: QueryContext = {
     },
 }
 
-export const WebAnalyticsDashboard = (): JSX.Element => {
-    const { tiles, webAnalyticsFilters, dateTo, dateFrom } = useValues(webAnalyticsLogic)
+const Filters = (): JSX.Element => {
+    const { webAnalyticsFilters, dateTo, dateFrom } = useValues(webAnalyticsLogic)
     const { setWebAnalyticsFilters, setDates } = useActions(webAnalyticsLogic)
     return (
-        <div>
-            <div className="sticky top-0 bg-white z-20 pt-2">
-                <div className="flex flex-row flex-wrap gap-2">
-                    <DateFilter dateFrom={dateFrom} dateTo={dateTo} onChange={setDates} />
-                    <PropertyFilters
-                        taxonomicGroupTypes={[TaxonomicFilterGroupType.EventProperties]}
-                        onChange={(filters) => setWebAnalyticsFilters(filters.filter(isEventPropertyFilter))}
-                        propertyFilters={webAnalyticsFilters}
-                        pageKey={'web-analytics'}
-                    />
-                </div>
-                <div className={'bg-border h-px w-full mt-2'} />
+        <div className="sticky top-0 bg-white z-20 pt-2">
+            <div className="flex flex-row flex-wrap gap-2">
+                <DateFilter dateFrom={dateFrom} dateTo={dateTo} onChange={setDates} />
+                <PropertyFilters
+                    taxonomicGroupTypes={[TaxonomicFilterGroupType.EventProperties]}
+                    onChange={(filters) => setWebAnalyticsFilters(filters.filter(isEventPropertyFilter))}
+                    propertyFilters={webAnalyticsFilters}
+                    pageKey={'web-analytics'}
+                />
             </div>
-            <div className="mt-2 grid grid-cols-1 md:grid-cols-12 gap-4">
-                {tiles.map((tile, i) => {
-                    if ('query' in tile) {
-                        const { query, title, layout } = tile
-                        return (
-                            <div
-                                key={i}
-                                className={`col-span-1 row-span-1 md:col-span-${layout.colSpan ?? 6} md:row-span-${
-                                    layout.rowSpan ?? 1
-                                } min-h-100 flex flex-col`}
-                            >
-                                {title && <h2>{title}</h2>}
-                                <Query query={query} readOnly={true} context={queryContext} />
-                            </div>
-                        )
-                    } else if ('tabs' in tile) {
-                        const { tabs, activeTabId, layout, setTabId } = tile
-                        const tab = tabs.find((t) => t.id === activeTabId)
-                        if (!tab) {
-                            return null
-                        }
-                        const { query, title } = tab
-                        return (
-                            <div
-                                key={i}
-                                className={`col-span-1 row-span-1 md:col-span-${layout.colSpan ?? 6} md:row-span-${
-                                    layout.rowSpan ?? 1
-                                } min-h-100 flex flex-col`}
-                            >
-                                <div className="flex flex-row items-center">
-                                    {<h2 className="flex-1 m-0">{title}</h2>}
-                                    {tabs.length > 1 && (
-                                        <div className="space-x-2">
-                                            {/* TODO switch to a select if more than 3 */}
-                                            {tabs.map(({ id, linkText }) => (
-                                                <a
-                                                    className={
-                                                        id === activeTabId
-                                                            ? 'text-link'
-                                                            : 'text-inherit hover:text-link'
-                                                    }
-                                                    key={id}
-                                                    onClick={() => setTabId(id)}
-                                                >
-                                                    {linkText}
-                                                </a>
-                                            ))}
-                                        </div>
-                                    )}
-                                </div>
-                                {/* Setting key forces the component to be recreated when the tab changes */}
-                                <Query key={activeTabId} query={query} readOnly={true} context={queryContext} />
-                            </div>
-                        )
-                    } else {
+            <div className={'bg-border h-px w-full mt-2'} />
+        </div>
+    )
+}
+
+const Tiles = (): JSX.Element => {
+    const { tiles } = useValues(webAnalyticsLogic)
+    return (
+        <div className="mt-2 grid grid-cols-1 md:grid-cols-12 gap-4">
+            {tiles.map((tile, i) => {
+                if ('query' in tile) {
+                    const { query, title, layout } = tile
+                    return (
+                        <div
+                            key={i}
+                            className={`col-span-1 row-span-1 md:col-span-${layout.colSpan ?? 6} md:row-span-${
+                                layout.rowSpan ?? 1
+                            }  flex flex-col`}
+                        >
+                            {title && <h2 className="m-0  mb-1">{title}</h2>}
+                            <Query query={query} readOnly={true} context={queryContext} />
+                        </div>
+                    )
+                } else if ('tabs' in tile) {
+                    const { tabs, activeTabId, layout, setTabId } = tile
+                    const tab = tabs.find((t) => t.id === activeTabId)
+                    if (!tab) {
                         return null
                     }
-                })}
-            </div>
+                    const { query, title } = tab
+                    return (
+                        <div
+                            key={i}
+                            className={`col-span-1 row-span-1 md:col-span-${layout.colSpan ?? 6} md:row-span-${
+                                layout.rowSpan ?? 1
+                            } flex flex-col`}
+                        >
+                            <div className="flex flex-row items-center">
+                                {<h2 className="flex-1 m-0 mb-1">{title}</h2>}
+                                {tabs.length > 1 && (
+                                    <div className="space-x-2">
+                                        {/* TODO switch to a select if more than 3 */}
+                                        {tabs.map(({ id, linkText }) => (
+                                            <a
+                                                className={
+                                                    id === activeTabId ? 'text-link' : 'text-inherit hover:text-link'
+                                                }
+                                                key={id}
+                                                onClick={() => setTabId(id)}
+                                            >
+                                                {linkText}
+                                            </a>
+                                        ))}
+                                    </div>
+                                )}
+                            </div>
+                            {/* Setting key forces the component to be recreated when the tab changes */}
+                            <Query key={activeTabId} query={query} readOnly={true} context={queryContext} />
+                        </div>
+                    )
+                } else {
+                    return null
+                }
+            })}
+        </div>
+    )
+}
+
+export const WebAnalyticsDashboard = (): JSX.Element => {
+    return (
+        <div className="w-full flex flex-col">
+            <Filters />
+            <Tiles />
         </div>
     )
 }
diff --git a/frontend/src/scenes/web-analytics/webAnalyticsLogic.ts b/frontend/src/scenes/web-analytics/webAnalyticsLogic.ts
index 5181b2b85096f..613b919f1483f 100644
--- a/frontend/src/scenes/web-analytics/webAnalyticsLogic.ts
+++ b/frontend/src/scenes/web-analytics/webAnalyticsLogic.ts
@@ -211,13 +211,9 @@ export const webAnalyticsLogic = kea<webAnalyticsLogicType>([
                             colSpan: 12,
                         },
                         query: {
-                            full: true,
-                            kind: NodeKind.DataTableNode,
-                            source: {
-                                kind: NodeKind.WebOverviewStatsQuery,
-                                properties: webAnalyticsFilters,
-                                dateRange,
-                            },
+                            kind: NodeKind.WebOverviewQuery,
+                            properties: webAnalyticsFilters,
+                            dateRange,
                         },
                     },
                     {
diff --git a/frontend/src/styles/global.scss b/frontend/src/styles/global.scss
index 6985e6fef725a..2280b05fcbe25 100644
--- a/frontend/src/styles/global.scss
+++ b/frontend/src/styles/global.scss
@@ -552,6 +552,11 @@ input::-ms-clear {
     &.main-app-content--plain {
         padding: 0;
     }
+
+    &.main-app-content--container {
+        max-width: 72rem;
+        align-self: center;
+    }
 }
 
 // AntD overrrides, placed inside `body` to increase specifity (nicely avoiding the need for !important)
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 009392422eba3..922cc8322104f 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -1,4 +1,4 @@
-lockfileVersion: '6.1'
+lockfileVersion: '6.0'
 
 settings:
   autoInstallPeers: true
diff --git a/posthog/api/query.py b/posthog/api/query.py
index 4f71b05567955..25b64896a0809 100644
--- a/posthog/api/query.py
+++ b/posthog/api/query.py
@@ -39,7 +39,7 @@
 QUERY_WITH_RUNNER = [
     "LifecycleQuery",
     "TrendsQuery",
-    "WebOverviewStatsQuery",
+    "WebOverviewQuery",
     "WebTopSourcesQuery",
     "WebTopClicksQuery",
     "WebTopPagesQuery",
diff --git a/posthog/hogql_queries/query_runner.py b/posthog/hogql_queries/query_runner.py
index afaa7534c655b..a83ab368b6ad0 100644
--- a/posthog/hogql_queries/query_runner.py
+++ b/posthog/hogql_queries/query_runner.py
@@ -20,7 +20,7 @@
     TrendsQuery,
     LifecycleQuery,
     WebTopClicksQuery,
-    WebOverviewStatsQuery,
+    WebOverviewQuery,
     PersonsQuery,
     EventsQuery,
     WebStatsTableQuery,
@@ -71,7 +71,7 @@ class CachedQueryResponse(QueryResponse):
     LifecycleQuery,
     EventsQuery,
     PersonsQuery,
-    WebOverviewStatsQuery,
+    WebOverviewQuery,
     WebTopClicksQuery,
     WebStatsTableQuery,
 ]
@@ -134,10 +134,10 @@ def get_query_runner(
             timings=timings,
             in_export_context=in_export_context,
         )
-    if kind == "WebOverviewStatsQuery":
-        from .web_analytics.overview_stats import WebOverviewStatsQueryRunner
+    if kind == "WebOverviewQuery":
+        from .web_analytics.web_overview import WebOverviewQueryRunner
 
-        return WebOverviewStatsQueryRunner(query=query, team=team, timings=timings)
+        return WebOverviewQueryRunner(query=query, team=team, timings=timings)
     if kind == "WebTopClicksQuery":
         from .web_analytics.top_clicks import WebTopClicksQueryRunner
 
diff --git a/posthog/hogql_queries/web_analytics/ctes.py b/posthog/hogql_queries/web_analytics/ctes.py
index 3328092fb3493..ab4583e76f0d9 100644
--- a/posthog/hogql_queries/web_analytics/ctes.py
+++ b/posthog/hogql_queries/web_analytics/ctes.py
@@ -32,11 +32,7 @@
     GROUP BY breakdown_value
 """
 
-BOUNCE_RATE_CTE = """
-SELECT
-    breakdown_value,
-    avg(session.is_bounce) as bounce_rate
-FROM (
+SESSION_CTE = """
     SELECT
         events.properties.`$session_id` AS session_id,
         min(events.timestamp) AS min_timestamp,
@@ -44,6 +40,7 @@
         dateDiff('second', min_timestamp, max_timestamp) AS duration_s,
         countIf(events.event == '$pageview') AS num_pageviews,
         countIf(events.event == '$autocapture') AS num_autocaptures,
+        any(events.properties.$initial_pathname) AS session_initial_pathname, -- TODO use session initial rather than user initial
         {breakdown_by} AS breakdown_value,
 
         -- definition of a GA4 bounce from here https://support.google.com/analytics/answer/12195621?hl=en
@@ -58,6 +55,17 @@
         events.properties.`$session_id`
     HAVING
         ({session_having})
+    """
+
+# This pulls in SESSION_CTE using f-strings rather than HogQL placeholders, which is safe
+# but means that when you use parse_select on it, you'll need to make sure you include the
+# placeholders that SESSION_CTE needs.
+BOUNCE_RATE_CTE = f"""
+SELECT
+    breakdown_value,
+    avg(session.is_bounce) as bounce_rate
+FROM (
+  {SESSION_CTE}
 ) AS session
 GROUP BY
     breakdown_value
diff --git a/posthog/hogql_queries/web_analytics/overview_stats.py b/posthog/hogql_queries/web_analytics/overview_stats.py
deleted file mode 100644
index f2f66d019b9ac..0000000000000
--- a/posthog/hogql_queries/web_analytics/overview_stats.py
+++ /dev/null
@@ -1,65 +0,0 @@
-from django.utils.timezone import datetime
-
-from posthog.hogql import ast
-from posthog.hogql.parser import parse_select
-from posthog.hogql.property import property_to_expr
-from posthog.hogql.query import execute_hogql_query
-from posthog.hogql_queries.utils.query_date_range import QueryDateRange
-from posthog.hogql_queries.web_analytics.web_analytics_query_runner import WebAnalyticsQueryRunner
-from posthog.models.filters.mixins.utils import cached_property
-from posthog.schema import WebOverviewStatsQueryResponse, WebOverviewStatsQuery
-
-
-class WebOverviewStatsQueryRunner(WebAnalyticsQueryRunner):
-    query: WebOverviewStatsQuery
-    query_type = WebOverviewStatsQuery
-
-    def to_query(self) -> ast.SelectQuery | ast.SelectUnionQuery:
-        with self.timings.measure("date_expr"):
-            start = self.query_date_range.previous_period_date_from_as_hogql()
-            mid = self.query_date_range.date_from_as_hogql()
-            end = self.query_date_range.date_to_as_hogql()
-        with self.timings.measure("overview_stats_query"):
-            overview_stats_query = parse_select(
-                """
-SELECT
-    uniq(if(timestamp >= {mid} AND timestamp < {end}, events.person_id, NULL)) AS unique_users,
-    uniq(if(timestamp >= {start} AND timestamp < {mid}, events.person_id, NULL)) AS previous_unique_users,
-
-    uniq(if(timestamp >= {mid} AND timestamp < {end}, events.properties.$session_id, NULL)) AS unique_sessions,
-    uniq(if(timestamp >= {start} AND timestamp < {mid}, events.properties.$session_id, NULL)) AS previous_unique_sessions,
-
-    countIf(timestamp >= {mid} AND timestamp < {end}) AS current_pageviews,
-    countIf(timestamp >= {start} AND timestamp < {mid}) AS previous_pageviews
-FROM
-    events
-WHERE
-    event = '$pageview' AND
-    timestamp >= {start} AND
-    timestamp < {end} AND
-    {event_properties}
-                """,
-                timings=self.timings,
-                placeholders={"start": start, "mid": mid, "end": end, "event_properties": self.event_properties()},
-                backend="cpp",
-            )
-        return overview_stats_query
-
-    def calculate(self):
-        response = execute_hogql_query(
-            query_type="overview_stats_query",
-            query=self.to_query(),
-            team=self.team,
-            timings=self.timings,
-        )
-
-        return WebOverviewStatsQueryResponse(
-            columns=response.columns, results=response.results, timings=response.timings, types=response.types
-        )
-
-    @cached_property
-    def query_date_range(self):
-        return QueryDateRange(date_range=self.query.dateRange, team=self.team, interval=None, now=datetime.now())
-
-    def event_properties(self) -> ast.Expr:
-        return property_to_expr(self.query.properties, team=self.team)
diff --git a/posthog/hogql_queries/web_analytics/test/__init__.py b/posthog/hogql_queries/web_analytics/test/__init__.py
new file mode 100644
index 0000000000000..e69de29bb2d1d
diff --git a/posthog/hogql_queries/web_analytics/test/test_web_overview.py b/posthog/hogql_queries/web_analytics/test/test_web_overview.py
new file mode 100644
index 0000000000000..1df3d5cd41734
--- /dev/null
+++ b/posthog/hogql_queries/web_analytics/test/test_web_overview.py
@@ -0,0 +1,12 @@
+from posthog.hogql_queries.web_analytics.web_overview import WebOverviewQueryRunner
+from posthog.schema import WebOverviewQuery
+from posthog.test.base import APIBaseTest, ClickhouseTestMixin
+
+
+class TestWebOverviewQueryRunner(ClickhouseTestMixin, APIBaseTest):
+    def _create_runner(self, query: WebOverviewQuery) -> WebOverviewQueryRunner:
+        return WebOverviewQueryRunner(team=self.team, query=query)
+
+    def test_no_crash_when_no_data(self):
+        response = self._create_runner(WebOverviewQuery(kind="WebOverviewQuery", properties=[])).calculate()
+        self.assertEqual(5, len(response.results))
diff --git a/posthog/hogql_queries/web_analytics/web_analytics_query_runner.py b/posthog/hogql_queries/web_analytics/web_analytics_query_runner.py
index 8a9d1e0b72d9b..a9d0092565f59 100644
--- a/posthog/hogql_queries/web_analytics/web_analytics_query_runner.py
+++ b/posthog/hogql_queries/web_analytics/web_analytics_query_runner.py
@@ -11,13 +11,13 @@
 from posthog.schema import (
     EventPropertyFilter,
     WebTopClicksQuery,
-    WebOverviewStatsQuery,
+    WebOverviewQuery,
     WebStatsTableQuery,
     HogQLPropertyFilter,
 )
 
 WebQueryNode = Union[
-    WebOverviewStatsQuery,
+    WebOverviewQuery,
     WebTopClicksQuery,
     WebStatsTableQuery,
 ]
@@ -48,12 +48,14 @@ def pathname_property_filter(self) -> Optional[EventPropertyFilter]:
     def property_filters_without_pathname(self) -> List[Union[EventPropertyFilter, HogQLPropertyFilter]]:
         return [p for p in self.query.properties if p.key != "$pathname"]
 
-    def session_where(self):
+    def session_where(self, include_previous_period: Optional[bool] = None):
         properties = [
             parse_expr(
                 "events.timestamp < {date_to} AND events.timestamp >= minus({date_from}, toIntervalHour(1))",
                 placeholders={
-                    "date_from": self.query_date_range.date_from_as_hogql(),
+                    "date_from": self.query_date_range.previous_period_date_from_as_hogql()
+                    if include_previous_period
+                    else self.query_date_range.date_from_as_hogql(),
                     "date_to": self.query_date_range.date_to_as_hogql(),
                 },
             )
@@ -63,18 +65,25 @@ def session_where(self):
             self.team,
         )
 
-    def session_having(self):
+    def session_having(self, include_previous_period: Optional[bool] = None):
         properties = [
             parse_expr(
                 "min_timestamp >= {date_from}",
-                placeholders={"date_from": self.query_date_range.date_from_as_hogql()},
+                placeholders={
+                    "date_from": self.query_date_range.previous_period_date_from_as_hogql()
+                    if include_previous_period
+                    else self.query_date_range.date_from_as_hogql(),
+                },
             )
         ]
         pathname = self.pathname_property_filter
         if pathname:
             properties.append(
                 EventPropertyFilter(
-                    key="earliest_pathname", label=pathname.label, operator=pathname.operator, value=pathname.value
+                    key="session_initial_pathname",
+                    label=pathname.label,
+                    operator=pathname.operator,
+                    value=pathname.value,
                 )
             )
         return property_to_expr(
diff --git a/posthog/hogql_queries/web_analytics/web_overview.py b/posthog/hogql_queries/web_analytics/web_overview.py
new file mode 100644
index 0000000000000..062bf72d2968e
--- /dev/null
+++ b/posthog/hogql_queries/web_analytics/web_overview.py
@@ -0,0 +1,145 @@
+from typing import Optional
+
+from django.utils.timezone import datetime
+
+from posthog.hogql import ast
+from posthog.hogql.parser import parse_select
+from posthog.hogql.property import property_to_expr
+from posthog.hogql.query import execute_hogql_query
+from posthog.hogql_queries.utils.query_date_range import QueryDateRange
+from posthog.hogql_queries.web_analytics.web_analytics_query_runner import WebAnalyticsQueryRunner
+from posthog.models.filters.mixins.utils import cached_property
+from posthog.schema import WebOverviewQueryResponse, WebOverviewQuery
+
+
+class WebOverviewQueryRunner(WebAnalyticsQueryRunner):
+    query: WebOverviewQuery
+    query_type = WebOverviewQuery
+
+    def to_query(self) -> ast.SelectQuery | ast.SelectUnionQuery:
+        with self.timings.measure("date_expr"):
+            start = self.query_date_range.previous_period_date_from_as_hogql()
+            mid = self.query_date_range.date_from_as_hogql()
+            end = self.query_date_range.date_to_as_hogql()
+        with self.timings.measure("overview_stats_query"):
+            query = parse_select(
+                """
+WITH pages_query AS (
+        SELECT
+        uniq(if(timestamp >= {mid} AND timestamp < {end}, events.person_id, NULL)) AS unique_users,
+        uniq(if(timestamp >= {start} AND timestamp < {mid}, events.person_id, NULL)) AS previous_unique_users,
+        countIf(timestamp >= {mid} AND timestamp < {end}) AS current_pageviews,
+        countIf(timestamp >= {start} AND timestamp < {mid}) AS previous_pageviews,
+        uniq(if(timestamp >= {mid} AND timestamp < {end}, events.properties.$session_id, NULL)) AS unique_sessions,
+        uniq(if(timestamp >= {start} AND timestamp < {mid}, events.properties.$session_id, NULL)) AS previous_unique_sessions
+    FROM
+        events
+    WHERE
+        event = '$pageview' AND
+        timestamp >= {start} AND
+        timestamp < {end} AND
+        {event_properties}
+    ),
+sessions_query AS (
+    SELECT
+        avg(if(min_timestamp > {mid}, duration_s, NULL)) AS avg_duration_s,
+        avg(if(min_timestamp <= {mid}, duration_s, NULL)) AS prev_avg_duration_s,
+        avg(if(min_timestamp > {mid}, is_bounce, NULL)) AS bounce_rate,
+        avg(if(min_timestamp <= {mid}, is_bounce, NULL)) AS prev_bounce_rate
+    FROM (SELECT
+            events.properties.`$session_id` AS session_id,
+            min(events.timestamp) AS min_timestamp,
+            max(events.timestamp) AS max_timestamp,
+            dateDiff('second', min_timestamp, max_timestamp) AS duration_s,
+            countIf(events.event == '$pageview') AS num_pageviews,
+            countIf(events.event == '$autocapture') AS num_autocaptures,
+
+            -- definition of a GA4 bounce from here https://support.google.com/analytics/answer/12195621?hl=en
+            (num_autocaptures == 0 AND num_pageviews <= 1 AND duration_s < 10) AS is_bounce
+        FROM
+            events
+        WHERE
+            session_id IS NOT NULL
+            AND (events.event == '$pageview' OR events.event == '$autocapture' OR events.event == '$pageleave')
+            AND ({session_where})
+        GROUP BY
+            events.properties.`$session_id`
+        HAVING
+            ({session_having})
+        )
+    )
+SELECT
+    unique_users,
+    previous_unique_users,
+    current_pageviews,
+    previous_pageviews,
+    unique_sessions,
+    previous_unique_sessions,
+    avg_duration_s,
+    prev_avg_duration_s,
+    bounce_rate,
+    prev_bounce_rate
+FROM pages_query
+CROSS JOIN sessions_query
+                """,
+                timings=self.timings,
+                placeholders={
+                    "start": start,
+                    "mid": mid,
+                    "end": end,
+                    "event_properties": self.event_properties(),
+                    "session_where": self.session_where(include_previous_period=True),
+                    "session_having": self.session_having(include_previous_period=True),
+                },
+                backend="cpp",
+            )
+
+        return query
+
+    def calculate(self):
+        response = execute_hogql_query(
+            query_type="overview_stats_pages_query",
+            query=self.to_query(),
+            team=self.team,
+            timings=self.timings,
+        )
+
+        row = response.results[0]
+
+        return WebOverviewQueryResponse(
+            results=[
+                to_data("visitors", "unit", row[0], row[1]),
+                to_data("views", "unit", row[2], row[3]),
+                to_data("sessions", "unit", row[4], row[5]),
+                to_data("session duration", "duration_s", row[6], row[7]),
+                to_data("bounce rate", "percentage", row[8], row[9], is_increase_bad=True),
+            ],
+        )
+
+    @cached_property
+    def query_date_range(self):
+        return QueryDateRange(date_range=self.query.dateRange, team=self.team, interval=None, now=datetime.now())
+
+    def event_properties(self) -> ast.Expr:
+        return property_to_expr(self.query.properties, team=self.team)
+
+
+def to_data(
+    key: str, kind: str, value: Optional[float], previous: Optional[float], is_increase_bad: Optional[bool] = None
+) -> dict:
+    if kind == "percentage":
+        if value is not None:
+            value = value * 100
+        if previous is not None:
+            previous = previous * 100
+
+    return {
+        "key": key,
+        "kind": kind,
+        "isIncreaseBad": is_increase_bad,
+        "value": value,
+        "previous": previous,
+        "changeFromPreviousPct": round(100 * (value - previous) / previous)
+        if value is not None and previous is not None and previous != 0
+        else None,
+    }
diff --git a/posthog/schema.py b/posthog/schema.py
index 10d2e5e62372c..9c5a88143669f 100644
--- a/posthog/schema.py
+++ b/posthog/schema.py
@@ -337,7 +337,7 @@ class NodeKind(str, Enum):
     PathsQuery = "PathsQuery"
     StickinessQuery = "StickinessQuery"
     LifecycleQuery = "LifecycleQuery"
-    WebOverviewStatsQuery = "WebOverviewStatsQuery"
+    WebOverviewQuery = "WebOverviewQuery"
     WebTopClicksQuery = "WebTopClicksQuery"
     WebStatsTableQuery = "WebStatsTableQuery"
     TimeToSeeDataSessionsQuery = "TimeToSeeDataSessionsQuery"
@@ -601,18 +601,34 @@ class TrendsQueryResponse(BaseModel):
     timings: Optional[List[QueryTiming]] = None
 
 
-class WebOverviewStatsQueryResponse(BaseModel):
+class Kind(str, Enum):
+    unit = "unit"
+    duration_s = "duration_s"
+    percentage = "percentage"
+
+
+class WebOverviewItem(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    changeFromPreviousPct: Optional[float] = None
+    isIncreaseBad: Optional[bool] = None
+    key: str
+    kind: Kind
+    previous: Optional[float] = None
+    value: Optional[float] = None
+
+
+class WebOverviewQueryResponse(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
     )
-    columns: Optional[List] = None
     hogql: Optional[str] = None
     is_cached: Optional[bool] = None
     last_refresh: Optional[str] = None
     next_allowed_client_refresh: Optional[str] = None
-    results: List
+    results: List[WebOverviewItem]
     timings: Optional[List[QueryTiming]] = None
-    types: Optional[List] = None
 
 
 class WebStatsBreakdown(str, Enum):
@@ -906,18 +922,18 @@ class WebAnalyticsQueryBase(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
     )
-    dateRange: DateRange
+    dateRange: Optional[DateRange] = None
     properties: List[Union[EventPropertyFilter, HogQLPropertyFilter]]
 
 
-class WebOverviewStatsQuery(BaseModel):
+class WebOverviewQuery(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
     )
-    dateRange: DateRange
-    kind: Literal["WebOverviewStatsQuery"] = "WebOverviewStatsQuery"
+    dateRange: Optional[DateRange] = None
+    kind: Literal["WebOverviewQuery"] = "WebOverviewQuery"
     properties: List[Union[EventPropertyFilter, HogQLPropertyFilter]]
-    response: Optional[WebOverviewStatsQueryResponse] = None
+    response: Optional[WebOverviewQueryResponse] = None
 
 
 class WebStatsTableQuery(BaseModel):
@@ -925,7 +941,7 @@ class WebStatsTableQuery(BaseModel):
         extra="forbid",
     )
     breakdownBy: WebStatsBreakdown
-    dateRange: DateRange
+    dateRange: Optional[DateRange] = None
     kind: Literal["WebStatsTableQuery"] = "WebStatsTableQuery"
     properties: List[Union[EventPropertyFilter, HogQLPropertyFilter]]
     response: Optional[WebStatsTableQueryResponse] = None
@@ -935,7 +951,7 @@ class WebTopClicksQuery(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
     )
-    dateRange: DateRange
+    dateRange: Optional[DateRange] = None
     kind: Literal["WebTopClicksQuery"] = "WebTopClicksQuery"
     properties: List[Union[EventPropertyFilter, HogQLPropertyFilter]]
     response: Optional[WebTopClicksQueryResponse] = None
@@ -1742,7 +1758,7 @@ class DataTableNode(BaseModel):
         PersonsQuery,
         HogQLQuery,
         TimeToSeeDataSessionsQuery,
-        WebOverviewStatsQuery,
+        WebOverviewQuery,
         WebStatsTableQuery,
         WebTopClicksQuery,
     ] = Field(..., description="Source of the events")
@@ -1789,7 +1805,7 @@ class QuerySchema(RootModel):
             PersonsQuery,
             HogQLQuery,
             HogQLMetadata,
-            WebOverviewStatsQuery,
+            WebOverviewQuery,
             WebStatsTableQuery,
             WebTopClicksQuery,
         ],

From 7f516f03ca5bb53b868c77c4f52f1b7f5efe1ce9 Mon Sep 17 00:00:00 2001
From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com>
Date: Wed, 25 Oct 2023 04:18:30 -0400
Subject: [PATCH 069/133] chore(deps): Update posthog-js to 1.85.3 (#18175)

---
 package.json   |  2 +-
 pnpm-lock.yaml | 10 +++++-----
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/package.json b/package.json
index e15a4230665d0..3ffa52cc67565 100644
--- a/package.json
+++ b/package.json
@@ -131,7 +131,7 @@
         "md5": "^2.3.0",
         "monaco-editor": "^0.39.0",
         "papaparse": "^5.4.1",
-        "posthog-js": "1.85.2",
+        "posthog-js": "1.85.3",
         "posthog-js-lite": "2.0.0-alpha5",
         "prettier": "^2.8.8",
         "prop-types": "^15.7.2",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 922cc8322104f..4877b89c3edb9 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -1,4 +1,4 @@
-lockfileVersion: '6.0'
+lockfileVersion: '6.1'
 
 settings:
   autoInstallPeers: true
@@ -207,8 +207,8 @@ dependencies:
     specifier: ^5.4.1
     version: 5.4.1
   posthog-js:
-    specifier: 1.85.2
-    version: 1.85.2
+    specifier: 1.85.3
+    version: 1.85.3
   posthog-js-lite:
     specifier: 2.0.0-alpha5
     version: 2.0.0-alpha5
@@ -14813,8 +14813,8 @@ packages:
     resolution: {integrity: sha512-tlkBdypJuvK/s00n4EiQjwYVfuuZv6vt8BF3g1ooIQa2Gz9Vz80p8q3qsPLZ0V5ErGRy6i3Q4fWC9TDzR7GNRQ==}
     dev: false
 
-  /posthog-js@1.85.2:
-    resolution: {integrity: sha512-xKteAKQhhNhOPWHUEso7Ajm7Qk+lJnDH4JVJ+r4kti62sXtVTSmayhDZoPgiCmQ3w1YtvL13wojb1IbpCpxScw==}
+  /posthog-js@1.85.3:
+    resolution: {integrity: sha512-RHWLDamFU1k4SjolS/DWr8tYbuWQaJUJywxlKTUJp/ESIe9bJz9SkWuDNqgTV58fJnxdjCCtD89o+gMimfOSGw==}
     dependencies:
       fflate: 0.4.8
     dev: false

From 1015e498e8def30e2beb239bdfeea021ea4598b5 Mon Sep 17 00:00:00 2001
From: Michael Matloka <dev@twixes.com>
Date: Wed, 25 Oct 2023 10:46:07 +0200
Subject: [PATCH 070/133] chore(3000): Split new sidebar out as a new feature
 flag (#17495)

* Fix graphs unreadable in dark mode

* Mark current scene in the navbar

* Add some skeletons for loading states

* Update UI snapshots for `chromium` (1)

* Separate new sidebar into a separate `posthog-3000-nav` flag

* Add popover marker to navbar items

* Update UI snapshots for `chromium` (1)

---------

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 .../posthog-3000-navigation--dark-mode.png    | Bin 53314 -> 99012 bytes
 .../posthog-3000-navigation--light-mode.png   | Bin 54923 -> 106765 bytes
 .../posthog-3000-sidebar--dashboards.png      | Bin 10005 -> 96688 bytes
 .../posthog-3000-sidebar--feature-flags.png   | Bin 43014 -> 96688 bytes
 .../layout/navigation-3000/Navigation.scss    |  38 +++++
 .../src/layout/navigation-3000/Navigation.tsx |   6 +-
 .../navigation-3000/components/Navbar.tsx     |  13 +-
 .../components/NavbarButton.tsx               |  20 ++-
 .../components/SidebarList.tsx                |  10 +-
 .../layout/navigation-3000/navbarItems.tsx    | 116 -------------
 ...navigationLogic.ts => navigationLogic.tsx} | 159 +++++++++++++++++-
 frontend/src/layout/navigation-3000/types.ts  |   2 +
 frontend/src/lib/colors.ts                    |   4 +-
 .../src/lib/components/FlaggedFeature.tsx     |   2 +-
 frontend/src/lib/constants.tsx                |   1 +
 .../lemon-ui/LemonTable/LemonTableLoader.tsx  |   1 +
 .../insights/views/LineGraph/LineGraph.tsx    |   2 +-
 17 files changed, 239 insertions(+), 135 deletions(-)
 delete mode 100644 frontend/src/layout/navigation-3000/navbarItems.tsx
 rename frontend/src/layout/navigation-3000/{navigationLogic.ts => navigationLogic.tsx} (66%)

diff --git a/frontend/__snapshots__/posthog-3000-navigation--dark-mode.png b/frontend/__snapshots__/posthog-3000-navigation--dark-mode.png
index 6c6f7e40384f0935290095fd1c4b97109ebcf646..3b7feb8118bc57ea7933e7f44a831c6df9cbce3c 100644
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zBtiJ`Ml_9<(_CJ6j$x+8*2nEvm%X3EYeQ6Oy2|OuU>6BOv!2zWH$lOq4z%v=TgA(}
zgKh_9+uMv}2Si!c$)Ta4#VTqpdBJHqD|9L>jrFYD3-B}zyj*bGlyTCX!%f$=-RbNb
zzRU~acj0A~Q##o-2IioGiSZ&<$v*hbvR{{$?o_QiI62kvwoDouOzoEeARYy0dwH{f
zEUWt#y54cb$r9-aM($!Ex1X=6X1Wcr>J5IHw||K6H>dKKl$6a#W2B+JK_j@FDw-L1
zyHLJj^ob7oU|PjU)5PPClWIaV*3>L(&j>lK|0ZR6_WIRI6v0;;<SF(d!&oN_eLl8c
za-Yp?`y}KjiZ~d?c$4(y@r+eKp=GEPy09@iT}eWM@dj@*Z0rv5fIbedaVU!HHPm_|
zc5sUY<SMdd;PBmf-J6MZsAhg=#OVgMeWdl?p|$hA_hz2etbz!=CXXc3|5f>17uY59
XTjTQ!(^Q#8zOwio8PN=3ooD|C{H|_^

diff --git a/frontend/src/layout/navigation-3000/Navigation.scss b/frontend/src/layout/navigation-3000/Navigation.scss
index 4f61a0f73e0f6..65950654ae856 100644
--- a/frontend/src/layout/navigation-3000/Navigation.scss
+++ b/frontend/src/layout/navigation-3000/Navigation.scss
@@ -69,6 +69,44 @@
     overflow-y: auto;
 }
 
+.NavbarButton {
+    position: relative;
+    .LemonButton__icon {
+        transition: color 100ms ease, transform 100ms ease;
+    }
+    &.NavbarButton--here {
+        &::after {
+            content: '•';
+            position: absolute;
+            bottom: 0.25rem;
+            left: 0;
+            right: 0;
+            text-align: center;
+            font-size: 1.25rem;
+            line-height: 0.5625rem;
+            color: var(--default);
+        }
+        .LemonButton__icon {
+            color: var(--default);
+            transform: translateY(-0.25rem);
+        }
+    }
+    &.NavbarButton--popover {
+        &::before {
+            content: '';
+            position: absolute;
+            top: 0.1875rem;
+            right: 0.1875rem;
+            width: 0;
+            height: 0;
+            border-radius: 1px;
+            border: 0.1875rem solid transparent;
+            border-top-color: currentColor;
+            border-right-color: currentColor;
+        }
+    }
+}
+
 // Sidebar
 
 .Sidebar3000 {
diff --git a/frontend/src/layout/navigation-3000/Navigation.tsx b/frontend/src/layout/navigation-3000/Navigation.tsx
index 3fb9c92ece451..92f9fd0653258 100644
--- a/frontend/src/layout/navigation-3000/Navigation.tsx
+++ b/frontend/src/layout/navigation-3000/Navigation.tsx
@@ -10,6 +10,8 @@ import { navigation3000Logic } from './navigationLogic'
 import clsx from 'clsx'
 import { NotebookPopover } from 'scenes/notebooks/Notebook/NotebookPopover'
 import { Scene, SceneConfig } from 'scenes/sceneTypes'
+import { FlaggedFeature } from 'lib/components/FlaggedFeature'
+import { FEATURE_FLAGS } from 'lib/constants'
 
 export function Navigation({
     children,
@@ -30,7 +32,9 @@ export function Navigation({
     return (
         <div className="Navigation3000">
             <Navbar />
-            {activeNavbarItem && <Sidebar key={activeNavbarItem.identifier} navbarItem={activeNavbarItem} />}
+            <FlaggedFeature flag={FEATURE_FLAGS.POSTHOG_3000_NAV}>
+                {activeNavbarItem && <Sidebar key={activeNavbarItem.identifier} navbarItem={activeNavbarItem} />}
+            </FlaggedFeature>
             <NotebookPopover />
             <main>
                 <Breadcrumbs />
diff --git a/frontend/src/layout/navigation-3000/components/Navbar.tsx b/frontend/src/layout/navigation-3000/components/Navbar.tsx
index 874f7edba17ef..f42e2dd660a95 100644
--- a/frontend/src/layout/navigation-3000/components/Navbar.tsx
+++ b/frontend/src/layout/navigation-3000/components/Navbar.tsx
@@ -9,7 +9,6 @@ import { userLogic } from 'scenes/userLogic'
 import { navigationLogic } from '~/layout/navigation/navigationLogic'
 import { SitePopoverOverlay } from '~/layout/navigation/TopBar/SitePopover'
 import { navigation3000Logic } from '../navigationLogic'
-import { NAVBAR_ITEMS } from '../navbarItems'
 import { themeLogic } from '../themeLogic'
 import { NavbarButton } from './NavbarButton'
 import { urls } from 'scenes/urls'
@@ -18,7 +17,7 @@ export function Navbar(): JSX.Element {
     const { user } = useValues(userLogic)
     const { isSitePopoverOpen } = useValues(navigationLogic)
     const { closeSitePopover, toggleSitePopover } = useActions(navigationLogic)
-    const { isSidebarShown, activeNavbarItemId } = useValues(navigation3000Logic)
+    const { isSidebarShown, activeNavbarItemId, navbarItems } = useValues(navigation3000Logic)
     const { showSidebar, hideSidebar } = useActions(navigation3000Logic)
     const { isDarkModeOn, darkModeSavedPreference, darkModeSystemPreference, isThemeSyncedWithSystem } =
         useValues(themeLogic)
@@ -30,7 +29,7 @@ export function Navbar(): JSX.Element {
         <nav className="Navbar3000">
             <div className="Navbar3000__content">
                 <div className="Navbar3000__top">
-                    {NAVBAR_ITEMS.map((section, index) => (
+                    {navbarItems.map((section, index) => (
                         <ul key={index}>
                             {section.map((item) => (
                                 <NavbarButton
@@ -84,7 +83,12 @@ export function Navbar(): JSX.Element {
                         />
                         <HelpButton
                             customComponent={
-                                <NavbarButton icon={<IconQuestion />} identifier="help-button" title="Need any help?" />
+                                <NavbarButton
+                                    icon={<IconQuestion />}
+                                    identifier="help-button"
+                                    title="Need any help?"
+                                    popoverMarker
+                                />
                             }
                             placement="right-end"
                         />
@@ -104,6 +108,7 @@ export function Navbar(): JSX.Element {
                                 identifier="me"
                                 title={`Hi${user?.first_name ? `, ${user?.first_name}` : ''}!`}
                                 onClick={toggleSitePopover}
+                                popoverMarker
                             />
                         </Popover>
                     </ul>
diff --git a/frontend/src/layout/navigation-3000/components/NavbarButton.tsx b/frontend/src/layout/navigation-3000/components/NavbarButton.tsx
index 82264a01e5943..b88522e477a1a 100644
--- a/frontend/src/layout/navigation-3000/components/NavbarButton.tsx
+++ b/frontend/src/layout/navigation-3000/components/NavbarButton.tsx
@@ -1,6 +1,11 @@
 import { LemonButton } from 'lib/lemon-ui/LemonButton'
 import React, { FunctionComponent, ReactElement, useState } from 'react'
 import { Tooltip } from 'lib/lemon-ui/Tooltip'
+import clsx from 'clsx'
+import { useValues } from 'kea'
+import { sceneLogic } from 'scenes/sceneLogic'
+import { featureFlagLogic } from 'lib/logic/featureFlagLogic'
+import { FEATURE_FLAGS } from 'lib/constants'
 
 export interface NavbarButtonProps {
     identifier: string
@@ -10,18 +15,24 @@ export interface NavbarButtonProps {
     to?: string
     persistentTooltip?: boolean
     active?: boolean
+    popoverMarker?: boolean
 }
 
 export const NavbarButton: FunctionComponent<NavbarButtonProps> = React.forwardRef<
     HTMLButtonElement,
     NavbarButtonProps
->(({ identifier, title, onClick, persistentTooltip, ...buttonProps }, ref): JSX.Element => {
+>(({ identifier, title, onClick, persistentTooltip, popoverMarker, ...buttonProps }, ref): JSX.Element => {
+    const { aliasedActiveScene } = useValues(sceneLogic)
+    const { featureFlags } = useValues(featureFlagLogic)
+
     const [hasBeenClicked, setHasBeenClicked] = useState(false)
 
+    const here = featureFlags[FEATURE_FLAGS.POSTHOG_3000_NAV] ? aliasedActiveScene === identifier : false
+
     return (
         <li>
             <Tooltip
-                title={title}
+                title={here ? `${title} (you are here)` : title}
                 placement="right"
                 delayMs={0}
                 visible={!persistentTooltip && hasBeenClicked ? false : undefined} // Force-hide tooltip after button click
@@ -34,6 +45,11 @@ export const NavbarButton: FunctionComponent<NavbarButtonProps> = React.forwardR
                         setHasBeenClicked(true)
                         onClick?.()
                     }}
+                    className={clsx(
+                        'NavbarButton',
+                        here && 'NavbarButton--here',
+                        popoverMarker && 'NavbarButton--popover'
+                    )}
                     {...buttonProps}
                 />
             </Tooltip>
diff --git a/frontend/src/layout/navigation-3000/components/SidebarList.tsx b/frontend/src/layout/navigation-3000/components/SidebarList.tsx
index 37ba2f1edefd8..f6d006c32dc3b 100644
--- a/frontend/src/layout/navigation-3000/components/SidebarList.tsx
+++ b/frontend/src/layout/navigation-3000/components/SidebarList.tsx
@@ -21,6 +21,8 @@ export function SidebarList({ category }: { category: SidebarCategory }): JSX.El
     const { cancelNewItem } = useActions(navigation3000Logic)
     const { saveNewItem } = useAsyncActions(navigation3000Logic)
 
+    const emptyStateSkeletonCount = useMemo(() => 4 + Math.floor(Math.random() * 4), [])
+
     const { items, remote } = category
 
     const addingNewItem = newItemInlineCategory === category.key
@@ -85,10 +87,14 @@ export function SidebarList({ category }: { category: SidebarCategory }): JSX.El
 
     return (
         // The div is for AutoSizer to work
-        <div className="flex-1">
+        <div className="flex-1" aria-busy={category.loading}>
             <AutoSizer disableWidth>
                 {({ height }) =>
-                    remote ? (
+                    category.loading && category.items.length === 0 ? (
+                        Array(emptyStateSkeletonCount)
+                            .fill(null)
+                            .map((_, index) => <SidebarListItemSkeleton key={index} style={{ height: 32 }} />)
+                    ) : remote ? (
                         <InfiniteLoader
                             isRowLoaded={({ index }) => remote.isItemLoaded(index)}
                             loadMoreRows={({ startIndex, stopIndex }) => remote.loadMoreItems(startIndex, stopIndex)}
diff --git a/frontend/src/layout/navigation-3000/navbarItems.tsx b/frontend/src/layout/navigation-3000/navbarItems.tsx
deleted file mode 100644
index c73e3094cc4b8..0000000000000
--- a/frontend/src/layout/navigation-3000/navbarItems.tsx
+++ /dev/null
@@ -1,116 +0,0 @@
-import {
-    IconHome,
-    IconDashboard,
-    IconDatabase,
-    IconApps,
-    IconPerson,
-    IconQuestion,
-    IconPeople,
-    IconTestTube,
-    IconToggle,
-    IconRewindPlay,
-    IconGraph,
-    IconToolbar,
-    IconLive,
-} from '@posthog/icons'
-import { Scene } from 'scenes/sceneTypes'
-import { urls } from 'scenes/urls'
-import { NavbarItem } from './types'
-import { dashboardsSidebarLogic } from './sidebars/dashboards'
-import { featureFlagsSidebarLogic } from './sidebars/featureFlags'
-import { cohortsSidebarLogic } from './sidebars/cohorts'
-import { personsAndGroupsSidebarLogic } from './sidebars/personsAndGroups'
-import { insightsSidebarLogic } from './sidebars/insights'
-import { dataManagementSidebarLogic } from './sidebars/dataManagement'
-import { annotationsSidebarLogic } from './sidebars/annotations'
-import { experimentsSidebarLogic } from './sidebars/experiments'
-import { toolbarSidebarLogic } from './sidebars/toolbar'
-
-/** A list of navbar sections with items. */
-export const NAVBAR_ITEMS: NavbarItem[][] = [
-    [
-        {
-            identifier: Scene.ProjectHomepage,
-            label: 'Project homepage',
-            icon: <IconHome />,
-            to: urls.projectHomepage(),
-        },
-        {
-            identifier: Scene.Dashboards,
-            label: 'Dashboards',
-            icon: <IconDashboard />,
-            logic: dashboardsSidebarLogic,
-        },
-        {
-            identifier: Scene.DataManagement,
-            label: 'Data management',
-            icon: <IconDatabase />,
-            logic: dataManagementSidebarLogic,
-        },
-        {
-            identifier: Scene.Persons,
-            label: 'Persons and groups',
-            icon: <IconPerson />,
-            logic: personsAndGroupsSidebarLogic,
-        },
-        {
-            identifier: Scene.Cohorts,
-            label: 'Cohorts',
-            icon: <IconPeople />,
-            logic: cohortsSidebarLogic,
-        },
-        {
-            identifier: Scene.Annotations,
-            label: 'Annotations',
-            icon: <IconQuestion />, // TODO: Should be bubble
-            logic: annotationsSidebarLogic,
-        },
-    ],
-    [
-        {
-            identifier: Scene.Events,
-            label: 'Events',
-            icon: <IconLive />,
-        },
-        {
-            identifier: Scene.SavedInsights,
-            label: 'Product Analytics',
-            icon: <IconGraph />,
-            logic: insightsSidebarLogic,
-        },
-        {
-            identifier: Scene.Replay,
-            label: 'Session Replay',
-            icon: <IconRewindPlay />,
-        },
-        {
-            identifier: Scene.FeatureFlags,
-            label: 'Feature Flags',
-            icon: <IconToggle />,
-            logic: featureFlagsSidebarLogic,
-        },
-        {
-            identifier: Scene.Experiments,
-            label: 'A/B Testing',
-            icon: <IconTestTube />,
-            logic: experimentsSidebarLogic,
-        },
-        {
-            identifier: Scene.ToolbarLaunch,
-            label: 'Toolbar',
-            icon: <IconToolbar />,
-            logic: toolbarSidebarLogic,
-        },
-    ],
-    [
-        {
-            identifier: Scene.Apps,
-            label: 'Apps',
-            icon: <IconApps />,
-        },
-    ],
-]
-
-export const NAVBAR_ITEM_ID_TO_ITEM: Record<string, NavbarItem> = Object.fromEntries(
-    NAVBAR_ITEMS.flat().map((item) => [item.identifier, item])
-)
diff --git a/frontend/src/layout/navigation-3000/navigationLogic.ts b/frontend/src/layout/navigation-3000/navigationLogic.tsx
similarity index 66%
rename from frontend/src/layout/navigation-3000/navigationLogic.ts
rename to frontend/src/layout/navigation-3000/navigationLogic.tsx
index f57f4cc3e1e3c..7256250703d80 100644
--- a/frontend/src/layout/navigation-3000/navigationLogic.ts
+++ b/frontend/src/layout/navigation-3000/navigationLogic.tsx
@@ -1,14 +1,41 @@
 import { actions, events, kea, listeners, path, props, reducers, selectors } from 'kea'
 import { subscriptions } from 'kea-subscriptions'
-import { BasicListItem, ExtendedListItem, SidebarNavbarItem } from './types'
+import { BasicListItem, ExtendedListItem, NavbarItem, SidebarNavbarItem } from './types'
 
 import type { navigation3000LogicType } from './navigationLogicType'
-import { NAVBAR_ITEM_ID_TO_ITEM } from './navbarItems'
 import { Scene } from 'scenes/sceneTypes'
 import React from 'react'
 import { captureException } from '@sentry/react'
 import { lemonToast } from '@posthog/lemon-ui'
 import { router } from 'kea-router'
+import { sceneLogic } from 'scenes/sceneLogic'
+import { featureFlagLogic } from 'lib/logic/featureFlagLogic'
+import { FEATURE_FLAGS } from 'lib/constants'
+import {
+    IconHome,
+    IconDashboard,
+    IconDatabase,
+    IconApps,
+    IconPerson,
+    IconQuestion,
+    IconPeople,
+    IconTestTube,
+    IconToggle,
+    IconRewindPlay,
+    IconGraph,
+    IconToolbar,
+    IconLive,
+} from '@posthog/icons'
+import { urls } from 'scenes/urls'
+import { annotationsSidebarLogic } from './sidebars/annotations'
+import { cohortsSidebarLogic } from './sidebars/cohorts'
+import { dashboardsSidebarLogic } from './sidebars/dashboards'
+import { dataManagementSidebarLogic } from './sidebars/dataManagement'
+import { experimentsSidebarLogic } from './sidebars/experiments'
+import { featureFlagsSidebarLogic } from './sidebars/featureFlags'
+import { insightsSidebarLogic } from './sidebars/insights'
+import { personsAndGroupsSidebarLogic } from './sidebars/personsAndGroups'
+import { toolbarSidebarLogic } from './sidebars/toolbar'
 
 /** Multi-segment item keys are joined using this separator for easy comparisons. */
 export const ITEM_KEY_PART_SEPARATOR = '::'
@@ -87,7 +114,7 @@ export const navigation3000Logic = kea<navigation3000LogicType>([
                 acknowledgeSidebarKeyboardShortcut: () => true,
             },
         ],
-        activeNavbarItemId: [
+        activeNavbarItemIdRaw: [
             Scene.Dashboards as string,
             {
                 persist: true,
@@ -241,6 +268,113 @@ export const navigation3000Logic = kea<navigation3000LogicType>([
         },
     })),
     selectors({
+        navbarItems: [
+            () => [featureFlagLogic.selectors.featureFlags],
+            (featureFlags): NavbarItem[][] => {
+                const isUsingSidebar = featureFlags[FEATURE_FLAGS.POSTHOG_3000_NAV]
+                return [
+                    [
+                        {
+                            identifier: Scene.ProjectHomepage,
+                            label: 'Project homepage',
+                            icon: <IconHome />,
+                            to: urls.projectHomepage(),
+                        },
+                        {
+                            identifier: Scene.Dashboards,
+                            label: 'Dashboards',
+                            icon: <IconDashboard />,
+                            logic: isUsingSidebar ? dashboardsSidebarLogic : undefined,
+                            to: isUsingSidebar ? undefined : urls.dashboards(),
+                        },
+                        {
+                            identifier: Scene.DataManagement,
+                            label: 'Data management',
+                            icon: <IconDatabase />,
+                            logic: isUsingSidebar ? dataManagementSidebarLogic : undefined,
+                            to: isUsingSidebar ? undefined : urls.eventDefinitions(),
+                        },
+                        {
+                            identifier: Scene.Persons,
+                            label: 'Persons and groups',
+                            icon: <IconPerson />,
+                            logic: isUsingSidebar ? personsAndGroupsSidebarLogic : undefined,
+                            to: isUsingSidebar ? undefined : urls.persons(),
+                        },
+                        {
+                            identifier: Scene.Cohorts,
+                            label: 'Cohorts',
+                            icon: <IconPeople />,
+                            logic: isUsingSidebar ? cohortsSidebarLogic : undefined,
+                            to: isUsingSidebar ? undefined : urls.cohorts(),
+                        },
+                        {
+                            identifier: Scene.Annotations,
+                            label: 'Annotations',
+                            icon: <IconQuestion />,
+                            logic: isUsingSidebar ? annotationsSidebarLogic : undefined,
+                            to: isUsingSidebar ? undefined : urls.annotations(),
+                        },
+                    ],
+                    [
+                        {
+                            identifier: Scene.Events,
+                            label: 'Events',
+                            icon: <IconLive />,
+                            to: urls.events(),
+                        },
+                        {
+                            identifier: Scene.SavedInsights,
+                            label: 'Product Analytics',
+                            icon: <IconGraph />,
+                            logic: isUsingSidebar ? insightsSidebarLogic : undefined,
+                            to: isUsingSidebar ? undefined : urls.savedInsights(),
+                        },
+                        {
+                            identifier: Scene.Replay,
+                            label: 'Session Replay',
+                            icon: <IconRewindPlay />,
+                            to: urls.replay(),
+                        },
+                        {
+                            identifier: Scene.FeatureFlags,
+                            label: 'Feature Flags',
+                            icon: <IconToggle />,
+                            logic: isUsingSidebar ? featureFlagsSidebarLogic : undefined,
+                            to: isUsingSidebar ? undefined : urls.featureFlags(),
+                        },
+                        {
+                            identifier: Scene.Experiments,
+                            label: 'A/B Testing',
+                            icon: <IconTestTube />,
+                            logic: isUsingSidebar ? experimentsSidebarLogic : undefined,
+                            to: isUsingSidebar ? undefined : urls.experiments(),
+                        },
+                        {
+                            identifier: Scene.ToolbarLaunch,
+                            label: 'Toolbar',
+                            icon: <IconToolbar />,
+                            logic: isUsingSidebar ? toolbarSidebarLogic : undefined,
+                            to: isUsingSidebar ? undefined : urls.toolbarLaunch(),
+                        },
+                    ],
+                    [
+                        {
+                            identifier: Scene.Apps,
+                            label: 'Apps',
+                            icon: <IconApps />,
+                            to: urls.projectApps(),
+                        },
+                    ],
+                ]
+            },
+        ],
+        navbarItemIdMapping: [
+            (s) => [s.navbarItems],
+            (navbarItems): Record<string, NavbarItem> => {
+                return Object.fromEntries(navbarItems.flat().map((item) => [item.identifier, item]))
+            },
+        ],
         sidebarOverslideDirection: [
             (s) => [s.sidebarOverslide],
             (sidebarOverslide): 'min' | 'max' | null => {
@@ -254,9 +388,9 @@ export const navigation3000Logic = kea<navigation3000LogicType>([
             },
         ],
         activeNavbarItem: [
-            (s) => [s.activeNavbarItemId],
-            (activeNavbarItemId): SidebarNavbarItem | null => {
-                const item = NAVBAR_ITEM_ID_TO_ITEM[activeNavbarItemId]
+            (s) => [s.activeNavbarItemId, s.navbarItemIdMapping],
+            (activeNavbarItemId, navbarItemIdMapping): SidebarNavbarItem | null => {
+                const item = activeNavbarItemId ? navbarItemIdMapping[activeNavbarItemId] : null
                 return item && 'logic' in item ? (item as SidebarNavbarItem) : null
             },
         ],
@@ -282,6 +416,19 @@ export const navigation3000Logic = kea<navigation3000LogicType>([
                         : activeListItemKey
                     : null,
         ],
+        activeNavbarItemId: [
+            (s) => [
+                s.activeNavbarItemIdRaw,
+                sceneLogic.selectors.aliasedActiveScene,
+                featureFlagLogic.selectors.featureFlags,
+            ],
+            (activeNavbarItemIdRaw, aliasedActiveScene, featureFlags): string | null => {
+                if (!featureFlags[FEATURE_FLAGS.POSTHOG_3000_NAV]) {
+                    return aliasedActiveScene
+                }
+                return activeNavbarItemIdRaw
+            },
+        ],
         newItemCategory: [
             (s) => [
                 (state) => s.activeNavbarItem(state)?.logic.findMounted()?.selectors.contents(state) || null,
diff --git a/frontend/src/layout/navigation-3000/types.ts b/frontend/src/layout/navigation-3000/types.ts
index 4630087462f2d..5cf8bb5a5f8c8 100644
--- a/frontend/src/layout/navigation-3000/types.ts
+++ b/frontend/src/layout/navigation-3000/types.ts
@@ -30,8 +30,10 @@ interface NavbarItemBase {
 }
 export interface SceneNavbarItem extends NavbarItemBase {
     to: string
+    logic?: undefined
 }
 export interface SidebarNavbarItem extends NavbarItemBase {
+    to?: undefined
     logic: LogicWrapper<SidebarLogic>
 }
 /** A navbar item either points to a sidebar (via a sidebar logic) or directly to a scene (via a URL). */
diff --git a/frontend/src/lib/colors.ts b/frontend/src/lib/colors.ts
index da73a760eace7..c378ce0e0032c 100644
--- a/frontend/src/lib/colors.ts
+++ b/frontend/src/lib/colors.ts
@@ -79,8 +79,8 @@ export function getBarColorFromStatus(status: LifecycleToggle, hover?: boolean):
 
 export function getGraphColors(isDarkModeOn: boolean): Record<string, string | null> {
     return {
-        axisLabel: isDarkModeOn ? '#ddd' : '#333',
-        axisLine: isDarkModeOn ? '#888' : '#ddd',
+        axisLabel: isDarkModeOn ? '#fff' : '#2d2d2d', // --text-3000
+        axisLine: isDarkModeOn ? '#888' : '#ddd', // --funnel-grid
         axis: isDarkModeOn ? '#aaa' : '#999',
         crosshair: isDarkModeOn ? 'rgba(255,255,255,0.2)' : 'rgba(0,0,0,0.2)',
         tooltipBackground: '#1dc9b7',
diff --git a/frontend/src/lib/components/FlaggedFeature.tsx b/frontend/src/lib/components/FlaggedFeature.tsx
index 682a50aeb0d40..ddf01d7589328 100644
--- a/frontend/src/lib/components/FlaggedFeature.tsx
+++ b/frontend/src/lib/components/FlaggedFeature.tsx
@@ -7,7 +7,7 @@ export type PostHogFeatureProps = {
     /** What specific state or variant of feature flag needs to be active. */
     match?: string | boolean
     /** Rendered when the flag state/variant matches. */
-    children: JSX.Element | ((payload: any) => JSX.Element)
+    children: React.ReactNode | ((payload: any) => React.ReactNode)
     /** Rendered when the flag state/variant doesn't match. */
     fallback?: React.ReactNode
 }
diff --git a/frontend/src/lib/constants.tsx b/frontend/src/lib/constants.tsx
index e9fe60419e359..98d4142baa108 100644
--- a/frontend/src/lib/constants.tsx
+++ b/frontend/src/lib/constants.tsx
@@ -136,6 +136,7 @@ export const FEATURE_FLAGS = {
     QUERY_RUNNING_TIME: 'query_running_time', // owner: @mariusandra
     QUERY_TIMINGS: 'query-timings', // owner: @mariusandra
     POSTHOG_3000: 'posthog-3000', // owner: @Twixes
+    POSTHOG_3000_NAV: 'posthog-3000-nav', // owner: @Twixes
     ENABLE_PROMPTS: 'enable-prompts', // owner: @lharries
     FEEDBACK_SCENE: 'feedback-scene', // owner: @lharries
     NOTEBOOKS: 'notebooks', // owner: #team-monitoring
diff --git a/frontend/src/lib/lemon-ui/LemonTable/LemonTableLoader.tsx b/frontend/src/lib/lemon-ui/LemonTable/LemonTableLoader.tsx
index 2fddd7f7b51ac..2b50878fb1e07 100644
--- a/frontend/src/lib/lemon-ui/LemonTable/LemonTableLoader.tsx
+++ b/frontend/src/lib/lemon-ui/LemonTable/LemonTableLoader.tsx
@@ -7,6 +7,7 @@ export function LemonTableLoader({
     tag = 'div',
 }: {
     loading?: boolean
+    /** @default 'div' */
     tag?: 'div' | 'th'
 }): JSX.Element {
     return (
diff --git a/frontend/src/scenes/insights/views/LineGraph/LineGraph.tsx b/frontend/src/scenes/insights/views/LineGraph/LineGraph.tsx
index d406e4951306a..7333db5adf9ec 100644
--- a/frontend/src/scenes/insights/views/LineGraph/LineGraph.tsx
+++ b/frontend/src/scenes/insights/views/LineGraph/LineGraph.tsx
@@ -373,7 +373,7 @@ export function LineGraph_({
         const seriesMax = Math.max(...datasets.flatMap((d) => d.data).filter((n) => !!n))
         const precision = seriesMax < 5 ? 1 : seriesMax < 2 ? 2 : 0
         const tickOptions: Partial<TickOptions> = {
-            color: '#2d2d2d' as Color,
+            color: colors.axisLabel as Color,
             font: {
                 family: '-apple-system, BlinkMacSystemFont, "Inter", "Segoe UI", "Roboto", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol"',
                 size: 12,

From 623485f80d5243893dc2d491839e730aecb3a24d Mon Sep 17 00:00:00 2001
From: Robbie <robbie.coomber@gmail.com>
Date: Wed, 25 Oct 2023 11:48:16 +0100
Subject: [PATCH 071/133] feat(web-analytics): Add alpha notice (#18176)

* Add alpha notice

* Hide support options if not on cloud

* Add link to github issue
---
 .../lib/components/Support/supportLogic.ts    |  2 ++
 .../src/scenes/web-analytics/WebDashboard.tsx | 35 ++++++++++++++++++-
 2 files changed, 36 insertions(+), 1 deletion(-)

diff --git a/frontend/src/lib/components/Support/supportLogic.ts b/frontend/src/lib/components/Support/supportLogic.ts
index ea9b146e7d777..4a9016acce670 100644
--- a/frontend/src/lib/components/Support/supportLogic.ts
+++ b/frontend/src/lib/components/Support/supportLogic.ts
@@ -57,6 +57,7 @@ export const TARGET_AREA_TO_NAME = {
     session_replay: 'Session Replay (Recordings)',
     toolbar: 'Toolbar & heatmaps',
     surveys: 'Surveys',
+    web_analytics: 'Web Analytics',
 }
 
 export const SUPPORT_KIND_TO_SUBJECT = {
@@ -85,6 +86,7 @@ export const URL_PATH_TO_TARGET_AREA: Record<string, SupportTicketTargetArea> =
     toolbar: 'session_replay',
     warehouse: 'data_warehouse',
     surveys: 'surveys',
+    web: 'web_analytics',
 }
 
 export function getURLPathToTargetArea(pathname: string): SupportTicketTargetArea | null {
diff --git a/frontend/src/scenes/web-analytics/WebDashboard.tsx b/frontend/src/scenes/web-analytics/WebDashboard.tsx
index fb0c247e79e55..1d07f69b5d61e 100644
--- a/frontend/src/scenes/web-analytics/WebDashboard.tsx
+++ b/frontend/src/scenes/web-analytics/WebDashboard.tsx
@@ -9,6 +9,10 @@ import { QueryContext, QueryContextColumnComponent, QueryContextColumnTitleCompo
 import { useCallback } from 'react'
 import { UnexpectedNeverError } from 'lib/utils'
 import { DateFilter } from 'lib/components/DateFilter/DateFilter'
+import { LemonBanner } from 'lib/lemon-ui/LemonBanner'
+import { supportLogic } from 'lib/components/Support/supportLogic'
+import { IconBugReport, IconFeedback, IconGithub } from 'lib/lemon-ui/icons'
+import { preflightLogic } from 'scenes/PreflightCheck/preflightLogic'
 
 const PercentageCell: QueryContextColumnComponent = ({ value }) => {
     if (typeof value === 'number') {
@@ -209,9 +213,38 @@ const Tiles = (): JSX.Element => {
     )
 }
 
+export const Notice = (): JSX.Element => {
+    const { openSupportForm } = useActions(supportLogic)
+    const { preflight } = useValues(preflightLogic)
+
+    const showSupportOptions = preflight?.cloud
+
+    return (
+        <LemonBanner type={'info'}>
+            <p>PostHog Web Analytics is in closed Alpha. Thanks for taking part! We'd love to hear what you think.</p>
+            {showSupportOptions ? (
+                <p>
+                    <a onClick={() => openSupportForm('bug')}>
+                        <IconBugReport /> Report a bug
+                    </a>{' '}
+                    -{' '}
+                    <a onClick={() => openSupportForm('feedback')}>
+                        <IconFeedback /> Give feedback
+                    </a>{' '}
+                    -{' '}
+                    <a href={'https://github.com/PostHog/posthog/issues/18177'}>
+                        <IconGithub /> View GitHub issue
+                    </a>
+                </p>
+            ) : null}
+        </LemonBanner>
+    )
+}
+
 export const WebAnalyticsDashboard = (): JSX.Element => {
     return (
-        <div className="w-full flex flex-col">
+        <div className="w-full flex flex-col pt-2">
+            <Notice />
             <Filters />
             <Tiles />
         </div>

From 46c0750c76e5c7c5c418b1b186f8714000afbece Mon Sep 17 00:00:00 2001
From: Robbie <robbie.coomber@gmail.com>
Date: Wed, 25 Oct 2023 12:53:24 +0100
Subject: [PATCH 072/133] feat(web-analytics): Hide incomplete insights
 (#18178)

Hide incomplete insights
---
 .../scenes/web-analytics/webAnalyticsLogic.ts | 123 +++++++++---------
 1 file changed, 58 insertions(+), 65 deletions(-)

diff --git a/frontend/src/scenes/web-analytics/webAnalyticsLogic.ts b/frontend/src/scenes/web-analytics/webAnalyticsLogic.ts
index 613b919f1483f..04c7bf786508b 100644
--- a/frontend/src/scenes/web-analytics/webAnalyticsLogic.ts
+++ b/frontend/src/scenes/web-analytics/webAnalyticsLogic.ts
@@ -2,14 +2,7 @@ import { actions, connect, kea, listeners, path, reducers, selectors, sharedList
 
 import type { webAnalyticsLogicType } from './webAnalyticsLogicType'
 import { NodeKind, QuerySchema, WebAnalyticsPropertyFilters, WebStatsBreakdown } from '~/queries/schema'
-import {
-    BaseMathType,
-    ChartDisplayType,
-    EventPropertyFilter,
-    HogQLPropertyFilter,
-    PropertyFilterType,
-    PropertyOperator,
-} from '~/types'
+import { EventPropertyFilter, HogQLPropertyFilter, PropertyFilterType, PropertyOperator } from '~/types'
 import { isNotNil } from 'lib/utils'
 
 interface Layout {
@@ -363,63 +356,63 @@ export const webAnalyticsLogic = kea<webAnalyticsLogicType>([
                             },
                         ],
                     },
-                    {
-                        title: 'Unique users',
-                        layout: {
-                            colSpan: 6,
-                        },
-                        query: {
-                            kind: NodeKind.InsightVizNode,
-                            source: {
-                                kind: NodeKind.TrendsQuery,
-                                dateRange,
-                                interval: 'day',
-                                series: [
-                                    {
-                                        event: '$pageview',
-                                        kind: NodeKind.EventsNode,
-                                        math: BaseMathType.UniqueUsers,
-                                        name: '$pageview',
-                                    },
-                                ],
-                                trendsFilter: {
-                                    compare: true,
-                                    display: ChartDisplayType.ActionsLineGraph,
-                                },
-                                filterTestAccounts: true,
-                                properties: webAnalyticsFilters,
-                            },
-                        },
-                    },
-                    {
-                        title: 'World Map (Unique Users)',
-                        layout: {
-                            colSpan: 6,
-                        },
-                        query: {
-                            kind: NodeKind.InsightVizNode,
-                            source: {
-                                kind: NodeKind.TrendsQuery,
-                                breakdown: {
-                                    breakdown: '$geoip_country_code',
-                                    breakdown_type: 'person',
-                                },
-                                dateRange,
-                                series: [
-                                    {
-                                        event: '$pageview',
-                                        kind: NodeKind.EventsNode,
-                                        math: BaseMathType.UniqueUsers,
-                                    },
-                                ],
-                                trendsFilter: {
-                                    display: ChartDisplayType.WorldMap,
-                                },
-                                filterTestAccounts: true,
-                                properties: webAnalyticsFilters,
-                            },
-                        },
-                    },
+                    // {
+                    //     title: 'Unique visitors',
+                    //     layout: {
+                    //         colSpan: 6,
+                    //     },
+                    //     query: {
+                    //         kind: NodeKind.InsightVizNode,
+                    //         source: {
+                    //             kind: NodeKind.TrendsQuery,
+                    //             dateRange,
+                    //             interval: 'day',
+                    //             series: [
+                    //                 {
+                    //                     event: '$pageview',
+                    //                     kind: NodeKind.EventsNode,
+                    //                     math: BaseMathType.UniqueUsers,
+                    //                     name: '$pageview',
+                    //                 },
+                    //             ],
+                    //             trendsFilter: {
+                    //                 compare: true,
+                    //                 display: ChartDisplayType.ActionsLineGraph,
+                    //             },
+                    //             filterTestAccounts: true,
+                    //             properties: webAnalyticsFilters,
+                    //         },
+                    //     },
+                    // },
+                    // {
+                    //     title: 'World Map (Unique Users)',
+                    //     layout: {
+                    //         colSpan: 6,
+                    //     },
+                    //     query: {
+                    //         kind: NodeKind.InsightVizNode,
+                    //         source: {
+                    //             kind: NodeKind.TrendsQuery,
+                    //             breakdown: {
+                    //                 breakdown: '$geoip_country_code',
+                    //                 breakdown_type: 'person',
+                    //             },
+                    //             dateRange,
+                    //             series: [
+                    //                 {
+                    //                     event: '$pageview',
+                    //                     kind: NodeKind.EventsNode,
+                    //                     math: BaseMathType.UniqueUsers,
+                    //                 },
+                    //             ],
+                    //             trendsFilter: {
+                    //                 display: ChartDisplayType.WorldMap,
+                    //             },
+                    //             filterTestAccounts: true,
+                    //             properties: webAnalyticsFilters,
+                    //         },
+                    //     },
+                    // },
                 ]
             },
         ],

From 29382cbd29a3ad2e5d585d7ac8354f77c5fb4904 Mon Sep 17 00:00:00 2001
From: Ben White <ben@posthog.com>
Date: Wed, 25 Oct 2023 15:00:44 +0200
Subject: [PATCH 073/133] feat: Added Canvas mode and node-children (#18129)

---
 ...nes-app-notebooks--recordings-playlist.png | Bin 84062 -> 84057 bytes
 frontend/src/lib/constants.tsx                |   1 +
 .../queries/nodes/DataTable/renderColumn.tsx  |  44 ++--
 frontend/src/scenes/appScenes.ts              |   1 +
 .../scenes/notebooks/Nodes/NodeWrapper.scss   |  24 +--
 .../scenes/notebooks/Nodes/NodeWrapper.tsx    | 204 ++++++++++--------
 .../notebooks/Nodes/NotebookNodePerson.tsx    |   9 +-
 .../notebooks/Nodes/NotebookNodePlaylist.tsx  |  15 +-
 .../notebooks/Nodes/NotebookNodeRecording.tsx |   2 +-
 .../notebooks/Nodes/notebookNodeLogic.ts      |  97 ++++++---
 .../src/scenes/notebooks/Notebook/Editor.tsx  |   4 +-
 .../scenes/notebooks/Notebook/Notebook.scss   |  70 ++++--
 .../scenes/notebooks/Notebook/Notebook.tsx    |  54 +++--
 ...bookSidebar.tsx => NotebookColumnLeft.tsx} |  19 +-
 .../Notebook/NotebookColumnRight.tsx          |  50 +++++
 .../notebooks/Notebook/NotebookPopover.scss   |   2 +-
 .../notebooks/Notebook/NotebookPopover.tsx    |   4 +-
 .../notebooks/Notebook/notebookLogic.ts       | 110 +++++++---
 .../src/scenes/notebooks/Notebook/utils.ts    |   4 +-
 .../scenes/notebooks/NotebookCanvasScene.tsx  |  54 +++++
 .../notebooks/NotebookSidebarPlaceholder.tsx  |  25 ---
 frontend/src/scenes/persons/PersonDisplay.tsx |  59 +++--
 .../src/scenes/persons/PersonFeedCanvas.tsx   |  52 +++++
 frontend/src/scenes/sceneTypes.ts             |   1 +
 frontend/src/scenes/scenes.ts                 |   6 +
 .../player/SessionRecordingPlayer.tsx         |   9 +-
 frontend/src/scenes/urls.ts                   |   1 +
 frontend/src/styles/vars.scss                 |   3 +-
 28 files changed, 646 insertions(+), 278 deletions(-)
 rename frontend/src/scenes/notebooks/Notebook/{NotebookSidebar.tsx => NotebookColumnLeft.tsx} (70%)
 create mode 100644 frontend/src/scenes/notebooks/Notebook/NotebookColumnRight.tsx
 create mode 100644 frontend/src/scenes/notebooks/NotebookCanvasScene.tsx
 delete mode 100644 frontend/src/scenes/notebooks/NotebookSidebarPlaceholder.tsx
 create mode 100644 frontend/src/scenes/persons/PersonFeedCanvas.tsx

diff --git a/frontend/__snapshots__/scenes-app-notebooks--recordings-playlist.png b/frontend/__snapshots__/scenes-app-notebooks--recordings-playlist.png
index fc45aca0387a32d8a478460c6992a26bf91b669b..44e5a61e789a25d3d0eedceb7303b89374a9e0e4 100644
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diff --git a/frontend/src/lib/constants.tsx b/frontend/src/lib/constants.tsx
index 98d4142baa108..4e49a48dbbb7c 100644
--- a/frontend/src/lib/constants.tsx
+++ b/frontend/src/lib/constants.tsx
@@ -165,6 +165,7 @@ export const FEATURE_FLAGS = {
     SURVEYS_PAYGATES: 'surveys-paygates',
     CONSOLE_RECORDING_SEARCH: 'console-recording-search', // owner: #team-monitoring
     PERSONS_HOGQL_QUERY: 'persons-hogql-query', // owner: @mariusandra
+    NOTEBOOK_CANVASES: 'notebook-canvases', // owner: #team-monitoring
     SESSION_RECORDING_SAMPLING: 'session-recording-sampling', // owner: #team-monitoring
 } as const
 export type FeatureFlagKey = (typeof FEATURE_FLAGS)[keyof typeof FEATURE_FLAGS]
diff --git a/frontend/src/queries/nodes/DataTable/renderColumn.tsx b/frontend/src/queries/nodes/DataTable/renderColumn.tsx
index e24f9ce1cef80..7333f6f42fcca 100644
--- a/frontend/src/queries/nodes/DataTable/renderColumn.tsx
+++ b/frontend/src/queries/nodes/DataTable/renderColumn.tsx
@@ -5,7 +5,7 @@ import { Link } from 'lib/lemon-ui/Link'
 import { TZLabel } from 'lib/components/TZLabel'
 import { Property } from 'lib/components/Property'
 import { urls } from 'scenes/urls'
-import { PersonDisplay } from 'scenes/persons/PersonDisplay'
+import { PersonDisplay, PersonDisplayProps } from 'scenes/persons/PersonDisplay'
 import { DataTableNode, EventsQueryPersonColumn, HasPropertiesNode } from '~/queries/schema'
 import { QueryContext } from '~/queries/types'
 
@@ -204,27 +204,29 @@ export function renderColumn(
             )
         }
         return <Property value={eventRecord.person?.properties?.[propertyKey]} />
-    } else if (key === 'person' && isEventsQuery(query.source)) {
-        const personRecord = value as EventsQueryPersonColumn
-        return personRecord.distinct_id ? (
-            <PersonDisplay withIcon person={personRecord} />
-        ) : (
-            <PersonDisplay noLink withIcon person={value} />
-        )
-    } else if (key === 'person' && isPersonsNode(query.source)) {
+    } else if (key === 'person') {
         const personRecord = record as PersonType
-        return (
-            <Link to={urls.personByDistinctId(personRecord.distinct_ids[0])}>
-                <PersonDisplay noLink withIcon person={personRecord} noPopover />
-            </Link>
-        )
-    } else if (key === 'person' && isPersonsQuery(query.source)) {
-        const personRecord = value as PersonType
-        return (
-            <Link to={urls.personByUUID(personRecord.id ?? '-')}>
-                <PersonDisplay noLink withIcon person={personRecord} noPopover />
-            </Link>
-        )
+
+        const displayProps: PersonDisplayProps = {
+            withIcon: true,
+            person: record as PersonType,
+            noPopover: true,
+        }
+
+        if (isEventsQuery(query.source)) {
+            displayProps.person = value.distinct_id ? (value as EventsQueryPersonColumn) : value
+            displayProps.noPopover = false // If we are in an events list, the popover experience is better
+        }
+
+        if (isPersonsNode(query.source) && personRecord.distinct_ids) {
+            displayProps.href = urls.personByDistinctId(personRecord.distinct_ids[0])
+        }
+
+        if (isPersonsQuery(query.source)) {
+            displayProps.href = urls.personByUUID(personRecord.id ?? '-')
+        }
+
+        return <PersonDisplay {...displayProps} />
     } else if (key === 'person.$delete' && (isPersonsNode(query.source) || isPersonsQuery(query.source))) {
         const personRecord = record as PersonType
         return <DeletePersonButton person={personRecord} />
diff --git a/frontend/src/scenes/appScenes.ts b/frontend/src/scenes/appScenes.ts
index 93c78f7a96e69..494f7668f4bfe 100644
--- a/frontend/src/scenes/appScenes.ts
+++ b/frontend/src/scenes/appScenes.ts
@@ -79,6 +79,7 @@ export const appScenes: Record<Scene, () => any> = {
     [Scene.Feedback]: () => import('./feedback/Feedback'),
     [Scene.Notebooks]: () => import('./notebooks/NotebooksScene'),
     [Scene.Notebook]: () => import('./notebooks/NotebookScene'),
+    [Scene.Canvas]: () => import('./notebooks/NotebookCanvasScene'),
     [Scene.Products]: () => import('./products/Products'),
     [Scene.Onboarding]: () => import('./onboarding/Onboarding'),
 }
diff --git a/frontend/src/scenes/notebooks/Nodes/NodeWrapper.scss b/frontend/src/scenes/notebooks/Nodes/NodeWrapper.scss
index 58572fec9bd99..8a96021abd209 100644
--- a/frontend/src/scenes/notebooks/Nodes/NodeWrapper.scss
+++ b/frontend/src/scenes/notebooks/Nodes/NodeWrapper.scss
@@ -4,7 +4,6 @@
     --border-color: var(--border);
 
     transform: translate3d(0, 0, 0);
-    margin: 0.65rem 0px 0.35rem 0px;
 
     .NotebookNode__box {
         transform: translate3d(0, 0, 0);
@@ -12,6 +11,7 @@
         border-radius: var(--radius);
         background-color: var(--bg-light);
         transition: border 150ms linear, margin-bottom 150ms linear;
+        overflow: hidden;
 
         .NotebookNode__meta {
             display: flex;
@@ -33,24 +33,24 @@
         }
     }
 
-    .NotebookNode__actions {
+    .NotebookNode__gap {
         display: flex;
         gap: 0.25rem;
         overflow: hidden;
-
         transition: all 150ms linear 1000ms;
         opacity: 0;
-        height: 0;
-        margin-top: 0;
+        height: 1rem;
+        align-items: center;
     }
 
-    &:hover,
-    &--selected {
-        .NotebookNode__actions {
-            opacity: 1;
-            height: 2rem;
-            margin-top: 0.5rem;
-            transition: all 150ms linear;
+    &--has-actions {
+        &:hover,
+        &--selected {
+            .NotebookNode__gap {
+                opacity: 1;
+                height: 2.5rem;
+                transition: all 150ms linear;
+            }
         }
     }
 
diff --git a/frontend/src/scenes/notebooks/Nodes/NodeWrapper.tsx b/frontend/src/scenes/notebooks/Nodes/NodeWrapper.tsx
index da6c679877f03..fea1b437f3d21 100644
--- a/frontend/src/scenes/notebooks/Nodes/NodeWrapper.tsx
+++ b/frontend/src/scenes/notebooks/Nodes/NodeWrapper.tsx
@@ -8,7 +8,7 @@ import {
     NodeViewProps,
     getExtensionField,
 } from '@tiptap/react'
-import { memo, useCallback, useRef } from 'react'
+import { memo, useCallback, useEffect, useRef } from 'react'
 import clsx from 'clsx'
 import {
     IconClose,
@@ -22,10 +22,10 @@ import {
 import { LemonButton } from '@posthog/lemon-ui'
 import './NodeWrapper.scss'
 import { LemonSkeleton } from 'lib/lemon-ui/LemonSkeleton'
-import { BindLogic, useActions, useMountedLogic, useValues } from 'kea'
+import { BindLogic, BuiltLogic, useActions, useMountedLogic, useValues } from 'kea'
 import { notebookLogic } from '../Notebook/notebookLogic'
 import { useInView } from 'react-intersection-observer'
-import { NotebookNodeType } from '~/types'
+import { NotebookNodeResource } from '~/types'
 import { ErrorBoundary } from '~/layout/ErrorBoundary'
 import { NotebookNodeContext, NotebookNodeLogicProps, notebookNodeLogic } from './notebookNodeLogic'
 import { posthogNodePasteRule, useSyncedAttributes } from './utils'
@@ -37,45 +37,38 @@ import {
 } from '../Notebook/utils'
 import { useWhyDidIRender } from 'lib/hooks/useWhyDidIRender'
 import { NotebookNodeTitle } from './components/NotebookNodeTitle'
+import { notebookNodeLogicType } from './notebookNodeLogicType'
+
+// TODO: fix the typing of string to NotebookNodeType
+const KNOWN_NODES: Record<string, CreatePostHogWidgetNodeOptions<any>> = {}
+
+type NodeWrapperProps<T extends CustomNotebookNodeAttributes> = Omit<NotebookNodeLogicProps, 'notebookLogic'> &
+    NotebookNodeProps<T> & {
+        Component: (props: NotebookNodeProps<T>) => JSX.Element | null
+
+        // View only props
+        href?: string | ((attributes: NotebookNodeAttributes<T>) => string | undefined)
+        expandable?: boolean
+        selected?: boolean
+        heightEstimate?: number | string
+        minHeight?: number | string
+        /** If true the metadata area will only show when hovered if in editing mode */
+        autoHideMetadata?: boolean
+        /** Expand the node if the component is clicked */
+        expandOnClick?: boolean
+    }
 
-export interface NodeWrapperProps<T extends CustomNotebookNodeAttributes> {
-    nodeType: NotebookNodeType
-    Component: (props: NotebookNodeProps<T>) => JSX.Element | null
-
-    // Meta properties - these should never be too advanced - more advanced should be done via updateAttributes in the component
-    titlePlaceholder: string
-    href?: string | ((attributes: NotebookNodeAttributes<T>) => string | undefined)
-
-    // Sizing
-    expandable?: boolean
-    startExpanded?: boolean
-    resizeable?: boolean | ((attributes: CustomNotebookNodeAttributes) => boolean)
-    heightEstimate?: number | string
-    minHeight?: number | string
-    /** If true the metadata area will only show when hovered if in editing mode */
-    autoHideMetadata?: boolean
-    /** Expand the node if the component is clicked */
-    expandOnClick?: boolean
-    settings?: NotebookNodeSettings
-}
-
-function NodeWrapper<T extends CustomNotebookNodeAttributes>(
-    props: NodeWrapperProps<T> & NotebookNodeProps<T> & Omit<NodeViewProps, 'attributes' | 'updateAttributes'>
-): JSX.Element {
+function NodeWrapper<T extends CustomNotebookNodeAttributes>(props: NodeWrapperProps<T>): JSX.Element {
     const {
-        titlePlaceholder,
         nodeType,
         Component,
         selected,
         href,
         heightEstimate = '4rem',
-        resizeable: resizeableOrGenerator = true,
-        startExpanded = false,
         expandable = true,
         expandOnClick = true,
         autoHideMetadata = false,
         minHeight,
-        node,
         getPos,
         attributes,
         updateAttributes,
@@ -85,27 +78,23 @@ function NodeWrapper<T extends CustomNotebookNodeAttributes>(
     useWhyDidIRender('NodeWrapper.props', props)
 
     const mountedNotebookLogic = useMountedLogic(notebookLogic)
-    const { isEditable, editingNodeId } = useValues(notebookLogic)
-    const { setTextSelection } = useActions(notebookLogic)
+    const { isEditable, editingNodeId } = useValues(mountedNotebookLogic)
+    const { unregisterNodeLogic } = useActions(notebookLogic)
 
-    // nodeId can start null, but should then immediately be generated
-    const nodeId = attributes.nodeId
-    const nodeLogicProps: NotebookNodeLogicProps = {
-        node,
-        nodeType,
-        attributes,
-        updateAttributes,
-        nodeId,
+    const logicProps: NotebookNodeLogicProps = {
+        ...props,
         notebookLogic: mountedNotebookLogic,
-        getPos,
-        resizeable: resizeableOrGenerator,
-        settings,
-        startExpanded,
-        titlePlaceholder,
     }
-    const nodeLogic = useMountedLogic(notebookNodeLogic(nodeLogicProps))
-    const { resizeable, expanded, actions } = useValues(nodeLogic)
-    const { setExpanded, deleteNode, toggleEditing } = useActions(nodeLogic)
+
+    // nodeId can start null, but should then immediately be generated
+    const nodeLogic = useMountedLogic(notebookNodeLogic(logicProps))
+    const { resizeable, expanded, actions, nodeId } = useValues(nodeLogic)
+    const { setExpanded, deleteNode, toggleEditing, insertOrSelectNextLine } = useActions(nodeLogic)
+
+    useEffect(() => {
+        // TRICKY: child nodes mount the parent logic so we need to control the mounting / unmounting directly in this component
+        return () => unregisterNodeLogic(nodeId)
+    }, [])
 
     useWhyDidIRender('NodeWrapper.logicProps', {
         resizeable,
@@ -142,20 +131,29 @@ function NodeWrapper<T extends CustomNotebookNodeAttributes>(
         window.addEventListener('mouseup', onResizedEnd)
     }, [resizeable, updateAttributes])
 
+    const onActionsAreaClick = (): void => {
+        // Clicking in the area of the actions without selecting a specific action likely indicates the user wants to
+        // add new content below. If we are in editing mode, we should select the next line if there is one, otherwise
+        insertOrSelectNextLine()
+        // setTextSelection(getPos() + 1)
+    }
+
     const parsedHref = typeof href === 'function' ? href(attributes) : href
 
     // Element is resizable if resizable is set to true. If expandable is set to true then is is only resizable if expanded is true
     const isResizeable = resizeable && (!expandable || expanded)
+    const isDraggable = !!(isEditable && getPos)
 
     return (
         <NotebookNodeContext.Provider value={nodeLogic}>
-            <BindLogic logic={notebookNodeLogic} props={nodeLogicProps}>
+            <BindLogic logic={notebookNodeLogic} props={logicProps}>
                 <NodeViewWrapper as="div">
                     <div
                         ref={ref}
                         className={clsx(nodeType, 'NotebookNode', {
                             'NotebookNode--selected': isEditable && selected,
                             'NotebookNode--auto-hide-metadata': autoHideMetadata,
+                            'NotebookNode--has-actions': getPos && isEditable && actions.length,
                         })}
                     >
                         <div className="NotebookNode__box">
@@ -172,7 +170,7 @@ function NodeWrapper<T extends CustomNotebookNodeAttributes>(
                                     <>
                                         <div className="NotebookNode__meta" data-drag-handle>
                                             <div className="flex items-center flex-1 overflow-hidden">
-                                                {isEditable && (
+                                                {isDraggable && (
                                                     <IconDragHandle className="cursor-move text-base shrink-0" />
                                                 )}
                                                 <NotebookNodeTitle />
@@ -229,29 +227,31 @@ function NodeWrapper<T extends CustomNotebookNodeAttributes>(
                                 )}
                             </ErrorBoundary>
                         </div>
-                        {isEditable && actions.length ? (
-                            <div
-                                className="NotebookNode__actions"
-                                // UX improvement so that the actions don't get in the way of the cursor
-                                onClick={() => setTextSelection(getPos() + 1)}
-                            >
-                                {actions.map((x, i) => (
-                                    <LemonButton
-                                        key={i}
-                                        type="secondary"
-                                        status="primary"
-                                        size="small"
-                                        icon={x.icon ?? <IconPlusMini />}
-                                        onClick={(e) => {
-                                            e.stopPropagation()
-                                            x.onClick()
-                                        }}
-                                    >
-                                        {x.text}
-                                    </LemonButton>
-                                ))}
-                            </div>
-                        ) : null}
+                        <div
+                            className="NotebookNode__gap"
+                            // UX improvement so that the actions don't get in the way of the cursor
+                            onClick={() => onActionsAreaClick()}
+                        >
+                            {getPos && isEditable && actions.length ? (
+                                <>
+                                    {actions.map((x, i) => (
+                                        <LemonButton
+                                            key={i}
+                                            type="secondary"
+                                            status="primary"
+                                            size="small"
+                                            icon={x.icon ?? <IconPlusMini />}
+                                            onClick={(e) => {
+                                                e.stopPropagation()
+                                                x.onClick()
+                                            }}
+                                        >
+                                            {x.text}
+                                        </LemonButton>
+                                    ))}
+                                </>
+                            ) : null}
+                        </div>
                     </div>
                 </NodeViewWrapper>
             </BindLogic>
@@ -259,10 +259,12 @@ function NodeWrapper<T extends CustomNotebookNodeAttributes>(
     )
 }
 
-const MemoizedNodeWrapper = memo(NodeWrapper) as typeof NodeWrapper
+export const MemoizedNodeWrapper = memo(NodeWrapper) as typeof NodeWrapper
 
-export type CreatePostHogWidgetNodeOptions<T extends CustomNotebookNodeAttributes> = NodeWrapperProps<T> & {
-    nodeType: NotebookNodeType
+export type CreatePostHogWidgetNodeOptions<T extends CustomNotebookNodeAttributes> = Omit<
+    NodeWrapperProps<T>,
+    'updateAttributes'
+> & {
     Component: (props: NotebookNodeProps<T>) => JSX.Element | null
     pasteOptions?: {
         find: string
@@ -273,13 +275,13 @@ export type CreatePostHogWidgetNodeOptions<T extends CustomNotebookNodeAttribute
     serializedText?: (attributes: NotebookNodeAttributes<T>) => string
 }
 
-export function createPostHogWidgetNode<T extends CustomNotebookNodeAttributes>({
-    Component,
-    pasteOptions,
-    attributes,
-    serializedText,
-    ...wrapperProps
-}: CreatePostHogWidgetNodeOptions<T>): Node {
+export function createPostHogWidgetNode<T extends CustomNotebookNodeAttributes>(
+    options: CreatePostHogWidgetNodeOptions<T>
+): Node {
+    const { Component, pasteOptions, attributes, serializedText, ...wrapperProps } = options
+
+    KNOWN_NODES[wrapperProps.nodeType] = options
+
     // NOTE: We use NodeViewProps here as we convert them to NotebookNodeProps
     const WrappedComponent = (props: NodeViewProps): JSX.Element => {
         useWhyDidIRender('NodeWrapper(WrappedComponent)', props)
@@ -330,6 +332,7 @@ export function createPostHogWidgetNode<T extends CustomNotebookNodeAttributes>(
                     default: null,
                 },
                 __init: { default: null },
+                children: {},
                 ...attributes,
             }
         },
@@ -363,3 +366,36 @@ export function createPostHogWidgetNode<T extends CustomNotebookNodeAttributes>(
         },
     })
 }
+
+export const NotebookNodeChildRenderer = ({
+    nodeLogic,
+    content,
+}: {
+    nodeLogic: BuiltLogic<notebookNodeLogicType>
+    content: NotebookNodeResource
+}): JSX.Element => {
+    const options = KNOWN_NODES[content.type]
+
+    // eslint-disable-next-line no-console
+    console.log(nodeLogic)
+    // TODO: Respect attr changes
+
+    // TODO: Allow deletion
+
+    return (
+        <MemoizedNodeWrapper
+            {...options}
+            // parentNodeLogic={nodeLogic}
+            Component={options.Component}
+            nodeType={content.type}
+            titlePlaceholder={options.titlePlaceholder}
+            attributes={content.attrs}
+            updateAttributes={(newAttrs) => {
+                // eslint-disable-next-line no-console
+                console.log('updated called (TODO)', newAttrs)
+            }}
+            selected={false}
+        />
+    )
+    // return
+}
diff --git a/frontend/src/scenes/notebooks/Nodes/NotebookNodePerson.tsx b/frontend/src/scenes/notebooks/Nodes/NotebookNodePerson.tsx
index 56d31294ccc07..bdc635d3282c5 100644
--- a/frontend/src/scenes/notebooks/Nodes/NotebookNodePerson.tsx
+++ b/frontend/src/scenes/notebooks/Nodes/NotebookNodePerson.tsx
@@ -103,7 +103,12 @@ const Component = ({ attributes }: NotebookNodeProps<NotebookNodePersonAttribute
 
     return (
         <div className="flex flex-col overflow-hidden">
-            <div className={clsx('p-4 flex-0 flex gap-2 justify-between ', !expanded && 'cursor-pointer')}>
+            <div
+                className={clsx(
+                    'p-4 flex-0 flex gap-2 justify-between min-h-20 items-center',
+                    !expanded && 'cursor-pointer'
+                )}
+            >
                 {personLoading ? (
                     <LemonSkeleton className="h-6" />
                 ) : (
@@ -152,7 +157,7 @@ export const NotebookNodePerson = createPostHogWidgetNode<NotebookNodePersonAttr
     titlePlaceholder: 'Person',
     Component,
     heightEstimate: 300,
-    minHeight: 100,
+    minHeight: '5rem',
     href: (attrs) => urls.personByDistinctId(attrs.id),
     resizeable: true,
     attributes: {
diff --git a/frontend/src/scenes/notebooks/Nodes/NotebookNodePlaylist.tsx b/frontend/src/scenes/notebooks/Nodes/NotebookNodePlaylist.tsx
index 06f018a156c3d..20509743f3ca9 100644
--- a/frontend/src/scenes/notebooks/Nodes/NotebookNodePlaylist.tsx
+++ b/frontend/src/scenes/notebooks/Nodes/NotebookNodePlaylist.tsx
@@ -6,7 +6,7 @@ import {
     getDefaultFilters,
     sessionRecordingsPlaylistLogic,
 } from 'scenes/session-recordings/playlist/sessionRecordingsPlaylistLogic'
-import { useActions, useValues } from 'kea'
+import { BuiltLogic, useActions, useValues } from 'kea'
 import { useEffect, useMemo, useState } from 'react'
 import { fromParamsGivenUrl } from 'lib/utils'
 import { urls } from 'scenes/urls'
@@ -17,6 +17,7 @@ import { ErrorBoundary } from '@sentry/react'
 import { SessionRecordingsPlaylist } from 'scenes/session-recordings/playlist/SessionRecordingsPlaylist'
 import { sessionRecordingPlayerLogic } from 'scenes/session-recordings/player/sessionRecordingPlayerLogic'
 import { IconComment } from 'lib/lemon-ui/icons'
+import { sessionRecordingPlayerLogicType } from 'scenes/session-recordings/player/sessionRecordingPlayerLogicType'
 
 const Component = ({
     attributes,
@@ -55,6 +56,11 @@ const Component = ({
     const { activeSessionRecording } = useValues(logic)
     const { setSelectedRecordingId } = useActions(logic)
 
+    const getReplayLogic = (
+        sessionRecordingId?: string
+    ): BuiltLogic<sessionRecordingPlayerLogicType> | null | undefined =>
+        sessionRecordingId ? sessionRecordingPlayerLogic.findMounted({ playerKey, sessionRecordingId }) : null
+
     useEffect(() => {
         setActions(
             activeSessionRecording
@@ -62,10 +68,15 @@ const Component = ({
                       {
                           text: 'View replay',
                           onClick: () => {
+                              getReplayLogic(activeSessionRecording.id)?.actions.setPause()
+
                               insertAfter({
                                   type: NotebookNodeType.Recording,
                                   attrs: {
                                       id: String(activeSessionRecording.id),
+                                      __init: {
+                                          expanded: true,
+                                      },
                                   },
                               })
                           },
@@ -93,7 +104,7 @@ const Component = ({
 
                 setTimeout(() => {
                     // NOTE: This is a hack but we need a delay to give time for the player to mount
-                    sessionRecordingPlayerLogic.findMounted({ playerKey, sessionRecordingId })?.actions.seekToTime(time)
+                    getReplayLogic(sessionRecordingId)?.actions.seekToTime(time)
                 }, 100)
             },
         })
diff --git a/frontend/src/scenes/notebooks/Nodes/NotebookNodeRecording.tsx b/frontend/src/scenes/notebooks/Nodes/NotebookNodeRecording.tsx
index 245a52e07dfd5..a104932395c83 100644
--- a/frontend/src/scenes/notebooks/Nodes/NotebookNodeRecording.tsx
+++ b/frontend/src/scenes/notebooks/Nodes/NotebookNodeRecording.tsx
@@ -25,7 +25,7 @@ import { IconComment, IconPerson } from 'lib/lemon-ui/icons'
 import { NotFound } from 'lib/components/NotFound'
 
 const HEIGHT = 500
-const MIN_HEIGHT = 400
+const MIN_HEIGHT = '20rem'
 
 const Component = ({ attributes }: NotebookNodeProps<NotebookNodeRecordingAttributes>): JSX.Element => {
     const { id, noInspector } = attributes
diff --git a/frontend/src/scenes/notebooks/Nodes/notebookNodeLogic.ts b/frontend/src/scenes/notebooks/Nodes/notebookNodeLogic.ts
index 27ee45c70b083..44853bd6777bf 100644
--- a/frontend/src/scenes/notebooks/Nodes/notebookNodeLogic.ts
+++ b/frontend/src/scenes/notebooks/Nodes/notebookNodeLogic.ts
@@ -19,38 +19,30 @@ import {
     CustomNotebookNodeAttributes,
     JSONContent,
     Node,
-    NotebookNode,
     NotebookNodeAction,
     NotebookNodeAttributeProperties,
     NotebookNodeAttributes,
     NotebookNodeSettings,
 } from '../Notebook/utils'
-import { NotebookNodeType } from '~/types'
+import { NotebookNodeResource, NotebookNodeType } from '~/types'
 import posthog from 'posthog-js'
 import { NotebookNodeMessages, NotebookNodeMessagesListeners } from './messaging/notebook-node-messages'
 
 export type NotebookNodeLogicProps = {
-    node: NotebookNode
-    nodeId: string
     nodeType: NotebookNodeType
     notebookLogic: BuiltLogic<notebookLogicType>
-    getPos: () => number
-    resizeable: boolean | ((attributes: CustomNotebookNodeAttributes) => boolean)
-    settings: NotebookNodeSettings
+    getPos?: () => number
+    resizeable?: boolean | ((attributes: CustomNotebookNodeAttributes) => boolean)
+    settings?: NotebookNodeSettings
     messageListeners?: NotebookNodeMessagesListeners
-    startExpanded: boolean
+    startExpanded?: boolean
     titlePlaceholder: string
 } & NotebookNodeAttributeProperties<any>
 
-const computeResizeable = (
-    resizeable: NotebookNodeLogicProps['resizeable'],
-    attrs: NotebookNodeLogicProps['attributes']
-): boolean => (typeof resizeable === 'function' ? resizeable(attrs) : resizeable)
-
 export const notebookNodeLogic = kea<notebookNodeLogicType>([
     props({} as NotebookNodeLogicProps),
     path((key) => ['scenes', 'notebooks', 'Notebook', 'Nodes', 'notebookNodeLogic', key]),
-    key(({ nodeId }) => nodeId || 'no-node-id-set'),
+    key(({ attributes }) => attributes.nodeId || 'no-node-id-set'),
     actions({
         setExpanded: (expanded: boolean) => ({ expanded }),
         setResizeable: (resizeable: boolean) => ({ resizeable }),
@@ -62,6 +54,7 @@ export const notebookNodeLogic = kea<notebookNodeLogicType>([
             timestamp,
             sessionRecordingId,
         }),
+        insertOrSelectNextLine: true,
         setPreviousNode: (node: Node | null) => ({ node }),
         setNextNode: (node: Node | null) => ({ node }),
         deleteNode: true,
@@ -74,13 +67,13 @@ export const notebookNodeLogic = kea<notebookNodeLogicType>([
     }),
 
     connect((props: NotebookNodeLogicProps) => ({
-        actions: [props.notebookLogic, ['onUpdateEditor']],
-        values: [props.notebookLogic, ['editor']],
+        actions: [props.notebookLogic, ['onUpdateEditor', 'setTextSelection']],
+        values: [props.notebookLogic, ['editor', 'isEditable']],
     })),
 
     reducers(({ props }) => ({
         expanded: [
-            props.startExpanded,
+            props.startExpanded ?? true,
             {
                 setExpanded: (_, { expanded }) => expanded,
             },
@@ -127,11 +120,15 @@ export const notebookNodeLogic = kea<notebookNodeLogicType>([
     selectors({
         notebookLogic: [(_, p) => [p.notebookLogic], (notebookLogic) => notebookLogic],
         nodeAttributes: [(_, p) => [p.attributes], (nodeAttributes) => nodeAttributes],
-        settings: [(_, p) => [p.settings], (settings) => settings],
+        nodeId: [(_, p) => [p.attributes], (nodeAttributes): string => nodeAttributes.nodeId],
+        settings: [() => [(_, props) => props], (props): NotebookNodeSettings | null => props.settings ?? null],
+
         title: [
             (s) => [s.titlePlaceholder, s.nodeAttributes],
             (titlePlaceholder, nodeAttributes) => nodeAttributes.title || titlePlaceholder,
         ],
+        // TODO: Fix the typing of nodeAttributes
+        children: [(s) => [s.nodeAttributes], (nodeAttributes): NotebookNodeResource[] => nodeAttributes.children],
 
         sendMessage: [
             (s) => [s.messageListeners],
@@ -153,29 +150,42 @@ export const notebookNodeLogic = kea<notebookNodeLogicType>([
 
     listeners(({ actions, values, props }) => ({
         onUpdateEditor: async () => {
+            if (!props.getPos) {
+                return
+            }
             const editor = values.notebookLogic.values.editor
             if (editor) {
-                const pos = props.getPos()
-                const { previous, next } = editor.getAdjacentNodes(pos)
+                const { previous, next } = editor.getAdjacentNodes(props.getPos())
                 actions.setPreviousNode(previous)
                 actions.setNextNode(next)
             }
         },
 
         insertAfter: ({ content }) => {
+            if (!props.getPos) {
+                return
+            }
             const logic = values.notebookLogic
             logic.values.editor?.insertContentAfterNode(props.getPos(), content)
         },
 
         deleteNode: () => {
+            if (!props.getPos) {
+                // TODO: somehow make this delete from the parent
+                return
+            }
+
             const logic = values.notebookLogic
-            logic.values.editor?.deleteRange({ from: props.getPos(), to: props.getPos() + props.node.nodeSize }).run()
-            if (values.notebookLogic.values.editingNodeId === props.nodeId) {
+            logic.values.editor?.deleteRange({ from: props.getPos(), to: props.getPos() + 1 }).run()
+            if (values.notebookLogic.values.editingNodeId === values.nodeId) {
                 values.notebookLogic.actions.setEditingNodeId(null)
             }
         },
 
         selectNode: () => {
+            if (!props.getPos) {
+                return
+            }
             const editor = values.notebookLogic.values.editor
 
             if (editor) {
@@ -185,23 +195,45 @@ export const notebookNodeLogic = kea<notebookNodeLogicType>([
         },
 
         scrollIntoView: () => {
+            if (!props.getPos) {
+                return
+            }
             values.editor?.scrollToPosition(props.getPos())
         },
 
         insertAfterLastNodeOfType: ({ nodeType, content }) => {
+            if (!props.getPos) {
+                return
+            }
             const insertionPosition = props.getPos()
             values.notebookLogic.actions.insertAfterLastNodeOfType(nodeType, content, insertionPosition)
         },
 
         insertReplayCommentByTimestamp: ({ timestamp, sessionRecordingId }) => {
+            if (!props.getPos) {
+                return
+            }
             const insertionPosition = props.getPos()
             values.notebookLogic.actions.insertReplayCommentByTimestamp({
                 timestamp,
                 sessionRecordingId,
                 knownStartingPosition: insertionPosition,
-                nodeId: props.nodeId,
+                nodeId: values.nodeId,
             })
         },
+        insertOrSelectNextLine: () => {
+            if (!props.getPos || !values.isEditable) {
+                return
+            }
+
+            if (!values.nextNode || !values.nextNode.isTextblock) {
+                actions.insertAfter({
+                    type: 'paragraph',
+                })
+            } else {
+                actions.setTextSelection(props.getPos() + 1)
+            }
+        },
 
         setExpanded: ({ expanded }) => {
             if (expanded) {
@@ -217,7 +249,7 @@ export const notebookNodeLogic = kea<notebookNodeLogicType>([
         },
         toggleEditing: () => {
             props.notebookLogic.actions.setEditingNodeId(
-                props.notebookLogic.values.editingNodeId === props.nodeId ? null : props.nodeId
+                props.notebookLogic.values.editingNodeId === values.nodeId ? null : values.nodeId
             )
         },
         initializeNode: () => {
@@ -236,14 +268,19 @@ export const notebookNodeLogic = kea<notebookNodeLogicType>([
     })),
 
     afterMount(async (logic) => {
-        logic.props.notebookLogic.actions.registerNodeLogic(logic as any)
-        const resizeable = computeResizeable(logic.props.resizeable, logic.props.attributes)
-        logic.actions.setResizeable(resizeable)
-        logic.actions.initializeNode()
+        const { props, actions, values } = logic
+        props.notebookLogic.actions.registerNodeLogic(values.nodeId, logic as any)
+
+        const isResizeable =
+            typeof props.resizeable === 'function' ? props.resizeable(props.attributes) : props.resizeable ?? true
+
+        actions.setResizeable(isResizeable)
+        actions.initializeNode()
     }),
 
-    beforeUnmount((logic) => {
-        logic.props.notebookLogic.actions.unregisterNodeLogic(logic as any)
+    beforeUnmount(({ props, values }) => {
+        // Note this doesn't work as there may be other places where this is used. The NodeWrapper should be in charge of somehow unmounting this
+        props.notebookLogic.actions.unregisterNodeLogic(values.nodeId)
     }),
 ])
 
diff --git a/frontend/src/scenes/notebooks/Notebook/Editor.tsx b/frontend/src/scenes/notebooks/Notebook/Editor.tsx
index 39c6c29115958..5c43d377d1674 100644
--- a/frontend/src/scenes/notebooks/Notebook/Editor.tsx
+++ b/frontend/src/scenes/notebooks/Notebook/Editor.tsx
@@ -46,7 +46,7 @@ const PLACEHOLDER_TITLES = ['Release notes', 'Product roadmap', 'Meeting notes',
 export function Editor(): JSX.Element {
     const editorRef = useRef<TTEditor>()
 
-    const { shortId } = useValues(notebookLogic)
+    const { shortId, mode } = useValues(notebookLogic)
     const { setEditor, onEditorUpdate, onEditorSelectionUpdate } = useActions(notebookLogic)
 
     const { resetSuggestions, setPreviousNode } = useActions(insertionSuggestionsLogic)
@@ -62,7 +62,7 @@ export function Editor(): JSX.Element {
 
     const _editor = useEditor({
         extensions: [
-            CustomDocument,
+            mode === 'notebook' ? CustomDocument : ExtensionDocument,
             StarterKit.configure({
                 document: false,
                 gapcursor: false,
diff --git a/frontend/src/scenes/notebooks/Notebook/Notebook.scss b/frontend/src/scenes/notebooks/Notebook/Notebook.scss
index eba73b22bf1a3..a3b6159c07566 100644
--- a/frontend/src/scenes/notebooks/Notebook/Notebook.scss
+++ b/frontend/src/scenes/notebooks/Notebook/Notebook.scss
@@ -2,6 +2,7 @@
     flex: 1;
     display: flex;
     flex-direction: column;
+    width: 100%;
 
     .NotebookEditor {
         flex: 1;
@@ -123,47 +124,76 @@
         }
     }
 
-    .NotebookSidebar {
+    .NotebookColumn {
         position: relative;
         width: 0px;
         transition: width var(--notebook-popover-transition-properties);
 
         --notebook-sidebar-height: calc(100vh - 9rem);
 
-        .NotebookScene & {
-            --notebook-sidebar-height: calc(100vh - 11rem);
-        }
-
-        .NotebookSidebar__content {
+        .NotebookColumn__content {
             position: sticky;
             align-self: flex-start;
             top: 0px;
-            width: var(--notebook-sidebar-width);
+
             transform: translateX(-100%);
             transition: transform var(--notebook-popover-transition-properties);
+        }
 
-            .NotebookScene & {
-                // Account for sticky header
+        .NotebookScene &,
+        .NotebookPopover & {
+            --notebook-sidebar-height: calc(100vh - 11rem);
+
+            .NotebookColumn__padding {
+                // Account for fixed title
+                height: 4rem;
+            }
+        }
+
+        .NotebookScene & {
+            .NotebookColumn__content {
+                // Account for static header
                 top: 4rem;
             }
         }
 
+        &--left {
+            .NotebookColumn__content {
+                width: var(--notebook-column-left-width);
+                transform: translateX(-100%);
+            }
+        }
+
+        &--right {
+            .NotebookColumn__content {
+                width: var(--notebook-column-right-width);
+                transform: translateX(100%);
+            }
+        }
+
         &--showing {
-            width: var(--notebook-sidebar-width);
-            margin-right: 1rem;
+            &.NotebookColumn--left {
+                width: var(--notebook-column-left-width);
+                margin-right: 1rem;
+            }
 
-            .NotebookSidebar__content {
+            &.NotebookColumn--right {
+                width: var(--notebook-column-right-width);
+                margin-left: 1rem;
+            }
+
+            .NotebookColumn__content {
                 transform: translateX(0);
             }
         }
+    }
 
-        .NotebookHistory {
-            flex: 1;
-            display: flex;
-            flex-direction: column;
-            height: var(--notebook-sidebar-height);
-            overflow: hidden;
-        }
+    .NotebookHistory {
+        flex: 1;
+        display: flex;
+        flex-direction: column;
+        height: var(--notebook-sidebar-height);
+        overflow: hidden;
     }
 
     .NotebookInlineMenu {
@@ -176,7 +206,7 @@
         }
     }
 
-    .NotebookSidebar__widget {
+    .NotebookColumnLeft__widget {
         > .LemonWidget__content {
             max-height: calc(100vh - 220px);
             overflow: auto;
diff --git a/frontend/src/scenes/notebooks/Notebook/Notebook.tsx b/frontend/src/scenes/notebooks/Notebook/Notebook.tsx
index 43146b75b270f..f320808bf90c9 100644
--- a/frontend/src/scenes/notebooks/Notebook/Notebook.tsx
+++ b/frontend/src/scenes/notebooks/Notebook/Notebook.tsx
@@ -1,5 +1,5 @@
 import { useEffect } from 'react'
-import { notebookLogic } from 'scenes/notebooks/Notebook/notebookLogic'
+import { NotebookLogicProps, notebookLogic } from 'scenes/notebooks/Notebook/notebookLogic'
 import { BindLogic, useActions, useValues } from 'kea'
 import './Notebook.scss'
 
@@ -11,24 +11,39 @@ import { SCRATCHPAD_NOTEBOOK } from '~/models/notebooksModel'
 import { NotebookConflictWarning } from './NotebookConflictWarning'
 import { NotebookLoadingState } from './NotebookLoadingState'
 import { Editor } from './Editor'
-import { EditorFocusPosition } from './utils'
-import { NotebookSidebar } from './NotebookSidebar'
+import { EditorFocusPosition, JSONContent } from './utils'
+import { NotebookColumnLeft } from './NotebookColumnLeft'
 import { ErrorBoundary } from '~/layout/ErrorBoundary'
 import { NotebookHistoryWarning } from './NotebookHistory'
 import { useWhyDidIRender } from 'lib/hooks/useWhyDidIRender'
+import { NotebookColumnRight } from './NotebookColumnRight'
 
-export type NotebookProps = {
-    shortId: string
-    editable?: boolean
+export type NotebookProps = NotebookLogicProps & {
     initialAutofocus?: EditorFocusPosition
+    initialContent?: JSONContent
+    editable?: boolean
 }
 
-export function Notebook({ shortId, editable = false, initialAutofocus = 'start' }: NotebookProps): JSX.Element {
-    const logic = notebookLogic({ shortId })
-    const { notebook, notebookLoading, editor, conflictWarningVisible, isEditable } = useValues(logic)
-    const { duplicateNotebook, loadNotebook, setEditable } = useActions(logic)
+export function Notebook({
+    shortId,
+    mode,
+    editable = true,
+    initialAutofocus = 'start',
+    initialContent,
+}: NotebookProps): JSX.Element {
+    const logicProps: NotebookLogicProps = { shortId, mode }
+    const logic = notebookLogic(logicProps)
+    const { notebook, notebookLoading, editor, conflictWarningVisible, isEditable, isTemplate, notebookMissing } =
+        useValues(logic)
+    const { duplicateNotebook, loadNotebook, setEditable, setLocalContent } = useActions(logic)
     const { isExpanded } = useValues(notebookSettingsLogic)
 
+    useEffect(() => {
+        if (initialContent && mode === 'canvas') {
+            setLocalContent(initialContent)
+        }
+    }, [notebook])
+
     useWhyDidIRender('Notebook', {
         notebook,
         notebookLoading,
@@ -36,7 +51,6 @@ export function Notebook({ shortId, editable = false, initialAutofocus = 'start'
         conflictWarningVisible,
         isEditable,
         shortId,
-        editable,
         initialAutofocus,
     })
 
@@ -66,14 +80,21 @@ export function Notebook({ shortId, editable = false, initialAutofocus = 'start'
         return <NotebookConflictWarning />
     } else if (!notebook && notebookLoading) {
         return <NotebookLoadingState />
-    } else if (!notebook) {
+    } else if (notebookMissing) {
         return <NotFound object="notebook" />
     }
 
     return (
-        <BindLogic logic={notebookLogic} props={{ shortId }}>
-            <div className={clsx('Notebook', !isExpanded && 'Notebook--compact', editable && 'Notebook--editable')}>
-                {notebook.is_template && (
+        <BindLogic logic={notebookLogic} props={logicProps}>
+            <div
+                className={clsx(
+                    'Notebook',
+                    !isExpanded && 'Notebook--compact',
+                    mode && `Notebook--${mode}`,
+                    isEditable && 'Notebook--editable'
+                )}
+            >
+                {isTemplate && (
                     <LemonBanner
                         type="info"
                         className="my-4"
@@ -102,10 +123,11 @@ export function Notebook({ shortId, editable = false, initialAutofocus = 'start'
                 ) : null}
 
                 <div className="flex flex-1 justify-center">
-                    <NotebookSidebar />
+                    <NotebookColumnLeft />
                     <ErrorBoundary>
                         <Editor />
                     </ErrorBoundary>
+                    <NotebookColumnRight />
                 </div>
             </div>
         </BindLogic>
diff --git a/frontend/src/scenes/notebooks/Notebook/NotebookSidebar.tsx b/frontend/src/scenes/notebooks/Notebook/NotebookColumnLeft.tsx
similarity index 70%
rename from frontend/src/scenes/notebooks/Notebook/NotebookSidebar.tsx
rename to frontend/src/scenes/notebooks/Notebook/NotebookColumnLeft.tsx
index d321be5d743c1..d3edc6569eb6b 100644
--- a/frontend/src/scenes/notebooks/Notebook/NotebookSidebar.tsx
+++ b/frontend/src/scenes/notebooks/Notebook/NotebookColumnLeft.tsx
@@ -7,19 +7,20 @@ import { LemonButton } from '@posthog/lemon-ui'
 import { IconEyeVisible } from 'lib/lemon-ui/icons'
 import { NotebookHistory } from './NotebookHistory'
 
-export const NotebookSidebar = (): JSX.Element | null => {
-    const { editingNodeLogic, isShowingSidebar, showHistory } = useValues(notebookLogic)
+export const NotebookColumnLeft = (): JSX.Element | null => {
+    const { editingNodeLogic, isShowingLeftColumn, showHistory } = useValues(notebookLogic)
 
     return (
         <div
-            className={clsx('NotebookSidebar', {
-                'NotebookSidebar--showing': isShowingSidebar,
+            className={clsx('NotebookColumn NotebookColumn--left', {
+                'NotebookColumn--showing': isShowingLeftColumn,
             })}
         >
-            <div className="NotebookSidebar__content">
-                {isShowingSidebar ? (
+            <div className="NotebookColumn__padding" />
+            <div className="NotebookColumn__content">
+                {isShowingLeftColumn ? (
                     editingNodeLogic ? (
-                        <Widgets logic={editingNodeLogic} />
+                        <NodeSettings logic={editingNodeLogic} />
                     ) : showHistory ? (
                         <NotebookHistory />
                     ) : null
@@ -29,7 +30,7 @@ export const NotebookSidebar = (): JSX.Element | null => {
     )
 }
 
-const Widgets = ({ logic }: { logic: BuiltLogic<notebookNodeLogicType> }): JSX.Element => {
+const NodeSettings = ({ logic }: { logic: BuiltLogic<notebookNodeLogicType> }): JSX.Element => {
     const { setEditingNodeId } = useActions(notebookLogic)
     const { settings: Settings, nodeAttributes, title } = useValues(logic)
     const { updateAttributes, selectNode } = useActions(logic)
@@ -37,7 +38,7 @@ const Widgets = ({ logic }: { logic: BuiltLogic<notebookNodeLogicType> }): JSX.E
     return (
         <LemonWidget
             title={`Editing '${title}'`}
-            className="NotebookSidebar__widget"
+            className="NotebookColumn__widget"
             actions={
                 <>
                     <LemonButton icon={<IconEyeVisible />} size="small" status="primary" onClick={() => selectNode()} />
diff --git a/frontend/src/scenes/notebooks/Notebook/NotebookColumnRight.tsx b/frontend/src/scenes/notebooks/Notebook/NotebookColumnRight.tsx
new file mode 100644
index 0000000000000..6ccb797affb76
--- /dev/null
+++ b/frontend/src/scenes/notebooks/Notebook/NotebookColumnRight.tsx
@@ -0,0 +1,50 @@
+import { BuiltLogic, useValues } from 'kea'
+import clsx from 'clsx'
+import { notebookLogic } from './notebookLogic'
+import { notebookNodeLogicType } from '../Nodes/notebookNodeLogicType'
+import { NotebookNodeChildRenderer } from '../Nodes/NodeWrapper'
+import { uuid } from 'lib/utils'
+
+export const NotebookColumnRight = (): JSX.Element | null => {
+    const { isShowingLeftColumn, nodeLogicsWithChildren } = useValues(notebookLogic)
+    const isShowing = nodeLogicsWithChildren.length && !isShowingLeftColumn
+
+    return (
+        <div
+            className={clsx('NotebookColumn NotebookColumn--right', {
+                'NotebookColumn--showing': isShowing,
+            })}
+        >
+            <div className="NotebookColumn__padding" />
+            <div className="NotebookColumn__content">
+                {isShowing ? (
+                    <>
+                        {nodeLogicsWithChildren.map((x, i) => (
+                            <Widgets key={i} nodeLogic={x} />
+                        ))}
+                    </>
+                ) : null}
+            </div>
+        </div>
+    )
+}
+
+const Widgets = ({ nodeLogic }: { nodeLogic: BuiltLogic<notebookNodeLogicType> }): JSX.Element => {
+    const { children } = useValues(nodeLogic)
+
+    // TODO: IMPORTANT: The nodeId is basically now required, so we should be checking that in the logic
+    // otherwise we end up in horrible re-rendering loops
+    children.forEach((content) => {
+        if (!content.attrs.nodeId) {
+            content.attrs.nodeId = uuid()
+        }
+    })
+
+    return (
+        <>
+            {children?.map((child) => (
+                <NotebookNodeChildRenderer key={child.attrs.nodeId} nodeLogic={nodeLogic} content={child} />
+            ))}
+        </>
+    )
+}
diff --git a/frontend/src/scenes/notebooks/Notebook/NotebookPopover.scss b/frontend/src/scenes/notebooks/Notebook/NotebookPopover.scss
index db98f2d008427..b191950decce5 100644
--- a/frontend/src/scenes/notebooks/Notebook/NotebookPopover.scss
+++ b/frontend/src/scenes/notebooks/Notebook/NotebookPopover.scss
@@ -80,7 +80,7 @@
     &--with-sidebar {
         // TODO: Sync this with the sidebar width itself
         .NotebookPopover__content {
-            width: calc(50rem + var(--notebook-sidebar-width));
+            width: calc(50rem + var(--notebook-column-left-width));
         }
     }
 
diff --git a/frontend/src/scenes/notebooks/Notebook/NotebookPopover.tsx b/frontend/src/scenes/notebooks/Notebook/NotebookPopover.tsx
index 65679bd924778..f820f876cce36 100644
--- a/frontend/src/scenes/notebooks/Notebook/NotebookPopover.tsx
+++ b/frontend/src/scenes/notebooks/Notebook/NotebookPopover.tsx
@@ -111,7 +111,7 @@ export function NotebookPopoverCard(): JSX.Element | null {
 export function NotebookPopover(): JSX.Element {
     const { visibility, fullScreen, selectedNotebook, dropProperties } = useValues(notebookPopoverLogic)
     const { setVisibility, setFullScreen, setElementRef } = useActions(notebookPopoverLogic)
-    const { isShowingSidebar } = useValues(notebookLogic({ shortId: selectedNotebook }))
+    const { isShowingLeftColumn } = useValues(notebookLogic({ shortId: selectedNotebook }))
 
     const ref = useRef<HTMLDivElement>(null)
 
@@ -145,7 +145,7 @@ export function NotebookPopover(): JSX.Element {
                 'NotebookPopover',
                 `NotebookPopover--${visibility}`,
                 fullScreen && 'NotebookPopover--full-screen',
-                isShowingSidebar && 'NotebookPopover--with-sidebar'
+                isShowingLeftColumn && 'NotebookPopover--with-sidebar'
             )}
         >
             <div
diff --git a/frontend/src/scenes/notebooks/Notebook/notebookLogic.ts b/frontend/src/scenes/notebooks/Notebook/notebookLogic.ts
index 20da64681b722..c6049f51a7144 100644
--- a/frontend/src/scenes/notebooks/Notebook/notebookLogic.ts
+++ b/frontend/src/scenes/notebooks/Notebook/notebookLogic.ts
@@ -29,11 +29,15 @@ import {
     NotebookNodeReplayTimestampAttrs,
 } from 'scenes/notebooks/Nodes/NotebookNodeReplayTimestamp'
 import { NOTEBOOKS_VERSION, migrate } from './migrations/migrate'
+import { router, urlToAction } from 'kea-router'
 
 const SYNC_DELAY = 1000
 
+export type NotebookLogicMode = 'notebook' | 'canvas'
+
 export type NotebookLogicProps = {
     shortId: string
+    mode?: NotebookLogicMode
 }
 
 async function runWhenEditorIsReady(waitForEditor: () => boolean, fn: () => any): Promise<any> {
@@ -59,7 +63,7 @@ async function runWhenEditorIsReady(waitForEditor: () => boolean, fn: () => any)
 export const notebookLogic = kea<notebookLogicType>([
     props({} as NotebookLogicProps),
     path((key) => ['scenes', 'notebooks', 'Notebook', 'notebookLogic', key]),
-    key(({ shortId }) => shortId),
+    key(({ shortId, mode }) => `${shortId}-${mode}`),
     connect(() => ({
         values: [notebooksModel, ['scratchpadNotebook', 'notebookTemplates']],
         actions: [notebooksModel, ['receiveNotebookUpdate']],
@@ -79,8 +83,8 @@ export const notebookLogic = kea<notebookLogicType>([
         exportJSON: true,
         showConflictWarning: true,
         onUpdateEditor: true,
-        registerNodeLogic: (nodeLogic: BuiltLogic<notebookNodeLogicType>) => ({ nodeLogic }),
-        unregisterNodeLogic: (nodeLogic: BuiltLogic<notebookNodeLogicType>) => ({ nodeLogic }),
+        registerNodeLogic: (nodeId: string, nodeLogic: BuiltLogic<notebookNodeLogicType>) => ({ nodeId, nodeLogic }),
+        unregisterNodeLogic: (nodeId: string) => ({ nodeId }),
         setEditable: (editable: boolean) => ({ editable }),
         scrollToSelection: true,
         pasteAfterLastNode: (content: string) => ({
@@ -104,10 +108,10 @@ export const notebookLogic = kea<notebookLogicType>([
         setShowHistory: (showHistory: boolean) => ({ showHistory }),
         setTextSelection: (selection: number | EditorRange) => ({ selection }),
     }),
-    reducers({
+    reducers(({ props }) => ({
         localContent: [
             null as JSONContent | null,
-            { persist: true, prefix: NOTEBOOKS_VERSION },
+            { persist: props.mode === 'notebook', prefix: NOTEBOOKS_VERSION },
             {
                 setLocalContent: (_, { jsonContent }) => jsonContent,
                 clearLocalContent: () => null,
@@ -148,20 +152,20 @@ export const notebookLogic = kea<notebookLogicType>([
         nodeLogics: [
             {} as Record<string, BuiltLogic<notebookNodeLogicType>>,
             {
-                registerNodeLogic: (state, { nodeLogic }) => {
-                    if (nodeLogic.props.nodeId === null) {
+                registerNodeLogic: (state, { nodeId, nodeLogic }) => {
+                    if (nodeId === null) {
                         return state
                     } else {
                         return {
                             ...state,
-                            [nodeLogic.props.nodeId]: nodeLogic,
+                            [nodeId]: nodeLogic,
                         }
                     }
                 },
-                unregisterNodeLogic: (state, { nodeLogic }) => {
+                unregisterNodeLogic: (state, { nodeId }) => {
                     const newState = { ...state }
-                    if (nodeLogic.props.nodeId !== null) {
-                        delete newState[nodeLogic.props.nodeId]
+                    if (nodeId !== null) {
+                        delete newState[nodeId]
                     }
                     return newState
                 },
@@ -179,13 +183,17 @@ export const notebookLogic = kea<notebookLogicType>([
                 setShowHistory: (_, { showHistory }) => showHistory,
             },
         ],
-    }),
+    })),
     loaders(({ values, props, actions }) => ({
         notebook: [
             null as NotebookType | null,
             {
                 loadNotebook: async () => {
-                    let response: NotebookType | null
+                    let response: NotebookType | null = null
+
+                    if (values.mode !== 'notebook') {
+                        return null
+                    }
 
                     if (props.shortId === SCRATCHPAD_NOTEBOOK.short_id) {
                         response = {
@@ -250,25 +258,30 @@ export const notebookLogic = kea<notebookLogicType>([
             null as NotebookType | null,
             {
                 duplicateNotebook: async () => {
-                    if (!values.notebook) {
+                    if (!values.content) {
                         return null
                     }
 
                     // We use the local content if set otherwise the notebook content. That way it supports templates, scratchpad etc.
                     const response = await api.notebooks.create({
-                        content: values.content || values.notebook.content,
+                        content: values.content,
                         text_content: values.editor?.getText() || '',
-                        title: values.title || values.notebook.title,
+                        title: values.title,
                     })
 
                     posthog.capture(`notebook duplicated`, {
                         short_id: response.short_id,
                     })
 
-                    const source = values.notebook.short_id === 'scratchpad' ? 'Scratchpad' : 'Template'
+                    const source =
+                        values.mode === 'canvas'
+                            ? 'Canvas'
+                            : values.notebook?.short_id === 'scratchpad'
+                            ? 'Scratchpad'
+                            : 'Template'
                     lemonToast.success(`Notebook created from ${source}!`)
 
-                    if (values.notebook.short_id === 'scratchpad') {
+                    if (values.notebook?.short_id === 'scratchpad') {
                         // If duplicating the scratchpad, we assume they don't want the scratchpad content anymore
                         actions.clearLocalContent()
                     }
@@ -282,7 +295,20 @@ export const notebookLogic = kea<notebookLogicType>([
     })),
     selectors({
         shortId: [() => [(_, props) => props], (props): string => props.shortId],
-        isLocalOnly: [() => [(_, props) => props], (props): boolean => props.shortId === 'scratchpad'],
+        mode: [() => [(_, props) => props], (props): NotebookLogicMode => props.mode ?? 'notebook'],
+        isTemplate: [(s) => [s.shortId], (shortId): boolean => shortId.startsWith('template-')],
+        isLocalOnly: [
+            () => [(_, props) => props],
+            (props): boolean => {
+                return props.shortId === 'scratchpad' || props.mode === 'canvas'
+            },
+        ],
+        notebookMissing: [
+            (s) => [s.notebook, s.notebookLoading, s.mode],
+            (notebook, notebookLoading, mode): boolean => {
+                return (['notebook', 'template'].includes(mode) && !notebook && !notebookLoading) ?? false
+            },
+        ],
         content: [
             (s) => [s.notebook, s.localContent, s.previewContent],
             (notebook, localContent, previewContent): JSONContent => {
@@ -321,7 +347,7 @@ export const notebookLogic = kea<notebookLogicType>([
         editingNodeLogic: [
             (s) => [s.editingNodeId, s.nodeLogics],
             (editingNodeId, nodeLogics) =>
-                Object.values(nodeLogics).find((nodeLogic) => nodeLogic.props.nodeId === editingNodeId),
+                Object.values(nodeLogics).find((nodeLogic) => nodeLogic.values.nodeId === editingNodeId),
         ],
         findNodeLogic: [
             (s) => [s.nodeLogics],
@@ -344,13 +370,22 @@ export const notebookLogic = kea<notebookLogicType>([
         findNodeLogicById: [
             (s) => [s.nodeLogics],
             (nodeLogics) => {
-                return (id: string): notebookNodeLogicType | null => {
-                    return Object.values(nodeLogics).find((nodeLogic) => nodeLogic.props.nodeId === id) ?? null
+                return (id: string) => {
+                    return Object.values(nodeLogics).find((nodeLogic) => nodeLogic.values.nodeId === id) ?? null
                 }
             },
         ],
 
-        isShowingSidebar: [
+        nodeLogicsWithChildren: [
+            (s) => [s.nodeLogics, s.content],
+            // eslint-disable-next-line @typescript-eslint/no-unused-vars
+            (nodeLogics, _content) => {
+                // NOTE: _content is not but is needed to retrigger as it could mean the children have changed
+                return Object.values(nodeLogics).filter((nodeLogic) => nodeLogic.props.attributes?.children)
+            },
+        ],
+
+        isShowingLeftColumn: [
             (s) => [s.editingNodeId, s.showHistory],
             (editingNodeId, showHistory) => !!editingNodeId || showHistory,
         ],
@@ -368,7 +403,7 @@ export const notebookLogic = kea<notebookLogicType>([
             }
         },
     })),
-    listeners(({ values, actions, sharedListeners }) => ({
+    listeners(({ values, actions, sharedListeners, cache }) => ({
         insertAfterLastNode: async ({ content }) => {
             await runWhenEditorIsReady(
                 () => !!values.editor,
@@ -449,6 +484,19 @@ export const notebookLogic = kea<notebookLogicType>([
 
             await breakpoint(SYNC_DELAY)
 
+            if (values.mode === 'canvas') {
+                // TODO: We probably want this to be configurable
+                cache.lastState = btoa(JSON.stringify(jsonContent))
+                router.actions.replace(
+                    router.values.currentLocation.pathname,
+                    router.values.currentLocation.searchParams,
+                    {
+                        ...router.values.currentLocation.hashParams,
+                        state: cache.lastState,
+                    }
+                )
+            }
+
             posthog.capture('notebook content changed', {
                 short_id: values.notebook?.short_id,
             })
@@ -474,7 +522,7 @@ export const notebookLogic = kea<notebookLogicType>([
         },
 
         onEditorUpdate: () => {
-            if (!values.editor || !values.notebook) {
+            if (!values.editor) {
                 return
             }
             const jsonContent = values.editor.getJSON()
@@ -519,4 +567,16 @@ export const notebookLogic = kea<notebookLogicType>([
             })
         },
     })),
+
+    urlToAction(({ values, actions, cache }) => ({
+        '*': (_, _search, hashParams) => {
+            if (values.mode === 'canvas' && hashParams?.state) {
+                if (cache.lastState === hashParams.state) {
+                    return
+                }
+
+                actions.setLocalContent(JSON.parse(atob(hashParams.state)))
+            }
+        },
+    })),
 ])
diff --git a/frontend/src/scenes/notebooks/Notebook/utils.ts b/frontend/src/scenes/notebooks/Notebook/utils.ts
index 2d0427b2a2ca4..b21ff74c82db7 100644
--- a/frontend/src/scenes/notebooks/Notebook/utils.ts
+++ b/frontend/src/scenes/notebooks/Notebook/utils.ts
@@ -10,7 +10,7 @@ import {
     TextSerializer,
 } from '@tiptap/core'
 import { Node as PMNode } from '@tiptap/pm/model'
-import { NotebookNodeType } from '~/types'
+import { NotebookNodeResource, NotebookNodeType } from '~/types'
 
 export interface Node extends PMNode {}
 export interface JSONContent extends TTJSONContent {}
@@ -31,6 +31,8 @@ export type NotebookNodeAttributes<T extends CustomNotebookNodeAttributes> = T &
         expanded?: boolean
         showSettings?: boolean
     }
+    // TODO: Type this more specifically to be our supported nodes only
+    children?: NotebookNodeResource[]
 }
 
 // NOTE: Pushes users to use the parsed "attributes" instead
diff --git a/frontend/src/scenes/notebooks/NotebookCanvasScene.tsx b/frontend/src/scenes/notebooks/NotebookCanvasScene.tsx
new file mode 100644
index 0000000000000..894d00344a1b8
--- /dev/null
+++ b/frontend/src/scenes/notebooks/NotebookCanvasScene.tsx
@@ -0,0 +1,54 @@
+import { SceneExport } from 'scenes/sceneTypes'
+import { NotebookLogicProps, notebookLogic } from './Notebook/notebookLogic'
+import { Notebook } from './Notebook/Notebook'
+import './NotebookScene.scss'
+import { useMemo } from 'react'
+import { uuid } from 'lib/utils'
+import { useActions } from 'kea'
+import { LemonBanner } from '@posthog/lemon-ui'
+import { useFeatureFlag } from 'lib/hooks/useFeatureFlag'
+import { NotFound } from 'lib/components/NotFound'
+
+export const scene: SceneExport = {
+    component: NotebookCanvas,
+}
+
+export function NotebookCanvas(): JSX.Element {
+    const id = useMemo(() => uuid(), [])
+
+    const logicProps: NotebookLogicProps = {
+        shortId: `canvas-${id}`,
+        mode: 'canvas',
+    }
+
+    const { duplicateNotebook } = useActions(notebookLogic(logicProps))
+
+    const is3000 = useFeatureFlag('POSTHOG_3000')
+
+    if (!is3000) {
+        return <NotFound object="canvas" caption={<>Canvas mode requires PostHog 3000</>} />
+    }
+
+    // TODO: The absolute positioning doesn't work so well in non-3000 mode
+
+    return (
+        <div className="flex flex-col flex-1">
+            <LemonBanner
+                type="info"
+                action={{
+                    onClick: duplicateNotebook,
+                    children: 'Save as Notebook',
+                }}
+                className="mx-2 mt-2"
+            >
+                <b>This is a canvas.</b> You can change anything you like and it is persisted to the URL for easy
+                sharing.
+            </LemonBanner>
+            <div className="relative flex-1">
+                <div className="absolute inset-0 p-3 flex flex-column overflow-y-auto">
+                    <Notebook {...logicProps} />
+                </div>
+            </div>
+        </div>
+    )
+}
diff --git a/frontend/src/scenes/notebooks/NotebookSidebarPlaceholder.tsx b/frontend/src/scenes/notebooks/NotebookSidebarPlaceholder.tsx
deleted file mode 100644
index d726210f17cc4..0000000000000
--- a/frontend/src/scenes/notebooks/NotebookSidebarPlaceholder.tsx
+++ /dev/null
@@ -1,25 +0,0 @@
-import { LemonButton } from '@posthog/lemon-ui'
-import { useActions } from 'kea'
-import { notebookPopoverLogic } from './Notebook/notebookPopoverLogic'
-import { IconArrowRight } from 'lib/lemon-ui/icons'
-
-export function NotebookSidebarPlaceholder(): JSX.Element {
-    const { setVisibility } = useActions(notebookPopoverLogic)
-
-    return (
-        <div className="flex flex-col justify-center items-center h-full text-muted-alt mx-10">
-            <h2 className="text-muted-alt">
-                This Notebook is open in the sidebar <IconArrowRight />
-            </h2>
-
-            <p>
-                You can navigate around PostHog and <b>drag and drop</b> thing into it. Or you can close the sidebar and
-                it will be full screen here instead.
-            </p>
-
-            <LemonButton type="secondary" onClick={() => setVisibility('hidden')}>
-                Open it here instead
-            </LemonButton>
-        </div>
-    )
-}
diff --git a/frontend/src/scenes/persons/PersonDisplay.tsx b/frontend/src/scenes/persons/PersonDisplay.tsx
index d93766c080205..06b3e4b2158ad 100644
--- a/frontend/src/scenes/persons/PersonDisplay.tsx
+++ b/frontend/src/scenes/persons/PersonDisplay.tsx
@@ -7,6 +7,8 @@ import { PersonPreview } from './PersonPreview'
 import { useMemo, useState } from 'react'
 import { router } from 'kea-router'
 import { asDisplay, asLink } from './person-utils'
+import { useNotebookNode } from 'scenes/notebooks/Nodes/notebookNodeLogic'
+import { NotebookNodeType } from '~/types'
 
 type PersonPropType =
     | { properties?: Record<string, any>; distinct_ids?: string[]; distinct_id?: never }
@@ -15,6 +17,7 @@ type PersonPropType =
 export interface PersonDisplayProps {
     person?: PersonPropType | null
     withIcon?: boolean | ProfilePictureProps['size']
+    href?: string
     noLink?: boolean
     noEllipsis?: boolean
     noPopover?: boolean
@@ -45,11 +48,13 @@ export function PersonDisplay({
     noPopover,
     noLink,
     isCentered,
+    href = asLink(person),
 }: PersonDisplayProps): JSX.Element {
-    const href = asLink(person)
     const display = asDisplay(person)
     const [visible, setVisible] = useState(false)
 
+    const notebookNode = useNotebookNode()
+
     let content = (
         <span className={clsx('flex', 'items-center', isCentered && 'justify-center')}>
             {withIcon && <PersonIcon person={person} size={typeof withIcon === 'string' ? withIcon : 'md'} />}
@@ -67,6 +72,19 @@ export function PersonDisplay({
                               router.actions.push(href)
                           } else {
                               setVisible(true)
+
+                              if (notebookNode && person) {
+                                  notebookNode.actions.updateAttributes({
+                                      children: [
+                                          {
+                                              type: NotebookNodeType.Person,
+                                              attrs: {
+                                                  id: person.distinct_id || person.distinct_ids?.[0],
+                                              },
+                                          },
+                                      ],
+                                  })
+                              }
                           }
                       }
                     : undefined
@@ -91,25 +109,26 @@ export function PersonDisplay({
         </span>
     )
 
-    content = noPopover ? (
-        content
-    ) : (
-        <Popover
-            overlay={
-                <PersonPreview
-                    distinctId={person?.distinct_id || person?.distinct_ids?.[0]}
-                    onClose={() => setVisible(false)}
-                />
-            }
-            visible={visible}
-            onClickOutside={() => setVisible(false)}
-            placement="right"
-            fallbackPlacements={['bottom', 'top']}
-            showArrow
-        >
-            {content}
-        </Popover>
-    )
+    content =
+        noPopover || notebookNode ? (
+            content
+        ) : (
+            <Popover
+                overlay={
+                    <PersonPreview
+                        distinctId={person?.distinct_id || person?.distinct_ids?.[0]}
+                        onClose={() => setVisible(false)}
+                    />
+                }
+                visible={visible}
+                onClickOutside={() => setVisible(false)}
+                placement="right"
+                fallbackPlacements={['bottom', 'top']}
+                showArrow
+            >
+                {content}
+            </Popover>
+        )
 
     return content
 }
diff --git a/frontend/src/scenes/persons/PersonFeedCanvas.tsx b/frontend/src/scenes/persons/PersonFeedCanvas.tsx
new file mode 100644
index 0000000000000..d2de1646a62d5
--- /dev/null
+++ b/frontend/src/scenes/persons/PersonFeedCanvas.tsx
@@ -0,0 +1,52 @@
+import { PersonType } from '~/types'
+import { Notebook } from 'scenes/notebooks/Notebook/Notebook'
+import { uuid } from 'lib/utils'
+
+type PersonFeedCanvasProps = {
+    person: PersonType
+}
+
+const PersonFeedCanvas = ({ person }: PersonFeedCanvasProps): JSX.Element => {
+    const id = person.id
+
+    const personId = person.distinct_ids[0]
+
+    return (
+        <Notebook
+            editable={false}
+            shortId={`canvas-${id}`}
+            mode="canvas"
+            initialContent={{
+                type: 'doc',
+                content: [
+                    {
+                        type: 'ph-person-feed',
+                        attrs: {
+                            height: null,
+                            title: null,
+                            nodeId: '6d485066-ec99-483d-8b98-4d8a2dc9cc4b',
+                            id: personId,
+                            __init: null,
+                            children: [
+                                {
+                                    type: 'ph-person',
+                                    attrs: { id: personId, nodeId: uuid(), title: 'Info' },
+                                },
+                                {
+                                    type: 'ph-map',
+                                    attrs: { id: personId, nodeId: uuid() },
+                                },
+                                {
+                                    type: 'ph-properties',
+                                    attrs: { id: personId, nodeId: uuid() },
+                                },
+                            ],
+                        },
+                    },
+                ],
+            }}
+        />
+    )
+}
+
+export default PersonFeedCanvas
diff --git a/frontend/src/scenes/sceneTypes.ts b/frontend/src/scenes/sceneTypes.ts
index 5922d6e36bd2a..0e35998cd8887 100644
--- a/frontend/src/scenes/sceneTypes.ts
+++ b/frontend/src/scenes/sceneTypes.ts
@@ -82,6 +82,7 @@ export enum Scene {
     Feedback = 'Feedback',
     Notebooks = 'Notebooks',
     Notebook = 'Notebook',
+    Canvas = 'Canvas',
     Products = 'Products',
     Onboarding = 'Onboarding',
 }
diff --git a/frontend/src/scenes/scenes.ts b/frontend/src/scenes/scenes.ts
index 3f4964bdeffbf..d8f43290d737f 100644
--- a/frontend/src/scenes/scenes.ts
+++ b/frontend/src/scenes/scenes.ts
@@ -327,6 +327,11 @@ export const sceneConfigurations: Partial<Record<Scene, SceneConfig>> = {
         projectBased: true,
         name: 'Notebooks',
     },
+    [Scene.Canvas]: {
+        projectBased: true,
+        name: 'Canvas',
+        layout: 'app-raw',
+    },
 }
 
 const preserveParams = (url: string) => (_params: Params, searchParams: Params, hashParams: Params) => {
@@ -498,4 +503,5 @@ export const routes: Record<string, Scene> = {
     [urls.feedback() + '/*']: Scene.Feedback,
     [urls.notebook(':shortId')]: Scene.Notebook,
     [urls.notebooks()]: Scene.Notebooks,
+    [urls.canvas()]: Scene.Canvas,
 }
diff --git a/frontend/src/scenes/session-recordings/player/SessionRecordingPlayer.tsx b/frontend/src/scenes/session-recordings/player/SessionRecordingPlayer.tsx
index 3097dbe5e7119..d95fc4bdaee0a 100644
--- a/frontend/src/scenes/session-recordings/player/SessionRecordingPlayer.tsx
+++ b/frontend/src/scenes/session-recordings/player/SessionRecordingPlayer.tsx
@@ -125,7 +125,8 @@ export function SessionRecordingPlayer(props: SessionRecordingPlayerProps): JSX.
 
     const { size } = useResizeBreakpoints(
         {
-            0: 'small',
+            0: 'tiny',
+            400: 'small',
             1000: 'medium',
         },
         playerRef
@@ -148,9 +149,9 @@ export function SessionRecordingPlayer(props: SessionRecordingPlayerProps): JSX.
                 className={clsx('SessionRecordingPlayer', {
                     'SessionRecordingPlayer--fullscreen': isFullScreen,
                     'SessionRecordingPlayer--no-border': noBorder,
-                    'SessionRecordingPlayer--widescreen': !isFullScreen && size !== 'small',
+                    'SessionRecordingPlayer--widescreen': !isFullScreen && size === 'medium',
                     'SessionRecordingPlayer--inspector-focus': inspectorFocus,
-                    'SessionRecordingPlayer--inspector-hidden': noInspector,
+                    'SessionRecordingPlayer--inspector-hidden': noInspector || size === 'tiny',
                     'SessionRecordingPlayer--buffering': isBuffering,
                 })}
                 onClick={incrementClickCount}
@@ -160,7 +161,7 @@ export function SessionRecordingPlayer(props: SessionRecordingPlayerProps): JSX.
                 ) : (
                     <>
                         <div className="SessionRecordingPlayer__main">
-                            {!noMeta || isFullScreen ? <PlayerMeta /> : null}
+                            {(!noMeta || isFullScreen) && size !== 'tiny' ? <PlayerMeta /> : null}
                             <div className="SessionRecordingPlayer__body">
                                 <PlayerFrame />
                                 <PlayerFrameOverlay />
diff --git a/frontend/src/scenes/urls.ts b/frontend/src/scenes/urls.ts
index 40ac033a7576c..930aa0c14d6a1 100644
--- a/frontend/src/scenes/urls.ts
+++ b/frontend/src/scenes/urls.ts
@@ -186,4 +186,5 @@ export const urls = {
     issues: (): string => '/issues',
     notebooks: (): string => '/notebooks',
     notebook: (shortId: string): string => `/notebooks/${shortId}`,
+    canvas: (): string => `/canvas`,
 }
diff --git a/frontend/src/styles/vars.scss b/frontend/src/styles/vars.scss
index 7f18952abf6f0..45adf1ab8d342 100644
--- a/frontend/src/styles/vars.scss
+++ b/frontend/src/styles/vars.scss
@@ -323,5 +323,6 @@ $_lifecycle_dormant: $_danger;
 
     // Notebooks
     --notebook-popover-transition-properties: 150ms cubic-bezier(0, 0.5, 0.5, 1);
-    --notebook-sidebar-width: 27rem;
+    --notebook-column-left-width: 27rem;
+    --notebook-column-right-width: 20rem;
 }

From ccdc2ae9b588fabd1b2ec64ecb5cf541fc5753d5 Mon Sep 17 00:00:00 2001
From: Tom Owers <tom@posthog.com>
Date: Wed, 25 Oct 2023 14:22:45 +0100
Subject: [PATCH 074/133] feat: Adding session duration lazy join (#18132)

* Added session duration as a lazy join

* Moved the session field within events

* Moved session duration logic to the join itself

* More improvements

* Updated the extractor to not use a traverser

* Fixed unused var

* Fixed broken join func and removed unused join func

* Update query snapshots

* Resolve aliased table field properly and clean the field chain

* Update query snapshots

* Update query snapshots

* Update query snapshots

---------

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 .../__snapshots__/test_dashboard.ambr         |  18 ++
 posthog/hogql/database/database.py            |  23 --
 posthog/hogql/database/models.py              |   3 +-
 .../hogql/database/schema/event_sessions.py   | 166 ++++++++++++++
 posthog/hogql/database/schema/events.py       |   7 +
 posthog/hogql/database/schema/groups.py       |   8 +-
 .../database/schema/person_distinct_ids.py    |   8 +-
 .../hogql/database/schema/person_overrides.py |   4 +-
 posthog/hogql/database/schema/persons.py      |   6 +-
 posthog/hogql/database/schema/persons_pdi.py  |   4 +-
 .../schema/test/test_event_sessions.py        | 205 ++++++++++++++++++
 .../test/__snapshots__/test_database.ambr     |  18 ++
 posthog/hogql/printer.py                      |   3 +-
 posthog/hogql/resolver.py                     |  28 +--
 posthog/hogql/resolver_utils.py               |  47 ++++
 posthog/hogql/transforms/lazy_tables.py       |  30 +--
 posthog/warehouse/models/view_link.py         |   5 +-
 17 files changed, 501 insertions(+), 82 deletions(-)
 create mode 100644 posthog/hogql/database/schema/event_sessions.py
 create mode 100644 posthog/hogql/database/schema/test/test_event_sessions.py
 create mode 100644 posthog/hogql/resolver_utils.py

diff --git a/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr b/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr
index 33832fe5073e2..b6b14a9dfbd34 100644
--- a/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr
+++ b/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr
@@ -11232,6 +11232,24 @@
                                                           5 /* ... */) /*controller='project_dashboards-list',route='api/projects/%28%3FP%3Cparent_lookup_team_id%3E%5B%5E/.%5D%2B%29/dashboards/%3F%24'*/
   '
 ---
+# name: TestDashboard.test_retrieve_dashboard_list.33
+  '
+  SELECT "posthog_sharingconfiguration"."id",
+         "posthog_sharingconfiguration"."team_id",
+         "posthog_sharingconfiguration"."dashboard_id",
+         "posthog_sharingconfiguration"."insight_id",
+         "posthog_sharingconfiguration"."recording_id",
+         "posthog_sharingconfiguration"."created_at",
+         "posthog_sharingconfiguration"."enabled",
+         "posthog_sharingconfiguration"."access_token"
+  FROM "posthog_sharingconfiguration"
+  WHERE "posthog_sharingconfiguration"."dashboard_id" IN (1,
+                                                          2,
+                                                          3,
+                                                          4,
+                                                          5 /* ... */) /*controller='project_dashboards-list',route='api/projects/%28%3FP%3Cparent_lookup_team_id%3E%5B%5E/.%5D%2B%29/dashboards/%3F%24'*/
+  '
+---
 # name: TestDashboard.test_retrieve_dashboard_list.4
   '
   SELECT "posthog_dashboardtile"."id"
diff --git a/posthog/hogql/database/database.py b/posthog/hogql/database/database.py
index 1e5b8dd2cc390..dc898dde6924e 100644
--- a/posthog/hogql/database/database.py
+++ b/posthog/hogql/database/database.py
@@ -164,29 +164,6 @@ def create_hogql_database(team_id: int, modifiers: Optional[HogQLQueryModifiers]
     return database
 
 
-def determine_join_function(view):
-    def join_function(from_table: str, to_table: str, requested_fields: Dict[str, Any]):
-        from posthog.hogql import ast
-        from posthog.hogql.parser import parse_select
-
-        if not requested_fields:
-            raise HogQLException(f"No fields requested from {to_table}")
-
-        join_expr = ast.JoinExpr(table=parse_select(view.saved_query.query["query"]))
-        join_expr.join_type = "INNER JOIN"
-        join_expr.alias = to_table
-        join_expr.constraint = ast.JoinConstraint(
-            expr=ast.CompareOperation(
-                op=ast.CompareOperationOp.Eq,
-                left=ast.Field(chain=[from_table, view.from_join_key]),
-                right=ast.Field(chain=[to_table, view.to_join_key]),
-            )
-        )
-        return join_expr
-
-    return join_function
-
-
 class _SerializedFieldBase(TypedDict):
     key: str
     type: Literal[
diff --git a/posthog/hogql/database/models.py b/posthog/hogql/database/models.py
index 9c7fcac1e8703..91a3b436a5df0 100644
--- a/posthog/hogql/database/models.py
+++ b/posthog/hogql/database/models.py
@@ -6,6 +6,7 @@
 
 if TYPE_CHECKING:
     from posthog.hogql.context import HogQLContext
+    from posthog.hogql.ast import SelectQuery
 
 
 class FieldOrTable(BaseModel):
@@ -101,7 +102,7 @@ def get_asterisk(self):
 class LazyJoin(FieldOrTable):
     model_config = ConfigDict(extra="forbid")
 
-    join_function: Callable[[str, str, Dict[str, Any], HogQLQueryModifiers], Any]
+    join_function: Callable[[str, str, Dict[str, Any], "HogQLContext", "SelectQuery"], Any]
     join_table: Table
     from_field: str
 
diff --git a/posthog/hogql/database/schema/event_sessions.py b/posthog/hogql/database/schema/event_sessions.py
new file mode 100644
index 0000000000000..3ccb665540476
--- /dev/null
+++ b/posthog/hogql/database/schema/event_sessions.py
@@ -0,0 +1,166 @@
+from copy import deepcopy
+from typing import Any, Dict, List, Optional
+from posthog.hogql import ast
+from posthog.hogql.context import HogQLContext
+from posthog.hogql.database.models import FieldOrTable, IntegerDatabaseField, StringDatabaseField, VirtualTable
+from posthog.hogql.parser import parse_select
+from posthog.hogql.resolver_utils import get_long_table_name, lookup_field_by_name
+from posthog.hogql.visitor import CloningVisitor, TraversingVisitor
+
+
+class EventsSessionSubTable(VirtualTable):
+    fields: Dict[str, FieldOrTable] = {
+        "$session_id": StringDatabaseField(name="$session_id"),
+        "session_duration": IntegerDatabaseField(name="session_duration"),
+    }
+
+    def to_printed_clickhouse(self, context):
+        return "events"
+
+    def to_printed_hogql(self):
+        return "events"
+
+
+class GetFieldsTraverser(TraversingVisitor):
+    fields: List[ast.Field]
+
+    def __init__(self, expr: ast.Expr):
+        super().__init__()
+        self.fields = []
+        super().visit(expr)
+
+    def visit_field(self, node: ast.Field):
+        self.fields.append(node)
+
+
+class CleanTableNameFromChain(CloningVisitor):
+    def __init__(self, table_name: str, select_query_type: ast.SelectQueryType):
+        super().__init__()
+        self.table_name = table_name
+        self.select_query_type = select_query_type
+
+    def visit_field(self, node: ast.Field):
+        if len(node.chain) > 1 and str(node.chain[0]) in self.select_query_type.tables:
+            type = self.select_query_type.tables[str(node.chain[0])]
+
+            name = get_long_table_name(self.select_query_type, type)
+            if name == self.table_name:
+                node.chain.pop(0)
+
+        return super().visit_field(node)
+
+
+class WhereClauseExtractor:
+    compare_operators: List[ast.Expr]
+
+    def __init__(self, where_expression: ast.Expr, from_table_name: str, select_query_type: ast.SelectQueryType):
+        self.table_name = from_table_name
+        self.select_query_type = select_query_type
+        self.compare_operators = self.run(deepcopy(where_expression))
+
+    def _is_field_on_table(self, field: ast.Field) -> bool:
+        if len(field.chain) == 0:
+            return False
+
+        type: Optional[ast.Type] = None
+
+        # If the field contains at least two parts, the first might be a table.
+        if len(field.chain) > 1 and str(field.chain[0]) in self.select_query_type.tables:
+            type = self.select_query_type.tables[str(field.chain[0])]
+
+            name = get_long_table_name(self.select_query_type, type)
+            if name != self.table_name:
+                return False
+
+        # Field in scope
+        if not type:
+            type = lookup_field_by_name(self.select_query_type, str(field.chain[0]))
+
+        if not type:
+            return False
+
+        # Recursively resolve the rest of the chain until we can point to the deepest node.
+        loop_type = type
+        chain_to_parse = field.chain[1:]
+        while True:
+            if isinstance(loop_type, ast.FieldTraverserType):
+                chain_to_parse = loop_type.chain + chain_to_parse
+                loop_type = loop_type.table_type
+                continue
+            if len(chain_to_parse) == 0:
+                break
+            next_chain = chain_to_parse.pop(0)
+            loop_type = loop_type.get_child(str(next_chain))
+            if loop_type is None:
+                return False
+
+        return True
+
+    def run(self, expr: ast.Expr) -> List[ast.Expr]:
+        exprs_to_apply: List[ast.Expr] = []
+
+        if isinstance(expr, ast.And):
+            for expression in expr.exprs:
+                if not isinstance(expression, ast.CompareOperation):
+                    continue
+
+                fields = GetFieldsTraverser(expression).fields
+                res = [self._is_field_on_table(field) for field in fields]
+                if all(res):
+                    exprs_to_apply.append(expression)
+        elif isinstance(expr, ast.CompareOperation):
+            exprs_to_apply.extend(self.run(ast.And(exprs=[expr])))
+        elif isinstance(expr, ast.Or):
+            pass  # Ignore for now
+
+        # Clone field nodes and remove table name from field chains
+        return [
+            CleanTableNameFromChain(self.table_name, self.select_query_type).visit(
+                CloningVisitor(clear_types=True, clear_locations=True).visit(e)
+            )
+            for e in exprs_to_apply
+        ]
+
+
+def join_with_events_table_session_duration(
+    from_table: str,
+    to_table: str,
+    requested_fields: Dict[str, Any],
+    context: HogQLContext,
+    node: ast.SelectQuery,
+):
+    select_query = parse_select(
+        """
+            select "$session_id", dateDiff('second', min(timestamp), max(timestamp)) as session_duration
+            from events
+            group by "$session_id"
+        """
+    )
+
+    if isinstance(select_query, ast.SelectQuery):
+        compare_operators = (
+            WhereClauseExtractor(node.where, from_table, node.type).compare_operators
+            if node.where and node.type
+            else []
+        )
+        select_query.where = ast.And(
+            exprs=[
+                *compare_operators,
+                ast.CompareOperation(
+                    left=ast.Field(chain=["$session_id"]), op=ast.CompareOperationOp.NotEq, right=ast.Constant(value="")
+                ),
+            ]
+        )
+
+    join_expr = ast.JoinExpr(table=select_query)
+    join_expr.join_type = "INNER JOIN"
+    join_expr.alias = to_table
+    join_expr.constraint = ast.JoinConstraint(
+        expr=ast.CompareOperation(
+            op=ast.CompareOperationOp.Eq,
+            left=ast.Field(chain=[from_table, "$session_id"]),
+            right=ast.Field(chain=[to_table, "$session_id"]),
+        )
+    )
+
+    return join_expr
diff --git a/posthog/hogql/database/schema/events.py b/posthog/hogql/database/schema/events.py
index ba27ff7c5e158..06cab31fca940 100644
--- a/posthog/hogql/database/schema/events.py
+++ b/posthog/hogql/database/schema/events.py
@@ -11,6 +11,7 @@
     FieldTraverser,
     FieldOrTable,
 )
+from posthog.hogql.database.schema.event_sessions import EventsSessionSubTable, join_with_events_table_session_duration
 from posthog.hogql.database.schema.groups import GroupsTable, join_with_group_n_table
 from posthog.hogql.database.schema.person_distinct_ids import (
     PersonDistinctIdsTable,
@@ -54,6 +55,7 @@ def to_printed_hogql(self):
 
 
 class EventsTable(Table):
+
     fields: Dict[str, FieldOrTable] = {
         "uuid": StringDatabaseField(name="uuid"),
         "event": StringDatabaseField(name="event"),
@@ -97,6 +99,11 @@ class EventsTable(Table):
         "group_3": LazyJoin(from_field="$group_3", join_table=GroupsTable(), join_function=join_with_group_n_table(3)),
         "$group_4": StringDatabaseField(name="$group_4"),
         "group_4": LazyJoin(from_field="$group_4", join_table=GroupsTable(), join_function=join_with_group_n_table(4)),
+        "session": LazyJoin(
+            from_field="$session_id",
+            join_table=EventsSessionSubTable(),
+            join_function=join_with_events_table_session_duration,
+        ),
     }
 
     def to_printed_clickhouse(self, context):
diff --git a/posthog/hogql/database/schema/groups.py b/posthog/hogql/database/schema/groups.py
index 9b3fc1f28c176..251be8a11b243 100644
--- a/posthog/hogql/database/schema/groups.py
+++ b/posthog/hogql/database/schema/groups.py
@@ -1,4 +1,6 @@
 from typing import Any, Dict, List
+from posthog.hogql.ast import SelectQuery
+from posthog.hogql.context import HogQLContext
 
 from posthog.hogql.database.argmax import argmax_select
 from posthog.hogql.database.models import (
@@ -34,7 +36,11 @@ def select_from_groups_table(requested_fields: Dict[str, List[str]]):
 
 def join_with_group_n_table(group_index: int):
     def join_with_group_table(
-        from_table: str, to_table: str, requested_fields: Dict[str, Any], modifiers: HogQLQueryModifiers
+        from_table: str,
+        to_table: str,
+        requested_fields: Dict[str, Any],
+        context: HogQLContext,
+        node: SelectQuery,
     ):
         from posthog.hogql import ast
 
diff --git a/posthog/hogql/database/schema/person_distinct_ids.py b/posthog/hogql/database/schema/person_distinct_ids.py
index 3765c44673890..963f0bdd24db8 100644
--- a/posthog/hogql/database/schema/person_distinct_ids.py
+++ b/posthog/hogql/database/schema/person_distinct_ids.py
@@ -1,4 +1,6 @@
 from typing import Dict, List
+from posthog.hogql.ast import SelectQuery
+from posthog.hogql.context import HogQLContext
 
 from posthog.hogql.database.argmax import argmax_select
 from posthog.hogql.database.models import (
@@ -36,7 +38,11 @@ def select_from_person_distinct_ids_table(requested_fields: Dict[str, List[str]]
 
 
 def join_with_person_distinct_ids_table(
-    from_table: str, to_table: str, requested_fields: Dict[str, List[str]], modifiers: HogQLQueryModifiers
+    from_table: str,
+    to_table: str,
+    requested_fields: Dict[str, List[str]],
+    context: HogQLContext,
+    node: SelectQuery,
 ):
     from posthog.hogql import ast
 
diff --git a/posthog/hogql/database/schema/person_overrides.py b/posthog/hogql/database/schema/person_overrides.py
index 9e2e92656867c..1dc15126a6ebc 100644
--- a/posthog/hogql/database/schema/person_overrides.py
+++ b/posthog/hogql/database/schema/person_overrides.py
@@ -1,4 +1,6 @@
 from typing import Any, Dict, List
+from posthog.hogql.ast import SelectQuery
+from posthog.hogql.context import HogQLContext
 
 from posthog.hogql.database.argmax import argmax_select
 from posthog.hogql.database.models import (
@@ -32,7 +34,7 @@ def select_from_person_overrides_table(requested_fields: Dict[str, List[str]]):
 
 
 def join_with_person_overrides_table(
-    from_table: str, to_table: str, requested_fields: Dict[str, Any], modifiers: HogQLQueryModifiers
+    from_table: str, to_table: str, requested_fields: Dict[str, Any], context: HogQLContext, node: SelectQuery
 ):
     from posthog.hogql import ast
 
diff --git a/posthog/hogql/database/schema/persons.py b/posthog/hogql/database/schema/persons.py
index 6df5513f316cf..67a36b747d279 100644
--- a/posthog/hogql/database/schema/persons.py
+++ b/posthog/hogql/database/schema/persons.py
@@ -1,6 +1,8 @@
 from typing import Dict, List
+from posthog.hogql.ast import SelectQuery
 
 from posthog.hogql.constants import HogQLQuerySettings
+from posthog.hogql.context import HogQLContext
 from posthog.hogql.database.argmax import argmax_select
 from posthog.hogql.database.models import (
     Table,
@@ -81,13 +83,13 @@ def select_from_persons_table(requested_fields: Dict[str, List[str]], modifiers:
 
 
 def join_with_persons_table(
-    from_table: str, to_table: str, requested_fields: Dict[str, List[str]], modifiers: HogQLQueryModifiers
+    from_table: str, to_table: str, requested_fields: Dict[str, List[str]], context: HogQLContext, node: SelectQuery
 ):
     from posthog.hogql import ast
 
     if not requested_fields:
         raise HogQLException("No fields requested from persons table")
-    join_expr = ast.JoinExpr(table=select_from_persons_table(requested_fields, modifiers))
+    join_expr = ast.JoinExpr(table=select_from_persons_table(requested_fields, context.modifiers))
     join_expr.join_type = "INNER JOIN"
     join_expr.alias = to_table
     join_expr.constraint = ast.JoinConstraint(
diff --git a/posthog/hogql/database/schema/persons_pdi.py b/posthog/hogql/database/schema/persons_pdi.py
index 8f83234b6bed3..33d21d4efed04 100644
--- a/posthog/hogql/database/schema/persons_pdi.py
+++ b/posthog/hogql/database/schema/persons_pdi.py
@@ -1,4 +1,6 @@
 from typing import Dict, List
+from posthog.hogql.ast import SelectQuery
+from posthog.hogql.context import HogQLContext
 
 from posthog.hogql.database.argmax import argmax_select
 from posthog.hogql.database.models import (
@@ -29,7 +31,7 @@ def persons_pdi_select(requested_fields: Dict[str, List[str]]):
 # :NOTE: We already have person_distinct_ids.py, which most tables link to. This persons_pdi.py is a hack to
 # make "select persons.pdi.distinct_id from persons" work while avoiding circular imports. Don't use directly.
 def persons_pdi_join(
-    from_table: str, to_table: str, requested_fields: Dict[str, List[str]], modifiers: HogQLQueryModifiers
+    from_table: str, to_table: str, requested_fields: Dict[str, List[str]], context: HogQLContext, node: SelectQuery
 ):
     from posthog.hogql import ast
 
diff --git a/posthog/hogql/database/schema/test/test_event_sessions.py b/posthog/hogql/database/schema/test/test_event_sessions.py
new file mode 100644
index 0000000000000..34cb2c2bbba6c
--- /dev/null
+++ b/posthog/hogql/database/schema/test/test_event_sessions.py
@@ -0,0 +1,205 @@
+from typing import List, cast
+from posthog.hogql import ast
+from posthog.hogql.context import HogQLContext
+from posthog.hogql.database.database import create_hogql_database
+from posthog.hogql.database.schema.event_sessions import CleanTableNameFromChain, WhereClauseExtractor
+from posthog.hogql.parser import parse_expr, parse_select
+from posthog.hogql.resolver import resolve_types
+from posthog.hogql.visitor import clone_expr
+from posthog.test.base import BaseTest
+
+
+class TestWhereClauseExtractor(BaseTest):
+    def setUp(self):
+        self.database = create_hogql_database(self.team.pk)
+        self.context = HogQLContext(database=self.database, team_id=self.team.pk)
+
+    def _select(self, query: str) -> ast.SelectQuery:
+        select_query = cast(ast.SelectQuery, clone_expr(parse_select(query), clear_locations=True))
+        return cast(ast.SelectQuery, resolve_types(select_query, self.context))
+
+    def _compare_operators(self, query: ast.SelectQuery, table_name: str) -> List[ast.Expr]:
+        assert query.where is not None and query.type is not None
+        return WhereClauseExtractor(query.where, table_name, query.type).compare_operators
+
+    def test_with_simple_equality_clause(self):
+        query = self._select(
+            """
+                SELECT event
+                FROM events
+                WHERE event = '$pageview'
+            """
+        )
+
+        compare_operators = self._compare_operators(query, "events")
+
+        assert len(compare_operators) == 1
+        assert compare_operators[0] == ast.CompareOperation(
+            left=ast.Field(chain=["event"]), op=ast.CompareOperationOp.Eq, right=ast.Constant(value="$pageview")
+        )
+
+    def test_with_timestamps(self):
+        query = self._select(
+            """
+                SELECT event
+                FROM events
+                WHERE timestamp > '2023-01-01'
+            """
+        )
+
+        compare_operators = self._compare_operators(query, "events")
+
+        assert len(compare_operators) == 1
+        assert compare_operators[0] == ast.CompareOperation(
+            left=ast.Field(chain=["timestamp"]), op=ast.CompareOperationOp.Gt, right=ast.Constant(value="2023-01-01")
+        )
+
+    def test_with_alias_table(self):
+        query = self._select(
+            """
+                SELECT e.event
+                FROM events e
+                WHERE e.event = '$pageview'
+            """
+        )
+
+        compare_operators = self._compare_operators(query, "e")
+
+        assert len(compare_operators) == 1
+        assert compare_operators[0] == ast.CompareOperation(
+            left=ast.Field(chain=["event"]), op=ast.CompareOperationOp.Eq, right=ast.Constant(value="$pageview")
+        )
+
+    def test_with_multiple_clauses(self):
+        query = self._select(
+            """
+                SELECT event
+                FROM events
+                WHERE event = '$pageview' AND timestamp > '2023-01-01'
+            """
+        )
+
+        compare_operators = self._compare_operators(query, "events")
+
+        assert len(compare_operators) == 2
+        assert compare_operators[0] == ast.CompareOperation(
+            left=ast.Field(chain=["event"]), op=ast.CompareOperationOp.Eq, right=ast.Constant(value="$pageview")
+        )
+        assert compare_operators[1] == ast.CompareOperation(
+            left=ast.Field(chain=["timestamp"]), op=ast.CompareOperationOp.Gt, right=ast.Constant(value="2023-01-01")
+        )
+
+    def test_with_join(self):
+        query = self._select(
+            """
+                SELECT e.event, p.id
+                FROM events e
+                LEFT JOIN persons p
+                ON e.person_id = p.id
+                WHERE e.event = '$pageview' and p.is_identified = 0
+            """
+        )
+
+        compare_operators = self._compare_operators(query, "e")
+
+        assert len(compare_operators) == 1
+        assert compare_operators[0] == ast.CompareOperation(
+            left=ast.Field(chain=["event"]), op=ast.CompareOperationOp.Eq, right=ast.Constant(value="$pageview")
+        )
+
+    def test_with_ignoring_ors(self):
+        query = self._select(
+            """
+                SELECT event
+                FROM events
+                WHERE event = '$pageleave' OR event = '$pageview'
+            """
+        )
+
+        compare_operators = self._compare_operators(query, "events")
+
+        assert len(compare_operators) == 0
+
+
+class TestCleanTableNameFromChain(BaseTest):
+    def setUp(self):
+        self.database = create_hogql_database(self.team.pk)
+        self.context = HogQLContext(database=self.database, team_id=self.team.pk)
+
+    def _select(self, query: str) -> ast.SelectQuery:
+        select_query = cast(ast.SelectQuery, clone_expr(parse_select(query), clear_locations=True))
+        return cast(ast.SelectQuery, resolve_types(select_query, self.context))
+
+    def _clean(self, table_name: str, query: ast.SelectQuery, expr: ast.Expr) -> ast.Expr:
+        assert query.type is not None
+        return CleanTableNameFromChain(table_name, query.type).visit(expr)
+
+    def test_table_with_no_alias(self):
+        query = self._select(
+            """
+                SELECT event
+                FROM events
+            """
+        )
+
+        expr = parse_expr('event = "$pageview"')
+        cleaned_expr = cast(ast.CompareOperation, self._clean("events", query, expr))
+        expr_left = cast(ast.Field, cleaned_expr.left)
+
+        assert expr_left.chain == ["event"]
+
+    def test_table_with_alias(self):
+        query = self._select(
+            """
+                SELECT e.event
+                FROM events e
+            """
+        )
+
+        expr = parse_expr('e.event = "$pageview"')
+        cleaned_expr = cast(ast.CompareOperation, self._clean("e", query, expr))
+        expr_left = cast(ast.Field, cleaned_expr.left)
+
+        assert expr_left.chain == ["event"]
+
+    def test_field_with_properties(self):
+        query = self._select(
+            """
+                SELECT event
+                FROM events
+            """
+        )
+
+        expr = parse_expr('properties.$browser = "Chrome"')
+        cleaned_expr = cast(ast.CompareOperation, self._clean("events", query, expr))
+        expr_left = cast(ast.Field, cleaned_expr.left)
+
+        assert expr_left.chain == ["properties", "$browser"]
+
+    def test_table_alias_and_field_with_properties(self):
+        query = self._select(
+            """
+                SELECT e.event
+                FROM events e
+            """
+        )
+
+        expr = parse_expr('e.properties.$browser = "Chrome"')
+        cleaned_expr = cast(ast.CompareOperation, self._clean("e", query, expr))
+        expr_left = cast(ast.Field, cleaned_expr.left)
+
+        assert expr_left.chain == ["properties", "$browser"]
+
+    def test_with_incorrect_alias(self):
+        query = self._select(
+            """
+                SELECT e.event
+                FROM events e
+            """
+        )
+
+        expr = parse_expr('e.event = "$pageview"')
+        cleaned_expr = cast(ast.CompareOperation, self._clean("some_other_alias", query, expr))
+        expr_left = cast(ast.Field, cleaned_expr.left)
+
+        assert expr_left.chain == ["e", "event"]
diff --git a/posthog/hogql/database/test/__snapshots__/test_database.ambr b/posthog/hogql/database/test/__snapshots__/test_database.ambr
index 1a0efafd1a4c6..90bc08c457891 100644
--- a/posthog/hogql/database/test/__snapshots__/test_database.ambr
+++ b/posthog/hogql/database/test/__snapshots__/test_database.ambr
@@ -226,6 +226,15 @@
                   "updated_at",
                   "properties"
               ]
+          },
+          {
+              "key": "session",
+              "type": "lazy_table",
+              "table": "events",
+              "fields": [
+                  "$session_id",
+                  "session_duration"
+              ]
           }
       ],
       "groups": [
@@ -1007,6 +1016,15 @@
                   "updated_at",
                   "properties"
               ]
+          },
+          {
+              "key": "session",
+              "type": "lazy_table",
+              "table": "events",
+              "fields": [
+                  "$session_id",
+                  "session_duration"
+              ]
           }
       ],
       "groups": [
diff --git a/posthog/hogql/printer.py b/posthog/hogql/printer.py
index 3108c31d05124..dae5a1a0c610c 100644
--- a/posthog/hogql/printer.py
+++ b/posthog/hogql/printer.py
@@ -30,7 +30,8 @@
     escape_hogql_string,
 )
 from posthog.hogql.functions.mapping import validate_function_args
-from posthog.hogql.resolver import ResolverException, lookup_field_by_name, resolve_types
+from posthog.hogql.resolver import ResolverException, resolve_types
+from posthog.hogql.resolver_utils import lookup_field_by_name
 from posthog.hogql.transforms.in_cohort import resolve_in_cohorts
 from posthog.hogql.transforms.lazy_tables import resolve_lazy_tables
 from posthog.hogql.transforms.property_types import resolve_property_types
diff --git a/posthog/hogql/resolver.py b/posthog/hogql/resolver.py
index 48ea712bb9e13..b2e94b4c6893d 100644
--- a/posthog/hogql/resolver.py
+++ b/posthog/hogql/resolver.py
@@ -11,6 +11,7 @@
 from posthog.hogql.functions.mapping import validate_function_args
 from posthog.hogql.functions.sparkline import sparkline
 from posthog.hogql.parser import parse_select
+from posthog.hogql.resolver_utils import lookup_cte_by_name, lookup_field_by_name
 from posthog.hogql.visitor import CloningVisitor, clone_expr
 from posthog.models.utils import UUIDT
 from posthog.hogql.database.schema.events import EventsTable
@@ -563,30 +564,3 @@ def _is_next_s3(self, node: Optional[ast.JoinExpr]):
         if isinstance(node.type, ast.TableAliasType):
             return isinstance(node.type.table_type.table, S3Table)
         return False
-
-
-def lookup_field_by_name(scope: ast.SelectQueryType, name: str) -> Optional[ast.Type]:
-    """Looks for a field in the scope's list of aliases and children for each joined table."""
-    if name in scope.aliases:
-        return scope.aliases[name]
-    else:
-        named_tables = [table for table in scope.tables.values() if table.has_child(name)]
-        anonymous_tables = [table for table in scope.anonymous_tables if table.has_child(name)]
-        tables_with_field = named_tables + anonymous_tables
-
-        if len(tables_with_field) > 1:
-            raise ResolverException(f"Ambiguous query. Found multiple sources for field: {name}")
-        elif len(tables_with_field) == 1:
-            return tables_with_field[0].get_child(name)
-
-        if scope.parent:
-            return lookup_field_by_name(scope.parent, name)
-
-        return None
-
-
-def lookup_cte_by_name(scopes: List[ast.SelectQueryType], name: str) -> Optional[ast.CTE]:
-    for scope in reversed(scopes):
-        if scope and scope.ctes and name in scope.ctes:
-            return scope.ctes[name]
-    return None
diff --git a/posthog/hogql/resolver_utils.py b/posthog/hogql/resolver_utils.py
new file mode 100644
index 0000000000000..2fb8fd6d814f7
--- /dev/null
+++ b/posthog/hogql/resolver_utils.py
@@ -0,0 +1,47 @@
+from typing import List, Optional
+from posthog.hogql import ast
+from posthog.hogql.errors import HogQLException, ResolverException
+
+
+def lookup_field_by_name(scope: ast.SelectQueryType, name: str) -> Optional[ast.Type]:
+    """Looks for a field in the scope's list of aliases and children for each joined table."""
+    if name in scope.aliases:
+        return scope.aliases[name]
+    else:
+        named_tables = [table for table in scope.tables.values() if table.has_child(name)]
+        anonymous_tables = [table for table in scope.anonymous_tables if table.has_child(name)]
+        tables_with_field = named_tables + anonymous_tables
+
+        if len(tables_with_field) > 1:
+            raise ResolverException(f"Ambiguous query. Found multiple sources for field: {name}")
+        elif len(tables_with_field) == 1:
+            return tables_with_field[0].get_child(name)
+
+        if scope.parent:
+            return lookup_field_by_name(scope.parent, name)
+
+        return None
+
+
+def lookup_cte_by_name(scopes: List[ast.SelectQueryType], name: str) -> Optional[ast.CTE]:
+    for scope in reversed(scopes):
+        if scope and scope.ctes and name in scope.ctes:
+            return scope.ctes[name]
+    return None
+
+
+def get_long_table_name(select: ast.SelectQueryType, type: ast.Type) -> str:
+    if isinstance(type, ast.TableType):
+        return select.get_alias_for_table_type(type) or ""
+    elif isinstance(type, ast.LazyTableType):
+        return type.table.to_printed_hogql()
+    elif isinstance(type, ast.TableAliasType):
+        return type.alias
+    elif isinstance(type, ast.SelectQueryAliasType):
+        return type.alias
+    elif isinstance(type, ast.LazyJoinType):
+        return f"{get_long_table_name(select, type.table_type)}__{type.field}"
+    elif isinstance(type, ast.VirtualTableType):
+        return f"{get_long_table_name(select, type.table_type)}__{type.field}"
+    else:
+        raise HogQLException(f"Unknown table type in LazyTableResolver: {type.__class__.__name__}")
diff --git a/posthog/hogql/transforms/lazy_tables.py b/posthog/hogql/transforms/lazy_tables.py
index d2bd4c1398aa9..543035f843460 100644
--- a/posthog/hogql/transforms/lazy_tables.py
+++ b/posthog/hogql/transforms/lazy_tables.py
@@ -6,6 +6,7 @@
 from posthog.hogql.database.models import LazyJoin, LazyTable
 from posthog.hogql.errors import HogQLException
 from posthog.hogql.resolver import resolve_types
+from posthog.hogql.resolver_utils import get_long_table_name
 from posthog.hogql.visitor import TraversingVisitor
 
 
@@ -33,22 +34,6 @@ def __init__(self, stack: Optional[List[ast.SelectQuery]] = None, context: HogQL
         self.stack_of_fields: List[List[ast.FieldType | ast.PropertyType]] = [[]] if stack else []
         self.context = context
 
-    def _get_long_table_name(self, select: ast.SelectQueryType, type: ast.BaseTableType) -> str:
-        if isinstance(type, ast.TableType):
-            return select.get_alias_for_table_type(type)
-        elif isinstance(type, ast.LazyTableType):
-            return type.table.to_printed_hogql()
-        elif isinstance(type, ast.TableAliasType):
-            return type.alias
-        elif isinstance(type, ast.SelectQueryAliasType):
-            return type.alias
-        elif isinstance(type, ast.LazyJoinType):
-            return f"{self._get_long_table_name(select, type.table_type)}__{type.field}"
-        elif isinstance(type, ast.VirtualTableType):
-            return f"{self._get_long_table_name(select, type.table_type)}__{type.field}"
-        else:
-            raise HogQLException(f"Unknown table type in LazyTableResolver: {type.__class__.__name__}")
-
     def visit_property_type(self, node: ast.PropertyType):
         if node.joined_subquery is not None:
             # we have already visited this property
@@ -110,7 +95,7 @@ def visit_select_query(self, node: ast.SelectQuery):
                         if field_or_property.field_type.table_type == join.table.type:
                             fields.append(field_or_property)
                 if len(fields) == 0:
-                    table_name = join.alias or self._get_long_table_name(select_type, join.table.type)
+                    table_name = join.alias or get_long_table_name(select_type, join.table.type)
                     tables_to_add[table_name] = TableToAdd(fields_accessed={}, lazy_table=join.table.type.table)
             join = join.next_join
 
@@ -139,8 +124,8 @@ def visit_select_query(self, node: ast.SelectQuery):
             # Loop over the collected lazy tables in reverse order to create the joins
             for table_type in reversed(table_types):
                 if isinstance(table_type, ast.LazyJoinType):
-                    from_table = self._get_long_table_name(select_type, table_type.table_type)
-                    to_table = self._get_long_table_name(select_type, table_type)
+                    from_table = get_long_table_name(select_type, table_type.table_type)
+                    to_table = get_long_table_name(select_type, table_type)
                     if to_table not in joins_to_add:
                         joins_to_add[to_table] = JoinToAdd(
                             fields_accessed={},  # collect here all fields accessed on this table
@@ -159,7 +144,7 @@ def visit_select_query(self, node: ast.SelectQuery):
                         else:
                             new_join.fields_accessed[field.name] = chain
                 elif isinstance(table_type, ast.LazyTableType):
-                    table_name = self._get_long_table_name(select_type, table_type)
+                    table_name = get_long_table_name(select_type, table_type)
                     if table_name not in tables_to_add:
                         tables_to_add[table_name] = TableToAdd(
                             fields_accessed={},  # collect here all fields accessed on this table
@@ -203,9 +188,10 @@ def visit_select_query(self, node: ast.SelectQuery):
         # For all the collected joins, create the join subqueries, and add them to the table.
         for to_table, join_scope in joins_to_add.items():
             join_to_add: ast.JoinExpr = join_scope.lazy_join.join_function(
-                join_scope.from_table, join_scope.to_table, join_scope.fields_accessed, self.context.modifiers
+                join_scope.from_table, join_scope.to_table, join_scope.fields_accessed, self.context, node
             )
             join_to_add = cast(ast.JoinExpr, resolve_types(join_to_add, self.context, [node.type]))
+
             select_type.tables[to_table] = join_to_add.type
 
             join_ptr = node.select_from
@@ -239,7 +225,7 @@ def visit_select_query(self, node: ast.SelectQuery):
             else:
                 raise HogQLException("Should not be reachable")
 
-            table_name = self._get_long_table_name(select_type, table_type)
+            table_name = get_long_table_name(select_type, table_type)
             table_type = select_type.tables[table_name]
 
             if isinstance(field_or_property, ast.FieldType):
diff --git a/posthog/warehouse/models/view_link.py b/posthog/warehouse/models/view_link.py
index 978afb1b390a6..a989c07a74b06 100644
--- a/posthog/warehouse/models/view_link.py
+++ b/posthog/warehouse/models/view_link.py
@@ -1,10 +1,11 @@
+from posthog.hogql.ast import SelectQuery
+from posthog.hogql.context import HogQLContext
 from posthog.models.utils import UUIDModel, CreatedMetaFields, DeletedMetaFields
 from django.db import models
 from posthog.models.team import Team
 from .datawarehouse_saved_query import DataWarehouseSavedQuery
 from typing import Dict, Any
 from posthog.hogql.errors import HogQLException
-from ...schema import HogQLQueryModifiers
 
 
 class DataWarehouseViewLink(CreatedMetaFields, UUIDModel, DeletedMetaFields):
@@ -18,7 +19,7 @@ class DataWarehouseViewLink(CreatedMetaFields, UUIDModel, DeletedMetaFields):
     @property
     def join_function(self):
         def _join_function(
-            from_table: str, to_table: str, requested_fields: Dict[str, Any], modifiers: HogQLQueryModifiers
+            from_table: str, to_table: str, requested_fields: Dict[str, Any], context: HogQLContext, node: SelectQuery
         ):
             from posthog.hogql import ast
             from posthog.hogql.parser import parse_select

From fe1ce5a5565ee268b709dd8c67076a981c65b79a Mon Sep 17 00:00:00 2001
From: David Newell <d.newell1@outlook.com>
Date: Wed, 25 Oct 2023 16:43:09 +0100
Subject: [PATCH 075/133] feat: nested task lists (#18151)

---
 .../src/scenes/notebooks/Notebook/Editor.tsx  |  6 ++++
 .../scenes/notebooks/Notebook/Notebook.scss   | 34 +++++++++++++++++--
 package.json                                  |  2 ++
 pnpm-lock.yaml                                | 26 +++++++++++++-
 4 files changed, 64 insertions(+), 4 deletions(-)

diff --git a/frontend/src/scenes/notebooks/Notebook/Editor.tsx b/frontend/src/scenes/notebooks/Notebook/Editor.tsx
index 5c43d377d1674..4b5cdaa3d8eda 100644
--- a/frontend/src/scenes/notebooks/Notebook/Editor.tsx
+++ b/frontend/src/scenes/notebooks/Notebook/Editor.tsx
@@ -8,6 +8,8 @@ import { FloatingMenu } from '@tiptap/extension-floating-menu'
 import StarterKit from '@tiptap/starter-kit'
 import ExtensionPlaceholder from '@tiptap/extension-placeholder'
 import ExtensionDocument from '@tiptap/extension-document'
+import TaskItem from '@tiptap/extension-task-item'
+import TaskList from '@tiptap/extension-task-list'
 
 import { NotebookNodeFlagCodeExample } from '../Nodes/NotebookNodeFlagCodeExample'
 import { NotebookNodeFlag } from '../Nodes/NotebookNodeFlag'
@@ -94,6 +96,10 @@ export function Editor(): JSX.Element {
                     }
                 },
             }),
+            TaskList,
+            TaskItem.configure({
+                nested: true,
+            }),
             NotebookMarkLink,
             NotebookNodeBacklink,
             NotebookNodeQuery,
diff --git a/frontend/src/scenes/notebooks/Notebook/Notebook.scss b/frontend/src/scenes/notebooks/Notebook/Notebook.scss
index a3b6159c07566..3adb654c29b47 100644
--- a/frontend/src/scenes/notebooks/Notebook/Notebook.scss
+++ b/frontend/src/scenes/notebooks/Notebook/Notebook.scss
@@ -37,12 +37,40 @@
                 height: 0;
             }
 
-            > ul {
+            > ol {
+                list-style-type: decimal;
+            }
+
+            ul {
                 list-style-type: disc;
             }
 
-            > ol {
-                list-style-type: decimal;
+            > ul[data-type='taskList'] {
+                list-style-type: none;
+                padding-left: 0px;
+
+                li {
+                    display: flex;
+
+                    > label {
+                        flex: 0 0 auto;
+                        margin-right: 0.5rem;
+                        user-select: none;
+                    }
+
+                    > div {
+                        flex: 1 1 auto;
+                    }
+
+                    ul li,
+                    ol li {
+                        display: list-item;
+                    }
+
+                    ul[data-type='taskList'] > li {
+                        display: flex;
+                    }
+                }
             }
 
             > ul,
diff --git a/package.json b/package.json
index 3ffa52cc67565..fcc8195b58513 100644
--- a/package.json
+++ b/package.json
@@ -84,6 +84,8 @@
         "@tiptap/extension-document": "^2.1.0-rc.12",
         "@tiptap/extension-floating-menu": "^2.1.0-rc.12",
         "@tiptap/extension-placeholder": "^2.1.0-rc.12",
+        "@tiptap/extension-task-item": "^2.1.11",
+        "@tiptap/extension-task-list": "^2.1.11",
         "@tiptap/pm": "^2.1.0-rc.12",
         "@tiptap/react": "^2.1.0-rc.12",
         "@tiptap/starter-kit": "^2.1.0-rc.12",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 4877b89c3edb9..4c20f9d5853c4 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -1,4 +1,4 @@
-lockfileVersion: '6.1'
+lockfileVersion: '6.0'
 
 settings:
   autoInstallPeers: true
@@ -65,6 +65,12 @@ dependencies:
   '@tiptap/extension-placeholder':
     specifier: ^2.1.0-rc.12
     version: 2.1.0-rc.12(@tiptap/core@2.1.0-rc.12)(@tiptap/pm@2.1.0-rc.12)
+  '@tiptap/extension-task-item':
+    specifier: ^2.1.11
+    version: 2.1.11(@tiptap/core@2.1.0-rc.12)(@tiptap/pm@2.1.0-rc.12)
+  '@tiptap/extension-task-list':
+    specifier: ^2.1.11
+    version: 2.1.11(@tiptap/core@2.1.0-rc.12)
   '@tiptap/pm':
     specifier: ^2.1.0-rc.12
     version: 2.1.0-rc.12
@@ -5505,6 +5511,24 @@ packages:
       '@tiptap/core': 2.1.0-rc.12(@tiptap/pm@2.1.0-rc.12)
     dev: false
 
+  /@tiptap/extension-task-item@2.1.11(@tiptap/core@2.1.0-rc.12)(@tiptap/pm@2.1.0-rc.12):
+    resolution: {integrity: sha512-721inc/MAZkljPup/EWCpNho4nf+XrYVKWRixqgX+AjikusTJefylbiZ5OeRn+71osTA7SdnXiKkM2ZbHtAsYA==}
+    peerDependencies:
+      '@tiptap/core': ^2.0.0
+      '@tiptap/pm': ^2.0.0
+    dependencies:
+      '@tiptap/core': 2.1.0-rc.12(@tiptap/pm@2.1.0-rc.12)
+      '@tiptap/pm': 2.1.0-rc.12
+    dev: false
+
+  /@tiptap/extension-task-list@2.1.11(@tiptap/core@2.1.0-rc.12):
+    resolution: {integrity: sha512-9C1M9N3jbNjm4001mPkgwUH19b6ZvKj5nnRT3zib/gFIQLOnSHE3VErDPHP/lkkjH84LgOMrm69cm8chQpgNsA==}
+    peerDependencies:
+      '@tiptap/core': ^2.0.0
+    dependencies:
+      '@tiptap/core': 2.1.0-rc.12(@tiptap/pm@2.1.0-rc.12)
+    dev: false
+
   /@tiptap/extension-text@2.1.0-rc.12(@tiptap/core@2.1.0-rc.12):
     resolution: {integrity: sha512-6rJvPkpypaEW+jM6oB9kMXg+wy7xbDnGBFLRvCuA4Tr5Y+S+i34CzcihyARr90p+scYkOl+6QYVww4oisRFskA==}
     peerDependencies:

From 886c80454a9dd3cf74d2e9b45eb6b0ca85eae765 Mon Sep 17 00:00:00 2001
From: Xavier Vello <xavier.vello@gmail.com>
Date: Wed, 25 Oct 2023 17:58:12 +0200
Subject: [PATCH 076/133] chore(compose): add capture-rs profile with
 containerised capture for testing (#18140)

---
 docker-compose.base.yml     | 12 ++++++++++++
 docker-compose.dev-full.yml |  9 +++++++++
 docker-compose.dev.yml      | 11 +++++++++++
 3 files changed, 32 insertions(+)

diff --git a/docker-compose.base.yml b/docker-compose.base.yml
index dba92a0046034..f1d1a3f658e64 100644
--- a/docker-compose.base.yml
+++ b/docker-compose.base.yml
@@ -89,6 +89,18 @@ services:
         command: ./bin/start-backend & ./bin/start-frontend
         restart: on-failure
 
+    capture:
+        image: ghcr.io/posthog/capture:main
+        restart: on-failure
+        environment:
+            ADDRESS: '0.0.0.0:3000'
+            KAFKA_TOPIC: 'events_plugin_ingestion'
+            KAFKA_HOSTS: 'kafka:9092'
+            REDIS_URL: 'redis://redis:6379/'
+        depends_on:
+            - redis
+            - kafka
+
     plugins:
         command: ./bin/plugin-server --no-restart-loop
         restart: on-failure
diff --git a/docker-compose.dev-full.yml b/docker-compose.dev-full.yml
index ba4a40185c7d6..6d62266e6b8a1 100644
--- a/docker-compose.dev-full.yml
+++ b/docker-compose.dev-full.yml
@@ -89,6 +89,15 @@ services:
         environment:
             - DEBUG=1
 
+    capture:
+        extends:
+            file: docker-compose.base.yml
+            service: capture
+        ports:
+            - 3000:3000
+        environment:
+            - DEBUG=1
+
     plugins:
         extends:
             file: docker-compose.base.yml
diff --git a/docker-compose.dev.yml b/docker-compose.dev.yml
index 2045dee0804c5..365ec2c5b452d 100644
--- a/docker-compose.dev.yml
+++ b/docker-compose.dev.yml
@@ -72,6 +72,17 @@ services:
             - '1080:1080'
             - '1025:1025'
 
+    # Optional capture
+    capture:
+        profiles: ['capture-rs']
+        extends:
+            file: docker-compose.base.yml
+            service: capture
+        ports:
+            - 3000:3000
+        environment:
+            - DEBUG=1
+
     # Temporal containers
     elasticsearch:
         extends:

From 8b8cedf0524aa61de37a17074da869f0f4bbb31c Mon Sep 17 00:00:00 2001
From: David Newell <d.newell1@outlook.com>
Date: Wed, 25 Oct 2023 17:08:29 +0100
Subject: [PATCH 077/133] chore: update LemonUI types (#17755)

---
 .../src/lib/lemon-ui/LemonMenu/LemonMenu.tsx  |  4 ++--
 .../lib/lemon-ui/LemonSelect/LemonSelect.tsx  |  2 +-
 .../src/lib/lemon-ui/LemonTable/TableRow.tsx  |  4 +++-
 frontend/src/lib/lemon-ui/hooks.ts            |  2 +-
 .../scenes/persons/RelatedFeatureFlags.tsx    | 19 +++++++++++--------
 5 files changed, 18 insertions(+), 13 deletions(-)

diff --git a/frontend/src/lib/lemon-ui/LemonMenu/LemonMenu.tsx b/frontend/src/lib/lemon-ui/LemonMenu/LemonMenu.tsx
index 44e0a952e9646..c00145d40f449 100644
--- a/frontend/src/lib/lemon-ui/LemonMenu/LemonMenu.tsx
+++ b/frontend/src/lib/lemon-ui/LemonMenu/LemonMenu.tsx
@@ -98,7 +98,7 @@ export function LemonMenu({
     )
 
     const _onVisibilityChange = useCallback(
-        (visible) => {
+        (visible: boolean) => {
             onVisibilityChange?.(visible)
             if (visible && activeItemIndex && activeItemIndex > -1) {
                 // Scroll the active item into view once the menu is open (i.e. in the next tick)
@@ -256,7 +256,7 @@ const LemonMenuItemButton: FunctionComponent<LemonMenuItemButtonProps & React.Re
                     size={size}
                     {...buttonProps}
                 >
-                    {label}
+                    {label as string | JSX.Element}
                     {keyboardShortcut && (
                         <div className="-mr-0.5 inline-flex grow justify-end">
                             {/* Show the keyboard shortcut on the right */}
diff --git a/frontend/src/lib/lemon-ui/LemonSelect/LemonSelect.tsx b/frontend/src/lib/lemon-ui/LemonSelect/LemonSelect.tsx
index 8b5c6ab2cdf70..5686b6af19412 100644
--- a/frontend/src/lib/lemon-ui/LemonSelect/LemonSelect.tsx
+++ b/frontend/src/lib/lemon-ui/LemonSelect/LemonSelect.tsx
@@ -93,7 +93,7 @@ export interface LemonSelectPropsNonClearable<T> extends LemonSelectPropsBase<T>
 
 export type LemonSelectProps<T> = LemonSelectPropsClearable<T> | LemonSelectPropsNonClearable<T>
 
-export function LemonSelect<T>({
+export function LemonSelect<T extends string | number | boolean | null>({
     value = null,
     onChange,
     onSelect,
diff --git a/frontend/src/lib/lemon-ui/LemonTable/TableRow.tsx b/frontend/src/lib/lemon-ui/LemonTable/TableRow.tsx
index e67c574711ec9..6071cc7b08183 100644
--- a/frontend/src/lib/lemon-ui/LemonTable/TableRow.tsx
+++ b/frontend/src/lib/lemon-ui/LemonTable/TableRow.tsx
@@ -132,6 +132,8 @@ function TableRowRaw<T extends Record<string, any>>({
 // of a class indicating that scrollability to `table` caused the component to lag due to unneded rerendering of rows.
 export const TableRow = React.memo(TableRowRaw) as typeof TableRowRaw
 
-function isTableCellRepresentation(contents: React.ReactNode): contents is TableCellRepresentation {
+function isTableCellRepresentation(
+    contents: React.ReactNode | TableCellRepresentation
+): contents is TableCellRepresentation {
     return !!contents && typeof contents === 'object' && !React.isValidElement(contents)
 }
diff --git a/frontend/src/lib/lemon-ui/hooks.ts b/frontend/src/lib/lemon-ui/hooks.ts
index ba4afca720d23..32625c2d499bd 100644
--- a/frontend/src/lib/lemon-ui/hooks.ts
+++ b/frontend/src/lib/lemon-ui/hooks.ts
@@ -6,7 +6,7 @@ import { useLayoutEffect, useRef, useState } from 'react'
  * @private
  */
 export function useSliderPositioning<C extends HTMLElement, S extends HTMLElement>(
-    currentValue: string | number | null | undefined,
+    currentValue: React.Key | null | undefined,
     transitionMs: number
 ): {
     containerRef: React.RefObject<C>
diff --git a/frontend/src/scenes/persons/RelatedFeatureFlags.tsx b/frontend/src/scenes/persons/RelatedFeatureFlags.tsx
index 08a3d1e23dc6f..ffef288d633f5 100644
--- a/frontend/src/scenes/persons/RelatedFeatureFlags.tsx
+++ b/frontend/src/scenes/persons/RelatedFeatureFlags.tsx
@@ -117,6 +117,16 @@ export function RelatedFeatureFlags({ distinctId, groups }: Props): JSX.Element
             },
         },
     ]
+
+    const options = [
+        { label: 'All types', value: 'all' },
+        {
+            label: FeatureFlagReleaseType.ReleaseToggle,
+            value: FeatureFlagReleaseType.ReleaseToggle,
+        },
+        { label: FeatureFlagReleaseType.Variants, value: FeatureFlagReleaseType.Variants },
+    ]
+
     return (
         <>
             <div className="flex justify-between mb-4">
@@ -131,14 +141,7 @@ export function RelatedFeatureFlags({ distinctId, groups }: Props): JSX.Element
                         <b>Type</b>
                     </span>
                     <LemonSelect
-                        options={[
-                            { label: 'All types', value: 'all' },
-                            {
-                                label: FeatureFlagReleaseType.ReleaseToggle,
-                                value: FeatureFlagReleaseType.ReleaseToggle,
-                            },
-                            { label: FeatureFlagReleaseType.Variants, value: FeatureFlagReleaseType.Variants },
-                        ]}
+                        options={options}
                         onChange={(type) => {
                             if (type) {
                                 if (type === 'all') {

From 4fc05e34c38062f7f73f9cc4d69fea874b3ac3e2 Mon Sep 17 00:00:00 2001
From: David Newell <d.newell1@outlook.com>
Date: Wed, 25 Oct 2023 17:13:59 +0100
Subject: [PATCH 078/133] chore: upgrade eslint (#18186)

---
 .../LemonCalendarRangeInline.tsx              |    1 +
 .../src/scenes/billing/BillingLimitInput.tsx  |   14 +-
 .../src/scenes/billing/billingProductLogic.ts |   12 +-
 .../scenes/experiments/experimentLogic.tsx    |    2 +-
 .../scenes/feature-flags/featureFlagLogic.ts  |    7 +-
 frontend/src/scenes/trends/trendsDataLogic.ts |    2 +-
 package.json                                  |   18 +-
 pnpm-lock.yaml                                | 1273 +++++++++++------
 8 files changed, 890 insertions(+), 439 deletions(-)

diff --git a/frontend/src/lib/lemon-ui/LemonCalendarRange/LemonCalendarRangeInline.tsx b/frontend/src/lib/lemon-ui/LemonCalendarRange/LemonCalendarRangeInline.tsx
index 698d891ac33cf..8a25fd4d1fae1 100644
--- a/frontend/src/lib/lemon-ui/LemonCalendarRange/LemonCalendarRangeInline.tsx
+++ b/frontend/src/lib/lemon-ui/LemonCalendarRange/LemonCalendarRangeInline.tsx
@@ -33,6 +33,7 @@ export function LemonCalendarRangeInline({
     // How many months fit on the screen, capped between 1..2
     function getMonthCount(): number {
         const width =
+            // eslint-disable-next-line valid-typeof
             typeof window === undefined ? WIDTH_OF_ONE_CALENDAR_MONTH * CALENDARS_IF_NO_WINDOW : window.innerWidth
         return Math.min(Math.max(1, Math.floor(width / WIDTH_OF_ONE_CALENDAR_MONTH)), 2)
     }
diff --git a/frontend/src/scenes/billing/BillingLimitInput.tsx b/frontend/src/scenes/billing/BillingLimitInput.tsx
index f644f22dd8f86..6f1dd652a4acb 100644
--- a/frontend/src/scenes/billing/BillingLimitInput.tsx
+++ b/frontend/src/scenes/billing/BillingLimitInput.tsx
@@ -25,12 +25,14 @@ export const BillingLimitInput = ({ product }: { product: BillingProductV2Type }
         if (value === undefined) {
             return actuallyUpdateLimit()
         }
-        const productAndAddonTiers: BillingV2TierType[][] = [
-            product.tiers,
-            ...product.addons
-                ?.filter((addon: BillingProductV2AddonType) => addon.subscribed)
-                ?.map((addon: BillingProductV2AddonType) => addon.tiers),
-        ].filter(Boolean) as BillingV2TierType[][]
+
+        const addonTiers = product.addons
+            ?.filter((addon: BillingProductV2AddonType) => addon.subscribed)
+            ?.map((addon: BillingProductV2AddonType) => addon.tiers)
+
+        const productAndAddonTiers: BillingV2TierType[][] = [product.tiers, ...addonTiers].filter(
+            Boolean
+        ) as BillingV2TierType[][]
 
         const newAmountAsUsage = product.tiers
             ? convertAmountToUsage(`${value}`, productAndAddonTiers, billing?.discount_percent)
diff --git a/frontend/src/scenes/billing/billingProductLogic.ts b/frontend/src/scenes/billing/billingProductLogic.ts
index 7b26b0562f68f..07641dbb725c6 100644
--- a/frontend/src/scenes/billing/billingProductLogic.ts
+++ b/frontend/src/scenes/billing/billingProductLogic.ts
@@ -101,12 +101,12 @@ export const billingProductLogic = kea<billingProductLogicType>([
             (billing, product, isEditingBillingLimit, billingLimitInput, customLimitUsd) => {
                 // cast the product as a product, not an addon, to avoid TS errors. This is fine since we're just getting the tiers.
                 product = product as BillingProductV2Type
-                const productAndAddonTiers: BillingV2TierType[][] = [
-                    product.tiers,
-                    ...product.addons
-                        ?.filter((addon: BillingProductV2AddonType) => addon.subscribed)
-                        ?.map((addon: BillingProductV2AddonType) => addon.tiers),
-                ].filter(Boolean) as BillingV2TierType[][]
+                const addonTiers = product.addons
+                    ?.filter((addon: BillingProductV2AddonType) => addon.subscribed)
+                    ?.map((addon: BillingProductV2AddonType) => addon.tiers)
+                const productAndAddonTiers: BillingV2TierType[][] = [product.tiers, ...addonTiers].filter(
+                    Boolean
+                ) as BillingV2TierType[][]
                 return product.tiers
                     ? isEditingBillingLimit
                         ? convertAmountToUsage(`${billingLimitInput}`, productAndAddonTiers, billing?.discount_percent)
diff --git a/frontend/src/scenes/experiments/experimentLogic.tsx b/frontend/src/scenes/experiments/experimentLogic.tsx
index 9e9068689e1fc..b75e1c68251a0 100644
--- a/frontend/src/scenes/experiments/experimentLogic.tsx
+++ b/frontend/src/scenes/experiments/experimentLogic.tsx
@@ -802,7 +802,7 @@ export const experimentLogic = kea<experimentLogicType>([
                         let index = -1
                         if (insightType === InsightType.FUNNELS) {
                             // Funnel Insight is displayed in order of decreasing count
-                            index = ([...experimentResults?.insight] as FunnelStep[][])
+                            index = ([...experimentResults.insight] as FunnelStep[][])
                                 .sort((a, b) => b[0]?.count - a[0]?.count)
                                 .findIndex(
                                     (variantFunnel: FunnelStep[]) => variantFunnel[0]?.breakdown_value?.[0] === variant
diff --git a/frontend/src/scenes/feature-flags/featureFlagLogic.ts b/frontend/src/scenes/feature-flags/featureFlagLogic.ts
index 0ea7e1154bbcf..172ca75db8329 100644
--- a/frontend/src/scenes/feature-flags/featureFlagLogic.ts
+++ b/frontend/src/scenes/feature-flags/featureFlagLogic.ts
@@ -266,7 +266,10 @@ export const featureFlagLogic = kea<featureFlagLogicType>([
                     if (!state) {
                         return state
                     }
-                    const groups = [...state?.filters.groups, { properties: [], rollout_percentage: 0, variant: null }]
+                    const groups = [
+                        ...(state?.filters?.groups || []),
+                        { properties: [], rollout_percentage: 0, variant: null },
+                    ]
                     return { ...state, filters: { ...state.filters, groups } }
                 },
                 addRollbackCondition: (state) => {
@@ -291,7 +294,7 @@ export const featureFlagLogic = kea<featureFlagLogicType>([
                         return state
                     }
 
-                    const groups = [...state?.filters.groups]
+                    const groups = [...(state?.filters?.groups || [])]
                     if (newRolloutPercentage !== undefined) {
                         groups[index] = { ...groups[index], rollout_percentage: newRolloutPercentage }
                     }
diff --git a/frontend/src/scenes/trends/trendsDataLogic.ts b/frontend/src/scenes/trends/trendsDataLogic.ts
index 06e95485b8e80..5ee67ec453f4e 100644
--- a/frontend/src/scenes/trends/trendsDataLogic.ts
+++ b/frontend/src/scenes/trends/trendsDataLogic.ts
@@ -143,7 +143,7 @@ export const trendsDataLogic = kea<trendsDataLogicType>([
 
             actions.setInsightData({
                 ...values.insightData,
-                result: [...values.insightData?.result, ...(response.result ? response.result : [])],
+                result: [...values.insightData.result, ...(response.result ? response.result : [])],
                 next: response.next,
             })
 
diff --git a/package.json b/package.json
index fcc8195b58513..c9e9da96b221d 100644
--- a/package.json
+++ b/package.json
@@ -229,8 +229,8 @@
         "@types/react-virtualized": "^9.21.14",
         "@types/testing-library__jest-dom": "^5.14.5",
         "@types/zxcvbn": "^4.4.0",
-        "@typescript-eslint/eslint-plugin": "^6.4.0",
-        "@typescript-eslint/parser": "^6.4.0",
+        "@typescript-eslint/eslint-plugin": "^6.9.0",
+        "@typescript-eslint/parser": "^6.9.0",
         "autoprefixer": "^10.4.7",
         "axe-core": "^4.4.3",
         "babel-loader": "^8.0.6",
@@ -241,15 +241,15 @@
         "cypress": "^13.3.0",
         "cypress-axe": "^1.5.0",
         "cypress-terminal-report": "^5.3.7",
-        "eslint": "^7.8.0",
-        "eslint-config-prettier": "^8.8.0",
+        "eslint": "^8.52.0",
+        "eslint-config-prettier": "^9.0.0",
         "eslint-plugin-compat": "^4.2.0",
-        "eslint-plugin-cypress": "^2.13.3",
+        "eslint-plugin-cypress": "^2.15.1",
         "eslint-plugin-eslint-comments": "^3.2.0",
-        "eslint-plugin-jest": "^27.2.3",
-        "eslint-plugin-no-only-tests": "^3.0.0",
-        "eslint-plugin-prettier": "^3.1.4",
-        "eslint-plugin-react": "^7.32.2",
+        "eslint-plugin-jest": "^27.4.3",
+        "eslint-plugin-no-only-tests": "^3.1.0",
+        "eslint-plugin-prettier": "^5.0.1",
+        "eslint-plugin-react": "^7.33.2",
         "eslint-plugin-storybook": "^0.6.15",
         "file-loader": "^6.1.0",
         "givens": "^1.3.6",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 4c20f9d5853c4..d3710208675fd 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -487,11 +487,11 @@ devDependencies:
     specifier: ^4.4.0
     version: 4.4.1
   '@typescript-eslint/eslint-plugin':
-    specifier: ^6.4.0
-    version: 6.4.0(@typescript-eslint/parser@6.4.0)(eslint@7.32.0)(typescript@4.9.5)
+    specifier: ^6.9.0
+    version: 6.9.0(@typescript-eslint/parser@6.9.0)(eslint@8.52.0)(typescript@4.9.5)
   '@typescript-eslint/parser':
-    specifier: ^6.4.0
-    version: 6.4.0(eslint@7.32.0)(typescript@4.9.5)
+    specifier: ^6.9.0
+    version: 6.9.0(eslint@8.52.0)(typescript@4.9.5)
   autoprefixer:
     specifier: ^10.4.7
     version: 10.4.13(postcss@8.4.31)
@@ -523,35 +523,35 @@ devDependencies:
     specifier: ^5.3.7
     version: 5.3.7(cypress@13.3.0)
   eslint:
-    specifier: ^7.8.0
-    version: 7.32.0
+    specifier: ^8.52.0
+    version: 8.52.0
   eslint-config-prettier:
-    specifier: ^8.8.0
-    version: 8.8.0(eslint@7.32.0)
+    specifier: ^9.0.0
+    version: 9.0.0(eslint@8.52.0)
   eslint-plugin-compat:
     specifier: ^4.2.0
-    version: 4.2.0(eslint@7.32.0)
+    version: 4.2.0(eslint@8.52.0)
   eslint-plugin-cypress:
-    specifier: ^2.13.3
-    version: 2.13.3(eslint@7.32.0)
+    specifier: ^2.15.1
+    version: 2.15.1(eslint@8.52.0)
   eslint-plugin-eslint-comments:
     specifier: ^3.2.0
-    version: 3.2.0(eslint@7.32.0)
+    version: 3.2.0(eslint@8.52.0)
   eslint-plugin-jest:
-    specifier: ^27.2.3
-    version: 27.2.3(@typescript-eslint/eslint-plugin@6.4.0)(eslint@7.32.0)(jest@29.3.1)(typescript@4.9.5)
+    specifier: ^27.4.3
+    version: 27.4.3(@typescript-eslint/eslint-plugin@6.9.0)(eslint@8.52.0)(jest@29.3.1)(typescript@4.9.5)
   eslint-plugin-no-only-tests:
-    specifier: ^3.0.0
+    specifier: ^3.1.0
     version: 3.1.0
   eslint-plugin-prettier:
-    specifier: ^3.1.4
-    version: 3.4.1(eslint-config-prettier@8.8.0)(eslint@7.32.0)(prettier@2.8.8)
+    specifier: ^5.0.1
+    version: 5.0.1(eslint-config-prettier@9.0.0)(eslint@8.52.0)(prettier@2.8.8)
   eslint-plugin-react:
-    specifier: ^7.32.2
-    version: 7.32.2(eslint@7.32.0)
+    specifier: ^7.33.2
+    version: 7.33.2(eslint@8.52.0)
   eslint-plugin-storybook:
     specifier: ^0.6.15
-    version: 0.6.15(eslint@7.32.0)(typescript@4.9.5)
+    version: 0.6.15(eslint@8.52.0)(typescript@4.9.5)
   file-loader:
     specifier: ^6.1.0
     version: 6.2.0(webpack@5.88.2)
@@ -663,6 +663,11 @@ devDependencies:
 
 packages:
 
+  /@aashutoshrathi/word-wrap@1.2.6:
+    resolution: {integrity: sha512-1Yjs2SvM8TflER/OD3cOjhWWOZb58A2t7wpE2S9XfBYTiIl+XFhQG2bjy4Pu1I+EAlCNUzRDYDdFwFYUKvXcIA==}
+    engines: {node: '>=0.10.0'}
+    dev: true
+
   /@adobe/css-tools@4.0.1:
     resolution: {integrity: sha512-+u76oB43nOHrF4DDWRLWDCtci7f3QJoEBigemIdIeTi1ODqjx6Tad9NCVnPRwewWlKkVab5PlK8DCtPTyX7S8g==}
     dev: true
@@ -720,12 +725,6 @@ packages:
       default-browser-id: 3.0.0
     dev: true
 
-  /@babel/code-frame@7.12.11:
-    resolution: {integrity: sha512-Zt1yodBx1UcyiePMSkWnU4hPqhwq7hGi2nFL1LeA3EUl+q2LQx16MISgJ0+z7dnmgvP9QtIleuETGOiOH1RcIw==}
-    dependencies:
-      '@babel/highlight': 7.22.10
-    dev: true
-
   /@babel/code-frame@7.22.10:
     resolution: {integrity: sha512-/KKIMG4UEL35WmI9OlvMhurwtytjvXoFcGNrOvyG9zIzA8YmPjVtIZUf7b05+TPO7G7/GEmLHDaoCgACHl9hhA==}
     engines: {node: '>=6.9.0'}
@@ -830,7 +829,7 @@ packages:
       '@babel/helper-plugin-utils': 7.22.5
       debug: 4.3.4(supports-color@8.1.1)
       lodash.debounce: 4.0.8
-      resolve: 1.22.1
+      resolve: 1.22.8
     transitivePeerDependencies:
       - supports-color
 
@@ -2432,38 +2431,43 @@ packages:
     dev: true
     optional: true
 
-  /@eslint-community/eslint-utils@4.4.0(eslint@7.32.0):
+  /@eslint-community/eslint-utils@4.4.0(eslint@8.52.0):
     resolution: {integrity: sha512-1/sA4dwrzBAyeUoQ6oxahHKmrZvsnLCg4RfxW3ZFGGmQkSNQPFNLV9CUEFQP1x9EYXHTo5p6xdhZM1Ne9p/AfA==}
     engines: {node: ^12.22.0 || ^14.17.0 || >=16.0.0}
     peerDependencies:
       eslint: ^6.0.0 || ^7.0.0 || >=8.0.0
     dependencies:
-      eslint: 7.32.0
+      eslint: 8.52.0
       eslint-visitor-keys: 3.4.3
     dev: true
 
-  /@eslint-community/regexpp@4.6.2:
-    resolution: {integrity: sha512-pPTNuaAG3QMH+buKyBIGJs3g/S5y0caxw0ygM3YyE6yJFySwiGGSzA+mM3KJ8QQvzeLh3blwgSonkFjgQdxzMw==}
+  /@eslint-community/regexpp@4.9.1:
+    resolution: {integrity: sha512-Y27x+MBLjXa+0JWDhykM3+JE+il3kHKAEqabfEWq3SDhZjLYb6/BHL/JKFnH3fe207JaXkyDo685Oc2Glt6ifA==}
     engines: {node: ^12.0.0 || ^14.0.0 || >=16.0.0}
     dev: true
 
-  /@eslint/eslintrc@0.4.3:
-    resolution: {integrity: sha512-J6KFFz5QCYUJq3pf0mjEcCJVERbzv71PUIDczuh9JkwGEzced6CO5ADLHB1rbf/+oPBtoPfMYNOpGDzCANlbXw==}
-    engines: {node: ^10.12.0 || >=12.0.0}
+  /@eslint/eslintrc@2.1.2:
+    resolution: {integrity: sha512-+wvgpDsrB1YqAMdEUCcnTlpfVBH7Vqn6A/NT3D8WVXFIaKMlErPIZT3oCIAVCOtarRpMtelZLqJeU3t7WY6X6g==}
+    engines: {node: ^12.22.0 || ^14.17.0 || >=16.0.0}
     dependencies:
       ajv: 6.12.6
       debug: 4.3.4(supports-color@8.1.1)
-      espree: 7.3.1
-      globals: 13.17.0
-      ignore: 4.0.6
+      espree: 9.6.1
+      globals: 13.23.0
+      ignore: 5.2.4
       import-fresh: 3.3.0
-      js-yaml: 3.14.1
+      js-yaml: 4.1.0
       minimatch: 3.1.2
       strip-json-comments: 3.1.1
     transitivePeerDependencies:
       - supports-color
     dev: true
 
+  /@eslint/js@8.52.0:
+    resolution: {integrity: sha512-mjZVbpaeMZludF2fsWLD0Z9gCref1Tk4i9+wddjRvpUNqqcndPkBD09N/Mapey0b3jaXbLm2kICwFv2E64QinA==}
+    engines: {node: ^12.22.0 || ^14.17.0 || >=16.0.0}
+    dev: true
+
   /@fal-works/esbuild-plugin-global-externals@2.1.2:
     resolution: {integrity: sha512-cEee/Z+I12mZcFJshKcCqC8tuX5hG3s+d+9nZ3LabqKF1vKdF41B92pJVCBggjAGORAeOzyyDDKrZwIkLffeOQ==}
     dev: true
@@ -2541,19 +2545,24 @@ packages:
       scheduler: 0.19.1
     dev: true
 
-  /@humanwhocodes/config-array@0.5.0:
-    resolution: {integrity: sha512-FagtKFz74XrTl7y6HCzQpwDfXP0yhxe9lHLD1UZxjvZIcbyRz8zTFF/yYNfSfzU414eDwZ1SrO0Qvtyf+wFMQg==}
+  /@humanwhocodes/config-array@0.11.13:
+    resolution: {integrity: sha512-JSBDMiDKSzQVngfRjOdFXgFfklaXI4K9nLF49Auh21lmBWRLIK3+xTErTWD4KU54pb6coM6ESE7Awz/FNU3zgQ==}
     engines: {node: '>=10.10.0'}
     dependencies:
-      '@humanwhocodes/object-schema': 1.2.1
+      '@humanwhocodes/object-schema': 2.0.1
       debug: 4.3.4(supports-color@8.1.1)
       minimatch: 3.1.2
     transitivePeerDependencies:
       - supports-color
     dev: true
 
-  /@humanwhocodes/object-schema@1.2.1:
-    resolution: {integrity: sha512-ZnQMnLV4e7hDlUvw8H+U8ASL02SS2Gn6+9Ac3wGGLIe7+je2AeAOxPY+izIPJDfFDb7eDjev0Us8MO1iFRN8hA==}
+  /@humanwhocodes/module-importer@1.0.1:
+    resolution: {integrity: sha512-bxveV4V8v5Yb4ncFTT3rPSgZBOpCkjfK0y4oVVVJwIuDVBRMDXrPyXRL988i5ap9m9bnyEEjWfm5WkBmtffLfA==}
+    engines: {node: '>=12.22'}
+    dev: true
+
+  /@humanwhocodes/object-schema@2.0.1:
+    resolution: {integrity: sha512-dvuCeX5fC9dXgJn9t+X5atfmgQAzUOWqS1254Gh0m6i8wKd10ebXkfNKiRK+1GWi/yTvvLDHpoxLr0xxxeslWw==}
     dev: true
 
   /@isaacs/cliui@8.0.2:
@@ -3207,7 +3216,7 @@ packages:
     engines: {node: '>= 8'}
     dependencies:
       '@nodelib/fs.scandir': 2.1.5
-      fastq: 1.13.0
+      fastq: 1.15.0
     dev: true
 
   /@open-draft/until@1.0.3:
@@ -3221,6 +3230,18 @@ packages:
     dev: true
     optional: true
 
+  /@pkgr/utils@2.4.2:
+    resolution: {integrity: sha512-POgTXhjrTfbTV63DiFXav4lBHiICLKKwDeaKn9Nphwj7WH6m0hMMCaJkMyRWjgtPFyRKRVoMXXjczsTQRDEhYw==}
+    engines: {node: ^12.20.0 || ^14.18.0 || >=16.0.0}
+    dependencies:
+      cross-spawn: 7.0.3
+      fast-glob: 3.3.1
+      is-glob: 4.0.3
+      open: 9.1.0
+      picocolors: 1.0.0
+      tslib: 2.6.2
+    dev: true
+
   /@playwright/test@1.29.2:
     resolution: {integrity: sha512-+3/GPwOgcoF0xLz/opTnahel1/y42PdcgZ4hs+BZGIUjtmEFSXGg+nFoaH3NSmuc7a6GSFwXDJ5L7VXpqzigNg==}
     engines: {node: '>=14'}
@@ -4903,7 +4924,7 @@ packages:
       flat-cache: 3.0.4
       micromatch: 4.0.5
       react-docgen-typescript: 2.2.2(typescript@4.9.5)
-      tslib: 2.4.1
+      tslib: 2.6.2
       typescript: 4.9.5
       webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     transitivePeerDependencies:
@@ -6059,6 +6080,10 @@ packages:
     resolution: {integrity: sha512-Hr5Jfhc9eYOQNPYO5WLDq/n4jqijdHNlDXjuAQkkt+mWdQR+XJToOHrsD4cPaMXpn6KO7y2+wM8AZEs8VpBLVA==}
     dev: true
 
+  /@types/json-schema@7.0.14:
+    resolution: {integrity: sha512-U3PUjAudAdJBeC2pgN8uTIKgxrb4nlDF3SF0++EldXQvQBGkpFZMSnwQiIoDU77tv45VgNkl/L4ouD+rEomujw==}
+    dev: true
+
   /@types/less@3.0.3:
     resolution: {integrity: sha512-1YXyYH83h6We1djyoUEqTlVyQtCfJAFXELSKW2ZRtjHD4hQ82CC4lvrv5D0l0FLcKBaiPbXyi3MpMsI9ZRgKsw==}
     dev: false
@@ -6248,6 +6273,10 @@ packages:
     resolution: {integrity: sha512-G8hZ6XJiHnuhQKR7ZmysCeJWE08o8T0AXtk5darsCaTVsYZhhgUrq53jizaR2FvsoeCwJhlmwTjkXBY5Pn/ZHw==}
     dev: true
 
+  /@types/semver@7.5.4:
+    resolution: {integrity: sha512-MMzuxN3GdFwskAnb6fz0orFvhfqi752yjaXylr0Rp4oDg5H0Zn1IuyRhDVvYOwAXoJirx2xuS16I3WjxnAIHiQ==}
+    dev: true
+
   /@types/send@0.17.3:
     resolution: {integrity: sha512-/7fKxvKUoETxjFUsuFlPB9YndePpxxRAOfGC/yJdc9kTjTeP5kRCTzfnE8kPUKCeyiyIZu0YQ76s50hCedI1ug==}
     dependencies:
@@ -6336,8 +6365,8 @@ packages:
     resolution: {integrity: sha512-3NoqvZC2W5gAC5DZbTpCeJ251vGQmgcWIHQJGq2J240HY6ErQ9aWKkwfoKJlHLx+A83WPNTZ9+3cd2ILxbvr1w==}
     dev: true
 
-  /@typescript-eslint/eslint-plugin@6.4.0(@typescript-eslint/parser@6.4.0)(eslint@7.32.0)(typescript@4.9.5):
-    resolution: {integrity: sha512-62o2Hmc7Gs3p8SLfbXcipjWAa6qk2wZGChXG2JbBtYpwSRmti/9KHLqfbLs9uDigOexG+3PaQ9G2g3201FWLKg==}
+  /@typescript-eslint/eslint-plugin@6.9.0(@typescript-eslint/parser@6.9.0)(eslint@8.52.0)(typescript@4.9.5):
+    resolution: {integrity: sha512-lgX7F0azQwRPB7t7WAyeHWVfW1YJ9NIgd9mvGhfQpRY56X6AVf8mwM8Wol+0z4liE7XX3QOt8MN1rUKCfSjRIA==}
     engines: {node: ^16.0.0 || >=18.0.0}
     peerDependencies:
       '@typescript-eslint/parser': ^6.0.0 || ^6.0.0-alpha
@@ -6347,26 +6376,26 @@ packages:
       typescript:
         optional: true
     dependencies:
-      '@eslint-community/regexpp': 4.6.2
-      '@typescript-eslint/parser': 6.4.0(eslint@7.32.0)(typescript@4.9.5)
-      '@typescript-eslint/scope-manager': 6.4.0
-      '@typescript-eslint/type-utils': 6.4.0(eslint@7.32.0)(typescript@4.9.5)
-      '@typescript-eslint/utils': 6.4.0(eslint@7.32.0)(typescript@4.9.5)
-      '@typescript-eslint/visitor-keys': 6.4.0
+      '@eslint-community/regexpp': 4.9.1
+      '@typescript-eslint/parser': 6.9.0(eslint@8.52.0)(typescript@4.9.5)
+      '@typescript-eslint/scope-manager': 6.9.0
+      '@typescript-eslint/type-utils': 6.9.0(eslint@8.52.0)(typescript@4.9.5)
+      '@typescript-eslint/utils': 6.9.0(eslint@8.52.0)(typescript@4.9.5)
+      '@typescript-eslint/visitor-keys': 6.9.0
       debug: 4.3.4(supports-color@8.1.1)
-      eslint: 7.32.0
+      eslint: 8.52.0
       graphemer: 1.4.0
       ignore: 5.2.4
       natural-compare: 1.4.0
       semver: 7.5.4
-      ts-api-utils: 1.0.2(typescript@4.9.5)
+      ts-api-utils: 1.0.3(typescript@4.9.5)
       typescript: 4.9.5
     transitivePeerDependencies:
       - supports-color
     dev: true
 
-  /@typescript-eslint/parser@6.4.0(eslint@7.32.0)(typescript@4.9.5):
-    resolution: {integrity: sha512-I1Ah1irl033uxjxO9Xql7+biL3YD7w9IU8zF+xlzD/YxY6a4b7DYA08PXUUCbm2sEljwJF6ERFy2kTGAGcNilg==}
+  /@typescript-eslint/parser@6.9.0(eslint@8.52.0)(typescript@4.9.5):
+    resolution: {integrity: sha512-GZmjMh4AJ/5gaH4XF2eXA8tMnHWP+Pm1mjQR2QN4Iz+j/zO04b9TOvJYOX2sCNIQHtRStKTxRY1FX7LhpJT4Gw==}
     engines: {node: ^16.0.0 || >=18.0.0}
     peerDependencies:
       eslint: ^7.0.0 || ^8.0.0
@@ -6375,12 +6404,12 @@ packages:
       typescript:
         optional: true
     dependencies:
-      '@typescript-eslint/scope-manager': 6.4.0
-      '@typescript-eslint/types': 6.4.0
-      '@typescript-eslint/typescript-estree': 6.4.0(typescript@4.9.5)
-      '@typescript-eslint/visitor-keys': 6.4.0
+      '@typescript-eslint/scope-manager': 6.9.0
+      '@typescript-eslint/types': 6.9.0
+      '@typescript-eslint/typescript-estree': 6.9.0(typescript@4.9.5)
+      '@typescript-eslint/visitor-keys': 6.9.0
       debug: 4.3.4(supports-color@8.1.1)
-      eslint: 7.32.0
+      eslint: 8.52.0
       typescript: 4.9.5
     transitivePeerDependencies:
       - supports-color
@@ -6394,16 +6423,16 @@ packages:
       '@typescript-eslint/visitor-keys': 5.55.0
     dev: true
 
-  /@typescript-eslint/scope-manager@6.4.0:
-    resolution: {integrity: sha512-TUS7vaKkPWDVvl7GDNHFQMsMruD+zhkd3SdVW0d7b+7Zo+bd/hXJQ8nsiUZMi1jloWo6c9qt3B7Sqo+flC1nig==}
+  /@typescript-eslint/scope-manager@6.9.0:
+    resolution: {integrity: sha512-1R8A9Mc39n4pCCz9o79qRO31HGNDvC7UhPhv26TovDsWPBDx+Sg3rOZdCELIA3ZmNoWAuxaMOT7aWtGRSYkQxw==}
     engines: {node: ^16.0.0 || >=18.0.0}
     dependencies:
-      '@typescript-eslint/types': 6.4.0
-      '@typescript-eslint/visitor-keys': 6.4.0
+      '@typescript-eslint/types': 6.9.0
+      '@typescript-eslint/visitor-keys': 6.9.0
     dev: true
 
-  /@typescript-eslint/type-utils@6.4.0(eslint@7.32.0)(typescript@4.9.5):
-    resolution: {integrity: sha512-TvqrUFFyGY0cX3WgDHcdl2/mMCWCDv/0thTtx/ODMY1QhEiyFtv/OlLaNIiYLwRpAxAtOLOY9SUf1H3Q3dlwAg==}
+  /@typescript-eslint/type-utils@6.9.0(eslint@8.52.0)(typescript@4.9.5):
+    resolution: {integrity: sha512-XXeahmfbpuhVbhSOROIzJ+b13krFmgtc4GlEuu1WBT+RpyGPIA4Y/eGnXzjbDj5gZLzpAXO/sj+IF/x2GtTMjQ==}
     engines: {node: ^16.0.0 || >=18.0.0}
     peerDependencies:
       eslint: ^7.0.0 || ^8.0.0
@@ -6412,11 +6441,11 @@ packages:
       typescript:
         optional: true
     dependencies:
-      '@typescript-eslint/typescript-estree': 6.4.0(typescript@4.9.5)
-      '@typescript-eslint/utils': 6.4.0(eslint@7.32.0)(typescript@4.9.5)
+      '@typescript-eslint/typescript-estree': 6.9.0(typescript@4.9.5)
+      '@typescript-eslint/utils': 6.9.0(eslint@8.52.0)(typescript@4.9.5)
       debug: 4.3.4(supports-color@8.1.1)
-      eslint: 7.32.0
-      ts-api-utils: 1.0.2(typescript@4.9.5)
+      eslint: 8.52.0
+      ts-api-utils: 1.0.3(typescript@4.9.5)
       typescript: 4.9.5
     transitivePeerDependencies:
       - supports-color
@@ -6427,8 +6456,8 @@ packages:
     engines: {node: ^12.22.0 || ^14.17.0 || >=16.0.0}
     dev: true
 
-  /@typescript-eslint/types@6.4.0:
-    resolution: {integrity: sha512-+FV9kVFrS7w78YtzkIsNSoYsnOtrYVnKWSTVXoL1761CsCRv5wpDOINgsXpxD67YCLZtVQekDDyaxfjVWUJmmg==}
+  /@typescript-eslint/types@6.9.0:
+    resolution: {integrity: sha512-+KB0lbkpxBkBSiVCuQvduqMJy+I1FyDbdwSpM3IoBS7APl4Bu15lStPjgBIdykdRqQNYqYNMa8Kuidax6phaEw==}
     engines: {node: ^16.0.0 || >=18.0.0}
     dev: true
 
@@ -6453,8 +6482,8 @@ packages:
       - supports-color
     dev: true
 
-  /@typescript-eslint/typescript-estree@6.4.0(typescript@4.9.5):
-    resolution: {integrity: sha512-iDPJArf/K2sxvjOR6skeUCNgHR/tCQXBsa+ee1/clRKr3olZjZ/dSkXPZjG6YkPtnW6p5D1egeEPMCW6Gn4yLA==}
+  /@typescript-eslint/typescript-estree@6.9.0(typescript@4.9.5):
+    resolution: {integrity: sha512-NJM2BnJFZBEAbCfBP00zONKXvMqihZCrmwCaik0UhLr0vAgb6oguXxLX1k00oQyD+vZZ+CJn3kocvv2yxm4awQ==}
     engines: {node: ^16.0.0 || >=18.0.0}
     peerDependencies:
       typescript: '*'
@@ -6462,31 +6491,31 @@ packages:
       typescript:
         optional: true
     dependencies:
-      '@typescript-eslint/types': 6.4.0
-      '@typescript-eslint/visitor-keys': 6.4.0
+      '@typescript-eslint/types': 6.9.0
+      '@typescript-eslint/visitor-keys': 6.9.0
       debug: 4.3.4(supports-color@8.1.1)
       globby: 11.1.0
       is-glob: 4.0.3
       semver: 7.5.4
-      ts-api-utils: 1.0.2(typescript@4.9.5)
+      ts-api-utils: 1.0.3(typescript@4.9.5)
       typescript: 4.9.5
     transitivePeerDependencies:
       - supports-color
     dev: true
 
-  /@typescript-eslint/utils@5.55.0(eslint@7.32.0)(typescript@4.9.5):
+  /@typescript-eslint/utils@5.55.0(eslint@8.52.0)(typescript@4.9.5):
     resolution: {integrity: sha512-FkW+i2pQKcpDC3AY6DU54yl8Lfl14FVGYDgBTyGKB75cCwV3KpkpTMFi9d9j2WAJ4271LR2HeC5SEWF/CZmmfw==}
     engines: {node: ^12.22.0 || ^14.17.0 || >=16.0.0}
     peerDependencies:
       eslint: ^6.0.0 || ^7.0.0 || ^8.0.0
     dependencies:
-      '@eslint-community/eslint-utils': 4.4.0(eslint@7.32.0)
+      '@eslint-community/eslint-utils': 4.4.0(eslint@8.52.0)
       '@types/json-schema': 7.0.12
       '@types/semver': 7.5.0
       '@typescript-eslint/scope-manager': 5.55.0
       '@typescript-eslint/types': 5.55.0
       '@typescript-eslint/typescript-estree': 5.55.0(typescript@4.9.5)
-      eslint: 7.32.0
+      eslint: 8.52.0
       eslint-scope: 5.1.1
       semver: 7.5.4
     transitivePeerDependencies:
@@ -6494,19 +6523,19 @@ packages:
       - typescript
     dev: true
 
-  /@typescript-eslint/utils@6.4.0(eslint@7.32.0)(typescript@4.9.5):
-    resolution: {integrity: sha512-BvvwryBQpECPGo8PwF/y/q+yacg8Hn/2XS+DqL/oRsOPK+RPt29h5Ui5dqOKHDlbXrAeHUTnyG3wZA0KTDxRZw==}
+  /@typescript-eslint/utils@6.9.0(eslint@8.52.0)(typescript@4.9.5):
+    resolution: {integrity: sha512-5Wf+Jsqya7WcCO8me504FBigeQKVLAMPmUzYgDbWchINNh1KJbxCgVya3EQ2MjvJMVeXl3pofRmprqX6mfQkjQ==}
     engines: {node: ^16.0.0 || >=18.0.0}
     peerDependencies:
       eslint: ^7.0.0 || ^8.0.0
     dependencies:
-      '@eslint-community/eslint-utils': 4.4.0(eslint@7.32.0)
-      '@types/json-schema': 7.0.12
-      '@types/semver': 7.5.0
-      '@typescript-eslint/scope-manager': 6.4.0
-      '@typescript-eslint/types': 6.4.0
-      '@typescript-eslint/typescript-estree': 6.4.0(typescript@4.9.5)
-      eslint: 7.32.0
+      '@eslint-community/eslint-utils': 4.4.0(eslint@8.52.0)
+      '@types/json-schema': 7.0.14
+      '@types/semver': 7.5.4
+      '@typescript-eslint/scope-manager': 6.9.0
+      '@typescript-eslint/types': 6.9.0
+      '@typescript-eslint/typescript-estree': 6.9.0(typescript@4.9.5)
+      eslint: 8.52.0
       semver: 7.5.4
     transitivePeerDependencies:
       - supports-color
@@ -6521,14 +6550,18 @@ packages:
       eslint-visitor-keys: 3.4.3
     dev: true
 
-  /@typescript-eslint/visitor-keys@6.4.0:
-    resolution: {integrity: sha512-yJSfyT+uJm+JRDWYRYdCm2i+pmvXJSMtPR9Cq5/XQs4QIgNoLcoRtDdzsLbLsFM/c6um6ohQkg/MLxWvoIndJA==}
+  /@typescript-eslint/visitor-keys@6.9.0:
+    resolution: {integrity: sha512-dGtAfqjV6RFOtIP8I0B4ZTBRrlTT8NHHlZZSchQx3qReaoDeXhYM++M4So2AgFK9ZB0emRPA6JI1HkafzA2Ibg==}
     engines: {node: ^16.0.0 || >=18.0.0}
     dependencies:
-      '@typescript-eslint/types': 6.4.0
+      '@typescript-eslint/types': 6.9.0
       eslint-visitor-keys: 3.4.3
     dev: true
 
+  /@ungap/structured-clone@1.2.0:
+    resolution: {integrity: sha512-zuVdFrMJiuCDQUMCzQaD6KL28MjnqqN8XnAqiEq9PNm/hCPTSGfrXCOfwj1ow4LFb/tNymJPwsNbVePc1xFqrQ==}
+    dev: true
+
   /@webassemblyjs/ast@1.11.6:
     resolution: {integrity: sha512-IN1xI7PwOvLPgjcf180gC1bqn3q/QaOCwYUahIOhbYUu8KA/3tw2RT/T0Gidi1l7Hhj5D/INhJxiICObqpMu4Q==}
     dependencies:
@@ -6700,7 +6733,7 @@ packages:
       esbuild: '>=0.10.0'
     dependencies:
       esbuild: 0.18.20
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: true
 
   /@yarnpkg/fslib@2.10.3:
@@ -6759,6 +6792,14 @@ packages:
       acorn: 7.4.1
     dev: true
 
+  /acorn-jsx@5.3.2(acorn@8.10.0):
+    resolution: {integrity: sha512-rq9s+JNhf0IChjtDXxllJ7g41oZk5SlXtp0LHwyA5cejwn7vKmKp4pPri6YEePv2PU65sAsegbXtIinmDFDXgQ==}
+    peerDependencies:
+      acorn: ^6.0.0 || ^7.0.0 || ^8.0.0
+    dependencies:
+      acorn: 8.10.0
+    dev: true
+
   /acorn-walk@7.2.0:
     resolution: {integrity: sha512-OPdCF6GsMIP+Az+aWfAAOEt2/+iVDKE7oy6lJ098aoe59oAmK76qV6Gw60SbZ8jHuG2wH058GF4pLFbYamYrVA==}
     engines: {node: '>=0.4.0'}
@@ -6874,7 +6915,7 @@ packages:
     resolution: {integrity: sha512-IG23inYII3dWlU2EyiAiGj6Bwal5GzsgPMwjYGvc1HPE2dgbj4ZB5ToWBKSquKw74nB3TIuOwaI6/jSULzfgrw==}
     engines: {node: '>=14.16'}
     dependencies:
-      type-fest: 3.5.3
+      type-fest: 3.13.1
     dev: true
 
   /ansi-html-community@0.0.8:
@@ -7020,7 +7061,6 @@ packages:
 
   /argparse@2.0.1:
     resolution: {integrity: sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q==}
-    dev: false
 
   /aria-hidden@1.2.1(@types/react@16.14.34)(react@16.14.0):
     resolution: {integrity: sha512-PN344VAf9j1EAi+jyVHOJ8XidQdPVssGco39eNcsGdM4wcsILtxrKLkbuiMfLWYROK1FjRQasMWCBttrhjnr6A==}
@@ -7041,17 +7081,24 @@ packages:
     dependencies:
       deep-equal: 2.1.0
 
+  /array-buffer-byte-length@1.0.0:
+    resolution: {integrity: sha512-LPuwb2P+NrQw3XhxGc36+XSvuBPopovXYTR9Ew++Du9Yb/bx5AzBfrIsBoj0EZUifjQU+sHL21sseZ3jerWO/A==}
+    dependencies:
+      call-bind: 1.0.5
+      is-array-buffer: 3.0.2
+    dev: true
+
   /array-flatten@1.1.1:
     resolution: {integrity: sha512-PCVAQswWemu6UdxsDFFX/+gVeYqKAod3D3UVm91jHwynguOwAvYPhx8nNlM++NqRcK6CxxpUafjmhIdKiHibqg==}
 
-  /array-includes@3.1.6:
-    resolution: {integrity: sha512-sgTbLvL6cNnw24FnbaDyjmvddQ2ML8arZsgaJhoABMoplz/4QRhtrYS+alr1BUM1Bwp6dhx8vVCBSLG+StwOFw==}
+  /array-includes@3.1.7:
+    resolution: {integrity: sha512-dlcsNBIiWhPkHdOEEKnehA+RNUWDc4UqFtnIXU4uuYDPtA4LDkr7qip2p0VvFAEXNDr0yWZ9PJyIRiGjRLQzwQ==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
-      define-properties: 1.1.4
-      es-abstract: 1.20.4
-      get-intrinsic: 1.1.3
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
+      get-intrinsic: 1.2.2
       is-string: 1.0.7
     dev: true
 
@@ -7064,35 +7111,58 @@ packages:
     engines: {node: '>=8'}
     dev: true
 
-  /array.prototype.flatmap@1.3.1:
-    resolution: {integrity: sha512-8UGn9O1FDVvMNB0UlLv4voxRMze7+FpHyF5mSMRjWHUMlpoDViniy05870VlxhfgTnLbpuwTzvD76MTtWxB/mQ==}
+  /array.prototype.flat@1.3.2:
+    resolution: {integrity: sha512-djYB+Zx2vLewY8RWlNCUdHjDXs2XOgm602S9E7P/UpHgfeHL00cRiIF+IN/G/aUJ7kGPb6yO/ErDI5V2s8iycA==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
-      define-properties: 1.1.4
-      es-abstract: 1.20.4
-      es-shim-unscopables: 1.0.0
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
+      es-shim-unscopables: 1.0.2
+    dev: true
+
+  /array.prototype.flatmap@1.3.2:
+    resolution: {integrity: sha512-Ewyx0c9PmpcsByhSW4r+9zDU7sGjFc86qf/kKtuSCRdhfbk0SNLLkaT5qvcHnRGgc5NP/ly/y+qkXkqONX54CQ==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
+      es-shim-unscopables: 1.0.2
     dev: true
 
   /array.prototype.reduce@1.0.5:
     resolution: {integrity: sha512-kDdugMl7id9COE8R7MHF5jWk7Dqt/fs4Pv+JXoICnYwqpjjjbUurz6w5fT5IG6brLdJhv6/VoHB0H7oyIBXd+Q==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
-      define-properties: 1.1.4
-      es-abstract: 1.20.4
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
       es-array-method-boxes-properly: 1.0.0
       is-string: 1.0.7
     dev: true
 
-  /array.prototype.tosorted@1.1.1:
-    resolution: {integrity: sha512-pZYPXPRl2PqWcsUs6LOMn+1f1532nEoPTYowBtqLwAW+W8vSVhkIGnmOX1t/UQjD6YGI0vcD2B1U7ZFGQH9jnQ==}
+  /array.prototype.tosorted@1.1.2:
+    resolution: {integrity: sha512-HuQCHOlk1Weat5jzStICBCd83NxiIMwqDg/dHEsoefabn/hJRj5pVdWcPUSpRrwhwxZOsQassMpgN/xRYFBMIg==}
+    dependencies:
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
+      es-shim-unscopables: 1.0.2
+      get-intrinsic: 1.2.2
+    dev: true
+
+  /arraybuffer.prototype.slice@1.0.2:
+    resolution: {integrity: sha512-yMBKppFur/fbHu9/6USUe03bZ4knMYiwFBcyiaXB8Go0qNehwX6inYPzK9U0NeQvGxKthcmHcaR8P5MStSRBAw==}
+    engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
-      define-properties: 1.1.4
-      es-abstract: 1.20.4
-      es-shim-unscopables: 1.0.0
-      get-intrinsic: 1.1.3
+      array-buffer-byte-length: 1.0.0
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
+      get-intrinsic: 1.2.2
+      is-array-buffer: 3.0.2
+      is-shared-array-buffer: 1.0.2
     dev: true
 
   /asap@2.0.6:
@@ -7128,14 +7198,14 @@ packages:
     resolution: {integrity: sha512-O0yuUDnZeQDL+ncNGlJ78BiO4jnYI3bvMsD5prT0/nsgijG/LpNBIr63gTjVTNsiGkgQhiyCShTgxt8oXOrklA==}
     engines: {node: '>=4'}
     dependencies:
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: true
 
   /ast-types@0.15.2:
     resolution: {integrity: sha512-c27loCv9QkZinsa5ProX751khO9DJl/AcB5c2KNtA6NRvHKS0PgLfcftz72KVq504vB0Gku5s2kUZzDBvQWvHg==}
     engines: {node: '>=4'}
     dependencies:
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: true
 
   /ast-types@0.16.1:
@@ -7162,6 +7232,12 @@ packages:
     resolution: {integrity: sha512-iAB+JbDEGXhyIUavoDl9WP/Jj106Kz9DEn1DPgYw5ruDn0e3Wgi3sKFm55sASdGBNOQB8F59d9qQ7deqrHA8wQ==}
     dev: true
 
+  /asynciterator.prototype@1.0.0:
+    resolution: {integrity: sha512-wwHYEIS0Q80f5mosx3L/dfG5t5rjEa9Ft51GTaNt862EnpyGHpgz2RkZvLPp1oF5TnAiTohkEKVEu8pQPJI7Vg==}
+    dependencies:
+      has-symbols: 1.0.3
+    dev: true
+
   /asynckit@0.4.0:
     resolution: {integrity: sha512-Oei9OH4tRh0YqU3GxhX79dM/mwVgvbZJaSNaRk+bshkj0S5cfHcgYakreBjrHwatXKbz+IoIdYLxrKim2MjW0Q==}
     dev: true
@@ -7583,6 +7659,13 @@ packages:
       ieee754: 1.2.1
     dev: true
 
+  /bundle-name@3.0.0:
+    resolution: {integrity: sha512-PKA4BeSvBpQKQ8iPOGCSiell+N8P+Tf1DlwqmYhpe2gAhKPHn8EYOxVT+ShuGmhg8lN8XiSlS80yiExKXrURlw==}
+    engines: {node: '>=12'}
+    dependencies:
+      run-applescript: 5.0.0
+    dev: true
+
   /bytes@3.0.0:
     resolution: {integrity: sha512-pMhOfFDPiv9t5jjIXkHosWmkSyQbvsgEVNkz0ERHbuLh2T/7j4Mqqpz523Fe8MVY89KC6Sh/QfS2sM+SjgFDcw==}
     engines: {node: '>= 0.8'}
@@ -7626,11 +7709,12 @@ packages:
       write-file-atomic: 3.0.3
     dev: true
 
-  /call-bind@1.0.2:
-    resolution: {integrity: sha512-7O+FbCihrB5WGbFYesctwmTKae6rOiIzmz1icreWJ+0aA7LJfuqhEso2T9ncpcFtzMQtzXf2QGGueWJGTYsqrA==}
+  /call-bind@1.0.5:
+    resolution: {integrity: sha512-C3nQxfFZxFRVoJoGKKI8y3MOEo129NQ+FgQ08iye+Mk4zNZZGdjfs06bVTr+DBSlA66Q2VEcMki/cUCP4SercQ==}
     dependencies:
-      function-bind: 1.1.1
-      get-intrinsic: 1.1.3
+      function-bind: 1.1.2
+      get-intrinsic: 1.2.2
+      set-function-length: 1.1.1
 
   /caller-callsite@2.0.0:
     resolution: {integrity: sha512-JuG3qI4QOftFsZyOn1qq87fq5grLIyk1JYd5lJmdA+fG7aQ9pA/i3JIJGcO3q0MrRcHlOt1U+ZeHW8Dq9axALQ==}
@@ -7660,7 +7744,7 @@ packages:
     resolution: {integrity: sha512-gxGWBrTT1JuMx6R+o5PTXMmUnhnVzLQ9SNutD4YqKtI6ap897t3tKECYla6gCWEkplXnlNybEkZg9GEGxKFCgw==}
     dependencies:
       pascal-case: 3.1.2
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: true
 
   /camelcase-keys@7.0.2:
@@ -8911,9 +8995,9 @@ packages:
   /deep-equal@2.1.0:
     resolution: {integrity: sha512-2pxgvWu3Alv1PoWEyVg7HS8YhGlUFUV7N5oOvfL6d+7xAmLSemMwv/c8Zv/i9KFzxV5Kt5CAvQc70fLwVuf4UA==}
     dependencies:
-      call-bind: 1.0.2
+      call-bind: 1.0.5
       es-get-iterator: 1.1.2
-      get-intrinsic: 1.1.3
+      get-intrinsic: 1.2.2
       is-arguments: 1.1.1
       is-date-object: 1.0.5
       is-regex: 1.1.4
@@ -8943,6 +9027,16 @@ packages:
       untildify: 4.0.0
     dev: true
 
+  /default-browser@4.0.0:
+    resolution: {integrity: sha512-wX5pXO1+BrhMkSbROFsyxUm0i/cJEScyNhA4PPxc41ICuv05ZZB/MX28s8aZx6xjmatvebIapF6hLEKEcpneUA==}
+    engines: {node: '>=14.16'}
+    dependencies:
+      bundle-name: 3.0.0
+      default-browser-id: 3.0.0
+      execa: 7.2.0
+      titleize: 3.0.0
+    dev: true
+
   /default-require-extensions@3.0.1:
     resolution: {integrity: sha512-eXTJmRbm2TIt9MgWTsOH1wEuhew6XGZcMeGKCtLedIg/NCsg1iBePXkceTdK4Fii7pzmN9tGsZhKzZ4h7O/fxw==}
     engines: {node: '>=8'}
@@ -8956,16 +9050,30 @@ packages:
       clone: 1.0.4
     dev: true
 
+  /define-data-property@1.1.1:
+    resolution: {integrity: sha512-E7uGkTzkk1d0ByLeSc6ZsFS79Axg+m1P/VsgYsxHgiuc3tFSj+MjMIwe90FC4lOAZzNBdY7kkO2P2wKdsQ1vgQ==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      get-intrinsic: 1.2.2
+      gopd: 1.0.1
+      has-property-descriptors: 1.0.1
+
   /define-lazy-prop@2.0.0:
     resolution: {integrity: sha512-Ds09qNh8yw3khSjiJjiUInaGX9xlqZDY7JVryGxdxV7NPeuqQfplOpQ66yJFZut3jLa5zOwkXw1g9EI2uKh4Og==}
     engines: {node: '>=8'}
     dev: true
 
-  /define-properties@1.1.4:
-    resolution: {integrity: sha512-uckOqKcfaVvtBdsVkdPv3XjveQJsNQqmhXgRi8uhvWWuPYZCNlzT8qAyblUgNoXdHdjMTzAqeGjAoli8f+bzPA==}
+  /define-lazy-prop@3.0.0:
+    resolution: {integrity: sha512-N+MeXYoqr3pOgn8xfyRPREN7gHakLYjhsHhWGT3fWAiL4IkAt0iDw14QiiEm2bE30c5XX5q0FtAA3CK5f9/BUg==}
+    engines: {node: '>=12'}
+    dev: true
+
+  /define-properties@1.2.1:
+    resolution: {integrity: sha512-8QmQKqEASLd5nx0U1B1okLElbUuuttJ/AnYmRXbbbGDWh6uS208EjD4Xqq/I9wK7u0v6O08XhTWnt5XtEbR6Dg==}
     engines: {node: '>= 0.4'}
     dependencies:
-      has-property-descriptors: 1.0.0
+      define-data-property: 1.1.1
+      has-property-descriptors: 1.0.1
       object-keys: 1.1.1
 
   /defu@6.1.2:
@@ -9191,7 +9299,7 @@ packages:
     resolution: {integrity: sha512-Kv5nKlh6yRrdrGvxeJ2e5y2eRUpkUosIW4A2AS38zwSz27zu7ufDwQPi5Jhs3XAlGNetl3bmnGhQsMtkKJnj3w==}
     dependencies:
       no-case: 3.0.4
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: true
 
   /dot-prop@5.3.0:
@@ -9347,34 +9455,49 @@ packages:
     dependencies:
       stackframe: 1.3.4
 
-  /es-abstract@1.20.4:
-    resolution: {integrity: sha512-0UtvRN79eMe2L+UNEF1BwRe364sj/DXhQ/k5FmivgoSdpM90b8Jc0mDzKMGo7QS0BVbOP/bTwBKNnDc9rNzaPA==}
+  /es-abstract@1.22.3:
+    resolution: {integrity: sha512-eiiY8HQeYfYH2Con2berK+To6GrK2RxbPawDkGq4UiCQQfZHb6wX9qQqkbpPqaxQFcl8d9QzZqo0tGE0VcrdwA==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
+      array-buffer-byte-length: 1.0.0
+      arraybuffer.prototype.slice: 1.0.2
+      available-typed-arrays: 1.0.5
+      call-bind: 1.0.5
+      es-set-tostringtag: 2.0.2
       es-to-primitive: 1.2.1
-      function-bind: 1.1.1
-      function.prototype.name: 1.1.5
-      get-intrinsic: 1.1.3
+      function.prototype.name: 1.1.6
+      get-intrinsic: 1.2.2
       get-symbol-description: 1.0.0
-      has: 1.0.3
-      has-property-descriptors: 1.0.0
+      globalthis: 1.0.3
+      gopd: 1.0.1
+      has-property-descriptors: 1.0.1
+      has-proto: 1.0.1
       has-symbols: 1.0.3
-      internal-slot: 1.0.3
+      hasown: 2.0.0
+      internal-slot: 1.0.6
+      is-array-buffer: 3.0.2
       is-callable: 1.2.7
       is-negative-zero: 2.0.2
       is-regex: 1.1.4
       is-shared-array-buffer: 1.0.2
       is-string: 1.0.7
+      is-typed-array: 1.1.12
       is-weakref: 1.0.2
-      object-inspect: 1.12.2
+      object-inspect: 1.13.1
       object-keys: 1.1.1
       object.assign: 4.1.4
-      regexp.prototype.flags: 1.4.3
+      regexp.prototype.flags: 1.5.1
+      safe-array-concat: 1.0.1
       safe-regex-test: 1.0.0
-      string.prototype.trimend: 1.0.5
-      string.prototype.trimstart: 1.0.5
+      string.prototype.trim: 1.2.8
+      string.prototype.trimend: 1.0.7
+      string.prototype.trimstart: 1.0.7
+      typed-array-buffer: 1.0.0
+      typed-array-byte-length: 1.0.0
+      typed-array-byte-offset: 1.0.0
+      typed-array-length: 1.0.4
       unbox-primitive: 1.0.2
+      which-typed-array: 1.1.13
     dev: true
 
   /es-array-method-boxes-properly@1.0.0:
@@ -9384,8 +9507,8 @@ packages:
   /es-get-iterator@1.1.2:
     resolution: {integrity: sha512-+DTO8GYwbMCwbywjimwZMHp8AuYXOS2JZFWoi2AlPOS3ebnII9w/NLpNZtA7A0YLaVDw+O7KFCeoIV7OPvM7hQ==}
     dependencies:
-      call-bind: 1.0.2
-      get-intrinsic: 1.1.3
+      call-bind: 1.0.5
+      get-intrinsic: 1.2.2
       has-symbols: 1.0.3
       is-arguments: 1.1.1
       is-map: 2.0.2
@@ -9393,14 +9516,42 @@ packages:
       is-string: 1.0.7
       isarray: 2.0.5
 
+  /es-iterator-helpers@1.0.15:
+    resolution: {integrity: sha512-GhoY8uYqd6iwUl2kgjTm4CZAf6oo5mHK7BPqx3rKgx893YSsy0LGHV6gfqqQvZt/8xM8xeOnfXBCfqclMKkJ5g==}
+    dependencies:
+      asynciterator.prototype: 1.0.0
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
+      es-set-tostringtag: 2.0.2
+      function-bind: 1.1.2
+      get-intrinsic: 1.2.2
+      globalthis: 1.0.3
+      has-property-descriptors: 1.0.1
+      has-proto: 1.0.1
+      has-symbols: 1.0.3
+      internal-slot: 1.0.6
+      iterator.prototype: 1.1.2
+      safe-array-concat: 1.0.1
+    dev: true
+
   /es-module-lexer@1.3.0:
     resolution: {integrity: sha512-vZK7T0N2CBmBOixhmjdqx2gWVbFZ4DXZ/NyRMZVlJXPa7CyFS+/a4QQsDGDQy9ZfEzxFuNEsMLeQJnKP2p5/JA==}
     dev: true
 
-  /es-shim-unscopables@1.0.0:
-    resolution: {integrity: sha512-Jm6GPcCdC30eMLbZ2x8z2WuRwAws3zTBBKuusffYVUrNj/GVSUAZ+xKMaUpfNDR5IbyNA5LJbaecoUVbmUcB1w==}
+  /es-set-tostringtag@2.0.2:
+    resolution: {integrity: sha512-BuDyupZt65P9D2D2vA/zqcI3G5xRsklm5N3xCwuiy+/vKy8i0ifdsQP1sLgO4tZDSCaQUSnmC48khknGMV3D2Q==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      get-intrinsic: 1.2.2
+      has-tostringtag: 1.0.0
+      hasown: 2.0.0
+    dev: true
+
+  /es-shim-unscopables@1.0.2:
+    resolution: {integrity: sha512-J3yBRXCzDu4ULnQwxyToo/OjdMx6akgVC7K6few0a7F/0wLtmKKN7I73AH5T2836UuXRqN7Qg+IIUw/+YJksRw==}
     dependencies:
-      has: 1.0.3
+      hasown: 2.0.0
     dev: true
 
   /es-to-primitive@1.2.1:
@@ -9706,16 +9857,16 @@ packages:
       source-map: 0.6.1
     dev: true
 
-  /eslint-config-prettier@8.8.0(eslint@7.32.0):
-    resolution: {integrity: sha512-wLbQiFre3tdGgpDv67NQKnJuTlcUVYHas3k+DZCc2U2BadthoEY4B7hLPvAxaqdyOGCzuLfii2fqGph10va7oA==}
+  /eslint-config-prettier@9.0.0(eslint@8.52.0):
+    resolution: {integrity: sha512-IcJsTkJae2S35pRsRAwoCE+925rJJStOdkKnLVgtE+tEpqU0EVVM7OqrwxqgptKdX29NUwC82I5pXsGFIgSevw==}
     hasBin: true
     peerDependencies:
       eslint: '>=7.0.0'
     dependencies:
-      eslint: 7.32.0
+      eslint: 8.52.0
     dev: true
 
-  /eslint-plugin-compat@4.2.0(eslint@7.32.0):
+  /eslint-plugin-compat@4.2.0(eslint@8.52.0):
     resolution: {integrity: sha512-RDKSYD0maWy5r7zb5cWQS+uSPc26mgOzdORJ8hxILmWM7S/Ncwky7BcAtXVY5iRbKjBdHsWU8Yg7hfoZjtkv7w==}
     engines: {node: '>=14.x'}
     peerDependencies:
@@ -9725,34 +9876,34 @@ packages:
       ast-metadata-inferer: 0.8.0
       browserslist: 4.21.10
       caniuse-lite: 1.0.30001538
-      eslint: 7.32.0
+      eslint: 8.52.0
       find-up: 5.0.0
       lodash.memoize: 4.1.2
       semver: 7.5.4
     dev: true
 
-  /eslint-plugin-cypress@2.13.3(eslint@7.32.0):
-    resolution: {integrity: sha512-nAPjZE5WopCsgJwl3vHm5iafpV+ZRO76Z9hMyRygWhmg5ODXDPd+9MaPl7kdJ2azj+sO87H3P1PRnggIrz848g==}
+  /eslint-plugin-cypress@2.15.1(eslint@8.52.0):
+    resolution: {integrity: sha512-eLHLWP5Q+I4j2AWepYq0PgFEei9/s5LvjuSqWrxurkg1YZ8ltxdvMNmdSf0drnsNo57CTgYY/NIHHLRSWejR7w==}
     peerDependencies:
       eslint: '>= 3.2.1'
     dependencies:
-      eslint: 7.32.0
-      globals: 11.12.0
+      eslint: 8.52.0
+      globals: 13.23.0
     dev: true
 
-  /eslint-plugin-eslint-comments@3.2.0(eslint@7.32.0):
+  /eslint-plugin-eslint-comments@3.2.0(eslint@8.52.0):
     resolution: {integrity: sha512-0jkOl0hfojIHHmEHgmNdqv4fmh7300NdpA9FFpF7zaoLvB/QeXOGNLIo86oAveJFrfB1p05kC8hpEMHM8DwWVQ==}
     engines: {node: '>=6.5.0'}
     peerDependencies:
       eslint: '>=4.19.1'
     dependencies:
       escape-string-regexp: 1.0.5
-      eslint: 7.32.0
+      eslint: 8.52.0
       ignore: 5.2.4
     dev: true
 
-  /eslint-plugin-jest@27.2.3(@typescript-eslint/eslint-plugin@6.4.0)(eslint@7.32.0)(jest@29.3.1)(typescript@4.9.5):
-    resolution: {integrity: sha512-sRLlSCpICzWuje66Gl9zvdF6mwD5X86I4u55hJyFBsxYOsBCmT5+kSUjf+fkFWVMMgpzNEupjW8WzUqi83hJAQ==}
+  /eslint-plugin-jest@27.4.3(@typescript-eslint/eslint-plugin@6.9.0)(eslint@8.52.0)(jest@29.3.1)(typescript@4.9.5):
+    resolution: {integrity: sha512-7S6SmmsHsgIm06BAGCAxL+ABd9/IB3MWkz2pudj6Qqor2y1qQpWPfuFU4SG9pWj4xDjF0e+D7Llh5useuSzAZw==}
     engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0}
     peerDependencies:
       '@typescript-eslint/eslint-plugin': ^5.0.0 || ^6.0.0
@@ -9764,9 +9915,9 @@ packages:
       jest:
         optional: true
     dependencies:
-      '@typescript-eslint/eslint-plugin': 6.4.0(@typescript-eslint/parser@6.4.0)(eslint@7.32.0)(typescript@4.9.5)
-      '@typescript-eslint/utils': 5.55.0(eslint@7.32.0)(typescript@4.9.5)
-      eslint: 7.32.0
+      '@typescript-eslint/eslint-plugin': 6.9.0(@typescript-eslint/parser@6.9.0)(eslint@8.52.0)(typescript@4.9.5)
+      '@typescript-eslint/utils': 5.55.0(eslint@8.52.0)(typescript@4.9.5)
+      eslint: 8.52.0
       jest: 29.3.1(@types/node@18.11.9)(ts-node@10.9.1)
     transitivePeerDependencies:
       - supports-color
@@ -9778,56 +9929,61 @@ packages:
     engines: {node: '>=5.0.0'}
     dev: true
 
-  /eslint-plugin-prettier@3.4.1(eslint-config-prettier@8.8.0)(eslint@7.32.0)(prettier@2.8.8):
-    resolution: {integrity: sha512-htg25EUYUeIhKHXjOinK4BgCcDwtLHjqaxCDsMy5nbnUMkKFvIhMVCp+5GFUXQ4Nr8lBsPqtGAqBenbpFqAA2g==}
-    engines: {node: '>=6.0.0'}
+  /eslint-plugin-prettier@5.0.1(eslint-config-prettier@9.0.0)(eslint@8.52.0)(prettier@2.8.8):
+    resolution: {integrity: sha512-m3u5RnR56asrwV/lDC4GHorlW75DsFfmUcjfCYylTUs85dBRnB7VM6xG8eCMJdeDRnppzmxZVf1GEPJvl1JmNg==}
+    engines: {node: ^14.18.0 || >=16.0.0}
     peerDependencies:
-      eslint: '>=5.0.0'
+      '@types/eslint': '>=8.0.0'
+      eslint: '>=8.0.0'
       eslint-config-prettier: '*'
-      prettier: '>=1.13.0'
+      prettier: '>=3.0.0'
     peerDependenciesMeta:
+      '@types/eslint':
+        optional: true
       eslint-config-prettier:
         optional: true
     dependencies:
-      eslint: 7.32.0
-      eslint-config-prettier: 8.8.0(eslint@7.32.0)
+      eslint: 8.52.0
+      eslint-config-prettier: 9.0.0(eslint@8.52.0)
       prettier: 2.8.8
       prettier-linter-helpers: 1.0.0
+      synckit: 0.8.5
     dev: true
 
-  /eslint-plugin-react@7.32.2(eslint@7.32.0):
-    resolution: {integrity: sha512-t2fBMa+XzonrrNkyVirzKlvn5RXzzPwRHtMvLAtVZrt8oxgnTQaYbU6SXTOO1mwQgp1y5+toMSKInnzGr0Knqg==}
+  /eslint-plugin-react@7.33.2(eslint@8.52.0):
+    resolution: {integrity: sha512-73QQMKALArI8/7xGLNI/3LylrEYrlKZSb5C9+q3OtOewTnMQi5cT+aE9E41sLCmli3I9PGGmD1yiZydyo4FEPw==}
     engines: {node: '>=4'}
     peerDependencies:
       eslint: ^3 || ^4 || ^5 || ^6 || ^7 || ^8
     dependencies:
-      array-includes: 3.1.6
-      array.prototype.flatmap: 1.3.1
-      array.prototype.tosorted: 1.1.1
+      array-includes: 3.1.7
+      array.prototype.flatmap: 1.3.2
+      array.prototype.tosorted: 1.1.2
       doctrine: 2.1.0
-      eslint: 7.32.0
+      es-iterator-helpers: 1.0.15
+      eslint: 8.52.0
       estraverse: 5.3.0
-      jsx-ast-utils: 3.3.3
+      jsx-ast-utils: 3.3.5
       minimatch: 3.1.2
-      object.entries: 1.1.6
-      object.fromentries: 2.0.6
-      object.hasown: 1.1.2
-      object.values: 1.1.6
+      object.entries: 1.1.7
+      object.fromentries: 2.0.7
+      object.hasown: 1.1.3
+      object.values: 1.1.7
       prop-types: 15.8.1
-      resolve: 2.0.0-next.4
+      resolve: 2.0.0-next.5
       semver: 6.3.1
-      string.prototype.matchall: 4.0.8
+      string.prototype.matchall: 4.0.10
     dev: true
 
-  /eslint-plugin-storybook@0.6.15(eslint@7.32.0)(typescript@4.9.5):
+  /eslint-plugin-storybook@0.6.15(eslint@8.52.0)(typescript@4.9.5):
     resolution: {integrity: sha512-lAGqVAJGob47Griu29KXYowI4G7KwMoJDOkEip8ujikuDLxU+oWJ1l0WL6F2oDO4QiyUFXvtDkEkISMOPzo+7w==}
     engines: {node: 12.x || 14.x || >= 16}
     peerDependencies:
       eslint: '>=6'
     dependencies:
       '@storybook/csf': 0.0.1
-      '@typescript-eslint/utils': 5.55.0(eslint@7.32.0)(typescript@4.9.5)
-      eslint: 7.32.0
+      '@typescript-eslint/utils': 5.55.0(eslint@8.52.0)(typescript@4.9.5)
+      eslint: 8.52.0
       requireindex: 1.2.0
       ts-dedent: 2.2.0
     transitivePeerDependencies:
@@ -9843,21 +9999,12 @@ packages:
       estraverse: 4.3.0
     dev: true
 
-  /eslint-utils@2.1.0:
-    resolution: {integrity: sha512-w94dQYoauyvlDc43XnGB8lU3Zt713vNChgt4EWwhXAP2XkBvndfxF0AgIqKOOasjPIPzj9JqgwkwbCYD0/V3Zg==}
-    engines: {node: '>=6'}
+  /eslint-scope@7.2.2:
+    resolution: {integrity: sha512-dOt21O7lTMhDM+X9mB4GX+DZrZtCUJPL/wlcTqxyrx5IvO0IYtILdtrQGQp+8n5S0gwSVmOf9NQrjMOgfQZlIg==}
+    engines: {node: ^12.22.0 || ^14.17.0 || >=16.0.0}
     dependencies:
-      eslint-visitor-keys: 1.3.0
-    dev: true
-
-  /eslint-visitor-keys@1.3.0:
-    resolution: {integrity: sha512-6J72N8UNa462wa/KFODt/PJ3IU60SDpC3QXC1Hjc1BXXpfL2C9R5+AU7jhe0F6GREqVMh4Juu+NY7xn+6dipUQ==}
-    engines: {node: '>=4'}
-    dev: true
-
-  /eslint-visitor-keys@2.1.0:
-    resolution: {integrity: sha512-0rSmRBzXgDzIsD6mGdJgevzgezI534Cer5L/vyMX0kHzT/jiB43jRhd9YUlMGYLQy2zprNmoT8qasCGtY+QaKw==}
-    engines: {node: '>=10'}
+      esrecurse: 4.3.0
+      estraverse: 5.3.0
     dev: true
 
   /eslint-visitor-keys@3.4.3:
@@ -9865,62 +10012,60 @@ packages:
     engines: {node: ^12.22.0 || ^14.17.0 || >=16.0.0}
     dev: true
 
-  /eslint@7.32.0:
-    resolution: {integrity: sha512-VHZ8gX+EDfz+97jGcgyGCyRia/dPOd6Xh9yPv8Bl1+SoaIwD+a/vlrOmGRUyOYu7MwUhc7CxqeaDZU13S4+EpA==}
-    engines: {node: ^10.12.0 || >=12.0.0}
+  /eslint@8.52.0:
+    resolution: {integrity: sha512-zh/JHnaixqHZsolRB/w9/02akBk9EPrOs9JwcTP2ek7yL5bVvXuRariiaAjjoJ5DvuwQ1WAE/HsMz+w17YgBCg==}
+    engines: {node: ^12.22.0 || ^14.17.0 || >=16.0.0}
     hasBin: true
     dependencies:
-      '@babel/code-frame': 7.12.11
-      '@eslint/eslintrc': 0.4.3
-      '@humanwhocodes/config-array': 0.5.0
+      '@eslint-community/eslint-utils': 4.4.0(eslint@8.52.0)
+      '@eslint-community/regexpp': 4.9.1
+      '@eslint/eslintrc': 2.1.2
+      '@eslint/js': 8.52.0
+      '@humanwhocodes/config-array': 0.11.13
+      '@humanwhocodes/module-importer': 1.0.1
+      '@nodelib/fs.walk': 1.2.8
+      '@ungap/structured-clone': 1.2.0
       ajv: 6.12.6
       chalk: 4.1.2
       cross-spawn: 7.0.3
       debug: 4.3.4(supports-color@8.1.1)
       doctrine: 3.0.0
-      enquirer: 2.3.6
       escape-string-regexp: 4.0.0
-      eslint-scope: 5.1.1
-      eslint-utils: 2.1.0
-      eslint-visitor-keys: 2.1.0
-      espree: 7.3.1
-      esquery: 1.4.0
+      eslint-scope: 7.2.2
+      eslint-visitor-keys: 3.4.3
+      espree: 9.6.1
+      esquery: 1.5.0
       esutils: 2.0.3
       fast-deep-equal: 3.1.3
       file-entry-cache: 6.0.1
-      functional-red-black-tree: 1.0.1
-      glob-parent: 5.1.2
-      globals: 13.17.0
-      ignore: 4.0.6
-      import-fresh: 3.3.0
+      find-up: 5.0.0
+      glob-parent: 6.0.2
+      globals: 13.23.0
+      graphemer: 1.4.0
+      ignore: 5.2.4
       imurmurhash: 0.1.4
       is-glob: 4.0.3
-      js-yaml: 3.14.1
+      is-path-inside: 3.0.3
+      js-yaml: 4.1.0
       json-stable-stringify-without-jsonify: 1.0.1
       levn: 0.4.1
       lodash.merge: 4.6.2
       minimatch: 3.1.2
       natural-compare: 1.4.0
-      optionator: 0.9.1
-      progress: 2.0.3
-      regexpp: 3.2.0
-      semver: 7.5.4
+      optionator: 0.9.3
       strip-ansi: 6.0.1
-      strip-json-comments: 3.1.1
-      table: 6.8.1
       text-table: 0.2.0
-      v8-compile-cache: 2.3.0
     transitivePeerDependencies:
       - supports-color
     dev: true
 
-  /espree@7.3.1:
-    resolution: {integrity: sha512-v3JCNCE64umkFpmkFGqzVKsOT0tN1Zr+ueqLZfpV1Ob8e+CEgPWa+OxCoGH3tnhimMKIaBm4m/vaRpJ/krRz2g==}
-    engines: {node: ^10.12.0 || >=12.0.0}
+  /espree@9.6.1:
+    resolution: {integrity: sha512-oruZaFkjorTpF32kDSI5/75ViwGeZginGGy2NoOSg3Q9bnwlnmDm4HLnkl0RE3n+njDXR037aY1+x58Z/zFdwQ==}
+    engines: {node: ^12.22.0 || ^14.17.0 || >=16.0.0}
     dependencies:
-      acorn: 7.4.1
-      acorn-jsx: 5.3.2(acorn@7.4.1)
-      eslint-visitor-keys: 1.3.0
+      acorn: 8.10.0
+      acorn-jsx: 5.3.2(acorn@8.10.0)
+      eslint-visitor-keys: 3.4.3
     dev: true
 
   /esprima@4.0.1:
@@ -9929,8 +10074,8 @@ packages:
     hasBin: true
     dev: true
 
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+  /esquery@1.5.0:
+    resolution: {integrity: sha512-YQLXUplAwJgCydQ78IMJywZCceoqk1oH01OERdSAJc/7U2AylwjhSCLDEtqwg811idIS/9fIU5GjG73IgjKMVg==}
     engines: {node: '>=0.10'}
     dependencies:
       estraverse: 5.3.0
@@ -10012,6 +10157,21 @@ packages:
       strip-final-newline: 2.0.0
     dev: true
 
+  /execa@7.2.0:
+    resolution: {integrity: sha512-UduyVP7TLB5IcAQl+OzLyLcS/l32W/GLg+AhHJ+ow40FOk2U3SAllPwR44v4vmdFwIWqpdwxxpQbF1n5ta9seA==}
+    engines: {node: ^14.18.0 || ^16.14.0 || >=18.0.0}
+    dependencies:
+      cross-spawn: 7.0.3
+      get-stream: 6.0.1
+      human-signals: 4.3.1
+      is-stream: 3.0.0
+      merge-stream: 2.0.0
+      npm-run-path: 5.1.0
+      onetime: 6.0.0
+      signal-exit: 3.0.7
+      strip-final-newline: 3.0.0
+    dev: true
+
   /executable@4.1.1:
     resolution: {integrity: sha512-8iA79xD3uAch729dUG8xaaBBFGaEa0wdD2VkYLFHwlqosEj/jT66AzcreRDSgV7ehnNLBW2WR5jIXwGKjVdTLg==}
     engines: {node: '>=4'}
@@ -10148,12 +10308,12 @@ packages:
   /fast-deep-equal@3.1.3:
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+  /fast-diff@1.3.0:
+    resolution: {integrity: sha512-VxPP4NqbUjj6MaAOafWeUn2cXWLcCtljklUtZf0Ind4XQ+QPtmA0b18zZy0jIQx+ExRVCR/ZQpBmik5lXshNsw==}
     dev: true
 
-  /fast-glob@3.2.12:
-    resolution: {integrity: sha512-DVj4CQIYYow0BlaelwK1pHl5n5cRSJfM60UA0zK891sVInoPri2Ekj7+e1CT3/3qxXenpI+nBBmQAcJPJgaj4w==}
+  /fast-glob@3.3.1:
+    resolution: {integrity: sha512-kNFPyjhh5cKjrUltxs+wFx+ZkbRaxxmZ+X0ZU31SOsxCEtP9VPgtq2teZw1DebupL5GmDaNQ6yKMMVcM41iqDg==}
     engines: {node: '>=8.6.0'}
     dependencies:
       '@nodelib/fs.stat': 2.0.5
@@ -10188,8 +10348,8 @@ packages:
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     dev: false
 
-  /fastq@1.13.0:
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+  /fastq@1.15.0:
+    resolution: {integrity: sha512-wBrocU2LCXXa+lWBt8RoIRD89Fi8OdABODa/kEnyeyjS5aZO5/GNvI5sEINADqP/h8M29UHTHUb53sUu5Ihqdw==}
     dependencies:
       reusify: 1.0.4
     dev: true
@@ -10260,7 +10420,7 @@ packages:
     resolution: {integrity: sha512-7Gps/XWymbLk2QLYK4NzpMOrYjMhdIxXuIvy2QBsLE6ljuodKvdkWs/cpyJJ3CVIVpH0Oi1Hvg1ovbMzLdFBBg==}
     engines: {node: ^10.12.0 || >=12.0.0}
     dependencies:
-      flat-cache: 3.0.4
+      flat-cache: 3.1.1
     dev: true
 
   /file-loader@6.2.0(webpack@5.88.2):
@@ -10284,7 +10444,7 @@ packages:
   /filelist@1.0.4:
     resolution: {integrity: sha512-w1cEuf3S+DrLCQL7ET6kz+gmlJdbq9J7yXCSjK/OZCPA+qEN1WyF4ZAf0YYJa4/shHJra2t/d/r8SV4Ji+x+8Q==}
     dependencies:
-      minimatch: 5.1.1
+      minimatch: 5.1.6
     dev: true
 
   /fill-range@7.0.1:
@@ -10398,10 +10558,23 @@ packages:
       rimraf: 3.0.2
     dev: true
 
+  /flat-cache@3.1.1:
+    resolution: {integrity: sha512-/qM2b3LUIaIgviBQovTLvijfyOQXPtSRnRK26ksj2J7rzPIecePUIpJsZ4T02Qg+xiAEKIs5K8dsHEd+VaKa/Q==}
+    engines: {node: '>=12.0.0'}
+    dependencies:
+      flatted: 3.2.9
+      keyv: 4.5.4
+      rimraf: 3.0.2
+    dev: true
+
   /flatted@3.2.7:
     resolution: {integrity: sha512-5nqDSxl8nn5BSNxyR3n4I6eDmbolI6WT+QqR547RwxQapgjQBmtktdP+HTBb/a/zLsbzERTONyUB5pefh5TtjQ==}
     dev: true
 
+  /flatted@3.2.9:
+    resolution: {integrity: sha512-36yxDn5H7OFZQla0/jFJmbIKTdZAQHngCedGxiMmpNfEZM0sdEeT+WczLQrjK6D7o2aiyLYDnkw0R3JK0Qv1RQ==}
+    dev: true
+
   /flow-parser@0.214.0:
     resolution: {integrity: sha512-RW1Dh6BuT14DA7+gtNRKzgzvG3GTPdrceHCi4ddZ9VFGQ9HtO5L8wzxMGsor7XtInIrbWZZCSak0oxnBF7tApw==}
     engines: {node: '>=0.4.0'}
@@ -10582,23 +10755,19 @@ packages:
     requiresBuild: true
     optional: true
 
-  /function-bind@1.1.1:
-    resolution: {integrity: sha512-yIovAzMX49sF8Yl58fSCWJ5svSLuaibPxXQJFLmBObTuCr0Mf1KiPopGM9NiFjiYBCbfaa2Fh6breQ6ANVTI0A==}
+  /function-bind@1.1.2:
+    resolution: {integrity: sha512-7XHNxH7qX9xG5mIwxkhumTox/MIRNcOgDrxWsMt2pAr23WHp6MrRlN7FBSFpCpr+oVO0F744iUgR82nJMfG2SA==}
 
-  /function.prototype.name@1.1.5:
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+  /function.prototype.name@1.1.6:
+    resolution: {integrity: sha512-Z5kx79swU5P27WEayXM1tBi5Ze/lbIyiNgU3qyXUOf9b2rgXYyF9Dy9Cx+IQv/Lc8WCG6L82zwUPpSS9hGehIg==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
-      define-properties: 1.1.4
-      es-abstract: 1.20.4
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
       functions-have-names: 1.2.3
     dev: true
 
-  /functional-red-black-tree@1.0.1:
-    resolution: {integrity: sha512-dsKNQNdj6xA3T+QlADDA7mOSlX0qiMINjn0cgr+eGHGsbSHzTabcIogz2+p/iqP1Xs6EP/sS2SbqH+brGTbq0g==}
-    dev: true
-
   /functions-have-names@1.2.3:
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@@ -10616,12 +10785,13 @@ packages:
     engines: {node: 6.* || 8.* || >= 10.*}
     dev: true
 
-  /get-intrinsic@1.1.3:
-    resolution: {integrity: sha512-QJVz1Tj7MS099PevUG5jvnt9tSkXN8K14dxQlikJuPt4uD9hHAHjLyLBiLR5zELelBdD9QNRAXZzsJx0WaDL9A==}
+  /get-intrinsic@1.2.2:
+    resolution: {integrity: sha512-0gSo4ml/0j98Y3lngkFEot/zhiCeWsbYIlZ+uZOVgzLyLaUw7wxUL+nCTP0XJvJg1AXulJRI3UJi8GsbDuxdGA==}
     dependencies:
-      function-bind: 1.1.1
-      has: 1.0.3
+      function-bind: 1.1.2
+      has-proto: 1.0.1
       has-symbols: 1.0.3
+      hasown: 2.0.0
 
   /get-nonce@1.0.1:
     resolution: {integrity: sha512-FJhYRoDaiatfEkUK8HKlicmu/3SGFD51q3itKDGoSTysQJBnfOcxU5GxnhE1E6soB76MbT0MBtnKJuXyAx+96Q==}
@@ -10668,8 +10838,8 @@ packages:
     resolution: {integrity: sha512-2EmdH1YvIQiZpltCNgkuiUnyukzxM/R6NDJX31Ke3BG1Nq5b0S2PhX59UKi9vZpPDQVdqn+1IcaAwnzTT5vCjw==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
-      get-intrinsic: 1.1.3
+      call-bind: 1.0.5
+      get-intrinsic: 1.2.2
     dev: true
 
   /getos@3.2.1:
@@ -10713,6 +10883,13 @@ packages:
     dependencies:
       is-glob: 4.0.3
 
+  /glob-parent@6.0.2:
+    resolution: {integrity: sha512-XxwI8EOhVQgWp6iDL+3b0r86f4d6AX6zSU55HfB4ydCEuXLXc5FcYeOu+nnGftS4TEju/11rt4KJPTMgbfmv4A==}
+    engines: {node: '>=10.13.0'}
+    dependencies:
+      is-glob: 4.0.3
+    dev: true
+
   /glob-to-regexp@0.4.1:
     resolution: {integrity: sha512-lkX1HJXwyMcprw/5YUZc2s7DrpAiHB21/V+E1rHUrVNokkvB6bqMzT0VfV6/86ZNabt1k14YOIaT7nDvOX3Iiw==}
     dev: true
@@ -10791,20 +10968,27 @@ packages:
     resolution: {integrity: sha512-WOBp/EEGUiIsJSp7wcv/y6MO+lV9UoncWqxuFfm8eBwzWNgyfBd6Gz+IeKQ9jCmyhoH99g15M3T+QaVHFjizVA==}
     engines: {node: '>=4'}
 
-  /globals@13.17.0:
-    resolution: {integrity: sha512-1C+6nQRb1GwGMKm2dH/E7enFAMxGTmGI7/dEdhy/DNelv85w9B72t3uc5frtMNXIbzrarJJ/lTCjcaZwbLJmyw==}
+  /globals@13.23.0:
+    resolution: {integrity: sha512-XAmF0RjlrjY23MA51q3HltdlGxUpXPvg0GioKiD9X6HD28iMjo2dKC8Vqwm7lne4GNr78+RHTfliktR6ZH09wA==}
     engines: {node: '>=8'}
     dependencies:
       type-fest: 0.20.2
     dev: true
 
+  /globalthis@1.0.3:
+    resolution: {integrity: sha512-sFdI5LyBiNTHjRd7cGPWapiHWMOXKyuBNX/cWJ3NfzrZQVa8GI/8cofCl74AOVqq9W5kNmguTIzJ/1s2gyI9wA==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      define-properties: 1.2.1
+    dev: true
+
   /globby@11.1.0:
     resolution: {integrity: sha512-jhIXaOzy1sb8IyocaruWSn1TjmnBVs8Ayhcy83rmxNJ8q2uWKCAj3CnJY+KpGSXCueAPc0i05kVvVKtP1t9S3g==}
     engines: {node: '>=10'}
     dependencies:
       array-union: 2.1.0
       dir-glob: 3.0.1
-      fast-glob: 3.2.12
+      fast-glob: 3.3.1
       ignore: 5.2.4
       merge2: 1.4.1
       slash: 3.0.0
@@ -10816,7 +11000,7 @@ packages:
   /gopd@1.0.1:
     resolution: {integrity: sha512-d65bNlIadxvpb/A2abVdlqKqV563juRnZ1Wtk6s1sIR8uNsXR70xqIzVqxVf1eTqDunwT2MkczEeaezCKTZhwA==}
     dependencies:
-      get-intrinsic: 1.1.3
+      get-intrinsic: 1.2.2
 
   /graceful-fs@4.2.11:
     resolution: {integrity: sha512-RbJ5/jmFcNNCcDV5o9eTnBLJ/HszWV0P73bc+Ff4nS/rJj+YaS6IGyiOL0VoBYX+l1Wrl3k63h/KrH+nhJ0XvQ==}
@@ -10866,10 +11050,14 @@ packages:
     resolution: {integrity: sha512-EykJT/Q1KjTWctppgIAgfSO0tKVuZUjhgMr17kqTumMl6Afv3EISleU7qZUzoXDFTAHTDC4NOoG/ZxU3EvlMPQ==}
     engines: {node: '>=8'}
 
-  /has-property-descriptors@1.0.0:
-    resolution: {integrity: sha512-62DVLZGoiEBDHQyqG4w9xCuZ7eJEwNmJRWw2VY84Oedb7WFcA27fiEVe8oUQx9hAUJ4ekurquucTGwsyO1XGdQ==}
+  /has-property-descriptors@1.0.1:
+    resolution: {integrity: sha512-VsX8eaIewvas0xnvinAe9bw4WfIeODpGYikiWYLH+dma0Jw6KHYqWiWfhQlgOVK8D6PvjubK5Uc4P0iIhIcNVg==}
     dependencies:
-      get-intrinsic: 1.1.3
+      get-intrinsic: 1.2.2
+
+  /has-proto@1.0.1:
+    resolution: {integrity: sha512-7qE+iP+O+bgF9clE5+UoBFzE65mlBiVj3tKCrlNQ0Ogwm0BjpT/gK4SlLYDMybDh5I3TCTKnPPa0oMG7JDYrhg==}
+    engines: {node: '>= 0.4'}
 
   /has-symbols@1.0.3:
     resolution: {integrity: sha512-l3LCuF6MgDNwTDKkdYGEihYjt5pRPbEg46rtlmnSPlUbgmB8LOIrKJbYYFBSbnPaJexMKtiPO8hmeRjRz2Td+A==}
@@ -10885,7 +11073,8 @@ packages:
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     engines: {node: '>= 0.4.0'}
     dependencies:
-      function-bind: 1.1.1
+      function-bind: 1.1.2
+    dev: true
 
   /hasha@5.2.2:
     resolution: {integrity: sha512-Hrp5vIK/xr5SkeN2onO32H0MgNZ0f17HRNH39WfL0SYUNOTZ5Lz1TJ8Pajo/87dYGEFlLMm7mIc/k/s6Bvz9HQ==}
@@ -10895,6 +11084,12 @@ packages:
       type-fest: 0.8.1
     dev: true
 
+  /hasown@2.0.0:
+    resolution: {integrity: sha512-vUptKVTpIJhcczKBbgnS+RtcuYMB8+oNzPK2/Hp3hanz8JmpATdmmgLgSaadVREkDm+e2giHwY3ZRkyjSIDDFA==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      function-bind: 1.1.2
+
   /hast-util-parse-selector@2.2.5:
     resolution: {integrity: sha512-7j6mrk/qqkSehsM92wQjdIgWM2/BW61u/53G6xmC8i1OmEdKLHbk419QKQUjz6LglWsfqoiHmyMRkP1BGjecNQ==}
 
@@ -11115,6 +11310,11 @@ packages:
     engines: {node: '>=10.17.0'}
     dev: true
 
+  /human-signals@4.3.1:
+    resolution: {integrity: sha512-nZXjEF2nbo7lIw3mgYjItAfgQXog3OjJogSbKa2CQIIvSGWcKgeJnQlNXip6NglNzYH45nSRiEVimMvYL8DDqQ==}
+    engines: {node: '>=14.18.0'}
+    dev: true
+
   /humps@2.0.1:
     resolution: {integrity: sha512-E0eIbrFWUhwfXJmsbdjRQFQPrl5pTEoKlz163j1mTqqUnU9PgR4AgB8AIITzuB3vLBdxZXyZ9TDIrwB2OASz4g==}
     dev: false
@@ -11161,11 +11361,6 @@ packages:
     resolution: {integrity: sha512-dcyqhDvX1C46lXZcVqCpK+FtMRQVdIMN6/Df5js2zouUsqG7I6sFxitIC+7KYK29KdXOLHdu9zL4sFnoVQnqaA==}
     dev: true
 
-  /ignore@4.0.6:
-    resolution: {integrity: sha512-cyFDKrqc/YdcWFniJhzI42+AzS+gNwmUzOSFcRCQYwySuBBBy/KjuxWLZ/FHEH6Moq1NizMOBWyTcv8O4OZIMg==}
-    engines: {node: '>= 4'}
-    dev: true
-
   /ignore@5.2.4:
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     engines: {node: '>= 4'}
@@ -11272,12 +11467,12 @@ packages:
       wrap-ansi: 7.0.0
     dev: true
 
-  /internal-slot@1.0.3:
-    resolution: {integrity: sha512-O0DB1JC/sPyZl7cIo78n5dR7eUSwwpYPiXRhTzNxZVAMUuB8vlnRFyLxdrVToks6XPLVnFfbzaVd5WLjhgg+vA==}
+  /internal-slot@1.0.6:
+    resolution: {integrity: sha512-Xj6dv+PsbtwyPpEflsejS+oIZxmMlV44zAhG479uYu89MsjcYOhCFnNyKrkJrihbsiasQyY0afoCl/9BLR65bg==}
     engines: {node: '>= 0.4'}
     dependencies:
-      get-intrinsic: 1.1.3
-      has: 1.0.3
+      get-intrinsic: 1.2.2
+      hasown: 2.0.0
       side-channel: 1.0.4
     dev: true
 
@@ -11334,9 +11529,17 @@ packages:
     resolution: {integrity: sha512-8Q7EARjzEnKpt/PCD7e1cgUS0a6X8u5tdSiMqXhojOdoV9TsMsiO+9VLC5vAmO8N7/GmXn7yjR8qnA6bVAEzfA==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
+      call-bind: 1.0.5
       has-tostringtag: 1.0.0
 
+  /is-array-buffer@3.0.2:
+    resolution: {integrity: sha512-y+FyyR/w8vfIRq4eQcM1EYgSTnmHXPqaF+IgzgraytCFq5Xh8lllDVmAZolPJiZttZLeFSINPYMaEJ7/vWUa1w==}
+    dependencies:
+      call-bind: 1.0.5
+      get-intrinsic: 1.2.2
+      is-typed-array: 1.1.12
+    dev: true
+
   /is-arrayish@0.2.1:
     resolution: {integrity: sha512-zz06S8t0ozoDXMG+ube26zeCTNXcKIPJZJi8hBrF4idCLms4CG9QtK7qBl1boi5ODzFpjswb5JPmHCbMpjaYzg==}
     dev: true
@@ -11345,6 +11548,13 @@ packages:
     resolution: {integrity: sha512-eVRqCvVlZbuw3GrM63ovNSNAeA1K16kaR/LRY/92w0zxQ5/1YzwblUX652i4Xs9RwAGjW9d9y6X88t8OaAJfWQ==}
     dev: true
 
+  /is-async-function@2.0.0:
+    resolution: {integrity: sha512-Y1JXKrfykRJGdlDwdKlLpLyMIiWqWvuSd17TvZk68PLAOGOoF4Xyav1z0Xhoi+gCYjZVeC5SI+hYFOfvXmGRCA==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      has-tostringtag: 1.0.0
+    dev: true
+
   /is-bigint@1.0.4:
     resolution: {integrity: sha512-zB9CruMamjym81i2JZ3UMn54PKGsQzsJeo6xvN3HJJ4CAsQNB6iRutp2To77OfCNuoxspsIhzaPoO1zyCEhFOg==}
     dependencies:
@@ -11360,7 +11570,7 @@ packages:
     resolution: {integrity: sha512-gDYaKHJmnj4aWxyj6YHyXVpdQawtVLHU5cb+eztPGczf6cjuTdwve5ZIEfgXqH4e57An1D1AKf8CZ3kYrQRqYA==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
+      call-bind: 1.0.5
       has-tostringtag: 1.0.0
 
   /is-buffer@1.1.6:
@@ -11394,10 +11604,10 @@ packages:
       rgba-regex: 1.0.0
     dev: true
 
-  /is-core-module@2.11.0:
-    resolution: {integrity: sha512-RRjxlvLDkD1YJwDbroBHMb+cukurkDWNyHx7D3oNB5x9rb5ogcksMC5wHCadcXoo67gVr/+3GFySh3134zi6rw==}
+  /is-core-module@2.13.1:
+    resolution: {integrity: sha512-hHrIjvZsftOsvKSn2TRYl63zvxsgE0K+0mYMoH6gD4omR5IWB2KynivBQczo3+wF1cCkjzvptnI9Q0sPU66ilw==}
     dependencies:
-      has: 1.0.3
+      hasown: 2.0.0
 
   /is-date-object@1.0.5:
     resolution: {integrity: sha512-9YQaSxsAiSwcvS33MBk3wTCVnWK+HhF8VZR2jRxehM16QcVOdHqPn4VPHmRK4lSr38n9JriurInLcP90xsYNfQ==}
@@ -11423,6 +11633,12 @@ packages:
     hasBin: true
     dev: true
 
+  /is-docker@3.0.0:
+    resolution: {integrity: sha512-eljcgEDlEns/7AXFosB5K/2nCM4P7FQPkGc/DWLy5rmFEWvZayGrik1d9/QIY5nJ4f9YsVvBkA6kJpHn9rISdQ==}
+    engines: {node: ^12.20.0 || ^14.13.1 || >=16.0.0}
+    hasBin: true
+    dev: true
+
   /is-extendable@1.0.1:
     resolution: {integrity: sha512-arnXMxT1hhoKo9k1LZdmlNyJdDDfy2v0fXjFlmok4+i8ul/6WlbVge9bhM74OpNPQPMGUToDtz+KXa1PneJxOA==}
     engines: {node: '>=0.10.0'}
@@ -11434,6 +11650,12 @@ packages:
     resolution: {integrity: sha512-SbKbANkN603Vi4jEZv49LeVJMn4yGwsbzZworEoyEiutsN3nJYdbO36zfhGJ6QEDpOZIFkDtnq5JRxmvl3jsoQ==}
     engines: {node: '>=0.10.0'}
 
+  /is-finalizationregistry@1.0.2:
+    resolution: {integrity: sha512-0by5vtUJs8iFQb5TYUHHPudOR+qXYIMKtiUzvLIZITZUjknFmziyBJuLhVRc+Ds0dREFlskDNJKYIdIzu/9pfw==}
+    dependencies:
+      call-bind: 1.0.5
+    dev: true
+
   /is-fullwidth-code-point@2.0.0:
     resolution: {integrity: sha512-VHskAKYM8RfSFXwee5t5cbN5PZeq1Wrh6qd5bkyiXIf6UQcN6w/A0eXM9r6t8d+GYOh+o6ZhiEnb88LN/Y8m2w==}
     engines: {node: '>=4'}
@@ -11470,6 +11692,14 @@ packages:
   /is-hexadecimal@1.0.4:
     resolution: {integrity: sha512-gyPJuv83bHMpocVYoqof5VDiZveEoGoFL8m3BXNb2VW8Xs+rz9kqO8LOQ5DH6EsuvilT1ApazU0pyl+ytbPtlw==}
 
+  /is-inside-container@1.0.0:
+    resolution: {integrity: sha512-KIYLCCJghfHZxqjYBE7rEy0OBuTd5xCHS7tHVgvCLkx7StIoaxwNW3hCALgEUjFfeRk+MG/Qxmp/vtETEF3tRA==}
+    engines: {node: '>=14.16'}
+    hasBin: true
+    dependencies:
+      is-docker: 3.0.0
+    dev: true
+
   /is-installed-globally@0.4.0:
     resolution: {integrity: sha512-iwGqO3J21aaSkC7jWnHP/difazwS7SFeIqxv6wEtLU8Y5KlzFTjyqcSIT0d8s4+dDhKytsk9PJZ2BkS5eZwQRQ==}
     engines: {node: '>=10'}
@@ -11490,8 +11720,8 @@ packages:
     resolution: {integrity: sha512-E+zBKpQ2t6MEo1VsonYmluk9NxGrbzpeeLC2xIViuO2EjU2xsXsBPwTr3Ykv9l08UYEVEdWeRZNouaZqF6RN0w==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
-      define-properties: 1.1.4
+      call-bind: 1.0.5
+      define-properties: 1.2.1
     dev: true
 
   /is-negative-zero@2.0.2:
@@ -11557,7 +11787,7 @@ packages:
     resolution: {integrity: sha512-kvRdxDsxZjhzUX07ZnLydzS1TU/TJlTUHHY4YLL87e37oUA49DfkLqgy+VjFocowy29cKvcSiu+kIv728jTTVg==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
+      call-bind: 1.0.5
       has-tostringtag: 1.0.0
 
   /is-regexp@1.0.0:
@@ -11575,7 +11805,7 @@ packages:
   /is-shared-array-buffer@1.0.2:
     resolution: {integrity: sha512-sqN2UDu1/0y6uvXyStCOzyhAjCSlHceFoMKJW8W9EU9cvic/QdsZ0kEU93HEy3IUEFZIiH/3w+AH/UQbPHNdhA==}
     dependencies:
-      call-bind: 1.0.2
+      call-bind: 1.0.5
     dev: true
 
   /is-stream@2.0.1:
@@ -11583,6 +11813,11 @@ packages:
     engines: {node: '>=8'}
     dev: true
 
+  /is-stream@3.0.0:
+    resolution: {integrity: sha512-LnQR4bZ9IADDRSkvpqMGvt/tEJWclzklNgSw48V5EAaAeDd6qGvN8ei6k5p0tvxSR171VmGyHuTiAOfxAbr8kA==}
+    engines: {node: ^12.20.0 || ^14.13.1 || >=16.0.0}
+    dev: true
+
   /is-string@1.0.7:
     resolution: {integrity: sha512-tE2UXzivje6ofPW7l23cjDOMa09gb7xlAqG6jG5ej6uPV32TlWP3NKPigtaGeHNu9fohccRYvIiZMfOOnOYUtg==}
     engines: {node: '>= 0.4'}
@@ -11600,11 +11835,18 @@ packages:
     engines: {node: '>= 0.4'}
     dependencies:
       available-typed-arrays: 1.0.5
-      call-bind: 1.0.2
+      call-bind: 1.0.5
       for-each: 0.3.3
       gopd: 1.0.1
       has-tostringtag: 1.0.0
 
+  /is-typed-array@1.1.12:
+    resolution: {integrity: sha512-Z14TF2JNG8Lss5/HMqt0//T9JeHXttXy5pH/DBU4vi98ozO2btxzq9MwYDZYnKwU8nRsz/+GVFVRDq3DkVuSPg==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      which-typed-array: 1.1.13
+    dev: true
+
   /is-typedarray@1.0.0:
     resolution: {integrity: sha512-cyA56iCMHAh5CdzjJIa4aohJyeO1YbwLi3Jc35MmRU6poroFjIGZzUzupGiRPOjgHg9TLu43xbpwXk523fMxKA==}
     dev: true
@@ -11620,14 +11862,14 @@ packages:
   /is-weakref@1.0.2:
     resolution: {integrity: sha512-qctsuLZmIQ0+vSSMfoVvyFe2+GSEvnmZ2ezTup1SBse9+twCCeial6EEi3Nc2KFcf6+qz2FBPnjXsk8xhKSaPQ==}
     dependencies:
-      call-bind: 1.0.2
+      call-bind: 1.0.5
     dev: true
 
   /is-weakset@2.0.2:
     resolution: {integrity: sha512-t2yVvttHkQktwnNNmBQ98AhENLdPUTDTE21uPqAQ0ARwQfGeQKRVS0NNurH7bTf7RrvcVn1OOge45CnBeHCSmg==}
     dependencies:
-      call-bind: 1.0.2
-      get-intrinsic: 1.1.3
+      call-bind: 1.0.5
+      get-intrinsic: 1.2.2
 
   /is-what@3.14.1:
     resolution: {integrity: sha512-sNxgpk9793nzSs7bA6JQJGeIuRBQhAaNGG77kzYQgMkrID+lS6SlK07K5LaptscDlSaIgH+GPFzf+d75FVxozA==}
@@ -11745,6 +11987,16 @@ packages:
       istanbul-lib-report: 3.0.0
     dev: true
 
+  /iterator.prototype@1.1.2:
+    resolution: {integrity: sha512-DR33HMMr8EzwuRL8Y9D3u2BMj8+RqSE850jfGu59kS7tbmPLzGkZmVSfyCFSDxuZiEY6Rzt3T2NA/qU+NwVj1w==}
+    dependencies:
+      define-properties: 1.2.1
+      get-intrinsic: 1.2.2
+      has-symbols: 1.0.3
+      reflect.getprototypeof: 1.0.4
+      set-function-name: 2.0.1
+    dev: true
+
   /jackspeak@2.3.0:
     resolution: {integrity: sha512-uKmsITSsF4rUWQHzqaRUuyAir3fZfW3f202Ee34lz/gZCi970CPZwyQXLGNgWJvvZbvFyzeyGq0+4fcG/mBKZg==}
     engines: {node: '>=14'}
@@ -12425,7 +12677,7 @@ packages:
       jest-pnp-resolver: 1.2.2(jest-resolve@28.1.3)
       jest-util: 28.1.3
       jest-validate: 28.1.3
-      resolve: 1.22.1
+      resolve: 1.22.8
       resolve.exports: 1.1.0
       slash: 3.0.0
     dev: true
@@ -12440,7 +12692,7 @@ packages:
       jest-pnp-resolver: 1.2.2(jest-resolve@29.3.1)
       jest-util: 29.3.1
       jest-validate: 29.3.1
-      resolve: 1.22.1
+      resolve: 1.22.8
       resolve.exports: 1.1.0
       slash: 3.0.0
     dev: true
@@ -12822,6 +13074,13 @@ packages:
       esprima: 4.0.1
     dev: true
 
+  /js-yaml@4.1.0:
+    resolution: {integrity: sha512-wpxZs9NoxZaJESJGIZTyDEaYpl0FKSA+FB9aJiyemKhMwkxQg63h4T1KJgUGHpTqPDNRcmmYLugrRjJlBtWvRA==}
+    hasBin: true
+    dependencies:
+      argparse: 2.0.1
+    dev: true
+
   /jsbn@0.1.1:
     resolution: {integrity: sha512-UVU9dibq2JcFWxQPA6KCqj5O42VOmAY3zQUfEKxU0KpTGXwNoCjkX1e13eHNvw/xPynt6pU0rZ1htjWTNTSXsg==}
     dev: true
@@ -12907,6 +13166,10 @@ packages:
     engines: {node: '>=4'}
     hasBin: true
 
+  /json-buffer@3.0.1:
+    resolution: {integrity: sha512-4bV5BfR2mqfQTJm+V5tPPdf+ZpuhiIvTuAB5g8kcrXOZpTT/QwwVRWBywX1ozr6lEuPdbHxwaJlm9G6mI2sfSQ==}
+    dev: true
+
   /json-parse-better-errors@1.0.2:
     resolution: {integrity: sha512-mrqyZKfX5EhL7hvqcV6WG1yYjnjeuYDzDhhcAAUrq8Po85NBQBJP+ZDUT75qZQ98IkUoBqdkExkukOU7Ts2wrw==}
     dev: true
@@ -12972,12 +13235,14 @@ packages:
       json-schema: 0.4.0
       verror: 1.10.0
 
-  /jsx-ast-utils@3.3.3:
-    resolution: {integrity: sha512-fYQHZTZ8jSfmWZ0iyzfwiU4WDX4HpHbMCZ3gPlWYiCl3BoeOTsqKBqnTVfH2rYT7eP5c3sVbeSPHnnJOaTrWiw==}
+  /jsx-ast-utils@3.3.5:
+    resolution: {integrity: sha512-ZZow9HBI5O6EPgSJLUb8n2NKgmVWTwCvHGwFuJlMjvLFqlGG6pjirPhtdsseaLZjSibD8eegzmYpUZwoIlj2cQ==}
     engines: {node: '>=4.0'}
     dependencies:
-      array-includes: 3.1.6
+      array-includes: 3.1.7
+      array.prototype.flat: 1.3.2
       object.assign: 4.1.4
+      object.values: 1.1.7
     dev: true
 
   /kea-forms@3.0.3(kea@3.1.5):
@@ -13075,6 +13340,12 @@ packages:
       use-sync-external-store: 1.2.0(react@16.14.0)
     dev: false
 
+  /keyv@4.5.4:
+    resolution: {integrity: sha512-oxVHkHR/EJf2CNXnWxRLW6mg7JyCCUcG0DtEGmL2ctUo1PNTin1PUil+r/+4r5MpVgC/fn1kjsx7mjSujKqIpw==}
+    dependencies:
+      json-buffer: 3.0.1
+    dev: true
+
   /kind-of@6.0.3:
     resolution: {integrity: sha512-dcS1ul+9tmeD95T+x28/ehLgd9mENa3LsvDTtzm3vyBEO7RPptvAD+t44WVXaUjTBRcrpFeFlC8WCruUR456hw==}
     engines: {node: '>=0.10.0'}
@@ -13142,7 +13413,7 @@ packages:
     dependencies:
       copy-anything: 2.0.6
       parse-node-version: 1.0.1
-      tslib: 2.4.1
+      tslib: 2.6.2
     optionalDependencies:
       errno: 0.1.8
       graceful-fs: 4.2.11
@@ -13325,10 +13596,6 @@ packages:
     resolution: {integrity: sha512-Sb487aTOCr9drQVL8pIxOzVhafOjZN9UU54hiN8PU3uAiSV7lx1yYNpbNmex2PK6dSJoNTSJUUswT651yww3Mg==}
     dev: true
 
-  /lodash.truncate@4.4.2:
-    resolution: {integrity: sha512-jttmRe7bRse52OsWIMDLaXxWqRAmtIUccAQ3garviCqJjafXOfNMO0yMfNpdD6zbGaTU0P5Nz7e7gAT6cKmJRw==}
-    dev: true
-
   /lodash.uniq@4.5.0:
     resolution: {integrity: sha512-xfBaXQd9ryd9dlSDvnvI0lvxfLJlYAZzXomUYzLKtUeOQvOP5piqAWuGtrhWeqaXK9hhoM/iyJc5AV+XfsX3HQ==}
     dev: true
@@ -13367,7 +13634,7 @@ packages:
   /lower-case@2.0.2:
     resolution: {integrity: sha512-7fm3l3NAF9WfN6W3JOmf5drwpVqX78JtoGJ3A6W0a6ZnldM41w2fV5D490psKFTpMds8TJse/eHLFFsNHHjHgg==}
     dependencies:
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: true
 
   /lowlight@1.20.0:
@@ -13403,7 +13670,7 @@ packages:
     requiresBuild: true
     dependencies:
       pify: 4.0.1
-      semver: 5.7.1
+      semver: 5.7.2
 
   /make-dir@3.1.0:
     resolution: {integrity: sha512-g3FeP20LNwhALb/6Cz6Dd4F2ngze0jz7tbzrD2wAV+o9FeNHe4rL+yK2md0J/fiSf1sa1ADhXqi5+oVwOM/eGw==}
@@ -13585,6 +13852,11 @@ packages:
     engines: {node: '>=6'}
     dev: true
 
+  /mimic-fn@4.0.0:
+    resolution: {integrity: sha512-vqiC06CuhBTUdZH+RYl8sFrL096vA45Ok5ISO6sE/Mr1jRbGH4Csnhi8f3wKVl7x8mO4Au7Ir9D3Oyv1VYMFJw==}
+    engines: {node: '>=12'}
+    dev: true
+
   /min-indent@1.0.1:
     resolution: {integrity: sha512-I9jwMn07Sy/IwOj3zVkVik2JTvgpaykDZEigL6Rx6N9LbMywwUSMtxET+7lVoDLLd3O3IXwJwvuuns8UB/HeAg==}
     engines: {node: '>=4'}
@@ -13603,6 +13875,13 @@ packages:
       brace-expansion: 2.0.1
     dev: true
 
+  /minimatch@5.1.6:
+    resolution: {integrity: sha512-lKwV/1brpG6mBUFHtb7NUmtABCb2WZZmm2wNiOA5hAb8VdCS4B3dtMWyvcoViccwAW/COERjXLt0zP1zXUN26g==}
+    engines: {node: '>=10'}
+    dependencies:
+      brace-expansion: 2.0.1
+    dev: true
+
   /minimatch@9.0.3:
     resolution: {integrity: sha512-RHiac9mvaRw0x3AYRgDC1CxAP7HTcNrrECeA8YYJeWnpo+2Q5CegtZjaotWTWxDG3UeGA1coE05iH1mPjT/2mg==}
     engines: {node: '>=16 || 14 >=14.17'}
@@ -13821,7 +14100,7 @@ packages:
     resolution: {integrity: sha512-fgAN3jGAh+RoxUGZHTSOLJIqUc2wmoBwGR4tbpNAKmmovFoWq0OdRkb0VkldReO2a2iBT/OEulG9XSUc10r3zg==}
     dependencies:
       lower-case: 2.0.2
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: true
 
   /node-abort-controller@3.1.1:
@@ -13868,8 +14147,8 @@ packages:
     resolution: {integrity: sha512-/5CMN3T0R4XTj4DcGaexo+roZSdSFW/0AOOTROrjxzCG1wrWXEsGbRKevjlIL+ZDE4sZlJr5ED4YW0yqmkK+eA==}
     dependencies:
       hosted-git-info: 2.8.9
-      resolve: 1.22.1
-      semver: 5.7.1
+      resolve: 1.22.8
+      semver: 5.7.2
       validate-npm-package-license: 3.0.4
     dev: true
 
@@ -13894,6 +14173,13 @@ packages:
       path-key: 3.1.1
     dev: true
 
+  /npm-run-path@5.1.0:
+    resolution: {integrity: sha512-sJOdmRGrY2sjNTRMbSvluQqg+8X7ZK61yvzBEIDhz4f8z1TZFYABsqjjCBd/0PUNE9M6QDgHJXQkGUEm7Q+l9Q==}
+    engines: {node: ^12.20.0 || ^14.13.1 || >=16.0.0}
+    dependencies:
+      path-key: 4.0.0
+    dev: true
+
   /nth-check@1.0.2:
     resolution: {integrity: sha512-WeBOdju8SnzPN5vTUJYxYUxLeXpCaVP5i5e0LF8fg7WORF2Wd7wFX/pk0tYZk7s8T+J7VLy0Da6J1+wCT0AtHg==}
     dependencies:
@@ -13950,15 +14236,15 @@ packages:
     resolution: {integrity: sha512-rJgTQnkUnH1sFw8yT6VSU3zD3sWmu6sZhIseY8VX+GRu3P6F7Fu+JNDoXfklElbLJSnc3FUQHVe4cU5hj+BcUg==}
     engines: {node: '>=0.10.0'}
 
-  /object-inspect@1.12.2:
-    resolution: {integrity: sha512-z+cPxW0QGUp0mcqcsgQyLVRDoXFQbXOwBaqyF7VIgI4TWNQsDHrBpUQslRmIfAoYWdYzs6UlKJtB2XJpTaNSpQ==}
+  /object-inspect@1.13.1:
+    resolution: {integrity: sha512-5qoj1RUiKOMsCCNLV1CBiPYE10sziTsnmNxkAI/rZhiD63CF7IqdFGC/XzjWjpSgLf0LxXX3bDFIh0E18f6UhQ==}
 
   /object-is@1.1.5:
     resolution: {integrity: sha512-3cyDsyHgtmi7I7DfSSI2LDp6SK2lwvtbg0p0R1e0RvTqF5ceGx+K2dfSjm1bKDMVCFEDAQvy+o8c6a7VujOddw==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
-      define-properties: 1.1.4
+      call-bind: 1.0.5
+      define-properties: 1.2.1
 
   /object-keys@1.1.1:
     resolution: {integrity: sha512-NuAESUOUMrlIXOfHKzD6bpPu3tYt3xvjNdRIQ+FeT0lNb4K8WR70CaDxhuNguS2XG+GjkyMwOzsN5ZktImfhLA==}
@@ -13968,27 +14254,27 @@ packages:
     resolution: {integrity: sha512-1mxKf0e58bvyjSCtKYY4sRe9itRk3PJpquJOjeIkz885CczcI4IvJJDLPS72oowuSh+pBxUFROpX+TU++hxhZQ==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
-      define-properties: 1.1.4
+      call-bind: 1.0.5
+      define-properties: 1.2.1
       has-symbols: 1.0.3
       object-keys: 1.1.1
 
-  /object.entries@1.1.6:
-    resolution: {integrity: sha512-leTPzo4Zvg3pmbQ3rDK69Rl8GQvIqMWubrkxONG9/ojtFE2rD9fjMKfSI5BxW3osRH1m6VdzmqK8oAY9aT4x5w==}
+  /object.entries@1.1.7:
+    resolution: {integrity: sha512-jCBs/0plmPsOnrKAfFQXRG2NFjlhZgjjcBLSmTnEhU8U6vVTsVe8ANeQJCHTl3gSsI4J+0emOoCgoKlmQPMgmA==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
-      define-properties: 1.1.4
-      es-abstract: 1.20.4
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
     dev: true
 
-  /object.fromentries@2.0.6:
-    resolution: {integrity: sha512-VciD13dswC4j1Xt5394WR4MzmAQmlgN72phd/riNp9vtD7tp4QQWJ0R4wvclXcafgcYK8veHRed2W6XeGBvcfg==}
+  /object.fromentries@2.0.7:
+    resolution: {integrity: sha512-UPbPHML6sL8PI/mOqPwsH4G6iyXcCGzLin8KvEPenOZN5lpCNBZZQ+V62vdjB1mQHrmqGQt5/OJzemUA+KJmEA==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
-      define-properties: 1.1.4
-      es-abstract: 1.20.4
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
     dev: true
 
   /object.getownpropertydescriptors@2.1.4:
@@ -13996,16 +14282,16 @@ packages:
     engines: {node: '>= 0.8'}
     dependencies:
       array.prototype.reduce: 1.0.5
-      call-bind: 1.0.2
-      define-properties: 1.1.4
-      es-abstract: 1.20.4
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
     dev: true
 
-  /object.hasown@1.1.2:
-    resolution: {integrity: sha512-B5UIT3J1W+WuWIU55h0mjlwaqxiE5vYENJXIXZ4VFe05pNYrkKuK0U/6aFcb0pKywYJh7IhfoqUfKVmrJJHZHw==}
+  /object.hasown@1.1.3:
+    resolution: {integrity: sha512-fFI4VcYpRHvSLXxP7yiZOMAd331cPfd2p7PFDVbgUsYOfCT3tICVqXWngbjr4m49OvsBwUBQ6O2uQoJvy3RexA==}
     dependencies:
-      define-properties: 1.1.4
-      es-abstract: 1.20.4
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
     dev: true
 
   /object.omit@3.0.0:
@@ -14022,13 +14308,13 @@ packages:
       isobject: 3.0.1
     dev: false
 
-  /object.values@1.1.6:
-    resolution: {integrity: sha512-FVVTkD1vENCsAcwNs9k6jea2uHC/X0+JcjG8YA60FN5CMaJmG95wT9jek/xX9nornqGRrBkKtzuAu2wuHpKqvw==}
+  /object.values@1.1.7:
+    resolution: {integrity: sha512-aU6xnDFYT3x17e/f0IiiwlGPTy2jzMySGfUB4fq6z7CV8l85CWHDk5ErhyhpfDHhrOMwGFhSQkhMGHaIotA6Ng==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
-      define-properties: 1.1.4
-      es-abstract: 1.20.4
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
     dev: true
 
   /objectorarray@1.0.5:
@@ -14059,6 +14345,13 @@ packages:
       mimic-fn: 2.1.0
     dev: true
 
+  /onetime@6.0.0:
+    resolution: {integrity: sha512-1FlR+gjXK7X+AsAHso35MnyN5KqGwJRi/31ft6x0M194ht7S+rWAvd7PHss9xSKMzE0asv1pyIHaJYq+BbacAQ==}
+    engines: {node: '>=12'}
+    dependencies:
+      mimic-fn: 4.0.0
+    dev: true
+
   /open@8.4.2:
     resolution: {integrity: sha512-7x81NCL719oNbsq/3mh+hVrAWmFuEYUqrq/Iw3kUzH8ReypT9QQ0BLoJS7/G9k6N81XjW4qHWtjWwe/9eLy1EQ==}
     engines: {node: '>=12'}
@@ -14068,16 +14361,26 @@ packages:
       is-wsl: 2.2.0
     dev: true
 
-  /optionator@0.9.1:
-    resolution: {integrity: sha512-74RlY5FCnhq4jRxVUPKDaRwrVNXMqsGsiW6AJw4XK8hmtm10wC0ypZBLw5IIp85NZMr91+qd1RvvENwg7jjRFw==}
+  /open@9.1.0:
+    resolution: {integrity: sha512-OS+QTnw1/4vrf+9hh1jc1jnYjzSG4ttTBB8UxOwAnInG3Uo4ssetzC1ihqaIHjLJnA5GGlRl6QlZXOTQhRBUvg==}
+    engines: {node: '>=14.16'}
+    dependencies:
+      default-browser: 4.0.0
+      define-lazy-prop: 3.0.0
+      is-inside-container: 1.0.0
+      is-wsl: 2.2.0
+    dev: true
+
+  /optionator@0.9.3:
+    resolution: {integrity: sha512-JjCoypp+jKn1ttEFExxhetCKeJt9zhAgAve5FXHixTvFDW/5aEktX9bufBKLRRMdU7bNtpLfcGu94B3cdEJgjg==}
     engines: {node: '>= 0.8.0'}
     dependencies:
+      '@aashutoshrathi/word-wrap': 1.2.6
       deep-is: 0.1.4
       fast-levenshtein: 2.0.6
       levn: 0.4.1
       prelude-ls: 1.2.1
       type-check: 0.4.0
-      word-wrap: 1.2.4
     dev: true
 
   /ora@5.4.1:
@@ -14207,7 +14510,7 @@ packages:
     resolution: {integrity: sha512-RXlj7zCYokReqWpOPH9oYivUzLYZ5vAPIfEmCTNViosC78F8F0H9y7T7gG2M39ymgutxF5gcFEsyZQSph9Bp3A==}
     dependencies:
       dot-case: 3.0.4
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: true
 
   /parent-module@1.0.1:
@@ -14269,7 +14572,7 @@ packages:
     resolution: {integrity: sha512-uWlGT3YSnK9x3BQJaOdcZwrnV6hPpd8jFH1/ucpiLRPh/2zCVJKS19E4GvYHvaCcACn3foXZ0cLB9Wrx1KGe5g==}
     dependencies:
       no-case: 3.0.4
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: true
 
   /path-browserify@1.0.1:
@@ -14301,6 +14604,11 @@ packages:
     engines: {node: '>=8'}
     dev: true
 
+  /path-key@4.0.0:
+    resolution: {integrity: sha512-haREypq7xkM7ErfgIyA0z+Bj4AGKlMSdlQE2jvJo6huWD1EdkKYV+G/T4nq0YEF2vgTT8kqMFKo1uHn950r4SQ==}
+    engines: {node: '>=12'}
+    dev: true
+
   /path-parse@1.0.7:
     resolution: {integrity: sha512-LDJzPVEEEPR+y48z93A0Ed0yXb8pAByGWo/k5YYdYgpY2/2EsOsksJrq7lOHxryrVOn1ejG6oAp8ahvOIQD8sw==}
 
@@ -14852,7 +15160,7 @@ packages:
     resolution: {integrity: sha512-GbK2cP9nraSSUF9N2XwUwqfzlAFlMNYYl+ShE/V+H8a9uNl/oUqB1w2EL54Jh0OlyRSd8RfWYJ3coVS4TROP2w==}
     engines: {node: '>=6.0.0'}
     dependencies:
-      fast-diff: 1.2.0
+      fast-diff: 1.3.0
     dev: true
 
   /prettier@2.8.8:
@@ -15955,7 +16263,7 @@ packages:
       '@types/react': 16.14.34
       react: 16.14.0
       react-style-singleton: 2.2.1(@types/react@16.14.34)(react@16.14.0)
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: true
 
   /react-remove-scroll@2.5.5(@types/react@16.14.34)(react@16.14.0):
@@ -15972,7 +16280,7 @@ packages:
       react: 16.14.0
       react-remove-scroll-bar: 2.3.4(@types/react@16.14.34)(react@16.14.0)
       react-style-singleton: 2.2.1(@types/react@16.14.34)(react@16.14.0)
-      tslib: 2.4.1
+      tslib: 2.6.2
       use-callback-ref: 1.3.0(@types/react@16.14.34)(react@16.14.0)
       use-sidecar: 1.1.2(@types/react@16.14.34)(react@16.14.0)
     dev: true
@@ -16028,7 +16336,7 @@ packages:
       get-nonce: 1.0.1
       invariant: 2.2.4
       react: 16.14.0
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: true
 
   /react-syntax-highlighter@15.5.0(react@16.14.0):
@@ -16094,14 +16402,14 @@ packages:
       react-dom: 16.14.0(react@16.14.0)
     dev: false
 
-  /react-universal-interface@0.6.2(react@16.14.0)(tslib@2.4.1):
+  /react-universal-interface@0.6.2(react@16.14.0)(tslib@2.6.2):
     resolution: {integrity: sha512-dg8yXdcQmvgR13RIlZbTRQOoUrDciFVoSBZILwjE2LFISxZZ8loVJKAkuzswl5js8BHda79bIb2b84ehU8IjXw==}
     peerDependencies:
       react: '*'
       tslib: '*'
     dependencies:
       react: 16.14.0
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: false
 
   /react-use@15.3.8(react-dom@16.14.0)(react@16.14.0):
@@ -16119,13 +16427,13 @@ packages:
       nano-css: 5.3.5(react-dom@16.14.0)(react@16.14.0)
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
-      react-universal-interface: 0.6.2(react@16.14.0)(tslib@2.4.1)
+      react-universal-interface: 0.6.2(react@16.14.0)(tslib@2.6.2)
       resize-observer-polyfill: 1.5.1
       screenfull: 5.2.0
       set-harmonic-interval: 1.0.1
       throttle-debounce: 2.3.0
       ts-easing: 0.2.0
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: false
 
   /react-virtualized@9.22.5(react-dom@16.14.0)(react@16.14.0):
@@ -16214,7 +16522,7 @@ packages:
       ast-types: 0.15.2
       esprima: 4.0.1
       source-map: 0.6.1
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: true
 
   /recast@0.23.4:
@@ -16249,6 +16557,18 @@ packages:
       '@babel/runtime': 7.22.10
     dev: false
 
+  /reflect.getprototypeof@1.0.4:
+    resolution: {integrity: sha512-ECkTw8TmJwW60lOTR+ZkODISW6RQ8+2CL3COqtiJKLd6MmB45hN51HprHFziKLGkAuTGQhBb91V8cy+KHlaCjw==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
+      get-intrinsic: 1.2.2
+      globalthis: 1.0.3
+      which-builtin-type: 1.1.3
+    dev: true
+
   /refractor@3.6.0:
     resolution: {integrity: sha512-MY9W41IOWxxk31o+YvFCNyNzdkc9M20NoZK5vq6jkv4I/uh2zkWcfudj0Q1fovjUQJrNewS9NMzeTtqPf+n5EA==}
     dependencies:
@@ -16280,13 +16600,17 @@ packages:
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     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.2
-      define-properties: 1.1.4
+      call-bind: 1.0.5
+      define-properties: 1.2.1
       functions-have-names: 1.2.3
 
-  /regexpp@3.2.0:
-    resolution: {integrity: sha512-pq2bWo9mVD43nbts2wGv17XLiNLya+GklZ8kaDLV2Z08gDCsGpnKn9BFMepvWuHCbyVvY7J5o5+BVvoQbmlJLg==}
-    engines: {node: '>=8'}
+  /regexp.prototype.flags@1.5.1:
+    resolution: {integrity: sha512-sy6TXMN+hnP/wMy+ISxg3krXx7BAtWVO4UouuCN/ziM9UEne0euamVNafDfvC83bRNr95y0V5iijeDQFUNpvrg==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      set-function-name: 2.0.1
     dev: true
 
   /regexpu-core@5.3.2:
@@ -16431,15 +16755,23 @@ packages:
     resolution: {integrity: sha512-nBpuuYuY5jFsli/JIs1oldw6fOQCBioohqWZg/2hiaOybXOft4lonv85uDOKXdf8rhyK159cxU5cDcK/NKk8zw==}
     hasBin: true
     dependencies:
-      is-core-module: 2.11.0
+      is-core-module: 2.13.1
       path-parse: 1.0.7
       supports-preserve-symlinks-flag: 1.0.0
 
-  /resolve@2.0.0-next.4:
-    resolution: {integrity: sha512-iMDbmAWtfU+MHpxt/I5iWI7cY6YVEZUQ3MBgPQ++XD1PELuJHIl82xBmObyP2KyQmkNB2dsqF7seoQQiAn5yDQ==}
+  /resolve@1.22.8:
+    resolution: {integrity: sha512-oKWePCxqpd6FlLvGV1VU0x7bkPmmCNolxzjMf4NczoDnQcIWrAF+cPtZn5i6n+RfD2d9i0tzpKnG6Yk168yIyw==}
     hasBin: true
     dependencies:
-      is-core-module: 2.11.0
+      is-core-module: 2.13.1
+      path-parse: 1.0.7
+      supports-preserve-symlinks-flag: 1.0.0
+
+  /resolve@2.0.0-next.5:
+    resolution: {integrity: sha512-U7WjGVG9sH8tvjW5SmGbQuui75FiyjAX72HX15DwBBwF9dNiQZRQAg9nnPhYy+TUnE0+VcrttuvNI8oSxZcocA==}
+    hasBin: true
+    dependencies:
+      is-core-module: 2.13.1
       path-parse: 1.0.7
       supports-preserve-symlinks-flag: 1.0.0
     dev: true
@@ -16527,6 +16859,13 @@ packages:
       '@babel/runtime': 7.22.10
     dev: false
 
+  /run-applescript@5.0.0:
+    resolution: {integrity: sha512-XcT5rBksx1QdIhlFOCtgZkB99ZEouFZ1E2Kc2LHqNW13U3/74YGdkQRmThTwxy4QIyookibDKYZOPqX//6BlAg==}
+    engines: {node: '>=12'}
+    dependencies:
+      execa: 5.1.1
+    dev: true
+
   /run-async@2.4.1:
     resolution: {integrity: sha512-tvVnVv01b8c1RrA6Ep7JkStj85Guv/YrMcwqYQnwjsAS2cTmmPGBBjAjpCW7RrSodNSoE2/qg9O4bceNvUuDgQ==}
     engines: {node: '>=0.12.0'}
@@ -16552,7 +16891,17 @@ packages:
   /rxjs@7.5.7:
     resolution: {integrity: sha512-z9MzKh/UcOqB3i20H6rtrlaE/CgjLOvheWK/9ILrbhROGTweAi1BaFsTT9FbwZi5Trr1qNRs+MXkhmR06awzQA==}
     dependencies:
-      tslib: 2.4.1
+      tslib: 2.6.2
+    dev: true
+
+  /safe-array-concat@1.0.1:
+    resolution: {integrity: sha512-6XbUAseYE2KtOuGueyeobCySj9L4+66Tn6KQMOPQJrAJEowYKW/YR/MGJZl7FdydUdaFu4LYyDZjxf4/Nmo23Q==}
+    engines: {node: '>=0.4'}
+    dependencies:
+      call-bind: 1.0.5
+      get-intrinsic: 1.2.2
+      has-symbols: 1.0.3
+      isarray: 2.0.5
     dev: true
 
   /safe-buffer@5.1.2:
@@ -16565,8 +16914,8 @@ packages:
   /safe-regex-test@1.0.0:
     resolution: {integrity: sha512-JBUUzyOgEwXQY1NuPtvcj/qcBDbDmEvWufhlnXZIm75DEHp+afM1r1ujJpJsV/gSM4t59tpDyPi1sd6ZaPFfsA==}
     dependencies:
-      call-bind: 1.0.2
-      get-intrinsic: 1.1.3
+      call-bind: 1.0.5
+      get-intrinsic: 1.2.2
       is-regex: 1.1.4
     dev: true
 
@@ -16671,8 +17020,8 @@ packages:
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     dev: true
 
-  /semver@5.7.1:
-    resolution: {integrity: sha512-sauaDf/PZdVgrLTNYHRtpXa1iRiKcaebiKQ1BJdpQlWH2lCvexQdX55snPFyK7QzpudqbCI0qXFfOasHdyNDGQ==}
+  /semver@5.7.2:
+    resolution: {integrity: sha512-cBznnQ9KjJqU67B52RMC65CMarK2600WFnbkcaiwWq3xy/5haFJlshgnpjovMVJ+Hff49d8GEn0b87C5pDQ10g==}
     hasBin: true
 
   /semver@6.3.1:
@@ -16732,6 +17081,24 @@ packages:
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     dev: true
 
+  /set-function-length@1.1.1:
+    resolution: {integrity: sha512-VoaqjbBJKiWtg4yRcKBQ7g7wnGnLV3M8oLvVWwOk2PdYY6PEFegR1vezXR0tw6fZGF9csVakIRjrJiy2veSBFQ==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      define-data-property: 1.1.1
+      get-intrinsic: 1.2.2
+      gopd: 1.0.1
+      has-property-descriptors: 1.0.1
+
+  /set-function-name@2.0.1:
+    resolution: {integrity: sha512-tMNCiqYVkXIZgc2Hnoy2IvC/f8ezc5koaRFkCjrpWzGpCd3qbZXPzVy9MAZzK1ch/X0jvSkojys3oqJN0qCmdA==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      define-data-property: 1.1.1
+      functions-have-names: 1.2.3
+      has-property-descriptors: 1.0.1
+    dev: true
+
   /set-harmonic-interval@1.0.1:
     resolution: {integrity: sha512-AhICkFV84tBP1aWqPwLZqFvAwqEoVA9kxNMniGEUvzOlm4vLmOFLiTT3UZ6bziJTy4bOVpzWGTfSCbmaayGx8g==}
     engines: {node: '>=6.9'}
@@ -16770,9 +17137,9 @@ packages:
   /side-channel@1.0.4:
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     dependencies:
-      call-bind: 1.0.2
-      get-intrinsic: 1.1.3
-      object-inspect: 1.12.2
+      call-bind: 1.0.5
+      get-intrinsic: 1.2.2
+      object-inspect: 1.13.1
 
   /signal-exit@3.0.7:
     resolution: {integrity: sha512-wnD2ZE+l+SPC/uoS0vXeE9L1+0wuaMqKlfz9AMUo38JsyLSBWSFcHR1Rri62LZc12vLr1gb3jl7iwQhgwpAbGQ==}
@@ -17092,33 +17459,43 @@ packages:
       strip-ansi: 7.0.1
     dev: true
 
-  /string.prototype.matchall@4.0.8:
-    resolution: {integrity: sha512-6zOCOcJ+RJAQshcTvXPHoxoQGONa3e/Lqx90wUA+wEzX78sg5Bo+1tQo4N0pohS0erG9qtCqJDjNCQBjeWVxyg==}
+  /string.prototype.matchall@4.0.10:
+    resolution: {integrity: sha512-rGXbGmOEosIQi6Qva94HUjgPs9vKW+dkG7Y8Q5O2OYkWL6wFaTRZO8zM4mhP94uX55wgyrXzfS2aGtGzUL7EJQ==}
     dependencies:
-      call-bind: 1.0.2
-      define-properties: 1.1.4
-      es-abstract: 1.20.4
-      get-intrinsic: 1.1.3
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
+      get-intrinsic: 1.2.2
       has-symbols: 1.0.3
-      internal-slot: 1.0.3
-      regexp.prototype.flags: 1.4.3
+      internal-slot: 1.0.6
+      regexp.prototype.flags: 1.5.1
+      set-function-name: 2.0.1
       side-channel: 1.0.4
     dev: true
 
-  /string.prototype.trimend@1.0.5:
-    resolution: {integrity: sha512-I7RGvmjV4pJ7O3kdf+LXFpVfdNOxtCW/2C8f6jNiW4+PQchwxkCDzlk1/7p+Wl4bqFIZeF47qAHXLuHHWKAxog==}
+  /string.prototype.trim@1.2.8:
+    resolution: {integrity: sha512-lfjY4HcixfQXOfaqCvcBuOIapyaroTXhbkfJN3gcB1OtyupngWK4sEET9Knd0cXd28kTUqu/kHoV4HKSJdnjiQ==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
+    dev: true
+
+  /string.prototype.trimend@1.0.7:
+    resolution: {integrity: sha512-Ni79DqeB72ZFq1uH/L6zJ+DKZTkOtPIHovb3YZHQViE+HDouuU4mBrLOLDn5Dde3RF8qw5qVETEjhu9locMLvA==}
     dependencies:
-      call-bind: 1.0.2
-      define-properties: 1.1.4
-      es-abstract: 1.20.4
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
     dev: true
 
-  /string.prototype.trimstart@1.0.5:
-    resolution: {integrity: sha512-THx16TJCGlsN0o6dl2o6ncWUsdgnLRSA23rRE5pyGBw/mLr3Ej/R2LaqCtgP8VNMGZsvMWnf9ooZPyY2bHvUFg==}
+  /string.prototype.trimstart@1.0.7:
+    resolution: {integrity: sha512-NGhtDFu3jCEm7B4Fy0DpLewdJQOZcQ0rGbwQ/+stjnrp2i+rlKeCvos9hOIeCmqwratM47OBxY7uFZzjxHXmrg==}
     dependencies:
-      call-bind: 1.0.2
-      define-properties: 1.1.4
-      es-abstract: 1.20.4
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
     dev: true
 
   /string_decoder@1.1.1:
@@ -17173,6 +17550,11 @@ packages:
     engines: {node: '>=6'}
     dev: true
 
+  /strip-final-newline@3.0.0:
+    resolution: {integrity: sha512-dOESqjYr96iWYylGObzd39EuNTa5VJxyvVAEm5Jnh7KGo75V43Hk1odPQkNDyXNmUR6k+gEiDVXnjB8HJ3crXw==}
+    engines: {node: '>=12'}
+    dev: true
+
   /strip-indent@3.0.0:
     resolution: {integrity: sha512-laJTa3Jb+VQpaC6DseHhF7dXVqHTfJPCRDaEbid/drOhgitgYku/letMUqOXFoWV0zIIUbjpdH2t+tYj4bQMRQ==}
     engines: {node: '>=8'}
@@ -17282,7 +17664,7 @@ packages:
       csso: 4.2.0
       js-yaml: 3.14.1
       mkdirp: 0.5.6
-      object.values: 1.1.6
+      object.values: 1.1.7
       sax: 1.2.4
       stable: 0.1.8
       unquote: 1.1.1
@@ -17307,21 +17689,18 @@ packages:
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     dev: true
 
+  /synckit@0.8.5:
+    resolution: {integrity: sha512-L1dapNV6vu2s/4Sputv8xGsCdAVlb5nRDMFU/E27D44l5U6cw1g0dGd45uLc+OXjNMmF4ntiMdCimzcjFKQI8Q==}
+    engines: {node: ^14.18.0 || >=16.0.0}
+    dependencies:
+      '@pkgr/utils': 2.4.2
+      tslib: 2.6.2
+    dev: true
+
   /tabbable@6.1.1:
     resolution: {integrity: sha512-4kl5w+nCB44EVRdO0g/UGoOp3vlwgycUVtkk/7DPyeLZUCuNFFKCFG6/t/DgHLrUPHjrZg6s5tNm+56Q2B0xyg==}
     dev: false
 
-  /table@6.8.1:
-    resolution: {integrity: sha512-Y4X9zqrCftUhMeH2EptSSERdVKt/nEdijTOacGD/97EKjhQ/Qs8RTlEGABSJNNN8lac9kheH+af7yAkEWlgneA==}
-    engines: {node: '>=10.0.0'}
-    dependencies:
-      ajv: 8.11.0
-      lodash.truncate: 4.4.2
-      slice-ansi: 4.0.0
-      string-width: 4.2.3
-      strip-ansi: 6.0.1
-    dev: true
-
   /tapable@2.2.1:
     resolution: {integrity: sha512-GNzQvQTOIP6RyTfE2Qxb8ZVlNmw0n88vp1szwWRimP02mnTsx3Wtn5qRdqY9w2XduFNUgvOwhNnQsjwCp+kqaQ==}
     engines: {node: '>=6'}
@@ -17507,6 +17886,11 @@ packages:
       '@popperjs/core': 2.11.6
     dev: false
 
+  /titleize@3.0.0:
+    resolution: {integrity: sha512-KxVu8EYHDPBdUYdKZdKtU2aj2XfEx9AfjXxE/Aj0vT06w2icA09Vus1rh6eSu1y01akYg6BjIK/hxyLJINoMLQ==}
+    engines: {node: '>=12'}
+    dev: true
+
   /tmp@0.0.33:
     resolution: {integrity: sha512-jRCJlojKnZ3addtTOjdIqoRuPEKBvNXcGYqzO6zWZX8KfKEpnGY5jfggJQ3EjKuu8D4bJRr0y+cYJFmYbImXGw==}
     engines: {node: '>=0.6.0'}
@@ -17576,8 +17960,8 @@ packages:
     resolution: {integrity: sha512-rvuRbTarPXmMb79SmzEp8aqXNKcK+y0XaB298IXueQ8I2PsrATcPBCSPyK/dDNa2iWOhKlfNnOjdAOTBU/nkFA==}
     dev: false
 
-  /ts-api-utils@1.0.2(typescript@4.9.5):
-    resolution: {integrity: sha512-Cbu4nIqnEdd+THNEsBdkolnOXhg0I8XteoHaEKgvsxpsbWda4IsUut2c187HxywQCvveojow0Dgw/amxtSKVkQ==}
+  /ts-api-utils@1.0.3(typescript@4.9.5):
+    resolution: {integrity: sha512-wNMeqtMz5NtwpT/UZGY5alT+VoKdSsOOP/kqHFcUW1P/VRhH2wJ48+DN2WwUliNbQ976ETwDL0Ifd2VVvgonvg==}
     engines: {node: '>=16.13.0'}
     peerDependencies:
       typescript: '>=4.2.0'
@@ -17660,6 +18044,9 @@ packages:
   /tslib@2.4.1:
     resolution: {integrity: sha512-tGyy4dAjRIEwI7BzsB0lynWgOpfqjUdq91XXAlIWD2OwKBH7oCl/GZG/HT4BOHrTlPMOASlMQ7veyTqpmRcrNA==}
 
+  /tslib@2.6.2:
+    resolution: {integrity: sha512-AEYxH93jGFPn/a2iVAwW87VuUIkR1FVUKB77NwMF7nBTDkDrrT/Hpt/IrCJ0QXhW27jTBDcf5ZY7w6RiqTMw2Q==}
+
   /tsutils@3.21.0(typescript@4.9.5):
     resolution: {integrity: sha512-mHKK3iUXL+3UF6xL5k0PEhKRUBKPBCv/+RkEOpjRWxxx27KKRBmmA60A9pgOUvMi8GKhRMPEmjBRPzs2W7O1OA==}
     engines: {node: '>= 6'}
@@ -17731,8 +18118,8 @@ packages:
     resolution: {integrity: sha512-RAH822pAdBgcNMAfWnCBU3CFZcfZ/i1eZjwFU/dsLKumyuuP3niueg2UAukXYF0E2AAoc82ZSSf9J0WQBinzHA==}
     engines: {node: '>=12.20'}
 
-  /type-fest@3.5.3:
-    resolution: {integrity: sha512-V2+og4j/rWReWvaFrse3s9g2xvUv/K9Azm/xo6CjIuq7oeGqsoimC7+9/A3tfvNcbQf8RPSVj/HV81fB4DJrjA==}
+  /type-fest@3.13.1:
+    resolution: {integrity: sha512-tLq3bSNx+xSpwvAJnzrK0Ep5CLNWjvFTOp71URMaAEWBfRb9nnJiBoUe0tF8bI4ZFO3omgBR6NvnbzVUT3Ly4g==}
     engines: {node: '>=14.16'}
     dev: true
 
@@ -17743,6 +18130,44 @@ packages:
       media-typer: 0.3.0
       mime-types: 2.1.35
 
+  /typed-array-buffer@1.0.0:
+    resolution: {integrity: sha512-Y8KTSIglk9OZEr8zywiIHG/kmQ7KWyjseXs1CbSo8vC42w7hg2HgYTxSWwP0+is7bWDc1H+Fo026CpHFwm8tkw==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      call-bind: 1.0.5
+      get-intrinsic: 1.2.2
+      is-typed-array: 1.1.12
+    dev: true
+
+  /typed-array-byte-length@1.0.0:
+    resolution: {integrity: sha512-Or/+kvLxNpeQ9DtSydonMxCx+9ZXOswtwJn17SNLvhptaXYDJvkFFP5zbfU/uLmvnBJlI4yrnXRxpdWH/M5tNA==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      call-bind: 1.0.5
+      for-each: 0.3.3
+      has-proto: 1.0.1
+      is-typed-array: 1.1.12
+    dev: true
+
+  /typed-array-byte-offset@1.0.0:
+    resolution: {integrity: sha512-RD97prjEt9EL8YgAgpOkf3O4IF9lhJFr9g0htQkm0rchFp/Vx7LW5Q8fSXXub7BXAODyUQohRMyOc3faCPd0hg==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      available-typed-arrays: 1.0.5
+      call-bind: 1.0.5
+      for-each: 0.3.3
+      has-proto: 1.0.1
+      is-typed-array: 1.1.12
+    dev: true
+
+  /typed-array-length@1.0.4:
+    resolution: {integrity: sha512-KjZypGq+I/H7HI5HlOoGHkWUUGq+Q0TPhQurLbyrVrvnKTBgzLhIJ7j6J/XTQOi0d1RjyZ0wdas8bKs2p0x3Ng==}
+    dependencies:
+      call-bind: 1.0.5
+      for-each: 0.3.3
+      is-typed-array: 1.1.12
+    dev: true
+
   /typedarray-to-buffer@3.1.5:
     resolution: {integrity: sha512-zdu8XMNEDepKKR+XYOXAVPtWui0ly0NtohUscw+UmaHiAWT8hrV1rr//H6V+0DvJ3OQ19S979M0laLfX8rm82Q==}
     dependencies:
@@ -17778,7 +18203,7 @@ packages:
   /unbox-primitive@1.0.2:
     resolution: {integrity: sha512-61pPlCD9h51VoreyJ0BReideM3MDKMKnh6+V9L08331ipq6Q8OFXZYiqP6n/tbHx4s5I9uRhcye6BrbkizkBDw==}
     dependencies:
-      call-bind: 1.0.2
+      call-bind: 1.0.5
       has-bigints: 1.0.2
       has-symbols: 1.0.3
       which-boxed-primitive: 1.0.2
@@ -17938,7 +18363,7 @@ packages:
     dependencies:
       '@types/react': 16.14.34
       react: 16.14.0
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: true
 
   /use-composed-ref@1.3.0(react@16.14.0):
@@ -18020,7 +18445,7 @@ packages:
       '@types/react': 16.14.34
       detect-node-es: 1.1.0
       react: 16.14.0
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: true
 
   /use-sync-external-store@1.2.0(react@16.14.0):
@@ -18038,8 +18463,8 @@ packages:
   /util.promisify@1.0.1:
     resolution: {integrity: sha512-g9JpC/3He3bm38zsLupWryXHoEcS22YHthuPQSJdMy6KNrzIRzWqcsHzD/WUnqe45whVou4VIsPew37DoXWNrA==}
     dependencies:
-      define-properties: 1.1.4
-      es-abstract: 1.20.4
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
       has-symbols: 1.0.3
       object.getownpropertydescriptors: 2.1.4
     dev: true
@@ -18076,10 +18501,6 @@ packages:
     resolution: {integrity: sha512-wa7YjyUGfNZngI/vtK0UHAN+lgDCxBPCylVXGp0zu59Fz5aiGtNXaq3DhIov063MorB+VfufLh3JlF2KdTK3xg==}
     dev: true
 
-  /v8-compile-cache@2.3.0:
-    resolution: {integrity: sha512-l8lCEmLcLYZh4nbunNZvQCJc5pv7+RCwa8q/LdUx8u7lsWvPDKmpodJAJNwkAhJC//dFY48KuIEmjtd4RViDrA==}
-    dev: true
-
   /v8-to-istanbul@9.0.1:
     resolution: {integrity: sha512-74Y4LqY74kLE6IFyIjPtkSTWzUZmj8tdHT9Ii/26dvQ6K9Dl2NbEfj0XgU2sHCtKgt5VupqhlO/5aWuqS+IY1w==}
     engines: {node: '>=10.12.0'}
@@ -18366,6 +18787,24 @@ packages:
       is-string: 1.0.7
       is-symbol: 1.0.4
 
+  /which-builtin-type@1.1.3:
+    resolution: {integrity: sha512-YmjsSMDBYsM1CaFiayOVT06+KJeXf0o5M/CAd4o1lTadFAtacTUM49zoYxr/oroopFDfhvN6iEcBxUyc3gvKmw==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      function.prototype.name: 1.1.6
+      has-tostringtag: 1.0.0
+      is-async-function: 2.0.0
+      is-date-object: 1.0.5
+      is-finalizationregistry: 1.0.2
+      is-generator-function: 1.0.10
+      is-regex: 1.1.4
+      is-weakref: 1.0.2
+      isarray: 2.0.5
+      which-boxed-primitive: 1.0.2
+      which-collection: 1.0.1
+      which-typed-array: 1.1.13
+    dev: true
+
   /which-collection@1.0.1:
     resolution: {integrity: sha512-W8xeTUwaln8i3K/cY1nGXzdnVZlidBcagyNFtBdD5kxnb4TvGKR7FfSIS3mYpwWS1QUCutfKz8IY8RjftB0+1A==}
     dependencies:
@@ -18378,12 +18817,23 @@ packages:
     resolution: {integrity: sha512-B+enWhmw6cjfVC7kS8Pj9pCrKSc5txArRyaYGe088shv/FGWH+0Rjx/xPgtsWfsUtS27FkP697E4DDhgrgoc0Q==}
     dev: true
 
+  /which-typed-array@1.1.13:
+    resolution: {integrity: sha512-P5Nra0qjSncduVPEAr7xhoF5guty49ArDTwzJ/yNuPIbZppyRxFQsRCWrocxIY+CnMVG+qfbU2FmDKyvSGClow==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      available-typed-arrays: 1.0.5
+      call-bind: 1.0.5
+      for-each: 0.3.3
+      gopd: 1.0.1
+      has-tostringtag: 1.0.0
+    dev: true
+
   /which-typed-array@1.1.9:
     resolution: {integrity: sha512-w9c4xkx6mPidwp7180ckYWfMmvxpjlZuIudNtDf4N/tTAUB8VJbX25qZoAsrtGuYNnGw3pa0AXgbGKRB8/EceA==}
     engines: {node: '>= 0.4'}
     dependencies:
       available-typed-arrays: 1.0.5
-      call-bind: 1.0.2
+      call-bind: 1.0.5
       for-each: 0.3.3
       gopd: 1.0.1
       has-tostringtag: 1.0.0
@@ -18412,11 +18862,6 @@ packages:
     resolution: {integrity: sha512-JcKqAHLPxcdb9KM49dufGXn2x3ssnfjbcaQdLlfZsL9rH9wgDQjUtDxbo8NE0F6SFvydeu1VhZe7hZuHsB2/pw==}
     dev: true
 
-  /word-wrap@1.2.4:
-    resolution: {integrity: sha512-2V81OA4ugVo5pRo46hAoD2ivUJx8jXmWXfUkY4KFNw0hEptvN0QfH3K4nHiwzGeKl5rFKedV48QVoqYavy4YpA==}
-    engines: {node: '>=0.10.0'}
-    dev: true
-
   /wordwrap@1.0.0:
     resolution: {integrity: sha512-gvVzJFlPycKc5dZN4yPkP8w7Dc37BtP1yczEneOb4uq34pXZcvrtRTmWV8W+Ume+XCxKgbjM+nevkyFPMybd4Q==}
     dev: true

From 367b44a8edb744dbef3f680c809a386f19b9754c Mon Sep 17 00:00:00 2001
From: Paul D'Ambra <paul@posthog.com>
Date: Wed, 25 Oct 2023 17:16:10 +0100
Subject: [PATCH 079/133] feat: remember show advanced filters (#18170)

* feat: remember show advanced filters

* fix advanced filters check
---
 .../filters/SessionRecordingsFilters.tsx      |  5 +-
 .../sessionRecordingsPlaylistLogic.ts         | 78 ++++++++++++++-----
 package.json                                  |  1 -
 3 files changed, 62 insertions(+), 22 deletions(-)

diff --git a/frontend/src/scenes/session-recordings/filters/SessionRecordingsFilters.tsx b/frontend/src/scenes/session-recordings/filters/SessionRecordingsFilters.tsx
index 949326b351df8..bc1e108bf7c19 100644
--- a/frontend/src/scenes/session-recordings/filters/SessionRecordingsFilters.tsx
+++ b/frontend/src/scenes/session-recordings/filters/SessionRecordingsFilters.tsx
@@ -101,8 +101,9 @@ export function SessionRecordingsFilters({
                     size="small"
                     onClick={() => setShowAdvancedFilters(!showAdvancedFilters)}
                     disabledReason={
-                        hasAdvancedFilters &&
-                        'You are only allowed person filters and a single pageview event to switch back to simple filters'
+                        hasAdvancedFilters
+                            ? 'You are only allowed person filters and a single pageview event (filtered by current url) to switch back to simple filters'
+                            : undefined
                     }
                     data-attr={`session-recordings-show-${showAdvancedFilters ? 'simple' : 'advanced'}-filters`}
                 >
diff --git a/frontend/src/scenes/session-recordings/playlist/sessionRecordingsPlaylistLogic.ts b/frontend/src/scenes/session-recordings/playlist/sessionRecordingsPlaylistLogic.ts
index 2c588d43ccf0a..b07d55e3f9d10 100644
--- a/frontend/src/scenes/session-recordings/playlist/sessionRecordingsPlaylistLogic.ts
+++ b/frontend/src/scenes/session-recordings/playlist/sessionRecordingsPlaylistLogic.ts
@@ -79,30 +79,64 @@ export const getDefaultFilters = (personUUID?: PersonUUID): RecordingFilters =>
     return personUUID ? DEFAULT_PERSON_RECORDING_FILTERS : DEFAULT_RECORDING_FILTERS
 }
 
+function isPageViewFilter(filter: Record<string, any>): boolean {
+    return filter.name === '$pageview'
+}
+function isCurrentURLPageViewFilter(eventsFilter: Record<string, any>): boolean {
+    const hasSingleProperty = Array.isArray(eventsFilter.properties) && eventsFilter.properties?.length === 1
+    const isCurrentURLProperty = hasSingleProperty && eventsFilter.properties[0].key === '$current_url'
+    return isPageViewFilter(eventsFilter) && isCurrentURLProperty
+}
+
+// checks are stored against filter keys so that the type system enforces adding a check when we add new filters
+const advancedFilterChecks: Record<
+    keyof RecordingFilters,
+    (filters: RecordingFilters, defaultFilters: RecordingFilters) => boolean
+> = {
+    actions: (filters) => (filters.actions ? filters.actions.length > 0 : false),
+    events: function (filters: RecordingFilters): boolean {
+        const eventsFilters = filters.events || []
+        // simple filters allow a single $pageview event filter with $current_url as the selected property
+        // anything else is advanced
+        return (
+            eventsFilters.length > 1 ||
+            (!!eventsFilters[0] &&
+                (!isPageViewFilter(eventsFilters[0]) || !isCurrentURLPageViewFilter(eventsFilters[0])))
+        )
+    },
+    properties: function (): boolean {
+        // TODO is this right? should we ever care about properties for choosing between advanced and simple?
+        return false
+    },
+    date_from: (filters, defaultFilters) => filters.date_from != defaultFilters.date_from,
+    date_to: (filters, defaultFilters) => filters.date_to != defaultFilters.date_to,
+    session_recording_duration: (filters, defaultFilters) =>
+        !equal(filters.session_recording_duration, defaultFilters.session_recording_duration),
+    duration_type_filter: (filters, defaultFilters) =>
+        filters.duration_type_filter !== defaultFilters.duration_type_filter,
+    console_search_query: (filters) =>
+        filters.console_search_query ? filters.console_search_query.trim().length > 0 : false,
+    console_logs: (filters) => (filters.console_logs ? filters.console_logs.length > 0 : false),
+    filter_test_accounts: (filters) => filters.filter_test_accounts ?? false,
+}
+
 export const addedAdvancedFilters = (
     filters: RecordingFilters | undefined,
     defaultFilters: RecordingFilters
 ): boolean => {
-    if (!filters) {
+    // if there are no filters or if some filters are not present then the page is still booting up
+    if (!filters || filters.session_recording_duration === undefined || filters.date_from === undefined) {
         return false
     }
 
-    const hasActions = filters.actions ? filters.actions.length > 0 : false
-    const hasChangedDateFrom = filters.date_from != defaultFilters.date_from
-    const hasChangedDateTo = filters.date_to != defaultFilters.date_to
-    const hasConsoleLogsFilters = filters.console_logs ? filters.console_logs.length > 0 : false
-    const hasChangedDuration = !equal(filters.session_recording_duration, defaultFilters.session_recording_duration)
-    const eventsFilters = filters.events || []
-    const hasAdvancedEvents = eventsFilters.length > 1 || (!!eventsFilters[0] && eventsFilters[0].name != '$pageview')
-
-    return (
-        hasActions ||
-        hasAdvancedEvents ||
-        hasChangedDuration ||
-        hasChangedDateFrom ||
-        hasChangedDateTo ||
-        hasConsoleLogsFilters
-    )
+    // keeps results with the keys for printing when debugging
+    const checkResults = Object.keys(advancedFilterChecks).map((key) => ({
+        key,
+        result: advancedFilterChecks[key](filters, defaultFilters),
+    }))
+
+    // if any check is true, then this is an advanced filter
+    return checkResults.some((checkResult) => checkResult.result)
 }
 
 export const defaultPageviewPropertyEntityFilter = (
@@ -348,8 +382,14 @@ export const sessionRecordingsPlaylistLogic = kea<sessionRecordingsPlaylistLogic
         showAdvancedFilters: [
             addedAdvancedFilters(props.filters, getDefaultFilters(props.personUUID)),
             {
-                setFilters: (showingAdvancedFilters, { filters }) =>
-                    addedAdvancedFilters(filters, getDefaultFilters(props.personUUID)) ? true : showingAdvancedFilters,
+                persist: true,
+            },
+            {
+                setFilters: (showingAdvancedFilters, { filters }) => {
+                    return addedAdvancedFilters(filters, getDefaultFilters(props.personUUID))
+                        ? true
+                        : showingAdvancedFilters
+                },
                 setShowAdvancedFilters: (_, { showAdvancedFilters }) => showAdvancedFilters,
             },
         ],
diff --git a/package.json b/package.json
index c9e9da96b221d..8a718827211fd 100644
--- a/package.json
+++ b/package.json
@@ -225,7 +225,6 @@
         "@types/react-resizable": "^3.0.4",
         "@types/react-syntax-highlighter": "^15.5.7",
         "@types/react-textfit": "^1.1.0",
-        "@types/react-transition-group": "^4.4.4",
         "@types/react-virtualized": "^9.21.14",
         "@types/testing-library__jest-dom": "^5.14.5",
         "@types/zxcvbn": "^4.4.0",

From 8a188cc192ffc05ecebc33cefc535fc7761ee19e Mon Sep 17 00:00:00 2001
From: Ben White <ben@posthog.com>
Date: Thu, 26 Oct 2023 08:45:54 +0200
Subject: [PATCH 080/133] feat: Persons Feed (#18183)

---
 .../__snapshots__/lemon-ui-icons--shelf-a.png |   Bin 35754 -> 56955 bytes
 .../__snapshots__/lemon-ui-icons--shelf-c.png |   Bin 57898 -> 88032 bytes
 frontend/src/lib/constants.tsx                |     1 +
 frontend/src/lib/lemon-ui/icons/icons.tsx     |    22 +
 .../notebooks/Nodes/NotebookNodePerson.tsx    |     1 +
 .../NotebookNodePersonFeed/EventIcon.tsx      |    32 +
 .../NotebookNodePersonFeed.tsx                |    70 +
 .../Nodes/NotebookNodePersonFeed/Session.tsx  |    89 +
 .../NotebookNodePersonFeed/SessionEvent.tsx   |    18 +
 .../mockSessionsTimelineQueryResponse.json    | 27214 ++++++++++++++++
 .../notebookNodePersonFeedLogic.ts            |    45 +
 .../src/scenes/notebooks/Notebook/Editor.tsx  |     2 +
 .../src/scenes/notebooks/Notebook/utils.ts    |     1 +
 .../NotebooksTable/ContainsTypeFilter.tsx     |     5 +-
 .../src/scenes/persons/PersonFeedCanvas.tsx   |    10 +-
 frontend/src/scenes/persons/PersonScene.tsx   |     9 +
 frontend/src/scenes/persons/personsLogic.tsx  |    14 +-
 frontend/src/types.ts                         |     2 +
 18 files changed, 27518 insertions(+), 17 deletions(-)
 create mode 100644 frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/EventIcon.tsx
 create mode 100644 frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/NotebookNodePersonFeed.tsx
 create mode 100644 frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/Session.tsx
 create mode 100644 frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/SessionEvent.tsx
 create mode 100644 frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/mockSessionsTimelineQueryResponse.json
 create mode 100644 frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/notebookNodePersonFeedLogic.ts

diff --git a/frontend/__snapshots__/lemon-ui-icons--shelf-a.png b/frontend/__snapshots__/lemon-ui-icons--shelf-a.png
index 9404063d1c5a84d97e39a201d721c269c6f5a6a3..7637d619130289dfbcb0eaeca81a8929c3a5301f 100644
GIT binary patch
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diff --git a/frontend/src/lib/constants.tsx b/frontend/src/lib/constants.tsx
index 4e49a48dbbb7c..6343b341614ef 100644
--- a/frontend/src/lib/constants.tsx
+++ b/frontend/src/lib/constants.tsx
@@ -167,6 +167,7 @@ export const FEATURE_FLAGS = {
     PERSONS_HOGQL_QUERY: 'persons-hogql-query', // owner: @mariusandra
     NOTEBOOK_CANVASES: 'notebook-canvases', // owner: #team-monitoring
     SESSION_RECORDING_SAMPLING: 'session-recording-sampling', // owner: #team-monitoring
+    PERSON_FEED_CANVAS: 'person-feed-canvas', // owner: #project-canvas
 } as const
 export type FeatureFlagKey = (typeof FEATURE_FLAGS)[keyof typeof FEATURE_FLAGS]
 
diff --git a/frontend/src/lib/lemon-ui/icons/icons.tsx b/frontend/src/lib/lemon-ui/icons/icons.tsx
index 55115bab2944b..8d5048e4aad10 100644
--- a/frontend/src/lib/lemon-ui/icons/icons.tsx
+++ b/frontend/src/lib/lemon-ui/icons/icons.tsx
@@ -2472,3 +2472,25 @@ export function IconNotebook(props: LemonIconProps): JSX.Element {
         </LemonIconBase>
     )
 }
+
+export function IconCode(props: LemonIconProps): JSX.Element {
+    return (
+        <LemonIconBase {...props}>
+            <path
+                d="M9.4 16.6L4.8 12l4.6-4.6L8 6l-6 6 6 6 1.4-1.4zm5.2 0l4.6-4.6-4.6-4.6L16 6l6 6-6 6-1.4-1.4z"
+                fill="currentColor"
+            />
+        </LemonIconBase>
+    )
+}
+
+export function IconAdsClick(props: LemonIconProps): JSX.Element {
+    return (
+        <LemonIconBase {...props}>
+            <path
+                d="M11.71,17.99C8.53,17.84,6,15.22,6,12c0-3.31,2.69-6,6-6c3.22,0,5.84,2.53,5.99,5.71l-2.1-0.63C15.48,9.31,13.89,8,12,8 c-2.21,0-4,1.79-4,4c0,1.89,1.31,3.48,3.08,3.89L11.71,17.99z M22,12c0,0.3-0.01,0.6-0.04,0.9l-1.97-0.59C20,12.21,20,12.1,20,12 c0-4.42-3.58-8-8-8s-8,3.58-8,8s3.58,8,8,8c0.1,0,0.21,0,0.31-0.01l0.59,1.97C12.6,21.99,12.3,22,12,22C6.48,22,2,17.52,2,12 C2,6.48,6.48,2,12,2S22,6.48,22,12z M18.23,16.26L22,15l-10-3l3,10l1.26-3.77l4.27,4.27l1.98-1.98L18.23,16.26z"
+                fill="currentColor"
+            />
+        </LemonIconBase>
+    )
+}
diff --git a/frontend/src/scenes/notebooks/Nodes/NotebookNodePerson.tsx b/frontend/src/scenes/notebooks/Nodes/NotebookNodePerson.tsx
index bdc635d3282c5..d54a338c14b5d 100644
--- a/frontend/src/scenes/notebooks/Nodes/NotebookNodePerson.tsx
+++ b/frontend/src/scenes/notebooks/Nodes/NotebookNodePerson.tsx
@@ -158,6 +158,7 @@ export const NotebookNodePerson = createPostHogWidgetNode<NotebookNodePersonAttr
     Component,
     heightEstimate: 300,
     minHeight: '5rem',
+    startExpanded: false,
     href: (attrs) => urls.personByDistinctId(attrs.id),
     resizeable: true,
     attributes: {
diff --git a/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/EventIcon.tsx b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/EventIcon.tsx
new file mode 100644
index 0000000000000..abab74d367546
--- /dev/null
+++ b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/EventIcon.tsx
@@ -0,0 +1,32 @@
+import { EventType } from '~/types'
+
+import { Tooltip } from '@posthog/lemon-ui'
+import { IconAdsClick, IconExclamation, IconEyeHidden, IconEyeVisible, IconCode } from 'lib/lemon-ui/icons'
+import { KEY_MAPPING } from 'lib/taxonomy'
+
+type EventIconProps = { event: EventType }
+
+export const EventIcon = ({ event }: EventIconProps): JSX.Element => {
+    let Component: React.ComponentType<{ className: string }>
+    switch (event.event) {
+        case '$pageview':
+            Component = IconEyeVisible
+            break
+        case '$pageleave':
+            Component = IconEyeHidden
+            break
+        case '$autocapture':
+            Component = IconAdsClick
+            break
+        case '$rageclick':
+            Component = IconExclamation
+            break
+        default:
+            Component = IconCode
+    }
+    return (
+        <Tooltip title={`${KEY_MAPPING.event[event.event]?.label || 'Custom'} event`}>
+            <Component className="text-2xl text-muted" />
+        </Tooltip>
+    )
+}
diff --git a/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/NotebookNodePersonFeed.tsx b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/NotebookNodePersonFeed.tsx
new file mode 100644
index 0000000000000..28f71f4493b9a
--- /dev/null
+++ b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/NotebookNodePersonFeed.tsx
@@ -0,0 +1,70 @@
+import { useValues } from 'kea'
+
+import { LemonSkeleton } from '@posthog/lemon-ui'
+import { NotFound } from 'lib/components/NotFound'
+import { NotebookNodeType, PersonType } from '~/types'
+// import { TimelineEntry } from '~/queries/schema'
+import { NotebookNodeProps } from 'scenes/notebooks/Notebook/utils'
+import { personLogic } from 'scenes/persons/personLogic'
+import { createPostHogWidgetNode } from '../NodeWrapper'
+import { notebookNodePersonFeedLogic } from './notebookNodePersonFeedLogic'
+import { Session } from './Session'
+
+const FeedSkeleton = (): JSX.Element => (
+    <div className="space-y-4 p-4">
+        <LemonSkeleton className="h-8" repeat={10} />
+    </div>
+)
+
+type FeedProps = {
+    person: PersonType
+}
+
+const Feed = ({ person }: FeedProps): JSX.Element => {
+    const id = person.id ?? 'missing'
+    const { sessions, sessionsLoading } = useValues(notebookNodePersonFeedLogic({ personId: id }))
+
+    if (!sessions && sessionsLoading) {
+        return <FeedSkeleton />
+    } else if (sessions === null) {
+        return <NotFound object="person" />
+    }
+
+    return (
+        <div className="p-2">
+            {sessions.map((session: any) => (
+                <Session key={session.sessionId} session={session} />
+            ))}
+        </div>
+    )
+}
+
+const Component = ({ attributes }: NotebookNodeProps<NotebookNodePersonFeedAttributes>): JSX.Element => {
+    const { id } = attributes
+
+    const logic = personLogic({ id })
+    const { person, personLoading } = useValues(logic)
+
+    if (personLoading) {
+        return <FeedSkeleton />
+    } else if (!person) {
+        return <NotFound object="person" />
+    }
+
+    return <Feed person={person} />
+}
+
+type NotebookNodePersonFeedAttributes = {
+    id: string
+}
+
+export const NotebookNodePersonFeed = createPostHogWidgetNode<NotebookNodePersonFeedAttributes>({
+    nodeType: NotebookNodeType.PersonFeed,
+    titlePlaceholder: 'Feed',
+    Component,
+    resizeable: false,
+    expandable: false,
+    attributes: {
+        id: {},
+    },
+})
diff --git a/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/Session.tsx b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/Session.tsx
new file mode 100644
index 0000000000000..e181b27b49bd2
--- /dev/null
+++ b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/Session.tsx
@@ -0,0 +1,89 @@
+import { useState } from 'react'
+import { useActions, useValues } from 'kea'
+
+import { LemonButton } from '@posthog/lemon-ui'
+import { IconRewindPlay } from '@posthog/icons'
+import { dayjs } from 'lib/dayjs'
+// import { TimelineEntry } from '~/queries/schema'
+import { NotebookNodeType } from '~/types'
+import { IconUnfoldLess, IconUnfoldMore } from 'lib/lemon-ui/icons'
+import { humanFriendlyDetailedTime, humanFriendlyDuration } from 'lib/utils'
+import { SessionEvent } from './SessionEvent'
+import { notebookNodeLogic } from '../notebookNodeLogic'
+
+type SessionProps = {
+    session: any // TimelineEntry
+}
+
+export const Session = ({ session }: SessionProps): JSX.Element => {
+    const { children, nodeId } = useValues(notebookNodeLogic)
+    const { updateAttributes } = useActions(notebookNodeLogic)
+
+    const startTime = dayjs(session.events[0].timestamp)
+    const endTime = dayjs(session.events[session.events.length - 1].timestamp)
+    const durationSeconds = endTime.diff(startTime, 'second')
+
+    const [isFolded, setIsFolded] = useState(false)
+
+    const onOpenReplay = (): void => {
+        const newChildren = [...children] || []
+
+        const existingChild = newChildren.find((child) => child.attrs?.nodeId === `${nodeId}-active-replay`)
+
+        if (existingChild) {
+            existingChild.attrs.id = session.sessionId
+        } else {
+            newChildren.splice(0, 0, {
+                type: NotebookNodeType.Recording,
+                attrs: {
+                    id: session.sessionId,
+                    nodeId: `${nodeId}-active-replay`,
+                    height: '5rem',
+                    __init: {
+                        expanded: true,
+                    },
+                },
+            })
+        }
+
+        updateAttributes({
+            children: newChildren,
+        })
+    }
+
+    return (
+        <div className="flex flex-col rounded bg-side border overflow-hidden mb-3" title={session.sessionId}>
+            <div className="flex items-center justify-between bg-bg-light p-0.5 pr-2 text-xs">
+                <div className="flex items-center">
+                    <LemonButton
+                        size="small"
+                        icon={isFolded ? <IconUnfoldMore /> : <IconUnfoldLess />}
+                        status="stealth"
+                        onClick={() => setIsFolded((state) => !state)}
+                    />
+                    <span className="font-bold ml-2">{humanFriendlyDetailedTime(startTime)}</span>
+                </div>
+                <div className="flex items-center">
+                    <span>
+                        <b>{session.events.length} events</b> in <b>{humanFriendlyDuration(durationSeconds)}</b>
+                    </span>
+                    {session.recording_duration_s ? (
+                        <LemonButton
+                            className="ml-1"
+                            size="small"
+                            icon={<IconRewindPlay />}
+                            onClick={() => onOpenReplay()}
+                        />
+                    ) : null}
+                </div>
+            </div>
+            {!isFolded && (
+                <div className="p-1 border-t space-y-1">
+                    {session.events.map((event: any) => (
+                        <SessionEvent key={event.id} event={event} />
+                    ))}
+                </div>
+            )}
+        </div>
+    )
+}
diff --git a/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/SessionEvent.tsx b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/SessionEvent.tsx
new file mode 100644
index 0000000000000..00131544c5662
--- /dev/null
+++ b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/SessionEvent.tsx
@@ -0,0 +1,18 @@
+import { EventType } from '~/types'
+import { eventToDescription } from 'lib/utils'
+import { dayjs } from 'lib/dayjs'
+import { EventIcon } from './EventIcon'
+
+type SessionEventProps = { event: EventType }
+
+export const SessionEvent = ({ event }: SessionEventProps): JSX.Element => (
+    <div className="relative flex items-center justify-between border rounded pl-3 pr-4 py-1 bg-bg-light text-xs">
+        <div className="flex items-center">
+            <EventIcon event={event} />
+            <b className="ml-3">{eventToDescription(event)}</b>
+        </div>
+        <div className="flex items-center text-muted font-bold">
+            <span>{dayjs(event.timestamp).format('h:mm:ss A')}</span>
+        </div>
+    </div>
+)
diff --git a/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/mockSessionsTimelineQueryResponse.json b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/mockSessionsTimelineQueryResponse.json
new file mode 100644
index 0000000000000..c88078c9cafa0
--- /dev/null
+++ b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/mockSessionsTimelineQueryResponse.json
@@ -0,0 +1,27214 @@
+{
+    "hasMore": false,
+    "hogql": "SELECT e.uuid, e.timestamp, e.event, e.properties, e.distinct_id, e.elements_chain, e.$session_id AS formal_session_id, first_value(e.uuid) OVER (PARTITION BY $session_id ORDER BY divide(__toInt64(timestamp), 60000000.0) ASC RANGE BETWEEN 1800 PRECEDING AND CURRENT ROW) AS informal_session_uuid, dateDiff('s', sre.start_time, sre.end_time) AS recording_duration_s FROM events AS e LEFT JOIN (SELECT start_time, end_time, session_id FROM session_replay_events) AS sre ON equals(e.$session_id, sre.session_id) WHERE equals(e.person_id, '018a92fd-a1c3-0000-4144-fb39888c298e') ORDER BY timestamp DESC LIMIT 100",
+    "results": [
+        {
+            "events": [
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$pageleave",
+                    "id": "018b4c9d-aef5-789f-81e4-212476c51e92",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/canvas#state=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%3D",
+                        "$host": "localhost:8000",
+                        "$pathname": "/canvas",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "xumznmndw7ojbqql",
+                        "$time": 1697797484.277,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4c9d-ab5d-778b-9a9c-57db85a58ec0",
+                        "$window_id": "018b4c9d-ab5d-778b-9a9c-57dc585fb9f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/canvas#state=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%3D",
+                            "$pathname": "/canvas",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/canvas#state=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%3D",
+                            "$initial_pathname": "/canvas",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:24:44.284000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
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+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/",
+                        "$host": "localhost:8000",
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+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
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+                        "$viewport_height": 859,
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+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
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+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
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+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
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+                        "$window_id": "018b4ca0-9674-7a84-9e68-ee5996f32986",
+                        "$ip": "127.0.0.1",
+                        "$set": {
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+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/",
+                            "$pathname": "/",
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+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
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+                        "$set_once": {
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/",
+                            "$initial_pathname": "/",
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+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
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+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/",
+                        "$host": "localhost:8000",
+                        "$pathname": "/",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
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+                        "$insert_id": "tkovmn0505g1e31n",
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+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
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+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
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+                        "current_amount_usd.session_replay": "0.00",
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+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
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+                        "usage_limit.platform_and_support": 0,
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "title": "PostHog",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4c9d-ab5d-778b-9a9c-57db85a58ec0",
+                        "$window_id": "018b4ca0-9674-7a84-9e68-ee5996f32986",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/",
+                            "$pathname": "/",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/",
+                            "$initial_pathname": "/",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:27:54.617000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
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+                    "properties": {
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+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/",
+                        "$host": "localhost:8000",
+                        "$pathname": "/",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "rffzbtlav260619e",
+                        "$time": 1697797674.63,
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+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
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+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
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+                        "current_amount_usd.session_replay": "0.00",
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+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
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+                        "percentage_usage.platform_and_support": 0,
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+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
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+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$set": {
+                            "email": "test@posthog.com",
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/",
+                            "$pathname": "/",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/",
+                            "$initial_pathname": "/",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$sent_at": "2023-10-20T10:27:57.623000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
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+                    "uuid": null
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+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/",
+                        "$host": "localhost:8000",
+                        "$pathname": "/",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "8cp3ng6n4b6np5ys",
+                        "$time": 1697797674.631,
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+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
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+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
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+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
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+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$group_type": "project",
+                        "$group_key": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_set": {
+                            "id": 1,
+                            "uuid": "018a92f8-b602-0000-75de-4b9073693531",
+                            "name": "Hedgebox",
+                            "ingested_event": true,
+                            "is_demo": false,
+                            "timezone": "UTC",
+                            "instance_tag": "none"
+                        },
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/",
+                            "$pathname": "/",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/",
+                            "$initial_pathname": "/",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
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+                        "$sent_at": "2023-10-20T10:27:57.623000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
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+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
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+                        "$group_1": "http://localhost:8000"
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+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/",
+                        "$host": "localhost:8000",
+                        "$pathname": "/",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
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+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
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+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
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+                        "current_amount_usd.session_replay": "0.00",
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$group_type": "organization",
+                        "$group_key": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_set": {
+                            "id": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "name": "Hedgebox Inc.",
+                            "slug": "hedgebox-inc",
+                            "created_at": "2023-09-14T09:14:46.145060Z",
+                            "available_features": [
+                                "zapier",
+                                "slack_integration",
+                                "microsoft_teams_integration",
+                                "discord_integration",
+                                "apps",
+                                "app_metrics",
+                                "boolean_flags",
+                                "multivariate_flags",
+                                "persist_flags_cross_authentication",
+                                "feature_flag_payloads",
+                                "multiple_release_conditions",
+                                "release_condition_overrides",
+                                "targeting_by_group",
+                                "local_evaluation_and_bootstrapping",
+                                "flag_usage_stats",
+                                "experimentation",
+                                "group_experiments",
+                                "funnel_experiments",
+                                "secondary_metrics",
+                                "statistical_analysis",
+                                "console_logs",
+                                "recordings_playlists",
+                                "recordings_performance",
+                                "recordings_file_export",
+                                "group_analytics",
+                                "dashboards",
+                                "funnels",
+                                "graphs_trends",
+                                "paths",
+                                "subscriptions",
+                                "paths_advanced",
+                                "dashboard_permissioning",
+                                "dashboard_collaboration",
+                                "ingestion_taxonomy",
+                                "correlation_analysis",
+                                "tagging",
+                                "behavioral_cohort_filtering",
+                                "tracked_users",
+                                "data_retention",
+                                "team_members",
+                                "organizations_projects",
+                                "api_access",
+                                "project_based_permissioning",
+                                "social_sso",
+                                "sso_enforcement",
+                                "white_labelling",
+                                "community_support",
+                                "dedicated_support",
+                                "email_support",
+                                "terms_and_conditions",
+                                "security_assessment"
+                            ],
+                            "instance_tag": "none"
+                        },
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/",
+                            "$pathname": "/",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/",
+                            "$initial_pathname": "/",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:27:57.623000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
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+                    "uuid": null
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+                    "properties": {
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+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "xnqcrio4jvhwlgow",
+                        "$time": 1697797674.714,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
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+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
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+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
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+                        "usage_limit.platform_and_support": 0,
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+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "posthog-3000",
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+                        "$set": {
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+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
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+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
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+                            "$initial_device_type": "Desktop",
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
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+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
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+                        "$browser_language": "en-GB",
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+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
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+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
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+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "enable-prompts",
+                        "$feature_flag_response": true,
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+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
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+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
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+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
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+                        "$set_once": {
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
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+                            "$initial_referring_domain": "$direct"
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+                        "$sent_at": "2023-10-20T10:27:57.623000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
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+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
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+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
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+                        "$insert_id": "qzz7i4g28jxppet9",
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+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
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+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
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+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
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+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "notebooks",
+                        "$feature_flag_response": true,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
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+                        "$set": {
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+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:27:57.623000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
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+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
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+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
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+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
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+                        "free_allocation.product_analytics": 0,
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+                        "current_amount_usd.session_replay": "0.00",
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+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
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+                        "percentage_usage.platform_and_support": 0,
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+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
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+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "title": "Homepage \u2022 PostHog",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:27:57.623000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
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+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "tr5rt49cwyup64d1",
+                        "$time": 1697797674.863,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
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+                        "current_amount_usd.session_replay": "0.00",
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+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
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+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$group_type": "instance",
+                        "$group_key": "http://localhost:8000",
+                        "$group_set": {
+                            "site_url": "http://localhost:8000"
+                        },
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
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+                            "$initial_pathname": "/home",
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
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+                        "$geoip_time_zone": "Australia/Sydney",
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+                        "$browser_language": "en-GB",
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+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
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+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
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+                        "$feature/smoothing-interval": true,
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+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
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+                        "$feature/recordings-on-feature-flags": true,
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+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
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+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
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+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
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+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
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+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
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+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
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+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
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+                        "$set_once": {
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+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
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+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
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+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
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+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
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+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
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+                        "$lib": "web",
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+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
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+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
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+                        "$feature/smoothing-interval": true,
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+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
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+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
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+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
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+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "created_at": "2023-09-14T09:15:00.211731Z",
+                        "is_shared": false,
+                        "pinned": true,
+                        "creation_mode": "default",
+                        "sample_items_count": 0,
+                        "item_count": 7,
+                        "created_by_system": true,
+                        "dashboard_id": 1,
+                        "lastRefreshed": "2023-10-20T10:20:11.963Z",
+                        "refreshAge": 464,
+                        "lifecycle_count": 2,
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+                        "retention_count": 1,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
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+                            "$pathname": "/home",
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+                            "$initial_browser": "Chrome",
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+                        "$geoip_continent_name": "Oceania",
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+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
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+                            "tag_name": "div",
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+                            "attributes": {
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+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
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+                            "posthog-3000",
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+                            "historical-exports-v2",
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+                            "surveys-positions",
+                            "web-analytics",
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+                            "data-warehouse",
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+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
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+                        "$feature/cmd-k-search": true,
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+                        "$feature/smoothing-interval": true,
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+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
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+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
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+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
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+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
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+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
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+                            "$pathname": "/home",
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+                            "$referrer": "$direct",
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
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+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
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+                        "$sent_at": "2023-10-20T10:27:57.623000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
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+                        "$group_4": "cus_OdSgxxWtHOtq9g",
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+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                        "$session_recording_recorder_version_server_side": "v2",
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+                        "$active_feature_flags": [
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+                            "posthog-3000",
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+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
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+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
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+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
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+                        "$feature/hogql-insights": false,
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+                        "$feature/posthog-3000": true,
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+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
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+                        "$feature/query_running_time": true,
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+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
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+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "product-specific-onboarding",
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+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
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+                            "$browser": "Chrome",
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+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
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+                        "$set_once": {
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
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+                            "$initial_referring_domain": "$direct"
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
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+                        "$viewport_height": 859,
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+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
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+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
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+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
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+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
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+                        "$feature/feature-flag-rollout-ux": true,
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+                        "$feature/early-access-feature": true,
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+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "cs-dashboards",
+                        "$feature_flag_response": true,
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+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
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+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
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+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "78a5df8y7e77s5ak",
+                        "$time": 1697797679.022,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
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+                        "projected_usage.feature_flags": 0,
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+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
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+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$event_type": "click",
+                        "$ce_version": 1,
+                        "$el_text": "bbf314c9-0877-450e-793a-f33cf151dd96",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:28:00.793000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:27:59.029000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
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+                    "event": "$pageview",
+                    "id": "018b4ca0-a7b3-73e0-9616-9a41d3b9f6ec",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "xzd3u2auqqufn8xp",
+                        "$time": 1697797679.027,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
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+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
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+                        "projected_usage.session_replay": 0,
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+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
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+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
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+                        "percentage_usage.platform_and_support": 0,
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+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "title": "Persons \u2022 PostHog",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$initial_pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:28:00.793000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
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+                    },
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+                        "$device_type": "Desktop",
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+                        "$browser_language": "en-GB",
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+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
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+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
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+                        "$feature/file-previews": false,
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+                        "$feature/hogql-insights": false,
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+                        "$feature/funnels-cue-opt-out-7301": true,
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+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
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+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
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+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
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+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
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+                        "$feature_flag": "persons-hogql-query",
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+                        "$ip": "127.0.0.1",
+                        "$set": {
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+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
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+                            "$referrer": "$direct",
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+                        "$set_once": {
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$initial_pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
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+                        "$sent_at": "2023-10-20T10:28:00.793000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
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+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
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+                        "$viewport_height": 859,
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+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
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+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
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+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
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+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
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+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
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+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
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+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
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+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "hogql-insights",
+                        "$feature_flag_response": false,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
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+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
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+                            "$referrer": "$direct",
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$initial_pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
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+                            "$initial_referring_domain": "$direct"
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
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+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:27:59.037000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "query completed",
+                    "id": "018b4ca0-a897-7497-bd78-4c922df74162",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "1ox32j426hf22rbq",
+                        "$time": 1697797679.255,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "query": {
+                            "kind": "HogQLQuery",
+                            "query": "select id, groupArray(pdi.distinct_id) as distinct_ids, properties, is_identified, created_at from persons where pdi.distinct_id={distinct_id} group by id, properties, is_identified, created_at",
+                            "values": {
+                                "distinct_id": "bbf314c9-0877-450e-793a-f33cf151dd96"
+                            }
+                        },
+                        "duration": 225.0999999642372,
+                        "clickhouse_sql": "SELECT persons.id, groupArray(persons__pdi.distinct_id) AS distinct_ids, persons.properties, persons.is_identified, toTimeZone(persons.created_at, %(hogql_val_0)s) FROM (SELECT person.id, person.properties AS properties, person.is_identified AS is_identified, person.created_at AS created_at FROM person WHERE and(equals(person.team_id, 1), ifNull(in(tuple(person.id, person.version), (SELECT person.id, max(person.version) AS version FROM person WHERE equals(person.team_id, 1) GROUP BY person.id HAVING ifNull(equals(argMax(person.is_deleted, person.version), 0), 0))), 0)) SETTINGS optimize_aggregation_in_order=1) AS persons INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, person_distinct_id2.distinct_id AS distinct_id FROM person_distinct_id2 WHERE equals(person_distinct_id2.team_id, 1) GROUP BY person_distinct_id2.distinct_id HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS persons__pdi ON equals(persons.id, persons__pdi.person_id) WHERE ifNull(equals(persons__pdi.distinct_id, %(hogql_val_1)s), 0) GROUP BY persons.id, persons.properties, persons.is_identified, toTimeZone(persons.created_at, %(hogql_val_2)s) LIMIT 100 SETTINGS readonly=2, max_execution_time=60, allow_experimental_object_type=1",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$initial_pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:28:00.793000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:27:59.262000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [
+                        {
+                            "attr_class": null,
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__href": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI"
+                            },
+                            "href": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "nth_child": 1.0,
+                            "nth_of_type": 1.0,
+                            "order": 0.0,
+                            "tag_name": "h5",
+                            "text": "test@posthog.com"
+                        },
+                        {
+                            "attr_class": ["Link", "SidebarListItem__link"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__class": "Link SidebarListItem__link",
+                                "attr__draggable": "true",
+                                "attr__href": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI"
+                            },
+                            "href": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "nth_child": 1.0,
+                            "nth_of_type": 1.0,
+                            "order": 1.0,
+                            "tag_name": "a",
+                            "text": null
+                        },
+                        {
+                            "attr_class": ["SidebarListItem"],
+                            "attr_id": "sidebar-krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI,018a92fd-7b25-7770-a050-577e94fd148c,018b4715-2fd1-7b9d-b1de-4cf7972a15e3",
+                            "attributes": {
+                                "attr__aria-disabled": "false",
+                                "attr__aria-invalid": "false",
+                                "attr__class": "SidebarListItem",
+                                "attr__id": "sidebar-krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI,018a92fd-7b25-7770-a050-577e94fd148c,018b4715-2fd1-7b9d-b1de-4cf7972a15e3",
+                                "attr__style": "height: 32px; left: 0px; position: absolute; top: 64px; width: 100%;",
+                                "attr__title": "test@posthog.com"
+                            },
+                            "href": null,
+                            "nth_child": 3.0,
+                            "nth_of_type": 3.0,
+                            "order": 2.0,
+                            "tag_name": "li",
+                            "text": null
+                        },
+                        {
+                            "attr_class": ["ReactVirtualized__Grid__innerScrollContainer"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__class": "ReactVirtualized__Grid__innerScrollContainer",
+                                "attr__role": "rowgroup",
+                                "attr__style": "width: auto; height: 95872px; max-width: 250px; max-height: 95872px; overflow: hidden; position: relative;"
+                            },
+                            "href": null,
+                            "nth_child": 1.0,
+                            "nth_of_type": 1.0,
+                            "order": 3.0,
+                            "tag_name": "div",
+                            "text": null
+                        },
+                        {
+                            "attr_class": ["ReactVirtualized__Grid", "ReactVirtualized__List", "SidebarList"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__aria-label": "grid",
+                                "attr__aria-readonly": "true",
+                                "attr__class": "ReactVirtualized__Grid ReactVirtualized__List SidebarList",
+                                "attr__role": "grid",
+                                "attr__style": "box-sizing: border-box; direction: ltr; height: 312px; position: relative; width: 250px; will-change: transform; overflow: hidden auto;"
+                            },
+                            "href": null,
+                            "nth_child": 1.0,
+                            "nth_of_type": 1.0,
+                            "order": 4.0,
+                            "tag_name": "div",
+                            "text": null
+                        },
+                        {
+                            "attr_class": null,
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__style": "overflow: visible; height: 0px;"
+                            },
+                            "href": null,
+                            "nth_child": 1.0,
+                            "nth_of_type": 1.0,
+                            "order": 5.0,
+                            "tag_name": "div",
+                            "text": null
+                        },
+                        {
+                            "attr_class": ["flex-1"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__class": "flex-1",
+                                "attr__style": "position: relative;"
+                            },
+                            "href": null,
+                            "nth_child": 2.0,
+                            "nth_of_type": 2.0,
+                            "order": 6.0,
+                            "tag_name": "div",
+                            "text": null
+                        },
+                        {
+                            "attr_class": ["Accordion"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__aria-busy": "false",
+                                "attr__aria-disabled": "false",
+                                "attr__aria-expanded": "true",
+                                "attr__class": "Accordion"
+                            },
+                            "href": null,
+                            "nth_child": 1.0,
+                            "nth_of_type": 1.0,
+                            "order": 7.0,
+                            "tag_name": "section",
+                            "text": null
+                        },
+                        {
+                            "attr_class": ["Sidebar3000__lists"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__class": "Sidebar3000__lists"
+                            },
+                            "href": null,
+                            "nth_child": 2.0,
+                            "nth_of_type": 2.0,
+                            "order": 8.0,
+                            "tag_name": "div",
+                            "text": null
+                        },
+                        {
+                            "attr_class": ["Sidebar3000__content"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__class": "Sidebar3000__content"
+                            },
+                            "href": null,
+                            "nth_child": 1.0,
+                            "nth_of_type": 1.0,
+                            "order": 9.0,
+                            "tag_name": "div",
+                            "text": null
+                        },
+                        {
+                            "attr_class": ["Sidebar3000"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__aria-hidden": "false",
+                                "attr__class": "Sidebar3000",
+                                "attr__style": "--sidebar-width: 250px;"
+                            },
+                            "href": null,
+                            "nth_child": 2.0,
+                            "nth_of_type": 1.0,
+                            "order": 10.0,
+                            "tag_name": "div",
+                            "text": null
+                        },
+                        {
+                            "attr_class": ["Navigation3000"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__class": "Navigation3000"
+                            },
+                            "href": null,
+                            "nth_child": 1.0,
+                            "nth_of_type": 1.0,
+                            "order": 11.0,
+                            "tag_name": "div",
+                            "text": null
+                        },
+                        {
+                            "attr_class": null,
+                            "attr_id": "root",
+                            "attributes": {
+                                "attr__id": "root"
+                            },
+                            "href": null,
+                            "nth_child": 4.0,
+                            "nth_of_type": 1.0,
+                            "order": 12.0,
+                            "tag_name": "div",
+                            "text": null
+                        },
+                        {
+                            "attr_class": ["posthog-3000"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__class": "posthog-3000",
+                                "attr__theme": "light"
+                            },
+                            "href": null,
+                            "nth_child": 2.0,
+                            "nth_of_type": 1.0,
+                            "order": 13.0,
+                            "tag_name": "body",
+                            "text": null
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
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+                        "$browser_language": "en-GB",
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+                        "$lib": "web",
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+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
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+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
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+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
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+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$event_type": "click",
+                        "$ce_version": 1,
+                        "$el_text": "test@posthog.com",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
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+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$initial_pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
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+                        "$viewport_height": 859,
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+                        "$lib": "web",
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+                        "$insert_id": "rv3lg9ojjqh0bazz",
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+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
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+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
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+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
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+                        "$feature/enable-prompts": true,
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+                        "$feature/early-access-feature-site-button": true,
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+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
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+                        "$feature/data-warehouse": true,
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+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
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+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "title": "bbf314c9-0877-450e-793a-f33cf151dd96 \u2022 Persons \u2022 PostHog",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:28:00.793000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:27:59.511000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "query completed",
+                    "id": "018b4ca0-aa6e-72a0-b88c-a09bd8399999",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "2zh0feb6n1tf9a1f",
+                        "$time": 1697797679.727,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "query": {
+                            "kind": "HogQLQuery",
+                            "query": "select id, groupArray(pdi.distinct_id) as distinct_ids, properties, is_identified, created_at from persons where pdi.distinct_id={distinct_id} group by id, properties, is_identified, created_at",
+                            "values": {
+                                "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI"
+                            }
+                        },
+                        "duration": 221.60000002384186,
+                        "clickhouse_sql": "SELECT persons.id, groupArray(persons__pdi.distinct_id) AS distinct_ids, persons.properties, persons.is_identified, toTimeZone(persons.created_at, %(hogql_val_0)s) FROM (SELECT person.id, person.properties AS properties, person.is_identified AS is_identified, person.created_at AS created_at FROM person WHERE and(equals(person.team_id, 1), ifNull(in(tuple(person.id, person.version), (SELECT person.id, max(person.version) AS version FROM person WHERE equals(person.team_id, 1) GROUP BY person.id HAVING ifNull(equals(argMax(person.is_deleted, person.version), 0), 0))), 0)) SETTINGS optimize_aggregation_in_order=1) AS persons INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, person_distinct_id2.distinct_id AS distinct_id FROM person_distinct_id2 WHERE equals(person_distinct_id2.team_id, 1) GROUP BY person_distinct_id2.distinct_id HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS persons__pdi ON equals(persons.id, persons__pdi.person_id) WHERE ifNull(equals(persons__pdi.distinct_id, %(hogql_val_1)s), 0) GROUP BY persons.id, persons.properties, persons.is_identified, toTimeZone(persons.created_at, %(hogql_val_2)s) LIMIT 100 SETTINGS readonly=2, max_execution_time=60, allow_experimental_object_type=1",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:28:00.793000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:27:59.734000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "person viewed",
+                    "id": "018b4ca0-ac64-7425-ad3b-067188569418",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "tsn5j4iw9zo6hbti",
+                        "$time": 1697797680.229,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
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+                        "$host": "localhost:8000",
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+                            "historical-exports-v2",
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+                    "event": "$pageview",
+                    "id": "018b4ca0-ae26-7bf7-b0bb-65948958a2b2",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "gt90ymm7l7vaiptd",
+                        "$time": 1697797680.679,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "title": "test@posthog.com \u2022 Persons \u2022 PostHog",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:28:00.793000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:28:00.686000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$feature_flag_called",
+                    "id": "018b4ca0-ae35-7379-9b8c-431bd55514a9",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "ogr8hhsl0diyzzrf",
+                        "$time": 1697797680.694,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "debug-react-renders",
+                        "$feature_flag_response": false,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:28:00.793000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:28:00.701000+00:00",
+                    "uuid": null
+                },
+                {
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+                    "event": "query completed",
+                    "id": "018b4ca0-b109-79b8-98c9-2d69c5db0935",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "0flk4pc1i44w8cgq",
+                        "$time": 1697797681.417,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "query": {
+                            "kind": "SessionsTimelineQuery",
+                            "after": "2021-01-01T18:00:00Z",
+                            "before": "2024-01-01T06:00:00Z",
+                            "personId": "018a92fd-a1c3-0000-4144-fb39888c298e"
+                        },
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+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:28:03.798000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:28:01.427000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "notebook content changed",
+                    "id": "018b4ca0-b25b-74ef-9d18-248c54b956bf",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "qoao0ux8ldt09rzp",
+                        "$time": 1697797681.755,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=eyJ0eXBlIjoiZG9jIiwiY29udGVudCI6W3sidHlwZSI6ImhlYWRpbmciLCJhdHRycyI6eyJsZXZlbCI6MX0sImNvbnRlbnQiOlt7InR5cGUiOiJ0ZXh0IiwidGV4dCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkifV19LHsidHlwZSI6InBoLXBlcnNvbi1mZWVkIiwiYXR0cnMiOnsiaGVpZ2h0IjpudWxsLCJ0aXRsZSI6bnVsbCwibm9kZUlkIjoiNmQ0ODUwNjYtZWM5OS00ODNkLThiOTgtNGQ4YTJkYzljYzRiIiwiaWQiOiJrclJmZ29wc1V5MVR3TlUxeWhTRExxTkRUZDZONXRNWnJIbG04bkxKSURJIiwiX19pbml0IjpudWxsLCJjaGlsZHJlbiI6W3sidHlwZSI6InBoLXBlcnNvbiIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6IjNkMzZiZjU3LTFkYjQtNDJlZi1iNzhiLWUyZDNkNGViOWM5NSJ9fSx7InR5cGUiOiJwaC1tYXAiLCJhdHRycyI6eyJpZCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkiLCJub2RlSWQiOiI1MzE0ZWI2MS1lYTA2LTQyOGQtYWEzZi0zMDA4OWJjZmUxYjgifX0seyJ0eXBlIjoicGgtcHJvcGVydGllcyIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6ImUwMjE1NDU5LWY0YTgtNGJjNy04NDhmLTYxODE1NzY1NzlmNyJ9fV19fV19",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:28:03.798000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:28:01.765000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$pageview",
+                    "id": "018b4ca0-b25b-74ef-9d18-248b29df99ce",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "bgnhtkaiu91n6vuo",
+                        "$time": 1697797681.755,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "title": "test@posthog.com \u2022 Persons \u2022 PostHog",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:28:03.798000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:28:01.765000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$pageleave",
+                    "id": "018b4ca3-104f-7f7f-b9f6-2e4411315c0f",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=eyJ0eXBlIjoiZG9jIiwiY29udGVudCI6W3sidHlwZSI6ImhlYWRpbmciLCJhdHRycyI6eyJsZXZlbCI6MX0sImNvbnRlbnQiOlt7InR5cGUiOiJ0ZXh0IiwidGV4dCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkifV19LHsidHlwZSI6InBoLXBlcnNvbi1mZWVkIiwiYXR0cnMiOnsiaGVpZ2h0IjpudWxsLCJ0aXRsZSI6bnVsbCwibm9kZUlkIjoiNmQ0ODUwNjYtZWM5OS00ODNkLThiOTgtNGQ4YTJkYzljYzRiIiwiaWQiOiJrclJmZ29wc1V5MVR3TlUxeWhTRExxTkRUZDZONXRNWnJIbG04bkxKSURJIiwiX19pbml0IjpudWxsLCJjaGlsZHJlbiI6W3sidHlwZSI6InBoLXBlcnNvbiIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6IjNkMzZiZjU3LTFkYjQtNDJlZi1iNzhiLWUyZDNkNGViOWM5NSJ9fSx7InR5cGUiOiJwaC1tYXAiLCJhdHRycyI6eyJpZCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkiLCJub2RlSWQiOiI1MzE0ZWI2MS1lYTA2LTQyOGQtYWEzZi0zMDA4OWJjZmUxYjgifX0seyJ0eXBlIjoicGgtcHJvcGVydGllcyIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6ImUwMjE1NDU5LWY0YTgtNGJjNy04NDhmLTYxODE1NzY1NzlmNyJ9fV19fV19",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "5emypqvdlqmzblda",
+                        "$time": 1697797836.88,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:36.883000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:36.886000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$opt_in",
+                    "id": "018b4ca3-1cf4-7218-9d6f-0303911c1193",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "dqkiz2bg4xd3ga0h",
+                        "$time": 1697797840.118,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:40.118000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:40.133000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$pageview",
+                    "id": "018b4ca3-1cf7-7208-b179-72da3175820e",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "pyv7tc2zaju04w06",
+                        "$time": 1697797840.12,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "title": "PostHog",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
+                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:40.121000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:40.138000+00:00",
+                    "uuid": null
+                }
+            ],
+            "recording_duration_s": 72.0,
+            "sessionId": "018b4ca0-9686-7b75-ba2e-61e9c0054b65"
+        },
+        {
+            "events": [
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "dashboard updated",
+                    "id": "018b4cc2-bd56-0000-ed0f-dbd6f467ac8c",
+                    "person": null,
+                    "properties": {
+                        "pinned": true,
+                        "item_count": 7,
+                        "is_shared": false,
+                        "created_at": "2023-09-14T09:15:00.211731+00:00",
+                        "has_description": true,
+                        "tags_count": 0,
+                        "$groups": {
+                            "instance": "http://localhost:8000",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "project": "018a92f8-b602-0000-75de-4b9073693531"
+                        },
+                        "$lib": "posthog-python",
+                        "$lib_version": "3.0.1",
+                        "$geoip_disable": true,
+                        "$ip": "127.0.0.1",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_1": "http://localhost:8000",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531"
+                    },
+                    "timestamp": "2023-10-20T11:05:12.306000+00:00",
+                    "uuid": null
+                }
+            ],
+            "recording_duration_s": null,
+            "sessionId": ""
+        },
+        {
+            "events": [
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$set",
+                    "id": "018b4cc2-908b-7989-a77a-ae123bc7cbc4",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/",
+                        "$host": "localhost:8000",
+                        "$pathname": "/",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "ha0xgsu9f9blyc2m",
+                        "$time": 1697799901.323,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$set": {
+                            "email": "test@posthog.com",
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
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+                            "$referrer": "$direct",
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
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+                            "$initial_pathname": "/",
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
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+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
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+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/",
+                        "$host": "localhost:8000",
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+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
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+                        "$screen_width": 1512,
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+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
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+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
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+                        "customer_deactivated": false,
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$group_type": "project",
+                        "$group_key": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_set": {
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+                            "uuid": "018a92f8-b602-0000-75de-4b9073693531",
+                            "name": "Hedgebox",
+                            "ingested_event": true,
+                            "is_demo": false,
+                            "timezone": "UTC",
+                            "instance_tag": "none"
+                        },
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4cc2-908b-7989-a77a-ae1396eef1de",
+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "$ip": "127.0.0.1",
+                        "$set": {
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+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/",
+                            "$pathname": "/",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/",
+                            "$initial_pathname": "/",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T11:05:04.317000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
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+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
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+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/",
+                        "$host": "localhost:8000",
+                        "$pathname": "/",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
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+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
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+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
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+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$group_type": "organization",
+                        "$group_key": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_set": {
+                            "id": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "name": "Hedgebox Inc.",
+                            "slug": "hedgebox-inc",
+                            "created_at": "2023-09-14T09:14:46.145060Z",
+                            "available_features": [
+                                "zapier",
+                                "slack_integration",
+                                "microsoft_teams_integration",
+                                "discord_integration",
+                                "apps",
+                                "app_metrics",
+                                "boolean_flags",
+                                "multivariate_flags",
+                                "persist_flags_cross_authentication",
+                                "feature_flag_payloads",
+                                "multiple_release_conditions",
+                                "release_condition_overrides",
+                                "targeting_by_group",
+                                "local_evaluation_and_bootstrapping",
+                                "flag_usage_stats",
+                                "experimentation",
+                                "group_experiments",
+                                "funnel_experiments",
+                                "secondary_metrics",
+                                "statistical_analysis",
+                                "console_logs",
+                                "recordings_playlists",
+                                "recordings_performance",
+                                "recordings_file_export",
+                                "group_analytics",
+                                "dashboards",
+                                "funnels",
+                                "graphs_trends",
+                                "paths",
+                                "subscriptions",
+                                "paths_advanced",
+                                "dashboard_permissioning",
+                                "dashboard_collaboration",
+                                "ingestion_taxonomy",
+                                "correlation_analysis",
+                                "tagging",
+                                "behavioral_cohort_filtering",
+                                "tracked_users",
+                                "data_retention",
+                                "team_members",
+                                "organizations_projects",
+                                "api_access",
+                                "project_based_permissioning",
+                                "social_sso",
+                                "sso_enforcement",
+                                "white_labelling",
+                                "community_support",
+                                "dedicated_support",
+                                "email_support",
+                                "terms_and_conditions",
+                                "security_assessment"
+                            ],
+                            "instance_tag": "none"
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+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
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+                        "$geoip_time_zone": "Australia/Sydney",
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+                        "$active_feature_flags": [
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+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
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+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
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+                        "$active_feature_flags": [
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+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
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+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
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+                            "recording-debugging",
+                            "enable-prompts",
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+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
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+                            "web-analytics",
+                            "high-frequency-batch-exports",
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+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
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+                            "persons-hogql-query",
+                            "notebooks"
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+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
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+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
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+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
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+                        "$feature_flag": "notebooks",
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+                            "$device_type": "Desktop",
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+                            "$referrer": "$direct",
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
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+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
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+                        "$plugins_succeeded": ["GeoIP (1)"],
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+                        "$host": "localhost:8000",
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+                        "$browser_language": "en-GB",
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+                        "$active_feature_flags": [
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+                            "person-on-events-enabled",
+                            "region-select",
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+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
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+                            "query_running_time",
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+                            "recording-debugging",
+                            "enable-prompts",
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+                            "session-recording-blob-replay",
+                            "surveys",
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+                            "data-warehouse",
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+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
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+                        "$feature/kafka-inspector": true,
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+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
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+                        "$feature/feedback-scene": true,
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+                        "$feature/surveys": true,
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+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
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+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
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+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
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+                        "$referring_domain": "$direct",
+                        "$group_type": "instance",
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+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "$ip": "127.0.0.1",
+                        "$set": {
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+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
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+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
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+                        "$sent_at": "2023-10-20T11:05:04.317000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
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+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
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+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
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+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
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+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4cc2-908b-7989-a77a-ae1396eef1de",
+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "title": "Homepage \u2022 PostHog",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T11:05:04.317000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
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+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "6bivi84ckma4m1y9",
+                        "$time": 1697799902.113,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
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+                        "current_amount_usd.session_replay": "0.00",
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+                        "percentage_usage.feature_flags": 0,
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+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
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+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
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+                        "$ip": "127.0.0.1",
+                        "$set": {
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+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
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+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
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+                            "$initial_pathname": "/home",
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+                            "$initial_referrer": "$direct",
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
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+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
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+                        "$viewport_height": 859,
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+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
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+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "created_at": "2023-09-14T09:15:00.211731Z",
+                        "is_shared": false,
+                        "pinned": true,
+                        "creation_mode": "default",
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+                        "lastRefreshed": "2023-10-20T10:20:11.963Z",
+                        "refreshAge": 2690,
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+                        "$session_id": "018b4cc2-908b-7989-a77a-ae1396eef1de",
+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "$ip": "127.0.0.1",
+                        "$set": {
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+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
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+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
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+                        "$sent_at": "2023-10-20T11:05:04.317000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
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+                            "order": 0.0,
+                            "tag_name": "span",
+                            "text": "No date range override"
+                        },
+                        {
+                            "attr_class": [
+                                "LemonButton",
+                                "LemonButton--has-icon",
+                                "LemonButton--has-side-icon",
+                                "LemonButton--secondary",
+                                "LemonButton--small",
+                                "LemonButton--status-stealth"
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+                            "attributes": {
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+                                "attr__aria-haspopup": "true",
+                                "attr__class": "LemonButton LemonButton--secondary LemonButton--status-stealth LemonButton--small LemonButton--has-icon LemonButton--has-side-icon",
+                                "attr__data-attr": "date-filter",
+                                "attr__id": "daterange_selector",
+                                "attr__type": "button"
+                            },
+                            "href": null,
+                            "nth_child": 1.0,
+                            "nth_of_type": 1.0,
+                            "order": 1.0,
+                            "tag_name": "button",
+                            "text": "No date range override"
+                        },
+                        {
+                            "attr_class": ["flex", "h-8", "items-center", "shrink-0"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__class": "flex shrink-0 items-center h-8"
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+                            "tag_name": "div",
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+                            "attr_class": ["flex", "space-x-4"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__class": "flex space-x-4"
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+                            "order": 3.0,
+                            "tag_name": "div",
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+                            "attr_class": ["flex", "justify-between", "space-x-4"],
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+                            "attributes": {
+                                "attr__class": "flex space-x-4 justify-between"
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+                            "tag_name": "div",
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+                            "tag_name": "div",
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+                        {
+                            "attr_class": ["dashboard"],
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+                                "attr__class": "dashboard"
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+                            "tag_name": "div",
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+                        {
+                            "attr_class": ["project-homepage"],
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+                                "attr__class": "project-homepage"
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+                            "order": 7.0,
+                            "tag_name": "div",
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+                        {
+                            "attr_class": ["Navigation3000__scene"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__class": "Navigation3000__scene"
+                            },
+                            "href": null,
+                            "nth_child": 2.0,
+                            "nth_of_type": 2.0,
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+                            "tag_name": "div",
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+                            "attributes": {},
+                            "href": null,
+                            "nth_child": 4.0,
+                            "nth_of_type": 1.0,
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+                            "tag_name": "main",
+                            "text": null
+                        },
+                        {
+                            "attr_class": ["Navigation3000"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__class": "Navigation3000"
+                            },
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+                            "tag_name": "div",
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+                            "attr_id": "root",
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+                                "attr__id": "root"
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+                            "tag_name": "div",
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+                        {
+                            "attr_class": ["posthog-3000"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__class": "posthog-3000",
+                                "attr__theme": "light"
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+                            "href": null,
+                            "nth_child": 2.0,
+                            "nth_of_type": 1.0,
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+                            "tag_name": "body",
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+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
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+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
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+                            "persons-hogql-query",
+                            "notebooks"
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+                        "$feature/kafka-inspector": true,
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+                        "$feature/person-on-events-enabled": true,
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+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
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+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
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+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
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+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
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+                        "$sent_at": "2023-10-20T11:05:04.317000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
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+                        "$group_4": "cus_OdSgxxWtHOtq9g",
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+                                "LemonButton--full-width",
+                                "LemonButton--status-stealth",
+                                "LemonButton--tertiary"
+                            ],
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+                            "attributes": {
+                                "attr__class": "LemonButton LemonButton--tertiary LemonButton--status-stealth LemonButton--full-width",
+                                "attr__type": "button"
+                            },
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+                            "nth_child": 15.0,
+                            "nth_of_type": 14.0,
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+                            "tag_name": "button",
+                            "text": "From custom date until now\u2026"
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+                            "attributes": {
+                                "attr__class": "Popover__content"
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+                                "attr__class": "Popover__box"
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+                            "attr_id": null,
+                            "attributes": {
+                                "attr__aria-level": "0",
+                                "attr__class": "Popover Popover--actionable Popover--enter-done",
+                                "attr__data-placement": "bottom-start",
+                                "attr__style": "position: fixed; top: 95.544px; left: 318.838px; max-height: 759.456px; max-width: 1189.16px; width: initial;"
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
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+                        "$viewport_height": 859,
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+                        "$lib": "web",
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+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
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+                        "$active_feature_flags": [
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+                            "historical-exports-v2",
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+                            "recordings-on-feature-flags",
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+                            "onboarding-v2-demo",
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+                            "web-analytics",
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+                            "data-warehouse",
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+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
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+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
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+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
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+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
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+                            "attributes": {
+                                "attr__aria-level": "0",
+                                "attr__class": "Popover Popover--actionable Popover--enter-done",
+                                "attr__data-placement": "bottom-start",
+                                "attr__style": "position: fixed; top: 96px; left: 316px; max-height: 759px; max-width: 1192px; width: initial;"
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+                        "$device_type": "Desktop",
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+                        "$session_recording_recorder_version_server_side": "v2",
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+                            "historical-exports-v2",
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+                            "early-access-feature",
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+                            "session-recording-blob-replay",
+                            "surveys",
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+                            "artificial-hog",
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+                            "surveys-multiple-questions",
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+                            "notebooks"
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+                        "$feature_flag_payloads": {},
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
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+                        "$device_type": "Desktop",
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+                            "retention-breakdown",
+                            "smoothing-interval",
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+                            "historical-exports-v2",
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+                            "session-recording-blob-replay",
+                            "surveys",
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+                            "web-analytics",
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+                            "apps-and-exports-ui",
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+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
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+                            "persons-hogql-query",
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+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
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+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
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+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
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+                        "$feature/surveys-multiple-questions": true,
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+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
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+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
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+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
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+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
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+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T11:05:13.450000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
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+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
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+                    },
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
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+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
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+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
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+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "created_at": "2023-09-14T09:15:00.211731Z",
+                        "is_shared": false,
+                        "pinned": true,
+                        "creation_mode": "default",
+                        "sample_items_count": 0,
+                        "item_count": 7,
+                        "created_by_system": true,
+                        "dashboard_id": 1,
+                        "lastRefreshed": "2023-10-20T10:20:11.963Z",
+                        "refreshAge": 2700,
+                        "lifecycle_count": 2,
+                        "trends_count": 3,
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+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4cc2-908b-7989-a77a-ae1396eef1de",
+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T11:05:13.450000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T11:05:12.335000+00:00",
+                    "uuid": null
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+                {
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+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "rlklgku5nltwckj1",
+                        "$time": 1697799912.475,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
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+                        "current_amount_usd.session_replay": "0.00",
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+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
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+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
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+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "hogql-insights",
+                        "$feature_flag_response": false,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4cc2-908b-7989-a77a-ae1396eef1de",
+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T11:05:13.450000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
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+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
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+                        "$lib": "web",
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+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
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+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
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+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
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+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
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+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
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+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "dashboard_id": 1,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4cc2-908b-7989-a77a-ae1396eef1de",
+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T11:05:13.450000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
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+                    "elements": [
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+                            "nth_of_type": 2.0,
+                            "order": 0.0,
+                            "tag_name": "span",
+                            "text": "Last 3 days"
+                        },
+                        {
+                            "attr_class": [
+                                "LemonButton",
+                                "LemonButton--has-icon",
+                                "LemonButton--has-side-icon",
+                                "LemonButton--secondary",
+                                "LemonButton--small",
+                                "LemonButton--status-stealth"
+                            ],
+                            "attr_id": "daterange_selector",
+                            "attributes": {
+                                "attr__aria-disabled": "false",
+                                "attr__aria-haspopup": "true",
+                                "attr__class": "LemonButton LemonButton--secondary LemonButton--status-stealth LemonButton--small LemonButton--has-icon LemonButton--has-side-icon",
+                                "attr__data-attr": "date-filter",
+                                "attr__id": "daterange_selector",
+                                "attr__type": "button"
+                            },
+                            "href": null,
+                            "nth_child": 1.0,
+                            "nth_of_type": 1.0,
+                            "order": 1.0,
+                            "tag_name": "button",
+                            "text": "Last 3 days"
+                        },
+                        {
+                            "attr_class": ["flex", "h-8", "items-center", "shrink-0"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__class": "flex shrink-0 items-center h-8"
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+                            "tag_name": "div",
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+                            "attr_class": ["flex", "space-x-4"],
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+                            "attributes": {
+                                "attr__class": "flex space-x-4"
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+                            "nth_child": 1.0,
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+                            "order": 3.0,
+                            "tag_name": "div",
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+                        },
+                        {
+                            "attr_class": ["flex", "justify-between", "space-x-4"],
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+                            "attributes": {
+                                "attr__class": "flex space-x-4 justify-between"
+                            },
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+                            "tag_name": "div",
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+                            "attr_class": ["dashboard"],
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+                            "attributes": {
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+                            "tag_name": "div",
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+                        {
+                            "attr_class": ["project-homepage"],
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+                            "attributes": {
+                                "attr__class": "project-homepage"
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+                            "tag_name": "div",
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+                        },
+                        {
+                            "attr_class": ["Navigation3000__scene"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__class": "Navigation3000__scene"
+                            },
+                            "href": null,
+                            "nth_child": 2.0,
+                            "nth_of_type": 2.0,
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+                            "tag_name": "div",
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+                            "href": null,
+                            "nth_child": 4.0,
+                            "nth_of_type": 1.0,
+                            "order": 9.0,
+                            "tag_name": "main",
+                            "text": null
+                        },
+                        {
+                            "attr_class": ["Navigation3000"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__class": "Navigation3000"
+                            },
+                            "href": null,
+                            "nth_child": 1.0,
+                            "nth_of_type": 1.0,
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+                            "tag_name": "div",
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+                        },
+                        {
+                            "attr_class": null,
+                            "attr_id": "root",
+                            "attributes": {
+                                "attr__id": "root"
+                            },
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+                            "tag_name": "div",
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+                        },
+                        {
+                            "attr_class": ["posthog-3000"],
+                            "attr_id": null,
+                            "attributes": {
+                                "attr__class": "posthog-3000",
+                                "attr__theme": "light"
+                            },
+                            "href": null,
+                            "nth_child": 2.0,
+                            "nth_of_type": 1.0,
+                            "order": 12.0,
+                            "tag_name": "body",
+                            "text": null
+                        }
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+                    "elements_chain": "span.LemonButton__content:attr__class=\"LemonButton__content\"nth-child=\"2\"nth-of-type=\"2\"text=\"Last 3 days\";button.LemonButton.LemonButton--has-icon.LemonButton--has-side-icon.LemonButton--secondary.LemonButton--small.LemonButton--status-stealth:attr__aria-disabled=\"false\"attr__aria-haspopup=\"true\"attr__class=\"LemonButton LemonButton--secondary LemonButton--status-stealth LemonButton--small LemonButton--has-icon LemonButton--has-side-icon\"attr__data-attr=\"date-filter\"attr__id=\"daterange_selector\"attr__type=\"button\"attr_id=\"daterange_selector\"nth-child=\"1\"nth-of-type=\"1\"text=\"Last 3 days\";div.flex.h-8.items-center.shrink-0:attr__class=\"flex shrink-0 items-center h-8\"nth-child=\"1\"nth-of-type=\"1\";div.flex.space-x-4:attr__class=\"flex space-x-4\"nth-child=\"1\"nth-of-type=\"1\";div.flex.justify-between.space-x-4:attr__class=\"flex space-x-4 justify-between\"nth-child=\"1\"nth-of-type=\"1\";div:nth-child=\"1\"nth-of-type=\"1\";div.dashboard:attr__class=\"dashboard\"nth-child=\"1\"nth-of-type=\"1\";div.project-homepage:attr__class=\"project-homepage\"nth-child=\"1\"nth-of-type=\"1\";div.Navigation3000__scene:attr__class=\"Navigation3000__scene\"nth-child=\"2\"nth-of-type=\"2\";main:nth-child=\"4\"nth-of-type=\"1\";div.Navigation3000:attr__class=\"Navigation3000\"nth-child=\"1\"nth-of-type=\"1\";div:attr__id=\"root\"attr_id=\"root\"nth-child=\"4\"nth-of-type=\"1\";body.posthog-3000:attr__class=\"posthog-3000\"attr__theme=\"light\"nth-child=\"2\"nth-of-type=\"1\"",
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+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
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+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
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+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
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+                        "unit_amount_usd.integrations": null,
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+                        "percentage_usage.platform_and_support": 0,
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+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$event_type": "click",
+                        "$ce_version": 1,
+                        "$el_text": "Last 3 days",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4cc2-908b-7989-a77a-ae1396eef1de",
+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T11:05:13.450000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
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+                    "uuid": null
+                },
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+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "jnfwtms067nt0iva",
+                        "$time": 1697799913.586,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
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+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
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+                        "percentage_usage.integrations": 0,
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+                        "percentage_usage.platform_and_support": 0,
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+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "loadingMilliseconds": 1053,
+                        "insightShortId": "dr2P0xDf",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4cc2-908b-7989-a77a-ae1396eef1de",
+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T11:05:16.465000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
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+                        "$insert_id": "c2ryrw33lz0vijd7",
+                        "$time": 1697799913.743,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
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+                        "customer_deactivated": false,
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+                        "current_amount_usd.session_replay": "0.00",
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+                        "usage_limit.session_replay": null,
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+                        "current_amount_usd.feature_flags": "0.00",
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+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "loadingMilliseconds": 1210,
+                        "insightShortId": "gynVFet7",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4cc2-908b-7989-a77a-ae1396eef1de",
+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T11:05:16.465000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
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+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "u7298ffp3754ebcm",
+                        "$time": 1697799914.066,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
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+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
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+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
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+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
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+                        "percentage_usage.integrations": 0,
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+                        "percentage_usage.platform_and_support": 0,
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+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "loadingMilliseconds": 1534,
+                        "insightShortId": "XijxpxgK",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4cc2-908b-7989-a77a-ae1396eef1de",
+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T11:05:16.465000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
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+                    "uuid": null
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+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
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+                        "$insert_id": "sij6r7mjdn0dkglr",
+                        "$time": 1697799914.436,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
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+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
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+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
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+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
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+                        "insightShortId": "12cRYEnk",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4cc2-908b-7989-a77a-ae1396eef1de",
+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
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+                        "$sent_at": "2023-10-20T11:05:16.465000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
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+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
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+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "gh9axm48pflzlu2l",
+                        "$time": 1697799914.742,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
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+                        "unit_amount_usd.product_analytics": null,
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+                        "current_amount_usd.session_replay": "0.00",
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+                        "percentage_usage.feature_flags": 0,
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+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "loadingMilliseconds": 2209,
+                        "insightShortId": "VRqTSTUU",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4cc2-908b-7989-a77a-ae1396eef1de",
+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
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+                        "$sent_at": "2023-10-20T11:05:16.465000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
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+                    "properties": {
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
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+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
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+                        "$geoip_country_code": "AU",
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+                                "attr__data-placement": "bottom-start",
+                                "attr__style": "position: fixed; top: 95.5747px; left: 317.718px; max-height: 759.425px; max-width: 1190.28px; width: initial;"
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+                        "$browser_language": "en-GB",
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+                            "historical-exports-v2",
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+                            "show-product-intro-existing-products",
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+                            "apps-and-exports-ui",
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+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
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+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                        "customer_deactivated": false,
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+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
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+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
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+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$event_type": "click",
+                        "$ce_version": 1,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4cc2-908b-7989-a77a-ae1396eef1de",
+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T11:05:19.477000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T11:05:18.486000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$feature_flag_called",
+                    "id": "018b4cc2-d395-72e8-a051-8b267d8e7066",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "wqe2gfkuym7xcp8o",
+                        "$time": 1697799918.485,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
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+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "product-specific-onboarding",
+                        "$feature_flag_response": true,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4cc2-908b-7989-a77a-ae1396eef1de",
+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/home",
+                            "$pathname": "/home",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/home",
+                            "$initial_pathname": "/home",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T11:05:19.477000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T11:05:18.495000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
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+                    "event": "$pageview",
+                    "id": "018b4cc2-d398-7794-933f-fa78a242c2cb",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/home",
+                        "$host": "localhost:8000",
+                        "$pathname": "/home",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "pbwgsdeb7kudbck5",
+                        "$time": 1697799918.489,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
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+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
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+                        "$browser_language": "en-GB",
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+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
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+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
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+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
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+                        "$feature/artificial-hog": true,
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+                        "$feature/redirect-signups-to-instance": true,
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+                        "$feature/session-recording-allow-v1-snapshots": true,
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+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
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+                            "$initial_device_type": "Desktop",
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+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
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+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
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+                        "$current_url": "http://localhost:8000/insights/new",
+                        "$host": "localhost:8000",
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+                        "$browser_language": "en-GB",
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+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
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+                            "web-analytics",
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+                            "data-warehouse",
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+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
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+                            "persons-hogql-query",
+                            "notebooks"
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+                        "$feature/redirect-signups-to-instance": true,
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+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
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+                        "realm": "hosted-clickhouse",
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+                        "slack_service_available": false,
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "smoothing-interval",
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+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/insights/new",
+                            "$pathname": "/insights/new",
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+                            "$referrer": "$direct",
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
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+                        "$geoip_time_zone": "Australia/Sydney",
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+                        "$device_type": "Desktop",
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+                        "$browser_language": "en-GB",
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+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
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+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
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+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
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+                        "$feature/smoothing-interval": true,
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+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
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+                        "$feature/auto-rollback-feature-flags": true,
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+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
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+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
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+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
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+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
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+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
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+                        "title": "Unnamed \u2022 Insights \u2022 PostHog",
+                        "$ip": "127.0.0.1",
+                        "$set": {
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+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
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+                            "$pathname": "/insights/new",
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/insights/new",
+                            "$initial_pathname": "/insights/new",
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
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+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/insights/new",
+                        "$host": "localhost:8000",
+                        "$pathname": "/insights/new",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
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+                        "$lib": "web",
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+                        "$session_recording_recorder_version_server_side": "v2",
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+                        "$active_feature_flags": [
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+                            "historical-exports-v2",
+                            "person-on-events-enabled",
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+                            "ingestion-warnings-enabled",
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+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
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+                            "enable-prompts",
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+                            "early-access-feature",
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+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
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+                            "high-frequency-batch-exports",
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+                            "data-warehouse",
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+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
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+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
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+                        "$feature/posthog-3000": true,
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+                        "$feature/kafka-inspector": true,
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+                        "$feature/ingestion-warnings-enabled": true,
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+                        "$feature/recordings-on-feature-flags": true,
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+                        "$feature/feature-flag-rollout-ux": true,
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+                        "$feature/enable-prompts": true,
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+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
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+                        "$feature/generic-signup-benefits": true,
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+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
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+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
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+                        "$feature/session-recording-allow-v1-snapshots": true,
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+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
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+                            "instance": "http://localhost:8000"
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "query": {
+                            "kind": "TrendsQuery",
+                            "filterTestAccounts": false,
+                            "series": [
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+                                    "kind": "EventsNode",
+                                    "event": "$pageview",
+                                    "name": "$pageview",
+                                    "math": "total"
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+                            "interval": "day",
+                            "trendsFilter": {
+                                "display": "ActionsLineGraph"
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+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
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+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
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+                        "$feature/web-analytics": true,
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+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
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+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
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+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
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+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "$ip": "127.0.0.1",
+                        "$set": {
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+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/insights/new",
+                            "$pathname": "/insights/new",
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+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
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+                            "$initial_pathname": "/insights/new",
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+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
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+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
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+                        "$browser": "Chrome",
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+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
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+                        "$viewport_height": 859,
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+                        "$session_recording_recorder_version_server_side": "v2",
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+                        "$active_feature_flags": [
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+                            "billing-limit",
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+                            "historical-exports-v2",
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+                            "recordings-on-feature-flags",
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+                            "onboarding-v2-demo",
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+                            "role-based-access",
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+                            "web-analytics",
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+                            "data-warehouse",
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+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
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+                            "redirect-signups-to-instance",
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+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
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+                            "persons-hogql-query",
+                            "notebooks"
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+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
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+                        "$feature/generic-signup-benefits": true,
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+                        "$feature/web-analytics": true,
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+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
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+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
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+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
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+                        "query": {
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+                                    "kind": "EventsNode",
+                                    "name": "$pageview",
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+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
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+                        "$set": {
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+                            "$browser": "Chrome",
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+                            "$current_url": "http://localhost:8000/insights/new",
+                            "$pathname": "/insights/new",
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+                            "$initial_pathname": "/insights/new",
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
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+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
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+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/insights/new",
+                        "$host": "localhost:8000",
+                        "$pathname": "/insights/new",
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+                        "$browser_language": "en-GB",
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+                        "$session_recording_recorder_version_server_side": "v2",
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+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
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+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
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+                        "$feature/billing-limit": true,
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+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
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+                        "$geoip_time_zone": "Australia/Sydney",
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+                            "recordings-on-feature-flags",
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+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
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+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
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+                            "early-access-feature-site-button",
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+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
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+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
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+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
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+                        "$feature/surveys-multiple-questions": true,
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+                        "$feature/console-recording-search": true,
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+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
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+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
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+                        "$geoip_city_name": "Sydney",
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+                        "$geoip_continent_name": "Oceania",
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+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4cc2-908b-7989-a77a-ae1396eef1de",
+                        "$window_id": "018b4cc2-908b-7989-a77a-ae1465fa2118",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/insights/new",
+                            "$pathname": "/insights/new",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/insights/new",
+                            "$initial_pathname": "/insights/new",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T11:05:50.657000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T11:05:50.674000+00:00",
+                    "uuid": null
+                }
+            ],
+            "recording_duration_s": 50.0,
+            "sessionId": "018b4cc2-908b-7989-a77a-ae1396eef1de"
+        },
+        {
+            "events": [
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$set",
+                    "id": "018b4ca3-1d07-7195-8202-c8a0a4015ef4",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "l2e0vvj7g4kj2vyc",
+                        "$time": 1697797840.135,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$set": {
+                            "email": "test@posthog.com",
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "$ip": "127.0.0.1",
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:40.150000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$groupidentify",
+                    "id": "018b4ca3-1d08-72d6-8912-1c884aeb47ae",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "wla12x9igfbgty32",
+                        "$time": 1697797840.136,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$group_type": "project",
+                        "$group_key": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_set": {
+                            "id": 1,
+                            "uuid": "018a92f8-b602-0000-75de-4b9073693531",
+                            "name": "Hedgebox",
+                            "ingested_event": true,
+                            "is_demo": false,
+                            "timezone": "UTC",
+                            "instance_tag": "none"
+                        },
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=eyJ0eXBlIjoiZG9jIiwiY29udGVudCI6W3sidHlwZSI6ImhlYWRpbmciLCJhdHRycyI6eyJsZXZlbCI6MX0sImNvbnRlbnQiOlt7InR5cGUiOiJ0ZXh0IiwidGV4dCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkifV19LHsidHlwZSI6InBoLXBlcnNvbi1mZWVkIiwiYXR0cnMiOnsiaGVpZ2h0IjpudWxsLCJ0aXRsZSI6bnVsbCwibm9kZUlkIjoiNmQ0ODUwNjYtZWM5OS00ODNkLThiOTgtNGQ4YTJkYzljYzRiIiwiaWQiOiJrclJmZ29wc1V5MVR3TlUxeWhTRExxTkRUZDZONXRNWnJIbG04bkxKSURJIiwiX19pbml0IjpudWxsLCJjaGlsZHJlbiI6W3sidHlwZSI6InBoLXBlcnNvbiIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6IjNkMzZiZjU3LTFkYjQtNDJlZi1iNzhiLWUyZDNkNGViOWM5NSJ9fSx7InR5cGUiOiJwaC1tYXAiLCJhdHRycyI6eyJpZCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkiLCJub2RlSWQiOiI1MzE0ZWI2MS1lYTA2LTQyOGQtYWEzZi0zMDA4OWJjZmUxYjgifX0seyJ0eXBlIjoicGgtcHJvcGVydGllcyIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6ImUwMjE1NDU5LWY0YTgtNGJjNy04NDhmLTYxODE1NzY1NzlmNyJ9fV19fV19",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:40.151000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$groupidentify",
+                    "id": "018b4ca3-1d09-7c1f-b227-cf790742dcb0",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "v9gjsx4xig703btp",
+                        "$time": 1697797840.137,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$group_type": "organization",
+                        "$group_key": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_set": {
+                            "id": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "name": "Hedgebox Inc.",
+                            "slug": "hedgebox-inc",
+                            "created_at": "2023-09-14T09:14:46.145060Z",
+                            "available_features": [
+                                "zapier",
+                                "slack_integration",
+                                "microsoft_teams_integration",
+                                "discord_integration",
+                                "apps",
+                                "app_metrics",
+                                "boolean_flags",
+                                "multivariate_flags",
+                                "persist_flags_cross_authentication",
+                                "feature_flag_payloads",
+                                "multiple_release_conditions",
+                                "release_condition_overrides",
+                                "targeting_by_group",
+                                "local_evaluation_and_bootstrapping",
+                                "flag_usage_stats",
+                                "experimentation",
+                                "group_experiments",
+                                "funnel_experiments",
+                                "secondary_metrics",
+                                "statistical_analysis",
+                                "console_logs",
+                                "recordings_playlists",
+                                "recordings_performance",
+                                "recordings_file_export",
+                                "group_analytics",
+                                "dashboards",
+                                "funnels",
+                                "graphs_trends",
+                                "paths",
+                                "subscriptions",
+                                "paths_advanced",
+                                "dashboard_permissioning",
+                                "dashboard_collaboration",
+                                "ingestion_taxonomy",
+                                "correlation_analysis",
+                                "tagging",
+                                "behavioral_cohort_filtering",
+                                "tracked_users",
+                                "data_retention",
+                                "team_members",
+                                "organizations_projects",
+                                "api_access",
+                                "project_based_permissioning",
+                                "social_sso",
+                                "sso_enforcement",
+                                "white_labelling",
+                                "community_support",
+                                "dedicated_support",
+                                "email_support",
+                                "terms_and_conditions",
+                                "security_assessment"
+                            ],
+                            "instance_tag": "none"
+                        },
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=eyJ0eXBlIjoiZG9jIiwiY29udGVudCI6W3sidHlwZSI6ImhlYWRpbmciLCJhdHRycyI6eyJsZXZlbCI6MX0sImNvbnRlbnQiOlt7InR5cGUiOiJ0ZXh0IiwidGV4dCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkifV19LHsidHlwZSI6InBoLXBlcnNvbi1mZWVkIiwiYXR0cnMiOnsiaGVpZ2h0IjpudWxsLCJ0aXRsZSI6bnVsbCwibm9kZUlkIjoiNmQ0ODUwNjYtZWM5OS00ODNkLThiOTgtNGQ4YTJkYzljYzRiIiwiaWQiOiJrclJmZ29wc1V5MVR3TlUxeWhTRExxTkRUZDZONXRNWnJIbG04bkxKSURJIiwiX19pbml0IjpudWxsLCJjaGlsZHJlbiI6W3sidHlwZSI6InBoLXBlcnNvbiIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6IjNkMzZiZjU3LTFkYjQtNDJlZi1iNzhiLWUyZDNkNGViOWM5NSJ9fSx7InR5cGUiOiJwaC1tYXAiLCJhdHRycyI6eyJpZCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkiLCJub2RlSWQiOiI1MzE0ZWI2MS1lYTA2LTQyOGQtYWEzZi0zMDA4OWJjZmUxYjgifX0seyJ0eXBlIjoicGgtcHJvcGVydGllcyIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6ImUwMjE1NDU5LWY0YTgtNGJjNy04NDhmLTYxODE1NzY1NzlmNyJ9fV19fV19",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:40.152000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$feature_flag_called",
+                    "id": "018b4ca3-1d5d-7d58-ac71-0a9e143afc1e",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "vhe47zdv0zexeeuk",
+                        "$time": 1697797840.222,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
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+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "posthog-3000",
+                        "$feature_flag_response": true,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=eyJ0eXBlIjoiZG9jIiwiY29udGVudCI6W3sidHlwZSI6ImhlYWRpbmciLCJhdHRycyI6eyJsZXZlbCI6MX0sImNvbnRlbnQiOlt7InR5cGUiOiJ0ZXh0IiwidGV4dCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkifV19LHsidHlwZSI6InBoLXBlcnNvbi1mZWVkIiwiYXR0cnMiOnsiaGVpZ2h0IjpudWxsLCJ0aXRsZSI6bnVsbCwibm9kZUlkIjoiNmQ0ODUwNjYtZWM5OS00ODNkLThiOTgtNGQ4YTJkYzljYzRiIiwiaWQiOiJrclJmZ29wc1V5MVR3TlUxeWhTRExxTkRUZDZONXRNWnJIbG04bkxKSURJIiwiX19pbml0IjpudWxsLCJjaGlsZHJlbiI6W3sidHlwZSI6InBoLXBlcnNvbiIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6IjNkMzZiZjU3LTFkYjQtNDJlZi1iNzhiLWUyZDNkNGViOWM5NSJ9fSx7InR5cGUiOiJwaC1tYXAiLCJhdHRycyI6eyJpZCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkiLCJub2RlSWQiOiI1MzE0ZWI2MS1lYTA2LTQyOGQtYWEzZi0zMDA4OWJjZmUxYjgifX0seyJ0eXBlIjoicGgtcHJvcGVydGllcyIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6ImUwMjE1NDU5LWY0YTgtNGJjNy04NDhmLTYxODE1NzY1NzlmNyJ9fV19fV19",
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+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:40.237000+00:00",
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+                {
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+                    "id": "018b4ca3-1d5e-7346-afdf-2400e5e7f7d6",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
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+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "96opt7bntz65vkew",
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+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
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+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
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+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
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+                        "free_allocation.product_analytics": 0,
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+                        "current_amount_usd.session_replay": "0.00",
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+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
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+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "enable-prompts",
+                        "$feature_flag_response": true,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=eyJ0eXBlIjoiZG9jIiwiY29udGVudCI6W3sidHlwZSI6ImhlYWRpbmciLCJhdHRycyI6eyJsZXZlbCI6MX0sImNvbnRlbnQiOlt7InR5cGUiOiJ0ZXh0IiwidGV4dCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkifV19LHsidHlwZSI6InBoLXBlcnNvbi1mZWVkIiwiYXR0cnMiOnsiaGVpZ2h0IjpudWxsLCJ0aXRsZSI6bnVsbCwibm9kZUlkIjoiNmQ0ODUwNjYtZWM5OS00ODNkLThiOTgtNGQ4YTJkYzljYzRiIiwiaWQiOiJrclJmZ29wc1V5MVR3TlUxeWhTRExxTkRUZDZONXRNWnJIbG04bkxKSURJIiwiX19pbml0IjpudWxsLCJjaGlsZHJlbiI6W3sidHlwZSI6InBoLXBlcnNvbiIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6IjNkMzZiZjU3LTFkYjQtNDJlZi1iNzhiLWUyZDNkNGViOWM5NSJ9fSx7InR5cGUiOiJwaC1tYXAiLCJhdHRycyI6eyJpZCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkiLCJub2RlSWQiOiI1MzE0ZWI2MS1lYTA2LTQyOGQtYWEzZi0zMDA4OWJjZmUxYjgifX0seyJ0eXBlIjoicGgtcHJvcGVydGllcyIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6ImUwMjE1NDU5LWY0YTgtNGJjNy04NDhmLTYxODE1NzY1NzlmNyJ9fV19fV19",
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+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=eyJ0eXBlIjoiZG9jIiwiY29udGVudCI6W3sidHlwZSI6ImhlYWRpbmciLCJhdHRycyI6eyJsZXZlbCI6MX0sImNvbnRlbnQiOlt7InR5cGUiOiJ0ZXh0IiwidGV4dCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkifV19LHsidHlwZSI6InBoLXBlcnNvbi1mZWVkIiwiYXR0cnMiOnsiaGVpZ2h0IjpudWxsLCJ0aXRsZSI6bnVsbCwibm9kZUlkIjoiNmQ0ODUwNjYtZWM5OS00ODNkLThiOTgtNGQ4YTJkYzljYzRiIiwiaWQiOiJrclJmZ29wc1V5MVR3TlUxeWhTRExxTkRUZDZONXRNWnJIbG04bkxKSURJIiwiX19pbml0IjpudWxsLCJjaGlsZHJlbiI6W3sidHlwZSI6InBoLXBlcnNvbiIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6IjNkMzZiZjU3LTFkYjQtNDJlZi1iNzhiLWUyZDNkNGViOWM5NSJ9fSx7InR5cGUiOiJwaC1tYXAiLCJhdHRycyI6eyJpZCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkiLCJub2RlSWQiOiI1MzE0ZWI2MS1lYTA2LTQyOGQtYWEzZi0zMDA4OWJjZmUxYjgifX0seyJ0eXBlIjoicGgtcHJvcGVydGllcyIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6ImUwMjE1NDU5LWY0YTgtNGJjNy04NDhmLTYxODE1NzY1NzlmNyJ9fV19fV19",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:40.237000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$feature_flag_called",
+                    "id": "018b4ca3-1d63-70c3-bc8e-32652a5076c2",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "it0bs3zaxzky8511",
+                        "$time": 1697797840.228,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "notebooks",
+                        "$feature_flag_response": true,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:40.243000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                    "elements_chain": null,
+                    "event": "$groupidentify",
+                    "id": "018b4ca3-1db7-7917-8e7e-ce4d6db6aac0",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "b6ktfl60jskki58x",
+                        "$time": 1697797840.312,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$group_type": "instance",
+                        "$group_key": "http://localhost:8000",
+                        "$group_set": {
+                            "site_url": "http://localhost:8000"
+                        },
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:40.327000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$feature_flag_called",
+                    "id": "018b4ca3-1dcd-712b-befa-52f257d2144b",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "kwzuadx4g5n5ms1d",
+                        "$time": 1697797840.334,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "cs-dashboards",
+                        "$feature_flag_response": true,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:40.350000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$pageview",
+                    "id": "018b4ca3-1dd4-79b4-9077-540e9c915f51",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "s04xofpsygbioozp",
+                        "$time": 1697797840.344,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
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+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
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+                        "usage_limit.session_replay": null,
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+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
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+                        "unit_amount_usd.integrations": null,
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+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "title": "Persons \u2022 PostHog",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
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+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:40.359000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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+                    "event": "query completed",
+                    "id": "018b4ca3-1f42-700e-8bef-a6ad468cff87",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=eyJ0eXBlIjoiZG9jIiwiY29udGVudCI6W3sidHlwZSI6ImhlYWRpbmciLCJhdHRycyI6eyJsZXZlbCI6MX0sImNvbnRlbnQiOlt7InR5cGUiOiJ0ZXh0IiwidGV4dCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkifV19LHsidHlwZSI6InBoLXBlcnNvbi1mZWVkIiwiYXR0cnMiOnsiaGVpZ2h0IjpudWxsLCJ0aXRsZSI6bnVsbCwibm9kZUlkIjoiNmQ0ODUwNjYtZWM5OS00ODNkLThiOTgtNGQ4YTJkYzljYzRiIiwiaWQiOiJrclJmZ29wc1V5MVR3TlUxeWhTRExxTkRUZDZONXRNWnJIbG04bkxKSURJIiwiX19pbml0IjpudWxsLCJjaGlsZHJlbiI6W3sidHlwZSI6InBoLXBlcnNvbiIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6IjNkMzZiZjU3LTFkYjQtNDJlZi1iNzhiLWUyZDNkNGViOWM5NSJ9fSx7InR5cGUiOiJwaC1tYXAiLCJhdHRycyI6eyJpZCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkiLCJub2RlSWQiOiI1MzE0ZWI2MS1lYTA2LTQyOGQtYWEzZi0zMDA4OWJjZmUxYjgifX0seyJ0eXBlIjoicGgtcHJvcGVydGllcyIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6ImUwMjE1NDU5LWY0YTgtNGJjNy04NDhmLTYxODE1NzY1NzlmNyJ9fV19fV19",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "cksjqjsjm4csoovv",
+                        "$time": 1697797840.706,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "query": {
+                            "kind": "HogQLQuery",
+                            "query": "select id, groupArray(pdi.distinct_id) as distinct_ids, properties, is_identified, created_at from persons where pdi.distinct_id={distinct_id} group by id, properties, is_identified, created_at",
+                            "values": {
+                                "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI"
+                            }
+                        },
+                        "duration": 516.8999999761581,
+                        "clickhouse_sql": "SELECT persons.id, groupArray(persons__pdi.distinct_id) AS distinct_ids, persons.properties, persons.is_identified, toTimeZone(persons.created_at, %(hogql_val_0)s) FROM (SELECT person.id, person.properties AS properties, person.is_identified AS is_identified, person.created_at AS created_at FROM person WHERE and(equals(person.team_id, 1), ifNull(in(tuple(person.id, person.version), (SELECT person.id, max(person.version) AS version FROM person WHERE equals(person.team_id, 1) GROUP BY person.id HAVING ifNull(equals(argMax(person.is_deleted, person.version), 0), 0))), 0)) SETTINGS optimize_aggregation_in_order=1) AS persons INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, person_distinct_id2.distinct_id AS distinct_id FROM person_distinct_id2 WHERE equals(person_distinct_id2.team_id, 1) GROUP BY person_distinct_id2.distinct_id HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS persons__pdi ON equals(persons.id, persons__pdi.person_id) WHERE ifNull(equals(persons__pdi.distinct_id, %(hogql_val_1)s), 0) GROUP BY persons.id, persons.properties, persons.is_identified, toTimeZone(persons.created_at, %(hogql_val_2)s) LIMIT 100 SETTINGS readonly=2, max_execution_time=60, allow_experimental_object_type=1",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:40.721000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$feature_flag_called",
+                    "id": "018b4ca3-1f4d-7bfd-a091-0f8858fcc9ca",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "c1x6pz53d6fb5uqp",
+                        "$time": 1697797840.718,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "debug-react-renders",
+                        "$feature_flag_response": false,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:40.733000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$feature_flag_called",
+                    "id": "018b4ca3-204e-7df2-a8b4-fe15ee87036d",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "37mvoi5i4r6lfyx3",
+                        "$time": 1697797840.976,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "hogql-insights",
+                        "$feature_flag_response": false,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=eyJ0eXBlIjoiZG9jIiwiY29udGVudCI6W3sidHlwZSI6ImhlYWRpbmciLCJhdHRycyI6eyJsZXZlbCI6MX0sImNvbnRlbnQiOlt7InR5cGUiOiJ0ZXh0IiwidGV4dCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkifV19LHsidHlwZSI6InBoLXBlcnNvbi1mZWVkIiwiYXR0cnMiOnsiaGVpZ2h0IjpudWxsLCJ0aXRsZSI6bnVsbCwibm9kZUlkIjoiNmQ0ODUwNjYtZWM5OS00ODNkLThiOTgtNGQ4YTJkYzljYzRiIiwiaWQiOiJrclJmZ29wc1V5MVR3TlUxeWhTRExxTkRUZDZONXRNWnJIbG04bkxKSURJIiwiX19pbml0IjpudWxsLCJjaGlsZHJlbiI6W3sidHlwZSI6InBoLXBlcnNvbiIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6IjNkMzZiZjU3LTFkYjQtNDJlZi1iNzhiLWUyZDNkNGViOWM5NSJ9fSx7InR5cGUiOiJwaC1tYXAiLCJhdHRycyI6eyJpZCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkiLCJub2RlSWQiOiI1MzE0ZWI2MS1lYTA2LTQyOGQtYWEzZi0zMDA4OWJjZmUxYjgifX0seyJ0eXBlIjoicGgtcHJvcGVydGllcyIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6ImUwMjE1NDU5LWY0YTgtNGJjNy04NDhmLTYxODE1NzY1NzlmNyJ9fV19fV19",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:40.991000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "person viewed",
+                    "id": "018b4ca3-2139-7a8e-ac11-02e2850ecabb",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=eyJ0eXBlIjoiZG9jIiwiY29udGVudCI6W3sidHlwZSI6ImhlYWRpbmciLCJhdHRycyI6eyJsZXZlbCI6MX0sImNvbnRlbnQiOlt7InR5cGUiOiJ0ZXh0IiwidGV4dCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkifV19LHsidHlwZSI6InBoLXBlcnNvbi1mZWVkIiwiYXR0cnMiOnsiaGVpZ2h0IjpudWxsLCJ0aXRsZSI6bnVsbCwibm9kZUlkIjoiNmQ0ODUwNjYtZWM5OS00ODNkLThiOTgtNGQ4YTJkYzljYzRiIiwiaWQiOiJrclJmZ29wc1V5MVR3TlUxeWhTRExxTkRUZDZONXRNWnJIbG04bkxKSURJIiwiX19pbml0IjpudWxsLCJjaGlsZHJlbiI6W3sidHlwZSI6InBoLXBlcnNvbiIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6IjNkMzZiZjU3LTFkYjQtNDJlZi1iNzhiLWUyZDNkNGViOWM5NSJ9fSx7InR5cGUiOiJwaC1tYXAiLCJhdHRycyI6eyJpZCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkiLCJub2RlSWQiOiI1MzE0ZWI2MS1lYTA2LTQyOGQtYWEzZi0zMDA4OWJjZmUxYjgifX0seyJ0eXBlIjoicGgtcHJvcGVydGllcyIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6ImUwMjE1NDU5LWY0YTgtNGJjNy04NDhmLTYxODE1NzY1NzlmNyJ9fV19fV19",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "fgp2uq9geh5d7kkq",
+                        "$time": 1697797841.209,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "properties_count": 40,
+                        "has_email": true,
+                        "has_name": false,
+                        "custom_properties_count": 15,
+                        "posthog_properties_count": 25,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:41.224000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "query completed",
+                    "id": "018b4ca3-22e7-7fee-803e-8461e96d4eeb",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=eyJ0eXBlIjoiZG9jIiwiY29udGVudCI6W3sidHlwZSI6ImhlYWRpbmciLCJhdHRycyI6eyJsZXZlbCI6MX0sImNvbnRlbnQiOlt7InR5cGUiOiJ0ZXh0IiwidGV4dCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkifV19LHsidHlwZSI6InBoLXBlcnNvbi1mZWVkIiwiYXR0cnMiOnsiaGVpZ2h0IjpudWxsLCJ0aXRsZSI6bnVsbCwibm9kZUlkIjoiNmQ0ODUwNjYtZWM5OS00ODNkLThiOTgtNGQ4YTJkYzljYzRiIiwiaWQiOiJrclJmZ29wc1V5MVR3TlUxeWhTRExxTkRUZDZONXRNWnJIbG04bkxKSURJIiwiX19pbml0IjpudWxsLCJjaGlsZHJlbiI6W3sidHlwZSI6InBoLXBlcnNvbiIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6IjNkMzZiZjU3LTFkYjQtNDJlZi1iNzhiLWUyZDNkNGViOWM5NSJ9fSx7InR5cGUiOiJwaC1tYXAiLCJhdHRycyI6eyJpZCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkiLCJub2RlSWQiOiI1MzE0ZWI2MS1lYTA2LTQyOGQtYWEzZi0zMDA4OWJjZmUxYjgifX0seyJ0eXBlIjoicGgtcHJvcGVydGllcyIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6ImUwMjE1NDU5LWY0YTgtNGJjNy04NDhmLTYxODE1NzY1NzlmNyJ9fV19fV19",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "w3rikko1nqif5eb6",
+                        "$time": 1697797841.64,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
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+                        "current_amount_usd.session_replay": "0.00",
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+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "query": {
+                            "kind": "SessionsTimelineQuery",
+                            "after": "2021-01-01T18:00:00Z",
+                            "before": "2024-01-01T06:00:00Z",
+                            "personId": "018a92fd-a1c3-0000-4144-fb39888c298e"
+                        },
+                        "duration": 664.7000000476837,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=eyJ0eXBlIjoiZG9jIiwiY29udGVudCI6W3sidHlwZSI6ImhlYWRpbmciLCJhdHRycyI6eyJsZXZlbCI6MX0sImNvbnRlbnQiOlt7InR5cGUiOiJ0ZXh0IiwidGV4dCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkifV19LHsidHlwZSI6InBoLXBlcnNvbi1mZWVkIiwiYXR0cnMiOnsiaGVpZ2h0IjpudWxsLCJ0aXRsZSI6bnVsbCwibm9kZUlkIjoiNmQ0ODUwNjYtZWM5OS00ODNkLThiOTgtNGQ4YTJkYzljYzRiIiwiaWQiOiJrclJmZ29wc1V5MVR3TlUxeWhTRExxTkRUZDZONXRNWnJIbG04bkxKSURJIiwiX19pbml0IjpudWxsLCJjaGlsZHJlbiI6W3sidHlwZSI6InBoLXBlcnNvbiIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6IjNkMzZiZjU3LTFkYjQtNDJlZi1iNzhiLWUyZDNkNGViOWM5NSJ9fSx7InR5cGUiOiJwaC1tYXAiLCJhdHRycyI6eyJpZCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkiLCJub2RlSWQiOiI1MzE0ZWI2MS1lYTA2LTQyOGQtYWEzZi0zMDA4OWJjZmUxYjgifX0seyJ0eXBlIjoicGgtcHJvcGVydGllcyIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6ImUwMjE1NDU5LWY0YTgtNGJjNy04NDhmLTYxODE1NzY1NzlmNyJ9fV19fV19",
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+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:41.655000+00:00",
+                    "uuid": null
+                },
+                {
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+                    "elements": [],
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+                    "event": "$feature_flag_called",
+                    "id": "018b4ca3-2350-7671-8383-8c248f826729",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "h2xh5dfq47fd03xz",
+                        "$time": 1697797841.745,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
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+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "$feature_flag": "product-specific-onboarding",
+                        "$feature_flag_response": true,
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:41.760000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$pageview",
+                    "id": "018b4ca3-2368-78f4-88db-9fdc90e949de",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "m2opmkybj5tuw159",
+                        "$time": 1697797841.769,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "title": "test@posthog.com \u2022 Persons \u2022 PostHog",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:41.784000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "notebook content changed",
+                    "id": "018b4ca3-236a-78d6-ba7b-155173c88abe",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "3tkk1xg4kr4es46n",
+                        "$time": 1697797841.77,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=eyJ0eXBlIjoiZG9jIiwiY29udGVudCI6W3sidHlwZSI6ImhlYWRpbmciLCJhdHRycyI6eyJsZXZlbCI6MX0sImNvbnRlbnQiOlt7InR5cGUiOiJ0ZXh0IiwidGV4dCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkifV19LHsidHlwZSI6InBoLXBlcnNvbi1mZWVkIiwiYXR0cnMiOnsiaGVpZ2h0IjpudWxsLCJ0aXRsZSI6bnVsbCwibm9kZUlkIjoiNmQ0ODUwNjYtZWM5OS00ODNkLThiOTgtNGQ4YTJkYzljYzRiIiwiaWQiOiJrclJmZ29wc1V5MVR3TlUxeWhTRExxTkRUZDZONXRNWnJIbG04bkxKSURJIiwiX19pbml0IjpudWxsLCJjaGlsZHJlbiI6W3sidHlwZSI6InBoLXBlcnNvbiIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6IjE0NDk2Y2ExLWUyNTUtNDlkMS1hM2IzLWU4ZjA1NzhhYjQ5YiJ9fSx7InR5cGUiOiJwaC1tYXAiLCJhdHRycyI6eyJpZCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkiLCJub2RlSWQiOiJmMzgxYmFkOC1kMTNkLTQyOGItODYyNC03YTFkNTBhODBkMjMifX0seyJ0eXBlIjoicGgtcHJvcGVydGllcyIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6ImE5Y2ZlOTlhLTRiZTktNDU1YS04OWMyLTViZGUyMGY2MWQwMiJ9fV19fV19",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T10:30:41.785000+00:00",
+                    "uuid": null
+                },
+                {
+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
+                    "elements_chain": null,
+                    "event": "$opt_in",
+                    "id": "018b4cc2-9079-7685-b127-207ee22b84d4",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/",
+                        "$host": "localhost:8000",
+                        "$pathname": "/",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "kegpygvidsjwpa52",
+                        "$time": 1697799901.306,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
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+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
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+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4cc2-9078-7092-8d1a-e6d2368f35a3",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/",
+                            "$pathname": "/",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/",
+                            "$initial_pathname": "/",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T11:05:01.307000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T11:05:01.309000+00:00",
+                    "uuid": null
+                },
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+                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                    "elements": [],
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+                    "id": "018b4cc2-907c-7bc8-913f-5b1887950b73",
+                    "person": null,
+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/",
+                        "$host": "localhost:8000",
+                        "$pathname": "/",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "l26gbkzemq3muzti",
+                        "$time": 1697799901.308,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
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+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
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+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "title": "PostHog",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4cc2-9078-7092-8d1a-e6d2368f35a3",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/",
+                            "$pathname": "/",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/",
+                            "$initial_pathname": "/",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T11:05:01.308000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T11:05:01.312000+00:00",
+                    "uuid": null
+                },
+                {
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+                    "id": "018b4cc3-527c-7bc2-b270-1e09559a1460",
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+                    "properties": {
+                        "$os": "Mac OS X",
+                        "$os_version": "10.15.7",
+                        "$browser": "Chrome",
+                        "$device_type": "Desktop",
+                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                        "$host": "localhost:8000",
+                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$browser_version": 117,
+                        "$browser_language": "en-GB",
+                        "$screen_height": 982,
+                        "$screen_width": 1512,
+                        "$viewport_height": 859,
+                        "$viewport_width": 1512,
+                        "$lib": "web",
+                        "$lib_version": "1.84.0",
+                        "$insert_id": "ubvpv3ao6iaj9wk8",
+                        "$time": 1697799950.972,
+                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
+                        "$console_log_recording_enabled_server_side": true,
+                        "$session_recording_recorder_version_server_side": "v2",
+                        "$autocapture_disabled_server_side": false,
+                        "$active_feature_flags": [
+                            "signup-page-4.0",
+                            "cmd-k-search",
+                            "posthog-3000",
+                            "funnels-cue-opt-out-7301",
+                            "retention-breakdown",
+                            "smoothing-interval",
+                            "billing-limit",
+                            "kafka-inspector",
+                            "historical-exports-v2",
+                            "person-on-events-enabled",
+                            "region-select",
+                            "ingestion-warnings-enabled",
+                            "session-reset-on-load",
+                            "recordings-on-feature-flags",
+                            "auto-rollback-feature-flags",
+                            "onboarding-v2-demo",
+                            "feature-flag-rollout-ux",
+                            "role-based-access",
+                            "query_running_time",
+                            "query-timings",
+                            "recording-debugging",
+                            "enable-prompts",
+                            "feedback-scene",
+                            "early-access-feature",
+                            "early-access-feature-site-button",
+                            "hedgehog-mode-debug",
+                            "auto-redirect",
+                            "session-recording-blob-replay",
+                            "surveys",
+                            "generic-signup-benefits",
+                            "surveys-positions",
+                            "web-analytics",
+                            "high-frequency-batch-exports",
+                            "exception-autocapture",
+                            "data-warehouse",
+                            "data-warehouse-views",
+                            "ff-dashboard-templates",
+                            "show-product-intro-existing-products",
+                            "artificial-hog",
+                            "cs-dashboards",
+                            "product-specific-onboarding",
+                            "redirect-signups-to-instance",
+                            "apps-and-exports-ui",
+                            "survey-nps-results",
+                            "session-recording-allow-v1-snapshots",
+                            "session-replay-cors-proxy",
+                            "webhooks-denylist",
+                            "surveys-site-app-deprecation",
+                            "surveys-multiple-questions",
+                            "surveys-results-visualizations",
+                            "console-recording-search",
+                            "persons-hogql-query",
+                            "notebooks"
+                        ],
+                        "$feature/file-previews": false,
+                        "$feature/signup-page-4.0": "control",
+                        "$feature/hogql-insights": false,
+                        "$feature/cmd-k-search": true,
+                        "$feature/posthog-3000": true,
+                        "$feature/funnels-cue-opt-out-7301": true,
+                        "$feature/retention-breakdown": true,
+                        "$feature/smoothing-interval": true,
+                        "$feature/billing-limit": true,
+                        "$feature/kafka-inspector": true,
+                        "$feature/historical-exports-v2": true,
+                        "$feature/person-on-events-enabled": true,
+                        "$feature/region-select": true,
+                        "$feature/ingestion-warnings-enabled": true,
+                        "$feature/session-reset-on-load": true,
+                        "$feature/recordings-on-feature-flags": true,
+                        "$feature/auto-rollback-feature-flags": true,
+                        "$feature/onboarding-v2-demo": true,
+                        "$feature/feature-flag-rollout-ux": true,
+                        "$feature/role-based-access": true,
+                        "$feature/query_running_time": true,
+                        "$feature/query-timings": true,
+                        "$feature/recording-debugging": true,
+                        "$feature/enable-prompts": true,
+                        "$feature/feedback-scene": true,
+                        "$feature/early-access-feature": true,
+                        "$feature/early-access-feature-site-button": true,
+                        "$feature/hedgehog-mode-debug": true,
+                        "$feature/auto-redirect": true,
+                        "$feature/session-recording-blob-replay": true,
+                        "$feature/surveys": true,
+                        "$feature/generic-signup-benefits": true,
+                        "$feature/surveys-positions": true,
+                        "$feature/web-analytics": true,
+                        "$feature/high-frequency-batch-exports": true,
+                        "$feature/exception-autocapture": true,
+                        "$feature/data-warehouse": true,
+                        "$feature/data-warehouse-views": true,
+                        "$feature/ff-dashboard-templates": true,
+                        "$feature/show-product-intro-existing-products": true,
+                        "$feature/artificial-hog": true,
+                        "$feature/cs-dashboards": true,
+                        "$feature/product-specific-onboarding": true,
+                        "$feature/redirect-signups-to-instance": true,
+                        "$feature/apps-and-exports-ui": true,
+                        "$feature/survey-nps-results": true,
+                        "$feature/session-recording-allow-v1-snapshots": true,
+                        "$feature/session-replay-cors-proxy": true,
+                        "$feature/webhooks-denylist": true,
+                        "$feature/surveys-site-app-deprecation": true,
+                        "$feature/surveys-multiple-questions": true,
+                        "$feature/surveys-results-visualizations": true,
+                        "$feature/console-recording-search": true,
+                        "$feature/persons-hogql-query": true,
+                        "$feature/notebooks": true,
+                        "$feature_flag_payloads": {},
+                        "realm": "hosted-clickhouse",
+                        "email_service_available": false,
+                        "slack_service_available": false,
+                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                        "is_demo_project": false,
+                        "$groups": {
+                            "project": "018a92f8-b602-0000-75de-4b9073693531",
+                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
+                            "customer": "cus_OdSgxxWtHOtq9g",
+                            "instance": "http://localhost:8000"
+                        },
+                        "has_billing_plan": true,
+                        "customer_deactivated": false,
+                        "current_total_amount_usd": "0.00",
+                        "percentage_usage.product_analytics": 0,
+                        "current_amount_usd.product_analytics": "0.00",
+                        "unit_amount_usd.product_analytics": null,
+                        "usage_limit.product_analytics": null,
+                        "current_usage.product_analytics": 3729,
+                        "projected_usage.product_analytics": 0,
+                        "free_allocation.product_analytics": 0,
+                        "percentage_usage.session_replay": 0,
+                        "current_amount_usd.session_replay": "0.00",
+                        "unit_amount_usd.session_replay": null,
+                        "usage_limit.session_replay": null,
+                        "current_usage.session_replay": 254,
+                        "projected_usage.session_replay": 0,
+                        "free_allocation.session_replay": 0,
+                        "percentage_usage.feature_flags": 0,
+                        "current_amount_usd.feature_flags": "0.00",
+                        "unit_amount_usd.feature_flags": null,
+                        "usage_limit.feature_flags": null,
+                        "current_usage.feature_flags": 0,
+                        "projected_usage.feature_flags": 0,
+                        "free_allocation.feature_flags": 0,
+                        "percentage_usage.integrations": 0,
+                        "current_amount_usd.integrations": null,
+                        "unit_amount_usd.integrations": null,
+                        "usage_limit.integrations": 0,
+                        "current_usage.integrations": 0,
+                        "projected_usage.integrations": 0,
+                        "free_allocation.integrations": 0,
+                        "percentage_usage.platform_and_support": 0,
+                        "current_amount_usd.platform_and_support": null,
+                        "unit_amount_usd.platform_and_support": null,
+                        "usage_limit.platform_and_support": 0,
+                        "current_usage.platform_and_support": 0,
+                        "projected_usage.platform_and_support": 0,
+                        "free_allocation.platform_and_support": 0,
+                        "billing_period_start": "2023-10-14T09:22:33.000Z",
+                        "billing_period_end": "2023-11-14T09:22:33.000Z",
+                        "$referrer": "$direct",
+                        "$referring_domain": "$direct",
+                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
+                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
+                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
+                        "$ip": "127.0.0.1",
+                        "$set": {
+                            "$os": "Mac OS X",
+                            "$browser": "Chrome",
+                            "$device_type": "Desktop",
+                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$browser_version": 117,
+                            "$referrer": "$direct",
+                            "$referring_domain": "$direct"
+                        },
+                        "$set_once": {
+                            "$initial_os": "Mac OS X",
+                            "$initial_browser": "Chrome",
+                            "$initial_device_type": "Desktop",
+                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
+                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
+                            "$initial_browser_version": 117,
+                            "$initial_referrer": "$direct",
+                            "$initial_referring_domain": "$direct"
+                        },
+                        "$sent_at": "2023-10-20T11:05:50.975000+00:00",
+                        "$geoip_city_name": "Sydney",
+                        "$geoip_country_name": "Australia",
+                        "$geoip_country_code": "AU",
+                        "$geoip_continent_name": "Oceania",
+                        "$geoip_continent_code": "OC",
+                        "$geoip_postal_code": "2000",
+                        "$geoip_latitude": -33.8715,
+                        "$geoip_longitude": 151.2006,
+                        "$geoip_time_zone": "Australia/Sydney",
+                        "$geoip_subdivision_1_code": "NSW",
+                        "$geoip_subdivision_1_name": "New South Wales",
+                        "$plugins_succeeded": ["GeoIP (1)"],
+                        "$plugins_failed": [],
+                        "$plugins_deferred": [],
+                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
+                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
+                        "$group_4": "cus_OdSgxxWtHOtq9g",
+                        "$group_1": "http://localhost:8000"
+                    },
+                    "timestamp": "2023-10-20T11:05:50.993000+00:00",
+                    "uuid": null
+                }
+            ],
+            "recording_duration_s": 2114.0,
+            "sessionId": "018b4ca3-1d07-7195-8202-c8a103a9325a"
+        }
+    ],
+    "timings": [
+        {
+            "k": "./build_ast",
+            "t": 0.023964583000633866
+        },
+        {
+            "k": "./query",
+            "t": 4.433299181982875e-5
+        },
+        {
+            "k": "./replace_placeholders",
+            "t": 0.00022916699526831508
+        },
+        {
+            "k": "./max_limit",
+            "t": 4.520895890891552e-5
+        },
+        {
+            "k": "./hogql/prepare_ast/clone",
+            "t": 0.0003998330212198198
+        },
+        {
+            "k": "./hogql/prepare_ast/create_hogql_database",
+            "t": 0.026486458024010062
+        },
+        {
+            "k": "./hogql/prepare_ast/resolve_types",
+            "t": 0.0021655409946106374
+        },
+        {
+            "k": "./hogql/prepare_ast",
+            "t": 0.02919254096923396
+        },
+        {
+            "k": "./hogql/print_ast/printer",
+            "t": 0.001116375089623034
+        },
+        {
+            "k": "./hogql/print_ast",
+            "t": 0.0012727080029435456
+        },
+        {
+            "k": "./hogql",
+            "t": 0.03451150003820658
+        },
+        {
+            "k": "./print_ast/create_hogql_database",
+            "t": 0.020703041984234005
+        },
+        {
+            "k": "./print_ast/resolve_types",
+            "t": 0.0019762919982895255
+        },
+        {
+            "k": "./print_ast/resolve_property_types",
+            "t": 0.0009936250280588865
+        },
+        {
+            "k": "./print_ast/resolve_lazy_tables",
+            "t": 0.001264624996110797
+        },
+        {
+            "k": "./print_ast/printer",
+            "t": 0.0024609589600004256
+        },
+        {
+            "k": "./print_ast",
+            "t": 0.027551917009986937
+        },
+        {
+            "k": "./clickhouse_execute",
+            "t": 0.65883087500697
+        },
+        {
+            "k": ".",
+            "t": 0.7931497080135159
+        }
+    ]
+}
diff --git a/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/notebookNodePersonFeedLogic.ts b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/notebookNodePersonFeedLogic.ts
new file mode 100644
index 0000000000000..1768b80caf50e
--- /dev/null
+++ b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/notebookNodePersonFeedLogic.ts
@@ -0,0 +1,45 @@
+import { kea, key, path, props, afterMount } from 'kea'
+import { loaders } from 'kea-loaders'
+
+// import { query } from '~/queries/query'
+// import {
+//     // NodeKind,
+//     // SessionsTimelineQuery,
+//     SessionsTimelineQueryResponse,
+// } from '~/queries/schema'
+
+import mockSessionsTimelineQueryResponse from './mockSessionsTimelineQueryResponse.json'
+
+import type { notebookNodePersonFeedLogicType } from './notebookNodePersonFeedLogicType'
+
+export type NotebookNodePersonFeedLogicProps = {
+    personId: string
+}
+
+export const notebookNodePersonFeedLogic = kea<notebookNodePersonFeedLogicType>([
+    props({} as NotebookNodePersonFeedLogicProps),
+    path((key) => ['scenes', 'notebooks', 'Notebook', 'Nodes', 'notebookNodePersonFeedLogic', key]),
+    key(({ personId }) => personId),
+
+    loaders(() => ({
+        sessions: [
+            // null as SessionsTimelineQueryResponse['results'] | null,
+            null as any | null,
+            {
+                loadSessionsTimeline: async () => {
+                    // const result = await query<SessionsTimelineQuery>({
+                    //     kind: NodeKind.SessionsTimelineQuery,
+                    //     after: '2021-01-01T18:00:00Z',
+                    //     before: '2024-01-01T06:00:00Z',
+                    //     personId: props.personId,
+                    // })
+                    const result = mockSessionsTimelineQueryResponse
+                    return result.results
+                },
+            },
+        ],
+    })),
+    afterMount(({ actions }) => {
+        actions.loadSessionsTimeline()
+    }),
+])
diff --git a/frontend/src/scenes/notebooks/Notebook/Editor.tsx b/frontend/src/scenes/notebooks/Notebook/Editor.tsx
index 4b5cdaa3d8eda..51cf23c4166d1 100644
--- a/frontend/src/scenes/notebooks/Notebook/Editor.tsx
+++ b/frontend/src/scenes/notebooks/Notebook/Editor.tsx
@@ -38,6 +38,7 @@ import { notebookLogic } from './notebookLogic'
 import { sampleOne } from 'lib/utils'
 import { NotebookNodeGroup } from '../Nodes/NotebookNodeGroup'
 import { NotebookNodeCohort } from '../Nodes/NotebookNodeCohort'
+import { NotebookNodePersonFeed } from '../Nodes/NotebookNodePersonFeed/NotebookNodePersonFeed'
 
 const CustomDocument = ExtensionDocument.extend({
     content: 'heading block*',
@@ -118,6 +119,7 @@ export function Editor(): JSX.Element {
             SlashCommandsExtension,
             BacklinkCommandsExtension,
             NodeGapInsertionExtension,
+            NotebookNodePersonFeed,
         ],
         editorProps: {
             handleDrop: (view, event, _slice, moved) => {
diff --git a/frontend/src/scenes/notebooks/Notebook/utils.ts b/frontend/src/scenes/notebooks/Notebook/utils.ts
index b21ff74c82db7..d0f9a67ac9b6d 100644
--- a/frontend/src/scenes/notebooks/Notebook/utils.ts
+++ b/frontend/src/scenes/notebooks/Notebook/utils.ts
@@ -124,6 +124,7 @@ export const textContent = (node: any): string => {
         'ph-survey': customOrTitleSerializer,
         'ph-group': customOrTitleSerializer,
         'ph-cohort': customOrTitleSerializer,
+        'ph-person-feed': customOrTitleSerializer,
     }
 
     return getText(node, {
diff --git a/frontend/src/scenes/notebooks/NotebooksTable/ContainsTypeFilter.tsx b/frontend/src/scenes/notebooks/NotebooksTable/ContainsTypeFilter.tsx
index dc0c082733816..10c2ba86f8239 100644
--- a/frontend/src/scenes/notebooks/NotebooksTable/ContainsTypeFilter.tsx
+++ b/frontend/src/scenes/notebooks/NotebooksTable/ContainsTypeFilter.tsx
@@ -2,7 +2,10 @@ import { NotebookNodeType } from '~/types'
 import { LemonSelectMultiple } from 'lib/lemon-ui/LemonSelectMultiple'
 import { NotebooksListFilters } from 'scenes/notebooks/NotebooksTable/notebooksTableLogic'
 
-export const fromNodeTypeToLabel: Omit<Record<NotebookNodeType, string>, NotebookNodeType.Backlink> = {
+export const fromNodeTypeToLabel: Omit<
+    Record<NotebookNodeType, string>,
+    NotebookNodeType.Backlink | NotebookNodeType.PersonFeed
+> = {
     [NotebookNodeType.FeatureFlag]: 'Feature flags',
     [NotebookNodeType.FeatureFlagCodeExample]: 'Feature flag Code Examples',
     [NotebookNodeType.Experiment]: 'Experiments',
diff --git a/frontend/src/scenes/persons/PersonFeedCanvas.tsx b/frontend/src/scenes/persons/PersonFeedCanvas.tsx
index d2de1646a62d5..1195b958aff42 100644
--- a/frontend/src/scenes/persons/PersonFeedCanvas.tsx
+++ b/frontend/src/scenes/persons/PersonFeedCanvas.tsx
@@ -24,7 +24,7 @@ const PersonFeedCanvas = ({ person }: PersonFeedCanvasProps): JSX.Element => {
                         attrs: {
                             height: null,
                             title: null,
-                            nodeId: '6d485066-ec99-483d-8b98-4d8a2dc9cc4b',
+                            nodeId: uuid(),
                             id: personId,
                             __init: null,
                             children: [
@@ -32,14 +32,6 @@ const PersonFeedCanvas = ({ person }: PersonFeedCanvasProps): JSX.Element => {
                                     type: 'ph-person',
                                     attrs: { id: personId, nodeId: uuid(), title: 'Info' },
                                 },
-                                {
-                                    type: 'ph-map',
-                                    attrs: { id: personId, nodeId: uuid() },
-                                },
-                                {
-                                    type: 'ph-properties',
-                                    attrs: { id: personId, nodeId: uuid() },
-                                },
                             ],
                         },
                     },
diff --git a/frontend/src/scenes/persons/PersonScene.tsx b/frontend/src/scenes/persons/PersonScene.tsx
index 2a7a277deda10..bce2a2b72d130 100644
--- a/frontend/src/scenes/persons/PersonScene.tsx
+++ b/frontend/src/scenes/persons/PersonScene.tsx
@@ -34,6 +34,7 @@ import { LemonTabs } from 'lib/lemon-ui/LemonTabs'
 import { PersonDashboard } from './PersonDashboard'
 import { NotebookSelectButton } from 'scenes/notebooks/NotebookSelectButton/NotebookSelectButton'
 import { SessionRecordingsPlaylist } from 'scenes/session-recordings/playlist/SessionRecordingsPlaylist'
+import PersonFeedCanvas from './PersonFeedCanvas'
 
 export const scene: SceneExport = {
     component: PersonScene,
@@ -109,6 +110,7 @@ function PersonCaption({ person }: { person: PersonType }): JSX.Element {
 export function PersonScene(): JSX.Element | null {
     const {
         showCustomerSuccessDashboards,
+        feedEnabled,
         person,
         personLoading,
         currentTab,
@@ -185,6 +187,13 @@ export function PersonScene(): JSX.Element | null {
                 }}
                 data-attr="persons-tabs"
                 tabs={[
+                    feedEnabled
+                        ? {
+                              key: PersonsTabType.FEED,
+                              label: <span data-attr="persons-feed-tab">Feed</span>,
+                              content: <PersonFeedCanvas person={person} />,
+                          }
+                        : false,
                     {
                         key: PersonsTabType.PROPERTIES,
                         label: <span data-attr="persons-properties-tab">Properties</span>,
diff --git a/frontend/src/scenes/persons/personsLogic.tsx b/frontend/src/scenes/persons/personsLogic.tsx
index 005924ec56924..eb1c15fd49a11 100644
--- a/frontend/src/scenes/persons/personsLogic.tsx
+++ b/frontend/src/scenes/persons/personsLogic.tsx
@@ -136,11 +136,10 @@ export const personsLogic = kea<personsLogicType>({
                     : 'https://posthog.com/docs/api/persons',
         ],
         cohortId: [() => [(_, props) => props.cohort], (cohort: PersonsLogicProps['cohort']) => cohort],
-        currentTab: [
-            (s) => [s.activeTab],
-            (activeTab) => {
-                return activeTab || PersonsTabType.PROPERTIES
-            },
+        currentTab: [(s) => [s.activeTab, s.defaultTab], (activeTab, defaultTab) => activeTab || defaultTab],
+        defaultTab: [
+            (s) => [s.feedEnabled],
+            (feedEnabled) => (feedEnabled ? PersonsTabType.FEED : PersonsTabType.PROPERTIES),
         ],
         breadcrumbs: [
             (s) => [s.person, router.selectors.location],
@@ -179,6 +178,7 @@ export const personsLogic = kea<personsLogicType>({
             (s) => [s.featureFlags],
             (featureFlags) => featureFlags[FEATURE_FLAGS.CS_DASHBOARDS],
         ],
+        feedEnabled: [(s) => [s.featureFlags], (featureFlags) => !!featureFlags[FEATURE_FLAGS.PERSON_FEED_CANVAS]],
     }),
     listeners: ({ actions, values }) => ({
         editProperty: async ({ key, newValue }) => {
@@ -375,7 +375,7 @@ export const personsLogic = kea<personsLogicType>({
                 }
 
                 if (!activeTab) {
-                    actions.setActiveTab(PersonsTabType.PROPERTIES)
+                    actions.setActiveTab(values.defaultTab)
                 }
 
                 if (rawPersonDistinctId) {
@@ -397,7 +397,7 @@ export const personsLogic = kea<personsLogicType>({
                 }
 
                 if (!activeTab) {
-                    actions.setActiveTab(PersonsTabType.PROPERTIES)
+                    actions.setActiveTab(values.defaultTab)
                 }
 
                 if (rawPersonUUID) {
diff --git a/frontend/src/types.ts b/frontend/src/types.ts
index a8b702e55b296..cd88a6686260e 100644
--- a/frontend/src/types.ts
+++ b/frontend/src/types.ts
@@ -935,6 +935,7 @@ export enum StepOrderValue {
 }
 
 export enum PersonsTabType {
+    FEED = 'feed',
     EVENTS = 'events',
     SESSION_RECORDINGS = 'sessionRecordings',
     PROPERTIES = 'properties',
@@ -3080,6 +3081,7 @@ export enum NotebookNodeType {
     Backlink = 'ph-backlink',
     ReplayTimestamp = 'ph-replay-timestamp',
     Image = 'ph-image',
+    PersonFeed = 'ph-person-feed',
 }
 
 export type NotebookNodeResource = {

From 4412c2cbeb7b974c2eb94a24f0d0cc7f147fb75d Mon Sep 17 00:00:00 2001
From: Ben White <ben@posthog.com>
Date: Thu, 26 Oct 2023 09:20:43 +0200
Subject: [PATCH 081/133] feat: Person feed map (#18184)

---
 .env.example                                  |   1 +
 .../components-map--unavailable.png           | Bin 0 -> 10618 bytes
 frontend/src/globals.d.ts                     |   1 +
 .../src/lib/components/Map/Map.stories.tsx    |  31 +
 frontend/src/lib/components/Map/Map.tsx       |  64 ++
 .../notebooks/Nodes/NotebookNodeMap.tsx       |  64 ++
 .../components/NotebookNodeEmptyState.tsx     |  11 +
 .../src/scenes/notebooks/Notebook/Editor.tsx  |   2 +
 .../src/scenes/notebooks/Notebook/utils.ts    |   1 +
 .../NotebooksTable/ContainsTypeFilter.tsx     |   2 +-
 .../src/scenes/persons/PersonFeedCanvas.tsx   |   4 +
 frontend/src/types.ts                         |   1 +
 package.json                                  |   1 +
 pnpm-lock.yaml                                | 723 +++++++++++++-----
 posthog/settings/__init__.py                  |   3 +
 posthog/templates/head.html                   |   5 +
 posthog/utils.py                              |   3 +
 17 files changed, 719 insertions(+), 198 deletions(-)
 create mode 100644 .env.example
 create mode 100644 frontend/__snapshots__/components-map--unavailable.png
 create mode 100644 frontend/src/lib/components/Map/Map.stories.tsx
 create mode 100644 frontend/src/lib/components/Map/Map.tsx
 create mode 100644 frontend/src/scenes/notebooks/Nodes/NotebookNodeMap.tsx
 create mode 100644 frontend/src/scenes/notebooks/Nodes/components/NotebookNodeEmptyState.tsx

diff --git a/.env.example b/.env.example
new file mode 100644
index 0000000000000..65971db798cd3
--- /dev/null
+++ b/.env.example
@@ -0,0 +1 @@
+MAPLIBRE_STYLE_URL=https://api.example.com/style.json?key=mykey
\ No newline at end of file
diff --git a/frontend/__snapshots__/components-map--unavailable.png b/frontend/__snapshots__/components-map--unavailable.png
new file mode 100644
index 0000000000000000000000000000000000000000..6e49827d9e782bb66576ac1937a76d237851743d
GIT binary patch
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diff --git a/frontend/src/globals.d.ts b/frontend/src/globals.d.ts
index 17bc65680725a..df0e0e81664ea 100644
--- a/frontend/src/globals.d.ts
+++ b/frontend/src/globals.d.ts
@@ -6,6 +6,7 @@ declare global {
         JS_POSTHOG_API_KEY?: string
         JS_POSTHOG_HOST?: string
         JS_POSTHOG_SELF_CAPTURE?: boolean
+        JS_MAPLIBRE_STYLE_URL?: string
         JS_CAPTURE_TIME_TO_SEE_DATA?: boolean
         JS_KEA_VERBOSE_LOGGING?: boolean
         posthog?: posthog
diff --git a/frontend/src/lib/components/Map/Map.stories.tsx b/frontend/src/lib/components/Map/Map.stories.tsx
new file mode 100644
index 0000000000000..09576ec0ed50c
--- /dev/null
+++ b/frontend/src/lib/components/Map/Map.stories.tsx
@@ -0,0 +1,31 @@
+import type { Meta, StoryObj } from '@storybook/react'
+import { Marker } from 'maplibre-gl'
+
+import { Map, MapComponent } from './Map'
+
+const meta: Meta<typeof Map> = {
+    title: 'Components/Map',
+    component: Map,
+    tags: ['autodocs'],
+}
+type Story = StoryObj<typeof Map>
+
+const coordinates: [number, number] = [0.119167, 52.205276]
+
+export const Unavailable: Story = {}
+
+export const Basic: Story = {
+    render: (args) => (
+        <MapComponent
+            mapLibreStyleUrl="" // TODO: set this value for the publish storybook and visual regression tests
+            {...args}
+        />
+    ),
+    args: {
+        center: coordinates,
+        markers: [new Marker({ color: 'var(--primary)' }).setLngLat(coordinates)],
+        className: 'h-60',
+    },
+}
+
+export default meta
diff --git a/frontend/src/lib/components/Map/Map.tsx b/frontend/src/lib/components/Map/Map.tsx
new file mode 100644
index 0000000000000..0b72d136d04d4
--- /dev/null
+++ b/frontend/src/lib/components/Map/Map.tsx
@@ -0,0 +1,64 @@
+import { useEffect, useRef } from 'react'
+import { Map as RawMap, Marker } from 'maplibre-gl'
+import useResizeObserver from 'use-resize-observer'
+
+import 'maplibre-gl/dist/maplibre-gl.css'
+
+/** Latitude and longtitude in degrees (+lat is east, -lat is west, +lon is south, -lon is north). */
+export interface MapProps {
+    /** Coordinates to center the map on by default. */
+    center: [number, number]
+    /** Markers to show. */
+    markers?: Marker[]
+    /** Map container class names. */
+    className?: string
+    /** The map's MapLibre style. This must be a JSON object conforming to the schema described in the MapLibre Style Specification, or a URL to such JSON. */
+    mapLibreStyleUrl: string
+}
+
+export function Map({ className, ...rest }: Omit<MapProps, 'mapLibreStyleUrl'>): JSX.Element {
+    if (!window.JS_MAPLIBRE_STYLE_URL) {
+        return (
+            <div className={`w-full h-full flex flex-col items-center justify-center text-muted p-3 ${className}`}>
+                <h1>Map unavailable</h1>
+                <p>
+                    The <code>MAPLIBRE_STYLE_URL</code> setting is not defined. Please configure this setting with a
+                    valid MapLibre Style URL to display maps.
+                </p>
+            </div>
+        )
+    }
+
+    return <MapComponent mapLibreStyleUrl={window.JS_MAPLIBRE_STYLE_URL} className={className} {...rest} />
+}
+
+export function MapComponent({ center, markers, className, mapLibreStyleUrl }: MapProps): JSX.Element {
+    const mapContainer = useRef<HTMLDivElement>(null)
+    const map = useRef<RawMap | null>(null)
+
+    useEffect(() => {
+        map.current = new RawMap({
+            container: mapContainer.current as HTMLElement,
+            style: mapLibreStyleUrl,
+            center,
+            zoom: 4,
+            maxZoom: 10,
+        })
+        if (markers) {
+            for (const marker of markers) {
+                marker.addTo(map.current)
+            }
+        }
+    }, [])
+
+    useResizeObserver({
+        ref: mapContainer,
+        onResize: () => {
+            if (map.current) {
+                map.current.resize()
+            }
+        },
+    })
+
+    return <div ref={mapContainer} className={className} />
+}
diff --git a/frontend/src/scenes/notebooks/Nodes/NotebookNodeMap.tsx b/frontend/src/scenes/notebooks/Nodes/NotebookNodeMap.tsx
new file mode 100644
index 0000000000000..f0e5ef1931c7d
--- /dev/null
+++ b/frontend/src/scenes/notebooks/Nodes/NotebookNodeMap.tsx
@@ -0,0 +1,64 @@
+import { Marker } from 'maplibre-gl'
+
+import { NotebookNodeType } from '~/types'
+import { createPostHogWidgetNode } from 'scenes/notebooks/Nodes/NodeWrapper'
+import { personLogic } from 'scenes/persons/personLogic'
+import { useValues } from 'kea'
+import { LemonSkeleton } from '@posthog/lemon-ui'
+import { NotFound } from 'lib/components/NotFound'
+import { Map } from '../../../lib/components/Map/Map'
+import { notebookNodeLogic } from './notebookNodeLogic'
+import { NotebookNodeProps } from 'scenes/notebooks/Notebook/utils'
+import { NotebookNodeEmptyState } from './components/NotebookNodeEmptyState'
+
+const Component = ({ attributes }: NotebookNodeProps<NotebookNodeMapAttributes>): JSX.Element | null => {
+    const { id } = attributes
+    const { expanded } = useValues(notebookNodeLogic)
+
+    const logic = personLogic({ id })
+    const { person, personLoading } = useValues(logic)
+
+    if (personLoading) {
+        return <LemonSkeleton className="h-6" />
+    } else if (!person) {
+        return <NotFound object="person" />
+    }
+
+    if (!expanded) {
+        return null
+    }
+
+    const longtitude = person?.properties?.['$geoip_longitude']
+    const latitude = person?.properties?.['$geoip_latitude']
+    const personCoordinates: [number, number] | null =
+        !isNaN(longtitude) && !isNaN(latitude) ? [longtitude, latitude] : null
+
+    if (!personCoordinates) {
+        return <NotebookNodeEmptyState message="No map available." />
+    }
+
+    return (
+        <Map
+            center={personCoordinates}
+            markers={[new Marker({ color: 'var(--primary)' }).setLngLat(personCoordinates)]}
+            className="h-full"
+        />
+    )
+}
+
+type NotebookNodeMapAttributes = {
+    id: string
+}
+
+export const NotebookNodeMap = createPostHogWidgetNode<NotebookNodeMapAttributes>({
+    nodeType: NotebookNodeType.Map,
+    titlePlaceholder: 'Location',
+    Component,
+    resizeable: true,
+    heightEstimate: 150,
+    expandable: true,
+    startExpanded: true,
+    attributes: {
+        id: {},
+    },
+})
diff --git a/frontend/src/scenes/notebooks/Nodes/components/NotebookNodeEmptyState.tsx b/frontend/src/scenes/notebooks/Nodes/components/NotebookNodeEmptyState.tsx
new file mode 100644
index 0000000000000..8dd8c292407f3
--- /dev/null
+++ b/frontend/src/scenes/notebooks/Nodes/components/NotebookNodeEmptyState.tsx
@@ -0,0 +1,11 @@
+type NotebookNodeEmptyStateProps = {
+    message: string
+}
+
+export function NotebookNodeEmptyState({ message }: NotebookNodeEmptyStateProps): JSX.Element {
+    return (
+        <div className="w-full h-full flex flex-col items-center justify-center text-muted p-3">
+            <i>{message}</i>
+        </div>
+    )
+}
diff --git a/frontend/src/scenes/notebooks/Notebook/Editor.tsx b/frontend/src/scenes/notebooks/Notebook/Editor.tsx
index 51cf23c4166d1..0954dda2dbb76 100644
--- a/frontend/src/scenes/notebooks/Notebook/Editor.tsx
+++ b/frontend/src/scenes/notebooks/Notebook/Editor.tsx
@@ -39,6 +39,7 @@ import { sampleOne } from 'lib/utils'
 import { NotebookNodeGroup } from '../Nodes/NotebookNodeGroup'
 import { NotebookNodeCohort } from '../Nodes/NotebookNodeCohort'
 import { NotebookNodePersonFeed } from '../Nodes/NotebookNodePersonFeed/NotebookNodePersonFeed'
+import { NotebookNodeMap } from '../Nodes/NotebookNodeMap'
 
 const CustomDocument = ExtensionDocument.extend({
     content: 'heading block*',
@@ -120,6 +121,7 @@ export function Editor(): JSX.Element {
             BacklinkCommandsExtension,
             NodeGapInsertionExtension,
             NotebookNodePersonFeed,
+            NotebookNodeMap,
         ],
         editorProps: {
             handleDrop: (view, event, _slice, moved) => {
diff --git a/frontend/src/scenes/notebooks/Notebook/utils.ts b/frontend/src/scenes/notebooks/Notebook/utils.ts
index d0f9a67ac9b6d..085098f5e10be 100644
--- a/frontend/src/scenes/notebooks/Notebook/utils.ts
+++ b/frontend/src/scenes/notebooks/Notebook/utils.ts
@@ -125,6 +125,7 @@ export const textContent = (node: any): string => {
         'ph-group': customOrTitleSerializer,
         'ph-cohort': customOrTitleSerializer,
         'ph-person-feed': customOrTitleSerializer,
+        'ph-map': customOrTitleSerializer,
     }
 
     return getText(node, {
diff --git a/frontend/src/scenes/notebooks/NotebooksTable/ContainsTypeFilter.tsx b/frontend/src/scenes/notebooks/NotebooksTable/ContainsTypeFilter.tsx
index 10c2ba86f8239..3f91edb487efb 100644
--- a/frontend/src/scenes/notebooks/NotebooksTable/ContainsTypeFilter.tsx
+++ b/frontend/src/scenes/notebooks/NotebooksTable/ContainsTypeFilter.tsx
@@ -4,7 +4,7 @@ import { NotebooksListFilters } from 'scenes/notebooks/NotebooksTable/notebooksT
 
 export const fromNodeTypeToLabel: Omit<
     Record<NotebookNodeType, string>,
-    NotebookNodeType.Backlink | NotebookNodeType.PersonFeed
+    NotebookNodeType.Backlink | NotebookNodeType.PersonFeed | NotebookNodeType.Map
 > = {
     [NotebookNodeType.FeatureFlag]: 'Feature flags',
     [NotebookNodeType.FeatureFlagCodeExample]: 'Feature flag Code Examples',
diff --git a/frontend/src/scenes/persons/PersonFeedCanvas.tsx b/frontend/src/scenes/persons/PersonFeedCanvas.tsx
index 1195b958aff42..1273fa1c134fc 100644
--- a/frontend/src/scenes/persons/PersonFeedCanvas.tsx
+++ b/frontend/src/scenes/persons/PersonFeedCanvas.tsx
@@ -32,6 +32,10 @@ const PersonFeedCanvas = ({ person }: PersonFeedCanvasProps): JSX.Element => {
                                     type: 'ph-person',
                                     attrs: { id: personId, nodeId: uuid(), title: 'Info' },
                                 },
+                                {
+                                    type: 'ph-map',
+                                    attrs: { id: personId, nodeId: uuid() },
+                                },
                             ],
                         },
                     },
diff --git a/frontend/src/types.ts b/frontend/src/types.ts
index cd88a6686260e..cbcfaa11bd959 100644
--- a/frontend/src/types.ts
+++ b/frontend/src/types.ts
@@ -3082,6 +3082,7 @@ export enum NotebookNodeType {
     ReplayTimestamp = 'ph-replay-timestamp',
     Image = 'ph-image',
     PersonFeed = 'ph-person-feed',
+    Map = 'ph-map',
 }
 
 export type NotebookNodeResource = {
diff --git a/package.json b/package.json
index 8a718827211fd..04efee98671d6 100644
--- a/package.json
+++ b/package.json
@@ -130,6 +130,7 @@
         "kea-test-utils": "^0.2.4",
         "kea-waitfor": "^0.2.1",
         "kea-window-values": "^3.0.0",
+        "maplibre-gl": "^3.5.1",
         "md5": "^2.3.0",
         "monaco-editor": "^0.39.0",
         "papaparse": "^5.4.1",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index d3710208675fd..d5c9d73418389 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -1,4 +1,4 @@
-lockfileVersion: '6.0'
+lockfileVersion: '6.1'
 
 settings:
   autoInstallPeers: true
@@ -203,6 +203,9 @@ dependencies:
   kea-window-values:
     specifier: ^3.0.0
     version: 3.0.0(kea@3.1.5)
+  maplibre-gl:
+    specifier: ^3.5.1
+    version: 3.5.1
   md5:
     specifier: ^2.3.0
     version: 2.3.0
@@ -829,7 +832,7 @@ packages:
       '@babel/helper-plugin-utils': 7.22.5
       debug: 4.3.4(supports-color@8.1.1)
       lodash.debounce: 4.0.8
-      resolve: 1.22.8
+      resolve: 1.22.1
     transitivePeerDependencies:
       - supports-color
 
@@ -2441,8 +2444,8 @@ packages:
       eslint-visitor-keys: 3.4.3
     dev: true
 
-  /@eslint-community/regexpp@4.9.1:
-    resolution: {integrity: sha512-Y27x+MBLjXa+0JWDhykM3+JE+il3kHKAEqabfEWq3SDhZjLYb6/BHL/JKFnH3fe207JaXkyDo685Oc2Glt6ifA==}
+  /@eslint-community/regexpp@4.6.2:
+    resolution: {integrity: sha512-pPTNuaAG3QMH+buKyBIGJs3g/S5y0caxw0ygM3YyE6yJFySwiGGSzA+mM3KJ8QQvzeLh3blwgSonkFjgQdxzMw==}
     engines: {node: ^12.0.0 || ^14.0.0 || >=16.0.0}
     dev: true
 
@@ -3100,6 +3103,54 @@ packages:
       react: 16.14.0
     dev: false
 
+  /@mapbox/geojson-rewind@0.5.2:
+    resolution: {integrity: sha512-tJaT+RbYGJYStt7wI3cq4Nl4SXxG8W7JDG5DMJu97V25RnbNg3QtQtf+KD+VLjNpWKYsRvXDNmNrBgEETr1ifA==}
+    hasBin: true
+    dependencies:
+      get-stream: 6.0.1
+      minimist: 1.2.8
+    dev: false
+
+  /@mapbox/jsonlint-lines-primitives@2.0.2:
+    resolution: {integrity: sha512-rY0o9A5ECsTQRVhv7tL/OyDpGAoUB4tTvLiW1DSzQGq4bvTPhNw1VpSNjDJc5GFZ2XuyOtSWSVN05qOtcD71qQ==}
+    engines: {node: '>= 0.6'}
+    dev: false
+
+  /@mapbox/point-geometry@0.1.0:
+    resolution: {integrity: sha512-6j56HdLTwWGO0fJPlrZtdU/B13q8Uwmo18Ck2GnGgN9PCFyKTZ3UbXeEdRFh18i9XQ92eH2VdtpJHpBD3aripQ==}
+    dev: false
+
+  /@mapbox/tiny-sdf@2.0.6:
+    resolution: {integrity: sha512-qMqa27TLw+ZQz5Jk+RcwZGH7BQf5G/TrutJhspsca/3SHwmgKQ1iq+d3Jxz5oysPVYTGP6aXxCo5Lk9Er6YBAA==}
+    dev: false
+
+  /@mapbox/unitbezier@0.0.1:
+    resolution: {integrity: sha512-nMkuDXFv60aBr9soUG5q+GvZYL+2KZHVvsqFCzqnkGEf46U2fvmytHaEVc1/YZbiLn8X+eR3QzX1+dwDO1lxlw==}
+    dev: false
+
+  /@mapbox/vector-tile@1.3.1:
+    resolution: {integrity: sha512-MCEddb8u44/xfQ3oD+Srl/tNcQoqTw3goGk2oLsrFxOTc3dUp+kAnby3PvAeeBYSMSjSPD1nd1AJA6W49WnoUw==}
+    dependencies:
+      '@mapbox/point-geometry': 0.1.0
+    dev: false
+
+  /@mapbox/whoots-js@3.1.0:
+    resolution: {integrity: sha512-Es6WcD0nO5l+2BOQS4uLfNPYQaNDfbot3X1XUoloz+x0mPDS3eeORZJl06HXjwBG1fOGwCRnzK88LMdxKRrd6Q==}
+    engines: {node: '>=6.0.0'}
+    dev: false
+
+  /@maplibre/maplibre-gl-style-spec@19.3.3:
+    resolution: {integrity: sha512-cOZZOVhDSulgK0meTsTkmNXb1ahVvmTmWmfx9gRBwc6hq98wS9JP35ESIoNq3xqEan+UN+gn8187Z6E4NKhLsw==}
+    hasBin: true
+    dependencies:
+      '@mapbox/jsonlint-lines-primitives': 2.0.2
+      '@mapbox/unitbezier': 0.0.1
+      json-stringify-pretty-compact: 3.0.0
+      minimist: 1.2.8
+      rw: 1.3.3
+      sort-object: 3.0.3
+    dev: false
+
   /@maxmind/geoip2-node@3.5.0:
     resolution: {integrity: sha512-WG2TNxMwDWDOrljLwyZf5bwiEYubaHuICvQRlgz74lE9OZA/z4o+ZT6OisjDBAZh/yRJVNK6mfHqmP5lLlAwsA==}
     dependencies:
@@ -3216,7 +3267,7 @@ packages:
     engines: {node: '>= 8'}
     dependencies:
       '@nodelib/fs.scandir': 2.1.5
-      fastq: 1.15.0
+      fastq: 1.13.0
     dev: true
 
   /@open-draft/until@1.0.3:
@@ -4924,7 +4975,7 @@ packages:
       flat-cache: 3.0.4
       micromatch: 4.0.5
       react-docgen-typescript: 2.2.2(typescript@4.9.5)
-      tslib: 2.6.2
+      tslib: 2.4.1
       typescript: 4.9.5
       webpack: 5.88.2(@swc/core@1.3.93)(esbuild@0.14.54)(webpack-cli@5.1.4)
     transitivePeerDependencies:
@@ -6004,6 +6055,10 @@ packages:
     resolution: {integrity: sha512-Nmh0K3iWQJzniTuPRcJn5hxXkfB1T1pgB89SBig5PlJQU5yocazeu4jATJlaA0GYFKWMqDdvYemoSnF2pXgLVA==}
     dev: true
 
+  /@types/geojson@7946.0.12:
+    resolution: {integrity: sha512-uK2z1ZHJyC0nQRbuovXFt4mzXDwf27vQeUWNhfKGwRcWW429GOhP8HxUHlM6TLH4bzmlv/HlEjpvJh3JfmGsAA==}
+    dev: false
+
   /@types/graceful-fs@4.1.5:
     resolution: {integrity: sha512-anKkLmZZ+xm4p8JWBf4hElkM4XR+EZeA2M9BAkkTldmcyDY4mbdIJnRghDJH3Ov5ooY7/UAoENtmdMSkaAd7Cw==}
     dependencies:
@@ -6080,10 +6135,6 @@ packages:
     resolution: {integrity: sha512-Hr5Jfhc9eYOQNPYO5WLDq/n4jqijdHNlDXjuAQkkt+mWdQR+XJToOHrsD4cPaMXpn6KO7y2+wM8AZEs8VpBLVA==}
     dev: true
 
-  /@types/json-schema@7.0.14:
-    resolution: {integrity: sha512-U3PUjAudAdJBeC2pgN8uTIKgxrb4nlDF3SF0++EldXQvQBGkpFZMSnwQiIoDU77tv45VgNkl/L4ouD+rEomujw==}
-    dev: true
-
   /@types/less@3.0.3:
     resolution: {integrity: sha512-1YXyYH83h6We1djyoUEqTlVyQtCfJAFXELSKW2ZRtjHD4hQ82CC4lvrv5D0l0FLcKBaiPbXyi3MpMsI9ZRgKsw==}
     dev: false
@@ -6092,6 +6143,18 @@ packages:
     resolution: {integrity: sha512-zmEmF5OIM3rb7SbLCFYoQhO4dGt2FRM9AMkxvA3LaADOF1n8in/zGJlWji9fmafLoNyz+FoL6FE0SLtGIArD7w==}
     dev: true
 
+  /@types/mapbox__point-geometry@0.1.3:
+    resolution: {integrity: sha512-2W46IOXlu7vC8m3+M5rDqSnuY22GFxxx3xhkoyqyPWrD+eP2iAwNst0A1+umLYjCTJMJTSpiofphn9h9k+Kw+w==}
+    dev: false
+
+  /@types/mapbox__vector-tile@1.3.3:
+    resolution: {integrity: sha512-d263B3KCQtXKVZMHpMJrEW5EeLBsQ8jvAS9nhpUKC5hHIlQaACG9PWkW8qxEeNuceo9120AwPjeS91uNa4ltqA==}
+    dependencies:
+      '@types/geojson': 7946.0.12
+      '@types/mapbox__point-geometry': 0.1.3
+      '@types/pbf': 3.0.4
+    dev: false
+
   /@types/md5@2.3.2:
     resolution: {integrity: sha512-v+JFDu96+UYJ3/UWzB0mEglIS//MZXgRaJ4ubUPwOM0gvLc/kcQ3TWNYwENEK7/EcXGQVrW8h/XqednSjBd/Og==}
     dev: false
@@ -6159,6 +6222,10 @@ packages:
     resolution: {integrity: sha512-//oorEZjL6sbPcKUaCdIGlIUeH26mgzimjBB77G6XRgnDl/L5wOnpyBGRe/Mmf5CVW3PwEBE1NjiMZ/ssFh4wA==}
     dev: true
 
+  /@types/pbf@3.0.4:
+    resolution: {integrity: sha512-SOFlLGZkLbEXJRwcWCqeP/Koyaf/uAqLXHUsdo/nMfjLsNd8kqauwHe9GBOljSmpcHp/LC6kOjo3SidGjNirVA==}
+    dev: false
+
   /@types/pica@9.0.1:
     resolution: {integrity: sha512-hTsYxcy0MqIOKzeALuh3zOHyozBlndxV/bX9X52GBFq2XUQchZF6T0vcRYeT5P1ggmswi2LlIwHAH+bKWxxalg==}
     dev: true
@@ -6273,10 +6340,6 @@ packages:
     resolution: {integrity: sha512-G8hZ6XJiHnuhQKR7ZmysCeJWE08o8T0AXtk5darsCaTVsYZhhgUrq53jizaR2FvsoeCwJhlmwTjkXBY5Pn/ZHw==}
     dev: true
 
-  /@types/semver@7.5.4:
-    resolution: {integrity: sha512-MMzuxN3GdFwskAnb6fz0orFvhfqi752yjaXylr0Rp4oDg5H0Zn1IuyRhDVvYOwAXoJirx2xuS16I3WjxnAIHiQ==}
-    dev: true
-
   /@types/send@0.17.3:
     resolution: {integrity: sha512-/7fKxvKUoETxjFUsuFlPB9YndePpxxRAOfGC/yJdc9kTjTeP5kRCTzfnE8kPUKCeyiyIZu0YQ76s50hCedI1ug==}
     dependencies:
@@ -6310,6 +6373,12 @@ packages:
     resolution: {integrity: sha512-Hl219/BT5fLAaz6NDkSuhzasy49dwQS/DSdu4MdggFB8zcXv7vflBI3xp7FEmkmdDkBUI2bPUNeMttp2knYdxw==}
     dev: true
 
+  /@types/supercluster@7.1.2:
+    resolution: {integrity: sha512-qMhofL945Z4njQUuntadexAgPtpiBC014WvVqU70Prj42LC77Xgmz04us7hSMmwjs7KbgAwGBmje+FSOvDbP0Q==}
+    dependencies:
+      '@types/geojson': 7946.0.12
+    dev: false
+
   /@types/testing-library__jest-dom@5.14.5:
     resolution: {integrity: sha512-SBwbxYoyPIvxHbeHxTZX2Pe/74F/tX2/D3mMvzabdeJ25bBojfW0TyB8BHrbq/9zaaKICJZjLP+8r6AeZMFCuQ==}
     dependencies:
@@ -6376,7 +6445,7 @@ packages:
       typescript:
         optional: true
     dependencies:
-      '@eslint-community/regexpp': 4.9.1
+      '@eslint-community/regexpp': 4.6.2
       '@typescript-eslint/parser': 6.9.0(eslint@8.52.0)(typescript@4.9.5)
       '@typescript-eslint/scope-manager': 6.9.0
       '@typescript-eslint/type-utils': 6.9.0(eslint@8.52.0)(typescript@4.9.5)
@@ -6388,7 +6457,7 @@ packages:
       ignore: 5.2.4
       natural-compare: 1.4.0
       semver: 7.5.4
-      ts-api-utils: 1.0.3(typescript@4.9.5)
+      ts-api-utils: 1.0.2(typescript@4.9.5)
       typescript: 4.9.5
     transitivePeerDependencies:
       - supports-color
@@ -6445,7 +6514,7 @@ packages:
       '@typescript-eslint/utils': 6.9.0(eslint@8.52.0)(typescript@4.9.5)
       debug: 4.3.4(supports-color@8.1.1)
       eslint: 8.52.0
-      ts-api-utils: 1.0.3(typescript@4.9.5)
+      ts-api-utils: 1.0.2(typescript@4.9.5)
       typescript: 4.9.5
     transitivePeerDependencies:
       - supports-color
@@ -6497,7 +6566,7 @@ packages:
       globby: 11.1.0
       is-glob: 4.0.3
       semver: 7.5.4
-      ts-api-utils: 1.0.3(typescript@4.9.5)
+      ts-api-utils: 1.0.2(typescript@4.9.5)
       typescript: 4.9.5
     transitivePeerDependencies:
       - supports-color
@@ -6530,8 +6599,8 @@ packages:
       eslint: ^7.0.0 || ^8.0.0
     dependencies:
       '@eslint-community/eslint-utils': 4.4.0(eslint@8.52.0)
-      '@types/json-schema': 7.0.14
-      '@types/semver': 7.5.4
+      '@types/json-schema': 7.0.12
+      '@types/semver': 7.5.0
       '@typescript-eslint/scope-manager': 6.9.0
       '@typescript-eslint/types': 6.9.0
       '@typescript-eslint/typescript-estree': 6.9.0(typescript@4.9.5)
@@ -6915,7 +6984,7 @@ packages:
     resolution: {integrity: sha512-IG23inYII3dWlU2EyiAiGj6Bwal5GzsgPMwjYGvc1HPE2dgbj4ZB5ToWBKSquKw74nB3TIuOwaI6/jSULzfgrw==}
     engines: {node: '>=14.16'}
     dependencies:
-      type-fest: 3.13.1
+      type-fest: 3.5.3
     dev: true
 
   /ansi-html-community@0.0.8:
@@ -7081,6 +7150,11 @@ packages:
     dependencies:
       deep-equal: 2.1.0
 
+  /arr-union@3.1.0:
+    resolution: {integrity: sha512-sKpyeERZ02v1FeCZT8lrfJq5u6goHCtpTAzPwJYe7c8SPFOboNjNg1vz2L4VTn9T4PQxEx13TbXLmYUcS6Ug7Q==}
+    engines: {node: '>=0.10.0'}
+    dev: false
+
   /array-buffer-byte-length@1.0.0:
     resolution: {integrity: sha512-LPuwb2P+NrQw3XhxGc36+XSvuBPopovXYTR9Ew++Du9Yb/bx5AzBfrIsBoj0EZUifjQU+sHL21sseZ3jerWO/A==}
     dependencies:
@@ -7091,14 +7165,14 @@ packages:
   /array-flatten@1.1.1:
     resolution: {integrity: sha512-PCVAQswWemu6UdxsDFFX/+gVeYqKAod3D3UVm91jHwynguOwAvYPhx8nNlM++NqRcK6CxxpUafjmhIdKiHibqg==}
 
-  /array-includes@3.1.7:
-    resolution: {integrity: sha512-dlcsNBIiWhPkHdOEEKnehA+RNUWDc4UqFtnIXU4uuYDPtA4LDkr7qip2p0VvFAEXNDr0yWZ9PJyIRiGjRLQzwQ==}
+  /array-includes@3.1.6:
+    resolution: {integrity: sha512-sgTbLvL6cNnw24FnbaDyjmvddQ2ML8arZsgaJhoABMoplz/4QRhtrYS+alr1BUM1Bwp6dhx8vVCBSLG+StwOFw==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.5
-      define-properties: 1.2.1
-      es-abstract: 1.22.3
-      get-intrinsic: 1.2.2
+      call-bind: 1.0.2
+      define-properties: 1.1.4
+      es-abstract: 1.20.4
+      get-intrinsic: 1.1.3
       is-string: 1.0.7
     dev: true
 
@@ -7111,24 +7185,14 @@ packages:
     engines: {node: '>=8'}
     dev: true
 
-  /array.prototype.flat@1.3.2:
-    resolution: {integrity: sha512-djYB+Zx2vLewY8RWlNCUdHjDXs2XOgm602S9E7P/UpHgfeHL00cRiIF+IN/G/aUJ7kGPb6yO/ErDI5V2s8iycA==}
-    engines: {node: '>= 0.4'}
-    dependencies:
-      call-bind: 1.0.5
-      define-properties: 1.2.1
-      es-abstract: 1.22.3
-      es-shim-unscopables: 1.0.2
-    dev: true
-
-  /array.prototype.flatmap@1.3.2:
-    resolution: {integrity: sha512-Ewyx0c9PmpcsByhSW4r+9zDU7sGjFc86qf/kKtuSCRdhfbk0SNLLkaT5qvcHnRGgc5NP/ly/y+qkXkqONX54CQ==}
+  /array.prototype.flatmap@1.3.1:
+    resolution: {integrity: sha512-8UGn9O1FDVvMNB0UlLv4voxRMze7+FpHyF5mSMRjWHUMlpoDViniy05870VlxhfgTnLbpuwTzvD76MTtWxB/mQ==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.5
-      define-properties: 1.2.1
-      es-abstract: 1.22.3
-      es-shim-unscopables: 1.0.2
+      call-bind: 1.0.2
+      define-properties: 1.1.4
+      es-abstract: 1.20.4
+      es-shim-unscopables: 1.0.0
     dev: true
 
   /array.prototype.reduce@1.0.5:
@@ -7142,14 +7206,14 @@ packages:
       is-string: 1.0.7
     dev: true
 
-  /array.prototype.tosorted@1.1.2:
-    resolution: {integrity: sha512-HuQCHOlk1Weat5jzStICBCd83NxiIMwqDg/dHEsoefabn/hJRj5pVdWcPUSpRrwhwxZOsQassMpgN/xRYFBMIg==}
+  /array.prototype.tosorted@1.1.1:
+    resolution: {integrity: sha512-pZYPXPRl2PqWcsUs6LOMn+1f1532nEoPTYowBtqLwAW+W8vSVhkIGnmOX1t/UQjD6YGI0vcD2B1U7ZFGQH9jnQ==}
     dependencies:
-      call-bind: 1.0.5
-      define-properties: 1.2.1
-      es-abstract: 1.22.3
-      es-shim-unscopables: 1.0.2
-      get-intrinsic: 1.2.2
+      call-bind: 1.0.2
+      define-properties: 1.1.4
+      es-abstract: 1.20.4
+      es-shim-unscopables: 1.0.0
+      get-intrinsic: 1.1.3
     dev: true
 
   /arraybuffer.prototype.slice@1.0.2:
@@ -7188,6 +7252,11 @@ packages:
       util: 0.12.5
     dev: true
 
+  /assign-symbols@1.0.0:
+    resolution: {integrity: sha512-Q+JC7Whu8HhmTdBph/Tq59IoRtoy6KAm5zzPv00WdujX82lbAL8K7WVjne7vdCsAmbF4AYaDOPyO3k0kl8qIrw==}
+    engines: {node: '>=0.10.0'}
+    dev: false
+
   /ast-metadata-inferer@0.8.0:
     resolution: {integrity: sha512-jOMKcHht9LxYIEQu+RVd22vtgrPaVCtDRQ/16IGmurdzxvYbDd5ynxjnyrzLnieG96eTcAyaoj/wN/4/1FyyeA==}
     dependencies:
@@ -7212,7 +7281,7 @@ packages:
     resolution: {integrity: sha512-6t10qk83GOG8p0vKmaCr8eiilZwO171AvbROMtvvNiwrTly62t+7XkA8RdIIVbpMhCASAsxgAzdRSwh6nw/5Dg==}
     engines: {node: '>=4'}
     dependencies:
-      tslib: 2.4.1
+      tslib: 2.6.2
     dev: true
 
   /astral-regex@2.0.0:
@@ -7675,6 +7744,19 @@ packages:
     resolution: {integrity: sha512-/Nf7TyzTx6S3yRJObOAV7956r8cr2+Oj8AC5dt8wSP3BQAoeX58NoHyCU8P8zGkNXStjTSi6fzO6F0pBdcYbEg==}
     engines: {node: '>= 0.8'}
 
+  /bytewise-core@1.2.3:
+    resolution: {integrity: sha512-nZD//kc78OOxeYtRlVk8/zXqTB4gf/nlguL1ggWA8FuchMyOxcyHR4QPQZMUmA7czC+YnaBrPUCubqAWe50DaA==}
+    dependencies:
+      typewise-core: 1.2.0
+    dev: false
+
+  /bytewise@1.1.0:
+    resolution: {integrity: sha512-rHuuseJ9iQ0na6UDhnrRVDh8YnWVlU6xM3VH6q/+yHDeUH2zIhUzP+2/h3LIrhLDBtTqzWpE3p3tP/boefskKQ==}
+    dependencies:
+      bytewise-core: 1.2.3
+      typewise: 1.0.3
+    dev: false
+
   /c8@7.14.0:
     resolution: {integrity: sha512-i04rtkkcNcCf7zsQcSv/T9EbUn4RXQ6mropeMcjFOsQXQ0iGLAr/xT6TImQg4+U9hmNpN9XdvPkjUL1IzbgxJw==}
     engines: {node: '>=10.12.0'}
@@ -7709,6 +7791,12 @@ packages:
       write-file-atomic: 3.0.3
     dev: true
 
+  /call-bind@1.0.2:
+    resolution: {integrity: sha512-7O+FbCihrB5WGbFYesctwmTKae6rOiIzmz1icreWJ+0aA7LJfuqhEso2T9ncpcFtzMQtzXf2QGGueWJGTYsqrA==}
+    dependencies:
+      function-bind: 1.1.1
+      get-intrinsic: 1.2.2
+
   /call-bind@1.0.5:
     resolution: {integrity: sha512-C3nQxfFZxFRVoJoGKKI8y3MOEo129NQ+FgQ08iye+Mk4zNZZGdjfs06bVTr+DBSlA66Q2VEcMki/cUCP4SercQ==}
     dependencies:
@@ -8995,9 +9083,9 @@ packages:
   /deep-equal@2.1.0:
     resolution: {integrity: sha512-2pxgvWu3Alv1PoWEyVg7HS8YhGlUFUV7N5oOvfL6d+7xAmLSemMwv/c8Zv/i9KFzxV5Kt5CAvQc70fLwVuf4UA==}
     dependencies:
-      call-bind: 1.0.5
+      call-bind: 1.0.2
       es-get-iterator: 1.1.2
-      get-intrinsic: 1.2.2
+      get-intrinsic: 1.1.3
       is-arguments: 1.1.1
       is-date-object: 1.0.5
       is-regex: 1.1.4
@@ -9056,7 +9144,7 @@ packages:
     dependencies:
       get-intrinsic: 1.2.2
       gopd: 1.0.1
-      has-property-descriptors: 1.0.1
+      has-property-descriptors: 1.0.0
 
   /define-lazy-prop@2.0.0:
     resolution: {integrity: sha512-Ds09qNh8yw3khSjiJjiUInaGX9xlqZDY7JVryGxdxV7NPeuqQfplOpQ66yJFZut3jLa5zOwkXw1g9EI2uKh4Og==}
@@ -9068,12 +9156,20 @@ packages:
     engines: {node: '>=12'}
     dev: true
 
+  /define-properties@1.1.4:
+    resolution: {integrity: sha512-uckOqKcfaVvtBdsVkdPv3XjveQJsNQqmhXgRi8uhvWWuPYZCNlzT8qAyblUgNoXdHdjMTzAqeGjAoli8f+bzPA==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      has-property-descriptors: 1.0.0
+      object-keys: 1.1.1
+    dev: true
+
   /define-properties@1.2.1:
     resolution: {integrity: sha512-8QmQKqEASLd5nx0U1B1okLElbUuuttJ/AnYmRXbbbGDWh6uS208EjD4Xqq/I9wK7u0v6O08XhTWnt5XtEbR6Dg==}
     engines: {node: '>= 0.4'}
     dependencies:
       define-data-property: 1.1.1
-      has-property-descriptors: 1.0.1
+      has-property-descriptors: 1.0.0
       object-keys: 1.1.1
 
   /defu@6.1.2:
@@ -9328,6 +9424,10 @@ packages:
       stream-shift: 1.0.1
     dev: true
 
+  /earcut@2.2.4:
+    resolution: {integrity: sha512-/pjZsA1b4RPHbeWZQn66SWS8nZZWLQQ23oE3Eam7aroEFGEvwKAsJfZ9ytiEMycfzXWpca4FA9QIOehf7PocBQ==}
+    dev: false
+
   /eastasianwidth@0.2.0:
     resolution: {integrity: sha512-I88TYZWc9XiYHRQ4/3c5rjjfgkjhLyW2luGIheGERbNQ6OY7yTybanSpDXZa8y7VUP9YmDcYa+eyq4ca7iLqWA==}
     dev: true
@@ -9455,6 +9555,36 @@ packages:
     dependencies:
       stackframe: 1.3.4
 
+  /es-abstract@1.20.4:
+    resolution: {integrity: sha512-0UtvRN79eMe2L+UNEF1BwRe364sj/DXhQ/k5FmivgoSdpM90b8Jc0mDzKMGo7QS0BVbOP/bTwBKNnDc9rNzaPA==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      call-bind: 1.0.2
+      es-to-primitive: 1.2.1
+      function-bind: 1.1.1
+      function.prototype.name: 1.1.5
+      get-intrinsic: 1.2.2
+      get-symbol-description: 1.0.0
+      has: 1.0.3
+      has-property-descriptors: 1.0.0
+      has-symbols: 1.0.3
+      internal-slot: 1.0.6
+      is-callable: 1.2.7
+      is-negative-zero: 2.0.2
+      is-regex: 1.1.4
+      is-shared-array-buffer: 1.0.2
+      is-string: 1.0.7
+      is-weakref: 1.0.2
+      object-inspect: 1.12.2
+      object-keys: 1.1.1
+      object.assign: 4.1.4
+      regexp.prototype.flags: 1.4.3
+      safe-regex-test: 1.0.0
+      string.prototype.trimend: 1.0.5
+      string.prototype.trimstart: 1.0.5
+      unbox-primitive: 1.0.2
+    dev: true
+
   /es-abstract@1.22.3:
     resolution: {integrity: sha512-eiiY8HQeYfYH2Con2berK+To6GrK2RxbPawDkGq4UiCQQfZHb6wX9qQqkbpPqaxQFcl8d9QzZqo0tGE0VcrdwA==}
     engines: {node: '>= 0.4'}
@@ -9470,7 +9600,7 @@ packages:
       get-symbol-description: 1.0.0
       globalthis: 1.0.3
       gopd: 1.0.1
-      has-property-descriptors: 1.0.1
+      has-property-descriptors: 1.0.0
       has-proto: 1.0.1
       has-symbols: 1.0.3
       hasown: 2.0.0
@@ -9520,14 +9650,14 @@ packages:
     resolution: {integrity: sha512-GhoY8uYqd6iwUl2kgjTm4CZAf6oo5mHK7BPqx3rKgx893YSsy0LGHV6gfqqQvZt/8xM8xeOnfXBCfqclMKkJ5g==}
     dependencies:
       asynciterator.prototype: 1.0.0
-      call-bind: 1.0.5
+      call-bind: 1.0.2
       define-properties: 1.2.1
       es-abstract: 1.22.3
       es-set-tostringtag: 2.0.2
-      function-bind: 1.1.2
+      function-bind: 1.1.1
       get-intrinsic: 1.2.2
       globalthis: 1.0.3
-      has-property-descriptors: 1.0.1
+      has-property-descriptors: 1.0.0
       has-proto: 1.0.1
       has-symbols: 1.0.3
       internal-slot: 1.0.6
@@ -9548,10 +9678,10 @@ packages:
       hasown: 2.0.0
     dev: true
 
-  /es-shim-unscopables@1.0.2:
-    resolution: {integrity: sha512-J3yBRXCzDu4ULnQwxyToo/OjdMx6akgVC7K6few0a7F/0wLtmKKN7I73AH5T2836UuXRqN7Qg+IIUw/+YJksRw==}
+  /es-shim-unscopables@1.0.0:
+    resolution: {integrity: sha512-Jm6GPcCdC30eMLbZ2x8z2WuRwAws3zTBBKuusffYVUrNj/GVSUAZ+xKMaUpfNDR5IbyNA5LJbaecoUVbmUcB1w==}
     dependencies:
-      hasown: 2.0.0
+      has: 1.0.3
     dev: true
 
   /es-to-primitive@1.2.1:
@@ -9956,23 +10086,23 @@ packages:
     peerDependencies:
       eslint: ^3 || ^4 || ^5 || ^6 || ^7 || ^8
     dependencies:
-      array-includes: 3.1.7
-      array.prototype.flatmap: 1.3.2
-      array.prototype.tosorted: 1.1.2
+      array-includes: 3.1.6
+      array.prototype.flatmap: 1.3.1
+      array.prototype.tosorted: 1.1.1
       doctrine: 2.1.0
       es-iterator-helpers: 1.0.15
       eslint: 8.52.0
       estraverse: 5.3.0
-      jsx-ast-utils: 3.3.5
+      jsx-ast-utils: 3.3.3
       minimatch: 3.1.2
-      object.entries: 1.1.7
-      object.fromentries: 2.0.7
-      object.hasown: 1.1.3
-      object.values: 1.1.7
+      object.entries: 1.1.6
+      object.fromentries: 2.0.6
+      object.hasown: 1.1.2
+      object.values: 1.1.6
       prop-types: 15.8.1
-      resolve: 2.0.0-next.5
+      resolve: 2.0.0-next.4
       semver: 6.3.1
-      string.prototype.matchall: 4.0.10
+      string.prototype.matchall: 4.0.8
     dev: true
 
   /eslint-plugin-storybook@0.6.15(eslint@8.52.0)(typescript@4.9.5):
@@ -10018,7 +10148,7 @@ packages:
     hasBin: true
     dependencies:
       '@eslint-community/eslint-utils': 4.4.0(eslint@8.52.0)
-      '@eslint-community/regexpp': 4.9.1
+      '@eslint-community/regexpp': 4.6.2
       '@eslint/eslintrc': 2.1.2
       '@eslint/js': 8.52.0
       '@humanwhocodes/config-array': 0.11.13
@@ -10263,6 +10393,21 @@ packages:
     transitivePeerDependencies:
       - supports-color
 
+  /extend-shallow@2.0.1:
+    resolution: {integrity: sha512-zCnTtlxNoAiDc3gqY2aYAWFx7XWWiasuF2K8Me5WbN8otHKTUKBwjPtNpRs/rbUZm7KxWAaNj7P1a/p52GbVug==}
+    engines: {node: '>=0.10.0'}
+    dependencies:
+      is-extendable: 0.1.1
+    dev: false
+
+  /extend-shallow@3.0.2:
+    resolution: {integrity: sha512-BwY5b5Ql4+qZoefgMj2NUmx+tehVTH/Kf4k1ZEtOHNFcm2wSxMRo992l6X3TIgni2eZVTZ85xMOjF31fwZAj6Q==}
+    engines: {node: '>=0.10.0'}
+    dependencies:
+      assign-symbols: 1.0.0
+      is-extendable: 1.0.1
+    dev: false
+
   /extend@3.0.2:
     resolution: {integrity: sha512-fjquC59cD7CyW6urNXK0FBufkZcoiGG80wTuPujX590cB5Ttln20E2UB4S/WARVqhXffZl2LNgS+gQdPIIim/g==}
 
@@ -10308,8 +10453,19 @@ packages:
   /fast-deep-equal@3.1.3:
     resolution: {integrity: sha512-f3qQ9oQy9j2AhBe/H9VC91wLmKBCCU/gDOnKNAYG5hswO7BLKj09Hc5HYNz9cGI++xlpDCIgDaitVs03ATR84Q==}
 
-  /fast-diff@1.3.0:
-    resolution: {integrity: sha512-VxPP4NqbUjj6MaAOafWeUn2cXWLcCtljklUtZf0Ind4XQ+QPtmA0b18zZy0jIQx+ExRVCR/ZQpBmik5lXshNsw==}
+  /fast-diff@1.2.0:
+    resolution: {integrity: sha512-xJuoT5+L99XlZ8twedaRf6Ax2TgQVxvgZOYoPKqZufmJib0tL2tegPBOZb1pVNgIhlqDlA0eO0c3wBvQcmzx4w==}
+    dev: true
+
+  /fast-glob@3.2.12:
+    resolution: {integrity: sha512-DVj4CQIYYow0BlaelwK1pHl5n5cRSJfM60UA0zK891sVInoPri2Ekj7+e1CT3/3qxXenpI+nBBmQAcJPJgaj4w==}
+    engines: {node: '>=8.6.0'}
+    dependencies:
+      '@nodelib/fs.stat': 2.0.5
+      '@nodelib/fs.walk': 1.2.8
+      glob-parent: 5.1.2
+      merge2: 1.4.1
+      micromatch: 4.0.5
     dev: true
 
   /fast-glob@3.3.1:
@@ -10348,8 +10504,8 @@ packages:
     resolution: {integrity: sha512-bijHueCGd0LqqNK9b5oCMHc0MluJAx0cwqASgbWMvkO01lCYgIhacVRLcaDz3QnyYIRNJRDwMb41VuT6pHJ91Q==}
     dev: false
 
-  /fastq@1.15.0:
-    resolution: {integrity: sha512-wBrocU2LCXXa+lWBt8RoIRD89Fi8OdABODa/kEnyeyjS5aZO5/GNvI5sEINADqP/h8M29UHTHUb53sUu5Ihqdw==}
+  /fastq@1.13.0:
+    resolution: {integrity: sha512-YpkpUnK8od0o1hmeSc7UUs/eB/vIPWJYjKck2QKIzAf71Vm1AAQ3EbuZB3g2JIy+pg+ERD0vqI79KyZiB2e2Nw==}
     dependencies:
       reusify: 1.0.4
     dev: true
@@ -10420,7 +10576,7 @@ packages:
     resolution: {integrity: sha512-7Gps/XWymbLk2QLYK4NzpMOrYjMhdIxXuIvy2QBsLE6ljuodKvdkWs/cpyJJ3CVIVpH0Oi1Hvg1ovbMzLdFBBg==}
     engines: {node: ^10.12.0 || >=12.0.0}
     dependencies:
-      flat-cache: 3.1.1
+      flat-cache: 3.0.4
     dev: true
 
   /file-loader@6.2.0(webpack@5.88.2):
@@ -10444,7 +10600,7 @@ packages:
   /filelist@1.0.4:
     resolution: {integrity: sha512-w1cEuf3S+DrLCQL7ET6kz+gmlJdbq9J7yXCSjK/OZCPA+qEN1WyF4ZAf0YYJa4/shHJra2t/d/r8SV4Ji+x+8Q==}
     dependencies:
-      minimatch: 5.1.6
+      minimatch: 5.1.1
     dev: true
 
   /fill-range@7.0.1:
@@ -10558,23 +10714,10 @@ packages:
       rimraf: 3.0.2
     dev: true
 
-  /flat-cache@3.1.1:
-    resolution: {integrity: sha512-/qM2b3LUIaIgviBQovTLvijfyOQXPtSRnRK26ksj2J7rzPIecePUIpJsZ4T02Qg+xiAEKIs5K8dsHEd+VaKa/Q==}
-    engines: {node: '>=12.0.0'}
-    dependencies:
-      flatted: 3.2.9
-      keyv: 4.5.4
-      rimraf: 3.0.2
-    dev: true
-
   /flatted@3.2.7:
     resolution: {integrity: sha512-5nqDSxl8nn5BSNxyR3n4I6eDmbolI6WT+QqR547RwxQapgjQBmtktdP+HTBb/a/zLsbzERTONyUB5pefh5TtjQ==}
     dev: true
 
-  /flatted@3.2.9:
-    resolution: {integrity: sha512-36yxDn5H7OFZQla0/jFJmbIKTdZAQHngCedGxiMmpNfEZM0sdEeT+WczLQrjK6D7o2aiyLYDnkw0R3JK0Qv1RQ==}
-    dev: true
-
   /flow-parser@0.214.0:
     resolution: {integrity: sha512-RW1Dh6BuT14DA7+gtNRKzgzvG3GTPdrceHCi4ddZ9VFGQ9HtO5L8wzxMGsor7XtInIrbWZZCSak0oxnBF7tApw==}
     engines: {node: '>=0.4.0'}
@@ -10755,9 +10898,22 @@ packages:
     requiresBuild: true
     optional: true
 
+  /function-bind@1.1.1:
+    resolution: {integrity: sha512-yIovAzMX49sF8Yl58fSCWJ5svSLuaibPxXQJFLmBObTuCr0Mf1KiPopGM9NiFjiYBCbfaa2Fh6breQ6ANVTI0A==}
+
   /function-bind@1.1.2:
     resolution: {integrity: sha512-7XHNxH7qX9xG5mIwxkhumTox/MIRNcOgDrxWsMt2pAr23WHp6MrRlN7FBSFpCpr+oVO0F744iUgR82nJMfG2SA==}
 
+  /function.prototype.name@1.1.5:
+    resolution: {integrity: sha512-uN7m/BzVKQnCUF/iW8jYea67v++2u7m5UgENbHRtdDVclOUP+FMPlCNdmk0h/ysGyo2tavMJEDqJAkJdRa1vMA==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
+      functions-have-names: 1.2.3
+    dev: true
+
   /function.prototype.name@1.1.6:
     resolution: {integrity: sha512-Z5kx79swU5P27WEayXM1tBi5Ze/lbIyiNgU3qyXUOf9b2rgXYyF9Dy9Cx+IQv/Lc8WCG6L82zwUPpSS9hGehIg==}
     engines: {node: '>= 0.4'}
@@ -10780,11 +10936,22 @@ packages:
     resolution: {integrity: sha512-3hN7NaskYvMDLQY55gnW3NQ+mesEAepTqlg+VEbj7zzqEMBVNhzcGYYeqFo/TlYz6eQiFcp1HcsCZO+nGgS8zg==}
     engines: {node: '>=6.9.0'}
 
+  /geojson-vt@3.2.1:
+    resolution: {integrity: sha512-EvGQQi/zPrDA6zr6BnJD/YhwAkBP8nnJ9emh3EnHQKVMfg/MRVtPbMYdgVy/IaEmn4UfagD2a6fafPDL5hbtwg==}
+    dev: false
+
   /get-caller-file@2.0.5:
     resolution: {integrity: sha512-DyFP3BM/3YHTQOCUL/w0OZHR0lpKeGrxotcHWcqNEdnltqFwXVfhEBQ94eIo34AfQpo0rGki4cyIiftY06h2Fg==}
     engines: {node: 6.* || 8.* || >= 10.*}
     dev: true
 
+  /get-intrinsic@1.1.3:
+    resolution: {integrity: sha512-QJVz1Tj7MS099PevUG5jvnt9tSkXN8K14dxQlikJuPt4uD9hHAHjLyLBiLR5zELelBdD9QNRAXZzsJx0WaDL9A==}
+    dependencies:
+      function-bind: 1.1.1
+      has: 1.0.3
+      has-symbols: 1.0.3
+
   /get-intrinsic@1.2.2:
     resolution: {integrity: sha512-0gSo4ml/0j98Y3lngkFEot/zhiCeWsbYIlZ+uZOVgzLyLaUw7wxUL+nCTP0XJvJg1AXulJRI3UJi8GsbDuxdGA==}
     dependencies:
@@ -10832,7 +10999,6 @@ packages:
   /get-stream@6.0.1:
     resolution: {integrity: sha512-ts6Wi+2j3jQjqi70w5AlN8DFnkSwC+MqmxEzdEALB2qXZYV3X/b1CTfgPLGJNMeAWxdPfU8FO1ms3NUfaHCPYg==}
     engines: {node: '>=10'}
-    dev: true
 
   /get-symbol-description@1.0.0:
     resolution: {integrity: sha512-2EmdH1YvIQiZpltCNgkuiUnyukzxM/R6NDJX31Ke3BG1Nq5b0S2PhX59UKi9vZpPDQVdqn+1IcaAwnzTT5vCjw==}
@@ -10842,6 +11008,11 @@ packages:
       get-intrinsic: 1.2.2
     dev: true
 
+  /get-value@2.0.6:
+    resolution: {integrity: sha512-Ln0UQDlxH1BapMu3GPtf7CuYNwRZf2gwCuPqbyG6pB8WfmFpzqcy4xtAaAMUhnNqjMKTiCPZG2oMT3YSx8U2NA==}
+    engines: {node: '>=0.10.0'}
+    dev: false
+
   /getos@3.2.1:
     resolution: {integrity: sha512-U56CfOK17OKgTVqozZjUKNdkfEv6jk5WISBJ8SHoagjE6L69zOwl3Z+O8myjY9MEW3i2HPWQBt/LTbCgcC973Q==}
     dependencies:
@@ -10877,6 +11048,10 @@ packages:
     resolution: {integrity: sha512-4hYlStsEIaYeYvZTZwgD5yOS2WVP0dcDsOBqeImdEM8eLuclvv0IEMlQQ1kuA5DN4he7wVH1jsYtNe9uininxg==}
     dev: true
 
+  /gl-matrix@3.4.3:
+    resolution: {integrity: sha512-wcCp8vu8FT22BnvKVPjXa/ICBWRq/zjFfdofZy1WSpQZpphblv12/bOQLBC1rMM7SGOFS9ltVmKOHil5+Ml7gA==}
+    dev: false
+
   /glob-parent@5.1.2:
     resolution: {integrity: sha512-AOIgSQCepiJYwP3ARnGx+5VnTu2HBYdzbGP45eLw1vr3zB3vZLeyed1sC9hnbcOc9/SrMyM5RPQrkGz4aS9Zow==}
     engines: {node: '>= 6'}
@@ -10964,6 +11139,15 @@ packages:
       which: 1.3.1
     dev: true
 
+  /global-prefix@3.0.0:
+    resolution: {integrity: sha512-awConJSVCHVGND6x3tmMaKcQvwXLhjdkmomy2W+Goaui8YPgYgXJZewhg3fWC+DlfqqQuWg8AwqjGTD2nAPVWg==}
+    engines: {node: '>=6'}
+    dependencies:
+      ini: 1.3.8
+      kind-of: 6.0.3
+      which: 1.3.1
+    dev: false
+
   /globals@11.12.0:
     resolution: {integrity: sha512-WOBp/EEGUiIsJSp7wcv/y6MO+lV9UoncWqxuFfm8eBwzWNgyfBd6Gz+IeKQ9jCmyhoH99g15M3T+QaVHFjizVA==}
     engines: {node: '>=4'}
@@ -10988,7 +11172,7 @@ packages:
     dependencies:
       array-union: 2.1.0
       dir-glob: 3.0.1
-      fast-glob: 3.3.1
+      fast-glob: 3.2.12
       ignore: 5.2.4
       merge2: 1.4.1
       slash: 3.0.0
@@ -11050,8 +11234,8 @@ packages:
     resolution: {integrity: sha512-EykJT/Q1KjTWctppgIAgfSO0tKVuZUjhgMr17kqTumMl6Afv3EISleU7qZUzoXDFTAHTDC4NOoG/ZxU3EvlMPQ==}
     engines: {node: '>=8'}
 
-  /has-property-descriptors@1.0.1:
-    resolution: {integrity: sha512-VsX8eaIewvas0xnvinAe9bw4WfIeODpGYikiWYLH+dma0Jw6KHYqWiWfhQlgOVK8D6PvjubK5Uc4P0iIhIcNVg==}
+  /has-property-descriptors@1.0.0:
+    resolution: {integrity: sha512-62DVLZGoiEBDHQyqG4w9xCuZ7eJEwNmJRWw2VY84Oedb7WFcA27fiEVe8oUQx9hAUJ4ekurquucTGwsyO1XGdQ==}
     dependencies:
       get-intrinsic: 1.2.2
 
@@ -11074,7 +11258,6 @@ packages:
     engines: {node: '>= 0.4.0'}
     dependencies:
       function-bind: 1.1.2
-    dev: true
 
   /hasha@5.2.2:
     resolution: {integrity: sha512-Hrp5vIK/xr5SkeN2onO32H0MgNZ0f17HRNH39WfL0SYUNOTZ5Lz1TJ8Pajo/87dYGEFlLMm7mIc/k/s6Bvz9HQ==}
@@ -11359,7 +11542,6 @@ packages:
 
   /ieee754@1.2.1:
     resolution: {integrity: sha512-dcyqhDvX1C46lXZcVqCpK+FtMRQVdIMN6/Df5js2zouUsqG7I6sFxitIC+7KYK29KdXOLHdu9zL4sFnoVQnqaA==}
-    dev: true
 
   /ignore@5.2.4:
     resolution: {integrity: sha512-MAb38BcSbH0eHNBxn7ql2NH/kX33OkB3lZ1BNdh7ENeRChHTYsTvWrMubiIAMNS2llXEEgZ1MUOBtXChP3kaFQ==}
@@ -11433,7 +11615,6 @@ packages:
 
   /ini@1.3.8:
     resolution: {integrity: sha512-JV/yugV2uzW5iMRSiZAyDtQd+nxtUnjeLt0acNdw98kKLrvuRVyB80tsREOE7yvGVgalhZ6RNXCmEHkUKBKxew==}
-    dev: true
 
   /ini@2.0.0:
     resolution: {integrity: sha512-7PnF4oN3CvZF23ADhA5wRaYEQpJ8qygSkbtTXWBeXWXmEVRXK+1ITciHWwHhsjv1TmW0MgacIv6hEi5pX5NQdA==}
@@ -11467,6 +11648,15 @@ packages:
       wrap-ansi: 7.0.0
     dev: true
 
+  /internal-slot@1.0.3:
+    resolution: {integrity: sha512-O0DB1JC/sPyZl7cIo78n5dR7eUSwwpYPiXRhTzNxZVAMUuB8vlnRFyLxdrVToks6XPLVnFfbzaVd5WLjhgg+vA==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      get-intrinsic: 1.2.2
+      has: 1.0.3
+      side-channel: 1.0.4
+    dev: true
+
   /internal-slot@1.0.6:
     resolution: {integrity: sha512-Xj6dv+PsbtwyPpEflsejS+oIZxmMlV44zAhG479uYu89MsjcYOhCFnNyKrkJrihbsiasQyY0afoCl/9BLR65bg==}
     engines: {node: '>= 0.4'}
@@ -11604,10 +11794,10 @@ packages:
       rgba-regex: 1.0.0
     dev: true
 
-  /is-core-module@2.13.1:
-    resolution: {integrity: sha512-hHrIjvZsftOsvKSn2TRYl63zvxsgE0K+0mYMoH6gD4omR5IWB2KynivBQczo3+wF1cCkjzvptnI9Q0sPU66ilw==}
+  /is-core-module@2.11.0:
+    resolution: {integrity: sha512-RRjxlvLDkD1YJwDbroBHMb+cukurkDWNyHx7D3oNB5x9rb5ogcksMC5wHCadcXoo67gVr/+3GFySh3134zi6rw==}
     dependencies:
-      hasown: 2.0.0
+      has: 1.0.3
 
   /is-date-object@1.0.5:
     resolution: {integrity: sha512-9YQaSxsAiSwcvS33MBk3wTCVnWK+HhF8VZR2jRxehM16QcVOdHqPn4VPHmRK4lSr38n9JriurInLcP90xsYNfQ==}
@@ -11639,6 +11829,11 @@ packages:
     hasBin: true
     dev: true
 
+  /is-extendable@0.1.1:
+    resolution: {integrity: sha512-5BMULNob1vgFX6EjQw5izWDxrecWK9AM72rugNr0TFldMOi0fj6Jk+zeKIt0xGj4cEfQIJth4w3OKWOJ4f+AFw==}
+    engines: {node: '>=0.10.0'}
+    dev: false
+
   /is-extendable@1.0.1:
     resolution: {integrity: sha512-arnXMxT1hhoKo9k1LZdmlNyJdDDfy2v0fXjFlmok4+i8ul/6WlbVge9bhM74OpNPQPMGUToDtz+KXa1PneJxOA==}
     engines: {node: '>=0.10.0'}
@@ -11839,13 +12034,13 @@ packages:
       for-each: 0.3.3
       gopd: 1.0.1
       has-tostringtag: 1.0.0
+    dev: true
 
   /is-typed-array@1.1.12:
     resolution: {integrity: sha512-Z14TF2JNG8Lss5/HMqt0//T9JeHXttXy5pH/DBU4vi98ozO2btxzq9MwYDZYnKwU8nRsz/+GVFVRDq3DkVuSPg==}
     engines: {node: '>= 0.4'}
     dependencies:
       which-typed-array: 1.1.13
-    dev: true
 
   /is-typedarray@1.0.0:
     resolution: {integrity: sha512-cyA56iCMHAh5CdzjJIa4aohJyeO1YbwLi3Jc35MmRU6poroFjIGZzUzupGiRPOjgHg9TLu43xbpwXk523fMxKA==}
@@ -11900,7 +12095,6 @@ packages:
 
   /isexe@2.0.0:
     resolution: {integrity: sha512-RHxMLp9lnKHGHRng9QFhRCMbYAcVpn69smSGcq3f36xjgVVWThj4qqLbTLlq7Ssj8B+fIQ1EuCEGI2lKsyQeIw==}
-    dev: true
 
   /isobject@3.0.1:
     resolution: {integrity: sha512-WhB9zCku7EGTj/HQQRz5aUQEUeoQZH2bWcltRErOpymJ4boYE6wL9Tbr23krRPSZ+C5zqNSrSw+Cc7sZZ4b7vg==}
@@ -12677,7 +12871,7 @@ packages:
       jest-pnp-resolver: 1.2.2(jest-resolve@28.1.3)
       jest-util: 28.1.3
       jest-validate: 28.1.3
-      resolve: 1.22.8
+      resolve: 1.22.1
       resolve.exports: 1.1.0
       slash: 3.0.0
     dev: true
@@ -12692,7 +12886,7 @@ packages:
       jest-pnp-resolver: 1.2.2(jest-resolve@29.3.1)
       jest-util: 29.3.1
       jest-validate: 29.3.1
-      resolve: 1.22.8
+      resolve: 1.22.1
       resolve.exports: 1.1.0
       slash: 3.0.0
     dev: true
@@ -13166,10 +13360,6 @@ packages:
     engines: {node: '>=4'}
     hasBin: true
 
-  /json-buffer@3.0.1:
-    resolution: {integrity: sha512-4bV5BfR2mqfQTJm+V5tPPdf+ZpuhiIvTuAB5g8kcrXOZpTT/QwwVRWBywX1ozr6lEuPdbHxwaJlm9G6mI2sfSQ==}
-    dev: true
-
   /json-parse-better-errors@1.0.2:
     resolution: {integrity: sha512-mrqyZKfX5EhL7hvqcV6WG1yYjnjeuYDzDhhcAAUrq8Po85NBQBJP+ZDUT75qZQ98IkUoBqdkExkukOU7Ts2wrw==}
     dev: true
@@ -13193,6 +13383,10 @@ packages:
     resolution: {integrity: sha512-Bdboy+l7tA3OGW6FjyFHWkP5LuByj1Tk33Ljyq0axyzdk9//JSi2u3fP1QSmd1KNwq6VOKYGlAu87CisVir6Pw==}
     dev: true
 
+  /json-stringify-pretty-compact@3.0.0:
+    resolution: {integrity: sha512-Rc2suX5meI0S3bfdZuA7JMFBGkJ875ApfVyq2WHELjBiiG22My/l7/8zPpH/CfFVQHuVLd8NLR0nv6vi0BYYKA==}
+    dev: false
+
   /json-stringify-safe@5.0.1:
     resolution: {integrity: sha512-ZClg6AaYvamvYEE82d3Iyd3vSSIjQ+odgjaTzRuO3s7toCdFKczob2i0zCh7JE8kWn17yvAWhUVxvqGwUalsRA==}
     dev: true
@@ -13235,16 +13429,18 @@ packages:
       json-schema: 0.4.0
       verror: 1.10.0
 
-  /jsx-ast-utils@3.3.5:
-    resolution: {integrity: sha512-ZZow9HBI5O6EPgSJLUb8n2NKgmVWTwCvHGwFuJlMjvLFqlGG6pjirPhtdsseaLZjSibD8eegzmYpUZwoIlj2cQ==}
+  /jsx-ast-utils@3.3.3:
+    resolution: {integrity: sha512-fYQHZTZ8jSfmWZ0iyzfwiU4WDX4HpHbMCZ3gPlWYiCl3BoeOTsqKBqnTVfH2rYT7eP5c3sVbeSPHnnJOaTrWiw==}
     engines: {node: '>=4.0'}
     dependencies:
-      array-includes: 3.1.7
-      array.prototype.flat: 1.3.2
+      array-includes: 3.1.6
       object.assign: 4.1.4
-      object.values: 1.1.7
     dev: true
 
+  /kdbush@4.0.2:
+    resolution: {integrity: sha512-WbCVYJ27Sz8zi9Q7Q0xHC+05iwkm3Znipc2XTlrnJbsHMYktW4hPhXUE8Ys1engBrvffoSCqbil1JQAa7clRpA==}
+    dev: false
+
   /kea-forms@3.0.3(kea@3.1.5):
     resolution: {integrity: sha512-ApiirM7K103ULa0hNNcJHiJ0ffvuVIn9Nwg4wsEadfyraV9GLrWVbUeZWW0qFI2zTlkizDplM/gc3gGUfQTs9g==}
     peerDependencies:
@@ -13340,16 +13536,9 @@ packages:
       use-sync-external-store: 1.2.0(react@16.14.0)
     dev: false
 
-  /keyv@4.5.4:
-    resolution: {integrity: sha512-oxVHkHR/EJf2CNXnWxRLW6mg7JyCCUcG0DtEGmL2ctUo1PNTin1PUil+r/+4r5MpVgC/fn1kjsx7mjSujKqIpw==}
-    dependencies:
-      json-buffer: 3.0.1
-    dev: true
-
   /kind-of@6.0.3:
     resolution: {integrity: sha512-dcS1ul+9tmeD95T+x28/ehLgd9mENa3LsvDTtzm3vyBEO7RPptvAD+t44WVXaUjTBRcrpFeFlC8WCruUR456hw==}
     engines: {node: '>=0.10.0'}
-    dev: true
 
   /kleur@3.0.3:
     resolution: {integrity: sha512-eTIzlVOSUR+JxdDFepEYcBMtZ9Qqdef+rnzWdRZuMbOywu5tO2w2N7rqjoANZ5k9vywhL6Br1VRjUIgTQx4E8w==}
@@ -13413,7 +13602,7 @@ packages:
     dependencies:
       copy-anything: 2.0.6
       parse-node-version: 1.0.1
-      tslib: 2.6.2
+      tslib: 2.4.1
     optionalDependencies:
       errno: 0.1.8
       graceful-fs: 4.2.11
@@ -13670,7 +13859,7 @@ packages:
     requiresBuild: true
     dependencies:
       pify: 4.0.1
-      semver: 5.7.2
+      semver: 5.7.1
 
   /make-dir@3.1.0:
     resolution: {integrity: sha512-g3FeP20LNwhALb/6Cz6Dd4F2ngze0jz7tbzrD2wAV+o9FeNHe4rL+yK2md0J/fiSf1sa1ADhXqi5+oVwOM/eGw==}
@@ -13697,6 +13886,37 @@ packages:
     resolution: {integrity: sha512-0aF7ZmVon1igznGI4VS30yugpduQW3y3GkcgGJOp7d8x8QrizhigUxjI/m2UojsXXto+jLAH3KSz+xOJTiORjg==}
     dev: true
 
+  /maplibre-gl@3.5.1:
+    resolution: {integrity: sha512-XFpqAKjpm7Y6cV3B1MDZ3FGUCXyrfeM2QkXloKc4x2QK9/e6/BEHdVebtxXcTrwdzpQexKrMqzdYCbaobJRNrw==}
+    engines: {node: '>=16.14.0', npm: '>=8.1.0'}
+    dependencies:
+      '@mapbox/geojson-rewind': 0.5.2
+      '@mapbox/jsonlint-lines-primitives': 2.0.2
+      '@mapbox/point-geometry': 0.1.0
+      '@mapbox/tiny-sdf': 2.0.6
+      '@mapbox/unitbezier': 0.0.1
+      '@mapbox/vector-tile': 1.3.1
+      '@mapbox/whoots-js': 3.1.0
+      '@maplibre/maplibre-gl-style-spec': 19.3.3
+      '@types/geojson': 7946.0.12
+      '@types/mapbox__point-geometry': 0.1.3
+      '@types/mapbox__vector-tile': 1.3.3
+      '@types/pbf': 3.0.4
+      '@types/supercluster': 7.1.2
+      earcut: 2.2.4
+      geojson-vt: 3.2.1
+      gl-matrix: 3.4.3
+      global-prefix: 3.0.0
+      kdbush: 4.0.2
+      murmurhash-js: 1.0.0
+      pbf: 3.2.1
+      potpack: 2.0.0
+      quickselect: 2.0.0
+      supercluster: 8.0.1
+      tinyqueue: 2.0.3
+      vt-pbf: 3.1.3
+    dev: false
+
   /markdown-it@13.0.1:
     resolution: {integrity: sha512-lTlxriVoy2criHP0JKRhO2VDG9c2ypWCsT237eDiLqi09rmbKoUetyGHq2uOIRoRS//kfoJckS0eUzzkDR+k2Q==}
     hasBin: true
@@ -13875,13 +14095,6 @@ packages:
       brace-expansion: 2.0.1
     dev: true
 
-  /minimatch@5.1.6:
-    resolution: {integrity: sha512-lKwV/1brpG6mBUFHtb7NUmtABCb2WZZmm2wNiOA5hAb8VdCS4B3dtMWyvcoViccwAW/COERjXLt0zP1zXUN26g==}
-    engines: {node: '>=10'}
-    dependencies:
-      brace-expansion: 2.0.1
-    dev: true
-
   /minimatch@9.0.3:
     resolution: {integrity: sha512-RHiac9mvaRw0x3AYRgDC1CxAP7HTcNrrECeA8YYJeWnpo+2Q5CegtZjaotWTWxDG3UeGA1coE05iH1mPjT/2mg==}
     engines: {node: '>=16 || 14 >=14.17'}
@@ -13891,7 +14104,6 @@ packages:
 
   /minimist@1.2.8:
     resolution: {integrity: sha512-2yyAR8qBkN3YuheJanUpWC5U3bb5osDywNB8RzDVlDwDHbocAJveqqj1u8+SVD7jkWT4yvsHCpWqqWqAxb0zCA==}
-    dev: true
 
   /minipass@3.3.6:
     resolution: {integrity: sha512-DxiNidxSEK+tHG6zOIklvNOwm3hvCrbUrdtzY74U6HKTJxvIDfOUL5W5P2Ghd3DTkhhKPYGqeNUIh5qcM4YBfw==}
@@ -14028,6 +14240,10 @@ packages:
       object-assign: 4.1.1
     dev: false
 
+  /murmurhash-js@1.0.0:
+    resolution: {integrity: sha512-TvmkNhkv8yct0SVBSy+o8wYzXjE4Zz3PCesbfs8HiCXXdcTuocApFv11UWlNFWKYsP2okqrhb7JNlSm9InBhIw==}
+    dev: false
+
   /mute-stream@0.0.8:
     resolution: {integrity: sha512-nnbWWOkoWyUsTjKrhgD0dcz22mdkSnpYqbEjIm2nhwhuxlSkpywJmBo8h0ZqJdkp73mb90SssHkN4rsRaBAfAA==}
     dev: true
@@ -14147,8 +14363,8 @@ packages:
     resolution: {integrity: sha512-/5CMN3T0R4XTj4DcGaexo+roZSdSFW/0AOOTROrjxzCG1wrWXEsGbRKevjlIL+ZDE4sZlJr5ED4YW0yqmkK+eA==}
     dependencies:
       hosted-git-info: 2.8.9
-      resolve: 1.22.8
-      semver: 5.7.2
+      resolve: 1.22.1
+      semver: 5.7.1
       validate-npm-package-license: 3.0.4
     dev: true
 
@@ -14236,8 +14452,12 @@ packages:
     resolution: {integrity: sha512-rJgTQnkUnH1sFw8yT6VSU3zD3sWmu6sZhIseY8VX+GRu3P6F7Fu+JNDoXfklElbLJSnc3FUQHVe4cU5hj+BcUg==}
     engines: {node: '>=0.10.0'}
 
+  /object-inspect@1.12.2:
+    resolution: {integrity: sha512-z+cPxW0QGUp0mcqcsgQyLVRDoXFQbXOwBaqyF7VIgI4TWNQsDHrBpUQslRmIfAoYWdYzs6UlKJtB2XJpTaNSpQ==}
+
   /object-inspect@1.13.1:
     resolution: {integrity: sha512-5qoj1RUiKOMsCCNLV1CBiPYE10sziTsnmNxkAI/rZhiD63CF7IqdFGC/XzjWjpSgLf0LxXX3bDFIh0E18f6UhQ==}
+    dev: true
 
   /object-is@1.1.5:
     resolution: {integrity: sha512-3cyDsyHgtmi7I7DfSSI2LDp6SK2lwvtbg0p0R1e0RvTqF5ceGx+K2dfSjm1bKDMVCFEDAQvy+o8c6a7VujOddw==}
@@ -14254,27 +14474,27 @@ packages:
     resolution: {integrity: sha512-1mxKf0e58bvyjSCtKYY4sRe9itRk3PJpquJOjeIkz885CczcI4IvJJDLPS72oowuSh+pBxUFROpX+TU++hxhZQ==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.5
+      call-bind: 1.0.2
       define-properties: 1.2.1
       has-symbols: 1.0.3
       object-keys: 1.1.1
 
-  /object.entries@1.1.7:
-    resolution: {integrity: sha512-jCBs/0plmPsOnrKAfFQXRG2NFjlhZgjjcBLSmTnEhU8U6vVTsVe8ANeQJCHTl3gSsI4J+0emOoCgoKlmQPMgmA==}
+  /object.entries@1.1.6:
+    resolution: {integrity: sha512-leTPzo4Zvg3pmbQ3rDK69Rl8GQvIqMWubrkxONG9/ojtFE2rD9fjMKfSI5BxW3osRH1m6VdzmqK8oAY9aT4x5w==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.5
-      define-properties: 1.2.1
-      es-abstract: 1.22.3
+      call-bind: 1.0.2
+      define-properties: 1.1.4
+      es-abstract: 1.20.4
     dev: true
 
-  /object.fromentries@2.0.7:
-    resolution: {integrity: sha512-UPbPHML6sL8PI/mOqPwsH4G6iyXcCGzLin8KvEPenOZN5lpCNBZZQ+V62vdjB1mQHrmqGQt5/OJzemUA+KJmEA==}
+  /object.fromentries@2.0.6:
+    resolution: {integrity: sha512-VciD13dswC4j1Xt5394WR4MzmAQmlgN72phd/riNp9vtD7tp4QQWJ0R4wvclXcafgcYK8veHRed2W6XeGBvcfg==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.5
-      define-properties: 1.2.1
-      es-abstract: 1.22.3
+      call-bind: 1.0.2
+      define-properties: 1.1.4
+      es-abstract: 1.20.4
     dev: true
 
   /object.getownpropertydescriptors@2.1.4:
@@ -14287,11 +14507,11 @@ packages:
       es-abstract: 1.22.3
     dev: true
 
-  /object.hasown@1.1.3:
-    resolution: {integrity: sha512-fFI4VcYpRHvSLXxP7yiZOMAd331cPfd2p7PFDVbgUsYOfCT3tICVqXWngbjr4m49OvsBwUBQ6O2uQoJvy3RexA==}
+  /object.hasown@1.1.2:
+    resolution: {integrity: sha512-B5UIT3J1W+WuWIU55h0mjlwaqxiE5vYENJXIXZ4VFe05pNYrkKuK0U/6aFcb0pKywYJh7IhfoqUfKVmrJJHZHw==}
     dependencies:
-      define-properties: 1.2.1
-      es-abstract: 1.22.3
+      define-properties: 1.1.4
+      es-abstract: 1.20.4
     dev: true
 
   /object.omit@3.0.0:
@@ -14308,13 +14528,13 @@ packages:
       isobject: 3.0.1
     dev: false
 
-  /object.values@1.1.7:
-    resolution: {integrity: sha512-aU6xnDFYT3x17e/f0IiiwlGPTy2jzMySGfUB4fq6z7CV8l85CWHDk5ErhyhpfDHhrOMwGFhSQkhMGHaIotA6Ng==}
+  /object.values@1.1.6:
+    resolution: {integrity: sha512-FVVTkD1vENCsAcwNs9k6jea2uHC/X0+JcjG8YA60FN5CMaJmG95wT9jek/xX9nornqGRrBkKtzuAu2wuHpKqvw==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.5
-      define-properties: 1.2.1
-      es-abstract: 1.22.3
+      call-bind: 1.0.2
+      define-properties: 1.1.4
+      es-abstract: 1.20.4
     dev: true
 
   /objectorarray@1.0.5:
@@ -14636,6 +14856,14 @@ packages:
     resolution: {integrity: sha512-d+RQGp0MAYTIaDBIMmOfMwz3E+LOZnxx1HZd5R18mmCZY0QBlK0LDZfPc8FW8Ed2DlvsuE6PRjroDY+wg4+j/Q==}
     dev: true
 
+  /pbf@3.2.1:
+    resolution: {integrity: sha512-ClrV7pNOn7rtmoQVF4TS1vyU0WhYRnP92fzbfF75jAIwpnzdJXf8iTd4CMEqO4yUenH6NDqLiwjqlh6QgZzgLQ==}
+    hasBin: true
+    dependencies:
+      ieee754: 1.2.1
+      resolve-protobuf-schema: 2.1.0
+    dev: false
+
   /peek-stream@1.1.3:
     resolution: {integrity: sha512-FhJ+YbOSBb9/rIl2ZeE/QHEsWn7PqNYt8ARAY3kIgNGOk13g9FGyIY6JIl/xB/3TFRVoTv5as0l11weORrTekA==}
     dependencies:
@@ -15151,6 +15379,10 @@ packages:
       fflate: 0.4.8
     dev: false
 
+  /potpack@2.0.0:
+    resolution: {integrity: sha512-Q+/tYsFU9r7xoOJ+y/ZTtdVQwTWfzjbiXBDMM/JKUux3+QPP02iUuIoeBQ+Ot6oEDlC+/PGjB/5A3K7KKb7hcw==}
+    dev: false
+
   /prelude-ls@1.2.1:
     resolution: {integrity: sha512-vkcDPrRZo1QZLbn5RLGPpg/WmIQ65qoWWhcGKf/b5eplkkarX0m9z8ppCat4mlOqUsWpyNuYgO3VRyrYHSzX5g==}
     engines: {node: '>= 0.8.0'}
@@ -15160,7 +15392,7 @@ packages:
     resolution: {integrity: sha512-GbK2cP9nraSSUF9N2XwUwqfzlAFlMNYYl+ShE/V+H8a9uNl/oUqB1w2EL54Jh0OlyRSd8RfWYJ3coVS4TROP2w==}
     engines: {node: '>=6.0.0'}
     dependencies:
-      fast-diff: 1.3.0
+      fast-diff: 1.2.0
     dev: true
 
   /prettier@2.8.8:
@@ -15409,6 +15641,10 @@ packages:
       prosemirror-transform: 1.7.1
     dev: false
 
+  /protocol-buffers-schema@3.6.0:
+    resolution: {integrity: sha512-TdDRD+/QNdrCGCE7v8340QyuXd4kIWIgapsE2+n/SaGiSSbomYl4TjHlvIoCWRpE7wFt02EpB35VVA2ImcBVqw==}
+    dev: false
+
   /proxy-addr@2.0.7:
     resolution: {integrity: sha512-llQsMLSUDUPT44jdrU/O37qlnifitDP+ZwrmmZcoSKyLKvtZxpyV0n2/bD/N4tBAAZ/gJEdZU7KMraoK1+XYAg==}
     engines: {node: '>= 0.10'}
@@ -15526,6 +15762,10 @@ packages:
     engines: {node: '>=10'}
     dev: false
 
+  /quickselect@2.0.0:
+    resolution: {integrity: sha512-RKJ22hX8mHe3Y6wH/N3wCM6BWtjaxIyyUIkpHOvfFnxdI4yD4tBXEBKSbriGujF6jnSVkJrffuo6vxACiSSxIw==}
+    dev: false
+
   /ramda@0.29.0:
     resolution: {integrity: sha512-BBea6L67bYLtdbOqfp8f58fPMqEwx0doL+pAi8TZyp2YWz8R9G8z9x75CZI8W+ftqhFHCpEX2cRnUUXK130iKA==}
     dev: true
@@ -16280,7 +16520,7 @@ packages:
       react: 16.14.0
       react-remove-scroll-bar: 2.3.4(@types/react@16.14.34)(react@16.14.0)
       react-style-singleton: 2.2.1(@types/react@16.14.34)(react@16.14.0)
-      tslib: 2.6.2
+      tslib: 2.4.1
       use-callback-ref: 1.3.0(@types/react@16.14.34)(react@16.14.0)
       use-sidecar: 1.1.2(@types/react@16.14.34)(react@16.14.0)
     dev: true
@@ -16402,14 +16642,14 @@ packages:
       react-dom: 16.14.0(react@16.14.0)
     dev: false
 
-  /react-universal-interface@0.6.2(react@16.14.0)(tslib@2.6.2):
+  /react-universal-interface@0.6.2(react@16.14.0)(tslib@2.4.1):
     resolution: {integrity: sha512-dg8yXdcQmvgR13RIlZbTRQOoUrDciFVoSBZILwjE2LFISxZZ8loVJKAkuzswl5js8BHda79bIb2b84ehU8IjXw==}
     peerDependencies:
       react: '*'
       tslib: '*'
     dependencies:
       react: 16.14.0
-      tslib: 2.6.2
+      tslib: 2.4.1
     dev: false
 
   /react-use@15.3.8(react-dom@16.14.0)(react@16.14.0):
@@ -16427,13 +16667,13 @@ packages:
       nano-css: 5.3.5(react-dom@16.14.0)(react@16.14.0)
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
-      react-universal-interface: 0.6.2(react@16.14.0)(tslib@2.6.2)
+      react-universal-interface: 0.6.2(react@16.14.0)(tslib@2.4.1)
       resize-observer-polyfill: 1.5.1
       screenfull: 5.2.0
       set-harmonic-interval: 1.0.1
       throttle-debounce: 2.3.0
       ts-easing: 0.2.0
-      tslib: 2.6.2
+      tslib: 2.4.1
     dev: false
 
   /react-virtualized@9.22.5(react-dom@16.14.0)(react@16.14.0):
@@ -16600,7 +16840,7 @@ packages:
     resolution: {integrity: sha512-fjggEOO3slI6Wvgjwflkc4NFRCTZAu5CnNfBd5qOMYhWdn67nJBBu34/TkD++eeFmd8C9r9jfXJ27+nSiRkSUA==}
     engines: {node: '>= 0.4'}
     dependencies:
-      call-bind: 1.0.5
+      call-bind: 1.0.2
       define-properties: 1.2.1
       functions-have-names: 1.2.3
 
@@ -16746,6 +16986,12 @@ packages:
     engines: {node: '>=8'}
     dev: true
 
+  /resolve-protobuf-schema@2.1.0:
+    resolution: {integrity: sha512-kI5ffTiZWmJaS/huM8wZfEMer1eRd7oJQhDuxeCLe3t7N7mX3z94CN0xPxBQxFYQTSNz9T0i+v6inKqSdK8xrQ==}
+    dependencies:
+      protocol-buffers-schema: 3.6.0
+    dev: false
+
   /resolve.exports@1.1.0:
     resolution: {integrity: sha512-J1l+Zxxp4XK3LUDZ9m60LRJF/mAe4z6a4xyabPHk7pvK5t35dACV32iIjJDFeWZFfZlO29w6SZ67knR0tHzJtQ==}
     engines: {node: '>=10'}
@@ -16755,23 +17001,15 @@ packages:
     resolution: {integrity: sha512-nBpuuYuY5jFsli/JIs1oldw6fOQCBioohqWZg/2hiaOybXOft4lonv85uDOKXdf8rhyK159cxU5cDcK/NKk8zw==}
     hasBin: true
     dependencies:
-      is-core-module: 2.13.1
-      path-parse: 1.0.7
-      supports-preserve-symlinks-flag: 1.0.0
-
-  /resolve@1.22.8:
-    resolution: {integrity: sha512-oKWePCxqpd6FlLvGV1VU0x7bkPmmCNolxzjMf4NczoDnQcIWrAF+cPtZn5i6n+RfD2d9i0tzpKnG6Yk168yIyw==}
-    hasBin: true
-    dependencies:
-      is-core-module: 2.13.1
+      is-core-module: 2.11.0
       path-parse: 1.0.7
       supports-preserve-symlinks-flag: 1.0.0
 
-  /resolve@2.0.0-next.5:
-    resolution: {integrity: sha512-U7WjGVG9sH8tvjW5SmGbQuui75FiyjAX72HX15DwBBwF9dNiQZRQAg9nnPhYy+TUnE0+VcrttuvNI8oSxZcocA==}
+  /resolve@2.0.0-next.4:
+    resolution: {integrity: sha512-iMDbmAWtfU+MHpxt/I5iWI7cY6YVEZUQ3MBgPQ++XD1PELuJHIl82xBmObyP2KyQmkNB2dsqF7seoQQiAn5yDQ==}
     hasBin: true
     dependencies:
-      is-core-module: 2.13.1
+      is-core-module: 2.11.0
       path-parse: 1.0.7
       supports-preserve-symlinks-flag: 1.0.0
     dev: true
@@ -16898,7 +17136,7 @@ packages:
     resolution: {integrity: sha512-6XbUAseYE2KtOuGueyeobCySj9L4+66Tn6KQMOPQJrAJEowYKW/YR/MGJZl7FdydUdaFu4LYyDZjxf4/Nmo23Q==}
     engines: {node: '>=0.4'}
     dependencies:
-      call-bind: 1.0.5
+      call-bind: 1.0.2
       get-intrinsic: 1.2.2
       has-symbols: 1.0.3
       isarray: 2.0.5
@@ -17020,8 +17258,8 @@ packages:
     resolution: {integrity: sha512-YM3/ITh2MJ5MtzaM429anh+x2jiLVjqILF4m4oyQB18W7Ggea7BfqdH/wGMK7dDiMghv/6WG7znWMwUDzJiXow==}
     dev: true
 
-  /semver@5.7.2:
-    resolution: {integrity: sha512-cBznnQ9KjJqU67B52RMC65CMarK2600WFnbkcaiwWq3xy/5haFJlshgnpjovMVJ+Hff49d8GEn0b87C5pDQ10g==}
+  /semver@5.7.1:
+    resolution: {integrity: sha512-sauaDf/PZdVgrLTNYHRtpXa1iRiKcaebiKQ1BJdpQlWH2lCvexQdX55snPFyK7QzpudqbCI0qXFfOasHdyNDGQ==}
     hasBin: true
 
   /semver@6.3.1:
@@ -17088,7 +17326,7 @@ packages:
       define-data-property: 1.1.1
       get-intrinsic: 1.2.2
       gopd: 1.0.1
-      has-property-descriptors: 1.0.1
+      has-property-descriptors: 1.0.0
 
   /set-function-name@2.0.1:
     resolution: {integrity: sha512-tMNCiqYVkXIZgc2Hnoy2IvC/f8ezc5koaRFkCjrpWzGpCd3qbZXPzVy9MAZzK1ch/X0jvSkojys3oqJN0qCmdA==}
@@ -17096,7 +17334,7 @@ packages:
     dependencies:
       define-data-property: 1.1.1
       functions-have-names: 1.2.3
-      has-property-descriptors: 1.0.1
+      has-property-descriptors: 1.0.0
     dev: true
 
   /set-harmonic-interval@1.0.1:
@@ -17104,6 +17342,16 @@ packages:
     engines: {node: '>=6.9'}
     dev: false
 
+  /set-value@2.0.1:
+    resolution: {integrity: sha512-JxHc1weCN68wRY0fhCoXpyK55m/XPHafOmK4UWD7m2CI14GMcFypt4w/0+NV5f/ZMby2F6S2wwA7fgynh9gWSw==}
+    engines: {node: '>=0.10.0'}
+    dependencies:
+      extend-shallow: 2.0.1
+      is-extendable: 0.1.1
+      is-plain-object: 2.0.4
+      split-string: 3.1.0
+    dev: false
+
   /setimmediate@1.0.5:
     resolution: {integrity: sha512-MATJdZp8sLqDl/68LfQmbP8zKPLQNV6BIZoIgrscFDQ+RsvK/BxeDQOgyxKKoh0y/8h3BqVFnCqQ/gd+reiIXA==}
     dev: false
@@ -17137,9 +17385,9 @@ packages:
   /side-channel@1.0.4:
     resolution: {integrity: sha512-q5XPytqFEIKHkGdiMIrY10mvLRvnQh42/+GoBlFW3b2LXLE2xxJpZFdm94we0BaoV3RwJyGqg5wS7epxTv0Zvw==}
     dependencies:
-      call-bind: 1.0.5
+      call-bind: 1.0.2
       get-intrinsic: 1.2.2
-      object-inspect: 1.13.1
+      object-inspect: 1.12.2
 
   /signal-exit@3.0.7:
     resolution: {integrity: sha512-wnD2ZE+l+SPC/uoS0vXeE9L1+0wuaMqKlfz9AMUo38JsyLSBWSFcHR1Rri62LZc12vLr1gb3jl7iwQhgwpAbGQ==}
@@ -17195,6 +17443,28 @@ packages:
       is-fullwidth-code-point: 3.0.0
     dev: true
 
+  /sort-asc@0.2.0:
+    resolution: {integrity: sha512-umMGhjPeHAI6YjABoSTrFp2zaBtXBej1a0yKkuMUyjjqu6FJsTF+JYwCswWDg+zJfk/5npWUUbd33HH/WLzpaA==}
+    engines: {node: '>=0.10.0'}
+    dev: false
+
+  /sort-desc@0.2.0:
+    resolution: {integrity: sha512-NqZqyvL4VPW+RAxxXnB8gvE1kyikh8+pR+T+CXLksVRN9eiQqkQlPwqWYU0mF9Jm7UnctShlxLyAt1CaBOTL1w==}
+    engines: {node: '>=0.10.0'}
+    dev: false
+
+  /sort-object@3.0.3:
+    resolution: {integrity: sha512-nK7WOY8jik6zaG9CRwZTaD5O7ETWDLZYMM12pqY8htll+7dYeqGfEUPcUBHOpSJg2vJOrvFIY2Dl5cX2ih1hAQ==}
+    engines: {node: '>=0.10.0'}
+    dependencies:
+      bytewise: 1.1.0
+      get-value: 2.0.6
+      is-extendable: 0.1.1
+      sort-asc: 0.2.0
+      sort-desc: 0.2.0
+      union-value: 1.0.1
+    dev: false
+
   /source-map-js@1.0.2:
     resolution: {integrity: sha512-R0XvVJ9WusLiqTCEiGCmICCMplcCkIwwR11mOSD9CR5u+IXYdiseeEuXCVAjS54zqwkLcPNnmU4OeJ6tUrWhDw==}
     engines: {node: '>=0.10.0'}
@@ -17284,6 +17554,13 @@ packages:
     resolution: {integrity: sha512-rr+VVSXtRhO4OHbXUiAF7xW3Bo9DuuF6C5jH+q/x15j2jniycgKbxU09Hr0WqlSLUs4i4ltHGXqTe7VHclYWyA==}
     dev: true
 
+  /split-string@3.1.0:
+    resolution: {integrity: sha512-NzNVhJDYpwceVVii8/Hu6DKfD2G+NrQHlS/V/qgv763EYudVwEcMQNxd2lh+0VrUByXN/oJkl5grOhYWvQUYiw==}
+    engines: {node: '>=0.10.0'}
+    dependencies:
+      extend-shallow: 3.0.2
+    dev: false
+
   /sprintf-js@1.0.3:
     resolution: {integrity: sha512-D9cPgkvLlV3t3IzL0D0YLvGA9Ahk4PcvVwUbN0dSGr1aP0Nrt4AEnTUbuGvquEC0mA64Gqt1fzirlRs5ibXx8g==}
     dev: true
@@ -17459,17 +17736,16 @@ packages:
       strip-ansi: 7.0.1
     dev: true
 
-  /string.prototype.matchall@4.0.10:
-    resolution: {integrity: sha512-rGXbGmOEosIQi6Qva94HUjgPs9vKW+dkG7Y8Q5O2OYkWL6wFaTRZO8zM4mhP94uX55wgyrXzfS2aGtGzUL7EJQ==}
+  /string.prototype.matchall@4.0.8:
+    resolution: {integrity: sha512-6zOCOcJ+RJAQshcTvXPHoxoQGONa3e/Lqx90wUA+wEzX78sg5Bo+1tQo4N0pohS0erG9qtCqJDjNCQBjeWVxyg==}
     dependencies:
-      call-bind: 1.0.5
-      define-properties: 1.2.1
-      es-abstract: 1.22.3
-      get-intrinsic: 1.2.2
+      call-bind: 1.0.2
+      define-properties: 1.1.4
+      es-abstract: 1.20.4
+      get-intrinsic: 1.1.3
       has-symbols: 1.0.3
-      internal-slot: 1.0.6
-      regexp.prototype.flags: 1.5.1
-      set-function-name: 2.0.1
+      internal-slot: 1.0.3
+      regexp.prototype.flags: 1.4.3
       side-channel: 1.0.4
     dev: true
 
@@ -17482,6 +17758,14 @@ packages:
       es-abstract: 1.22.3
     dev: true
 
+  /string.prototype.trimend@1.0.5:
+    resolution: {integrity: sha512-I7RGvmjV4pJ7O3kdf+LXFpVfdNOxtCW/2C8f6jNiW4+PQchwxkCDzlk1/7p+Wl4bqFIZeF47qAHXLuHHWKAxog==}
+    dependencies:
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
+    dev: true
+
   /string.prototype.trimend@1.0.7:
     resolution: {integrity: sha512-Ni79DqeB72ZFq1uH/L6zJ+DKZTkOtPIHovb3YZHQViE+HDouuU4mBrLOLDn5Dde3RF8qw5qVETEjhu9locMLvA==}
     dependencies:
@@ -17490,6 +17774,14 @@ packages:
       es-abstract: 1.22.3
     dev: true
 
+  /string.prototype.trimstart@1.0.5:
+    resolution: {integrity: sha512-THx16TJCGlsN0o6dl2o6ncWUsdgnLRSA23rRE5pyGBw/mLr3Ej/R2LaqCtgP8VNMGZsvMWnf9ooZPyY2bHvUFg==}
+    dependencies:
+      call-bind: 1.0.5
+      define-properties: 1.2.1
+      es-abstract: 1.22.3
+    dev: true
+
   /string.prototype.trimstart@1.0.7:
     resolution: {integrity: sha512-NGhtDFu3jCEm7B4Fy0DpLewdJQOZcQ0rGbwQ/+stjnrp2i+rlKeCvos9hOIeCmqwratM47OBxY7uFZzjxHXmrg==}
     dependencies:
@@ -17613,6 +17905,12 @@ packages:
       ts-interface-checker: 0.1.13
     dev: true
 
+  /supercluster@8.0.1:
+    resolution: {integrity: sha512-IiOea5kJ9iqzD2t7QJq/cREyLHTtSmUT6gQsweojg9WH2sYJqZK9SswTu6jrscO6D1G5v5vYZ9ru/eq85lXeZQ==}
+    dependencies:
+      kdbush: 4.0.2
+    dev: false
+
   /supports-color@5.5.0:
     resolution: {integrity: sha512-QjVjwdXIt408MIiAqCX4oUKsgU2EqAGzs2Ppkm4aQYbjm+ZEWEcW4SfFNTr4uMNZma0ey4f5lgLrkB0aX0QMow==}
     engines: {node: '>=4'}
@@ -17664,7 +17962,7 @@ packages:
       csso: 4.2.0
       js-yaml: 3.14.1
       mkdirp: 0.5.6
-      object.values: 1.1.7
+      object.values: 1.1.6
       sax: 1.2.4
       stable: 0.1.8
       unquote: 1.1.1
@@ -17880,6 +18178,10 @@ packages:
     engines: {node: '>=6'}
     dev: false
 
+  /tinyqueue@2.0.3:
+    resolution: {integrity: sha512-ppJZNDuKGgxzkHihX8v9v9G5f+18gzaTfrukGrq6ueg0lmH4nqVnA2IPG0AEH3jKEk2GRJCUhDoqpoiw3PHLBA==}
+    dev: false
+
   /tippy.js@6.3.7:
     resolution: {integrity: sha512-E1d3oP2emgJ9dRQZdf3Kkn0qJgI6ZLpyS5z6ZkY1DF3kaQaBsGZsndEpHwx+eC+tYM41HaSNvNtLx8tU57FzTQ==}
     dependencies:
@@ -17960,8 +18262,8 @@ packages:
     resolution: {integrity: sha512-rvuRbTarPXmMb79SmzEp8aqXNKcK+y0XaB298IXueQ8I2PsrATcPBCSPyK/dDNa2iWOhKlfNnOjdAOTBU/nkFA==}
     dev: false
 
-  /ts-api-utils@1.0.3(typescript@4.9.5):
-    resolution: {integrity: sha512-wNMeqtMz5NtwpT/UZGY5alT+VoKdSsOOP/kqHFcUW1P/VRhH2wJ48+DN2WwUliNbQ976ETwDL0Ifd2VVvgonvg==}
+  /ts-api-utils@1.0.2(typescript@4.9.5):
+    resolution: {integrity: sha512-Cbu4nIqnEdd+THNEsBdkolnOXhg0I8XteoHaEKgvsxpsbWda4IsUut2c187HxywQCvveojow0Dgw/amxtSKVkQ==}
     engines: {node: '>=16.13.0'}
     peerDependencies:
       typescript: '>=4.2.0'
@@ -18046,6 +18348,7 @@ packages:
 
   /tslib@2.6.2:
     resolution: {integrity: sha512-AEYxH93jGFPn/a2iVAwW87VuUIkR1FVUKB77NwMF7nBTDkDrrT/Hpt/IrCJ0QXhW27jTBDcf5ZY7w6RiqTMw2Q==}
+    dev: true
 
   /tsutils@3.21.0(typescript@4.9.5):
     resolution: {integrity: sha512-mHKK3iUXL+3UF6xL5k0PEhKRUBKPBCv/+RkEOpjRWxxx27KKRBmmA60A9pgOUvMi8GKhRMPEmjBRPzs2W7O1OA==}
@@ -18118,8 +18421,8 @@ packages:
     resolution: {integrity: sha512-RAH822pAdBgcNMAfWnCBU3CFZcfZ/i1eZjwFU/dsLKumyuuP3niueg2UAukXYF0E2AAoc82ZSSf9J0WQBinzHA==}
     engines: {node: '>=12.20'}
 
-  /type-fest@3.13.1:
-    resolution: {integrity: sha512-tLq3bSNx+xSpwvAJnzrK0Ep5CLNWjvFTOp71URMaAEWBfRb9nnJiBoUe0tF8bI4ZFO3omgBR6NvnbzVUT3Ly4g==}
+  /type-fest@3.5.3:
+    resolution: {integrity: sha512-V2+og4j/rWReWvaFrse3s9g2xvUv/K9Azm/xo6CjIuq7oeGqsoimC7+9/A3tfvNcbQf8RPSVj/HV81fB4DJrjA==}
     engines: {node: '>=14.16'}
     dev: true
 
@@ -18184,6 +18487,16 @@ packages:
     hasBin: true
     dev: true
 
+  /typewise-core@1.2.0:
+    resolution: {integrity: sha512-2SCC/WLzj2SbUwzFOzqMCkz5amXLlxtJqDKTICqg30x+2DZxcfZN2MvQZmGfXWKNWaKK9pBPsvkcwv8bF/gxKg==}
+    dev: false
+
+  /typewise@1.0.3:
+    resolution: {integrity: sha512-aXofE06xGhaQSPzt8hlTY+/YWQhm9P0jYUp1f2XtmW/3Bk0qzXcyFWAtPoo2uTGQj1ZwbDuSyuxicq+aDo8lCQ==}
+    dependencies:
+      typewise-core: 1.2.0
+    dev: false
+
   /ua-parser-js@0.7.32:
     resolution: {integrity: sha512-f9BESNVhzlhEFf2CHMSj40NWOjYPl1YKYbrvIr/hFTDEmLq7SRbWvm7FcdcpCYT95zrOhC7gZSxjdnnTpBcwVw==}
     dev: false
@@ -18244,6 +18557,16 @@ packages:
       vfile: 4.2.1
     dev: false
 
+  /union-value@1.0.1:
+    resolution: {integrity: sha512-tJfXmxMeWYnczCVs7XAEvIV7ieppALdyepWMkHkwciRpZraG/xwT+s2JN8+pr1+8jCRf80FFzvr+MpQeeoF4Xg==}
+    engines: {node: '>=0.10.0'}
+    dependencies:
+      arr-union: 3.1.0
+      get-value: 2.0.6
+      is-extendable: 0.1.1
+      set-value: 2.0.1
+    dev: false
+
   /uniq@1.0.1:
     resolution: {integrity: sha512-Gw+zz50YNKPDKXs+9d+aKAjVwpjNwqzvNpLigIruT4HA9lMZNdMqs9x07kKHB/L9WRzqp4+DlTU5s4wG2esdoA==}
     dev: true
@@ -18549,6 +18872,14 @@ packages:
       vfile-message: 2.0.4
     dev: false
 
+  /vt-pbf@3.1.3:
+    resolution: {integrity: sha512-2LzDFzt0mZKZ9IpVF2r69G9bXaP2Q2sArJCmcCgvfTdCCZzSyz4aCLoQyUilu37Ll56tCblIZrXFIjNUpGIlmA==}
+    dependencies:
+      '@mapbox/point-geometry': 0.1.0
+      '@mapbox/vector-tile': 1.3.1
+      pbf: 3.2.1
+    dev: false
+
   /w3c-keyname@2.2.6:
     resolution: {integrity: sha512-f+fciywl1SJEniZHD6H+kUO8gOnwIr7f4ijKA6+ZvJFjeGi1r4PDLl53Ayud9O/rk64RqgoQine0feoeOU0kXg==}
     dev: false
@@ -18826,7 +19157,6 @@ packages:
       for-each: 0.3.3
       gopd: 1.0.1
       has-tostringtag: 1.0.0
-    dev: true
 
   /which-typed-array@1.1.9:
     resolution: {integrity: sha512-w9c4xkx6mPidwp7180ckYWfMmvxpjlZuIudNtDf4N/tTAUB8VJbX25qZoAsrtGuYNnGw3pa0AXgbGKRB8/EceA==}
@@ -18837,14 +19167,13 @@ packages:
       for-each: 0.3.3
       gopd: 1.0.1
       has-tostringtag: 1.0.0
-      is-typed-array: 1.1.10
+      is-typed-array: 1.1.12
 
   /which@1.3.1:
     resolution: {integrity: sha512-HxJdYWq1MTIQbJ3nw0cqssHoTNU267KlrDuGZ1WYlxDStUtKUhOaJmh112/TZmHxxUfuJqPXSOm7tDyas0OSIQ==}
     hasBin: true
     dependencies:
       isexe: 2.0.0
-    dev: true
 
   /which@2.0.2:
     resolution: {integrity: sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==}
diff --git a/posthog/settings/__init__.py b/posthog/settings/__init__.py
index 32b3d87d322ae..c164be0503f5d 100644
--- a/posthog/settings/__init__.py
+++ b/posthog/settings/__init__.py
@@ -79,6 +79,9 @@
 # Whether kea should be act in verbose mode
 KEA_VERBOSE_LOGGING = get_from_env("KEA_VERBOSE_LOGGING", False, type_cast=str_to_bool)
 
+# MapLibre Style URL to configure map tile source
+MAPLIBRE_STYLE_URL = get_from_env("MAPLIBRE_STYLE_URL", optional=True)
+
 # Only written in specific scripts - do not use outside of them.
 PERSON_ON_EVENTS_OVERRIDE = get_from_env("PERSON_ON_EVENTS_OVERRIDE", optional=True, type_cast=str_to_bool)
 
diff --git a/posthog/templates/head.html b/posthog/templates/head.html
index ed0d359faa014..7ca827ae15914 100644
--- a/posthog/templates/head.html
+++ b/posthog/templates/head.html
@@ -36,6 +36,11 @@
         window.SENTRY_ENVIRONMENT = '{{ sentry_environment | escapejs }}';
     </script>
 {% endif %}
+{% if js_maplibre_style_url %}
+<script>
+    window.JS_MAPLIBRE_STYLE_URL = '{{ js_maplibre_style_url | escapejs }}'
+</script>
+{% endif %}
 <script id='posthog-app-user-preload'>
     window.POSTHOG_APP_CONTEXT = JSON.parse("{{ posthog_app_context | escapejs }}");
     // Inject the expected location of JS bundle, use to allow the location of
diff --git a/posthog/utils.py b/posthog/utils.py
index 842997cd3cf07..6105a253f9fa5 100644
--- a/posthog/utils.py
+++ b/posthog/utils.py
@@ -332,6 +332,9 @@ def render_template(
     context["js_kea_verbose_logging"] = settings.KEA_VERBOSE_LOGGING
     context["js_url"] = get_js_url(request)
 
+    if settings.MAPLIBRE_STYLE_URL:
+        context["js_maplibre_style_url"] = settings.MAPLIBRE_STYLE_URL
+
     posthog_app_context: Dict[str, Any] = {
         "persisted_feature_flags": settings.PERSISTED_FEATURE_FLAGS,
         "anonymous": not request.user or not request.user.is_authenticated,

From 624cd65e312efd7be6a1f6623cecf8975a5d8938 Mon Sep 17 00:00:00 2001
From: Ben White <ben@posthog.com>
Date: Thu, 26 Oct 2023 10:03:25 +0200
Subject: [PATCH 082/133] feat: Person feed properties node (#18185)

---
 .../Nodes/NotebookNodeProperties.tsx          | 66 +++++++++++++++++++
 .../src/scenes/notebooks/Notebook/Editor.tsx  |  2 +
 .../src/scenes/notebooks/Notebook/utils.ts    |  1 +
 .../NotebooksTable/ContainsTypeFilter.tsx     |  2 +-
 .../src/scenes/persons/PersonFeedCanvas.tsx   |  4 ++
 frontend/src/types.ts                         |  1 +
 6 files changed, 75 insertions(+), 1 deletion(-)
 create mode 100644 frontend/src/scenes/notebooks/Nodes/NotebookNodeProperties.tsx

diff --git a/frontend/src/scenes/notebooks/Nodes/NotebookNodeProperties.tsx b/frontend/src/scenes/notebooks/Nodes/NotebookNodeProperties.tsx
new file mode 100644
index 0000000000000..e6e0b63f70713
--- /dev/null
+++ b/frontend/src/scenes/notebooks/Nodes/NotebookNodeProperties.tsx
@@ -0,0 +1,66 @@
+import { NotebookNodeType, PropertyDefinitionType } from '~/types'
+import { createPostHogWidgetNode } from 'scenes/notebooks/Nodes/NodeWrapper'
+import { LemonLabel, LemonSkeleton } from '@posthog/lemon-ui'
+import { PropertyKeyInfo } from 'lib/components/PropertyKeyInfo'
+import { PropertiesTable } from 'lib/components/PropertiesTable'
+import { useValues } from 'kea'
+import { personLogic } from 'scenes/persons/personLogic'
+import { NotebookNodeProps } from '../Notebook/utils'
+import { NotFound } from 'lib/components/NotFound'
+import { notebookNodeLogic } from './notebookNodeLogic'
+
+const Component = ({ attributes }: NotebookNodeProps<NotebookNodePropertiesAttributes>): JSX.Element | null => {
+    const { id } = attributes
+
+    const { expanded } = useValues(notebookNodeLogic)
+
+    const logic = personLogic({ id })
+    const { person, personLoading } = useValues(logic)
+
+    if (personLoading) {
+        return <LemonSkeleton className="h-6" />
+    } else if (!person) {
+        return <NotFound object="person" />
+    }
+
+    const numProperties = Object.keys(person.properties).length
+
+    if (!expanded) {
+        return null
+    }
+
+    return (
+        <div className="py-2 px-4 text-xs">
+            {Object.entries(person.properties).map(([key, value], index) => {
+                const isLast = index === numProperties - 1
+
+                return (
+                    <div key={key} className="mb-1">
+                        <LemonLabel className="leading-4">
+                            <PropertyKeyInfo value={key} />
+                        </LemonLabel>
+                        <div className={`${!isLast && 'border-b border-border-light pb-1'}`}>
+                            <PropertiesTable properties={value} rootKey={key} type={PropertyDefinitionType.Person} />
+                        </div>
+                    </div>
+                )
+            })}
+        </div>
+    )
+}
+
+type NotebookNodePropertiesAttributes = {
+    id: string
+}
+
+export const NotebookNodeProperties = createPostHogWidgetNode({
+    nodeType: NotebookNodeType.Properties,
+    titlePlaceholder: 'Properties',
+    Component,
+    resizeable: false,
+    expandable: true,
+    startExpanded: true,
+    attributes: {
+        id: {},
+    },
+})
diff --git a/frontend/src/scenes/notebooks/Notebook/Editor.tsx b/frontend/src/scenes/notebooks/Notebook/Editor.tsx
index 0954dda2dbb76..feaffd333ae78 100644
--- a/frontend/src/scenes/notebooks/Notebook/Editor.tsx
+++ b/frontend/src/scenes/notebooks/Notebook/Editor.tsx
@@ -39,6 +39,7 @@ import { sampleOne } from 'lib/utils'
 import { NotebookNodeGroup } from '../Nodes/NotebookNodeGroup'
 import { NotebookNodeCohort } from '../Nodes/NotebookNodeCohort'
 import { NotebookNodePersonFeed } from '../Nodes/NotebookNodePersonFeed/NotebookNodePersonFeed'
+import { NotebookNodeProperties } from '../Nodes/NotebookNodeProperties'
 import { NotebookNodeMap } from '../Nodes/NotebookNodeMap'
 
 const CustomDocument = ExtensionDocument.extend({
@@ -117,6 +118,7 @@ export function Editor(): JSX.Element {
             NotebookNodeEarlyAccessFeature,
             NotebookNodeSurvey,
             NotebookNodeImage,
+            NotebookNodeProperties,
             SlashCommandsExtension,
             BacklinkCommandsExtension,
             NodeGapInsertionExtension,
diff --git a/frontend/src/scenes/notebooks/Notebook/utils.ts b/frontend/src/scenes/notebooks/Notebook/utils.ts
index 085098f5e10be..edd9242b948e8 100644
--- a/frontend/src/scenes/notebooks/Notebook/utils.ts
+++ b/frontend/src/scenes/notebooks/Notebook/utils.ts
@@ -125,6 +125,7 @@ export const textContent = (node: any): string => {
         'ph-group': customOrTitleSerializer,
         'ph-cohort': customOrTitleSerializer,
         'ph-person-feed': customOrTitleSerializer,
+        'ph-properties': customOrTitleSerializer,
         'ph-map': customOrTitleSerializer,
     }
 
diff --git a/frontend/src/scenes/notebooks/NotebooksTable/ContainsTypeFilter.tsx b/frontend/src/scenes/notebooks/NotebooksTable/ContainsTypeFilter.tsx
index 3f91edb487efb..258e2cc92d552 100644
--- a/frontend/src/scenes/notebooks/NotebooksTable/ContainsTypeFilter.tsx
+++ b/frontend/src/scenes/notebooks/NotebooksTable/ContainsTypeFilter.tsx
@@ -4,7 +4,7 @@ import { NotebooksListFilters } from 'scenes/notebooks/NotebooksTable/notebooksT
 
 export const fromNodeTypeToLabel: Omit<
     Record<NotebookNodeType, string>,
-    NotebookNodeType.Backlink | NotebookNodeType.PersonFeed | NotebookNodeType.Map
+    NotebookNodeType.Backlink | NotebookNodeType.PersonFeed | NotebookNodeType.Properties | NotebookNodeType.Map
 > = {
     [NotebookNodeType.FeatureFlag]: 'Feature flags',
     [NotebookNodeType.FeatureFlagCodeExample]: 'Feature flag Code Examples',
diff --git a/frontend/src/scenes/persons/PersonFeedCanvas.tsx b/frontend/src/scenes/persons/PersonFeedCanvas.tsx
index 1273fa1c134fc..f8fef880bca53 100644
--- a/frontend/src/scenes/persons/PersonFeedCanvas.tsx
+++ b/frontend/src/scenes/persons/PersonFeedCanvas.tsx
@@ -36,6 +36,10 @@ const PersonFeedCanvas = ({ person }: PersonFeedCanvasProps): JSX.Element => {
                                     type: 'ph-map',
                                     attrs: { id: personId, nodeId: uuid() },
                                 },
+                                {
+                                    type: 'ph-properties',
+                                    attrs: { id: personId, nodeId: uuid() },
+                                },
                             ],
                         },
                     },
diff --git a/frontend/src/types.ts b/frontend/src/types.ts
index cbcfaa11bd959..c59ab2d0a9f50 100644
--- a/frontend/src/types.ts
+++ b/frontend/src/types.ts
@@ -3082,6 +3082,7 @@ export enum NotebookNodeType {
     ReplayTimestamp = 'ph-replay-timestamp',
     Image = 'ph-image',
     PersonFeed = 'ph-person-feed',
+    Properties = 'ph-properties',
     Map = 'ph-map',
 }
 

From 7ff535e3c95dd897b90776714a2581c10f900ed8 Mon Sep 17 00:00:00 2001
From: Xavier Vello <xavier.vello@gmail.com>
Date: Thu, 26 Oct 2023 10:46:37 +0200
Subject: [PATCH 083/133] feat(django): allow to enable new capture for
 specific teams (#18193)

---
 posthog/api/decide.py         | 18 ++++++++++--------
 posthog/middleware.py         | 11 ++++++++---
 posthog/settings/ingestion.py |  6 +++++-
 posthog/settings/utils.py     |  8 +++++++-
 posthog/settings/web.py       |  4 ++++
 posthog/urls.py               |  6 +++++-
 requirements.in               |  1 +
 requirements.txt              |  4 ++++
 8 files changed, 44 insertions(+), 14 deletions(-)

diff --git a/posthog/api/decide.py b/posthog/api/decide.py
index 335594fa64132..25fbd13a9505b 100644
--- a/posthog/api/decide.py
+++ b/posthog/api/decide.py
@@ -1,28 +1,27 @@
-from random import random
 import re
+from random import random
 from typing import Any, Dict, List, Optional, Union
 from urllib.parse import urlparse
-from posthog.database_healthcheck import DATABASE_FOR_FLAG_MATCHING
-from posthog.metrics import LABEL_TEAM_ID
-from posthog.models.feature_flag.flag_analytics import increment_request_count
-from posthog.models.filters.mixins.utils import process_bool
 
 import structlog
+from django.conf import settings
 from django.http import HttpRequest, JsonResponse
 from django.views.decorators.csrf import csrf_exempt
-from django.conf import settings
+from prometheus_client import Counter
 from rest_framework import status
 from sentry_sdk import capture_exception
 from statshog.defaults.django import statsd
-from prometheus_client import Counter
-
 
 from posthog.api.geoip import get_geoip_properties
 from posthog.api.utils import get_project_id, get_token
+from posthog.database_healthcheck import DATABASE_FOR_FLAG_MATCHING
 from posthog.exceptions import RequestParsingError, generate_exception_response
 from posthog.logging.timing import timed
+from posthog.metrics import LABEL_TEAM_ID
 from posthog.models import Team, User
 from posthog.models.feature_flag import get_all_feature_flags
+from posthog.models.feature_flag.flag_analytics import increment_request_count
+from posthog.models.filters.mixins.utils import process_bool
 from posthog.models.utils import execute_with_timeout
 from posthog.plugins.site import get_decide_site_apps
 from posthog.utils import get_ip_address, label_for_team_id_to_track, load_data_from_request
@@ -215,6 +214,9 @@ def get_decide(request: HttpRequest):
                 else False
             )
 
+            if settings.NEW_ANALYTICS_CAPTURE_TEAM_IDS and str(team.id) in settings.NEW_ANALYTICS_CAPTURE_TEAM_IDS:
+                response["analytics"] = {"endpoint": settings.NEW_ANALYTICS_CAPTURE_ENDPOINT}
+
             if team.session_recording_opt_in and (
                 on_permitted_recording_domain(team, request) or not team.recording_domains
             ):
diff --git a/posthog/middleware.py b/posthog/middleware.py
index 406197944996e..e2cdc2624d6e1 100644
--- a/posthog/middleware.py
+++ b/posthog/middleware.py
@@ -26,12 +26,11 @@
 from posthog.metrics import LABEL_TEAM_ID
 from posthog.models import Action, Cohort, Dashboard, FeatureFlag, Insight, Team, User
 from posthog.rate_limit import DecideRateThrottle
-from posthog.settings import SITE_URL
+from posthog.settings import SITE_URL, DEBUG
 from posthog.settings.statsd import STATSD_HOST
 from posthog.user_permissions import UserPermissions
-from .utils_cors import cors_response
-
 from .auth import PersonalAPIKeyAuthentication
+from .utils_cors import cors_response
 
 ALWAYS_ALLOWED_ENDPOINTS = [
     "decide",
@@ -45,6 +44,10 @@
     "_health",
 ]
 
+if DEBUG:
+    # /i/ is the new root path for capture endpoints
+    ALWAYS_ALLOWED_ENDPOINTS.append("i")
+
 default_cookie_options = {
     "max_age": 365 * 24 * 60 * 60,  # one year
     "expires": None,
@@ -113,6 +116,8 @@ def process_view(self, request, callback, callback_args, callback_kwargs):
         # if super().process_view did not find a valid CSRF token, try looking for a personal API key
         if result is not None and PersonalAPIKeyAuthentication.find_key_with_source(request) is not None:
             return self._accept(request)
+        if DEBUG and request.path.split("/")[1] in ALWAYS_ALLOWED_ENDPOINTS:
+            return self._accept(request)
         return result
 
     def _accept(self, request):
diff --git a/posthog/settings/ingestion.py b/posthog/settings/ingestion.py
index bd9edbc6fb03c..b60206d101ae9 100644
--- a/posthog/settings/ingestion.py
+++ b/posthog/settings/ingestion.py
@@ -1,7 +1,8 @@
 import os
+
 import structlog
 
-from posthog.settings.utils import get_from_env, get_list
+from posthog.settings.utils import get_from_env, get_list, get_set
 from posthog.utils import str_to_bool
 
 logger = structlog.get_logger(__name__)
@@ -32,3 +33,6 @@
 
 REPLAY_RETENTION_DAYS_MIN = get_from_env("REPLAY_RETENTION_DAYS_MIN", type_cast=int, default=30)
 REPLAY_RETENTION_DAYS_MAX = get_from_env("REPLAY_RETENTION_DAYS_MAX", type_cast=int, default=90)
+
+NEW_ANALYTICS_CAPTURE_ENDPOINT = os.getenv("NEW_CAPTURE_ENDPOINT", "/i/v0/e/")
+NEW_ANALYTICS_CAPTURE_TEAM_IDS = get_set(os.getenv("NEW_ANALYTICS_CAPTURE_TEAM_IDS", ""))
diff --git a/posthog/settings/utils.py b/posthog/settings/utils.py
index 9181b04b1fbbd..51ce8543645ba 100644
--- a/posthog/settings/utils.py
+++ b/posthog/settings/utils.py
@@ -1,5 +1,5 @@
 import os
-from typing import Any, Callable, List, Optional
+from typing import Any, Callable, List, Optional, Set
 
 from django.core.exceptions import ImproperlyConfigured
 
@@ -26,3 +26,9 @@ def get_list(text: str) -> List[str]:
     if not text:
         return []
     return [item.strip() for item in text.split(",")]
+
+
+def get_set(text: str) -> Set[str]:
+    if not text:
+        return set()
+    return {item.strip() for item in text.split(",")}
diff --git a/posthog/settings/web.py b/posthog/settings/web.py
index b062ce632a71a..c732c7a8e4314 100644
--- a/posthog/settings/web.py
+++ b/posthog/settings/web.py
@@ -112,6 +112,10 @@
     MIDDLEWARE.insert(0, "django_statsd.middleware.StatsdMiddleware")
     MIDDLEWARE.append("django_statsd.middleware.StatsdMiddlewareTimer")
 
+if DEBUG:
+    # Used on local devenv to reverse-proxy all of /i/* to capture-rs on port 3000
+    INSTALLED_APPS.append("revproxy")
+
 # Append Enterprise Edition as an app if available
 try:
     from ee.apps import EnterpriseConfig  # noqa: F401
diff --git a/posthog/urls.py b/posthog/urls.py
index a1e0db41fc35c..f460a15859db9 100644
--- a/posthog/urls.py
+++ b/posthog/urls.py
@@ -8,6 +8,7 @@
 from django.views.decorators.csrf import csrf_exempt, ensure_csrf_cookie, requires_csrf_token
 from django_prometheus.exports import ExportToDjangoView
 from drf_spectacular.views import SpectacularAPIView, SpectacularRedocView, SpectacularSwaggerView
+from revproxy.views import ProxyView
 from sentry_sdk import last_event_id
 from two_factor.urls import urlpatterns as tf_urls
 
@@ -34,7 +35,6 @@
 from posthog.api.survey import surveys
 from posthog.demo.legacy import demo_route
 from posthog.models import User
-
 from .utils import render_template
 from .views import health, login_required, preflight_check, robots_txt, security_txt, stats
 from .year_in_posthog import year_in_posthog
@@ -177,6 +177,10 @@ def opt_slash_path(route: str, view: Callable, name: Optional[str] = None) -> UR
     # what we do.
     urlpatterns.append(path("_metrics", ExportToDjangoView))
 
+    # Reverse-proxy all of /i/* to capture-rs on port 3000 when running the local devenv
+    urlpatterns.append(re_path(r"(?P<path>^i/.*)", ProxyView.as_view(upstream="http://localhost:3000")))
+
+
 if settings.TEST:
 
     # Used in posthog-js e2e tests
diff --git a/requirements.in b/requirements.in
index 990318d120356..a7c7b18558977 100644
--- a/requirements.in
+++ b/requirements.in
@@ -30,6 +30,7 @@ django-prometheus==2.2.0
 django-redis==5.2.0
 django-statsd==2.5.2
 django-structlog==2.1.3
+django-revproxy==0.12.0
 djangorestframework==3.14.0
 djangorestframework-csv==2.1.1
 djangorestframework-dataclasses==1.2.0
diff --git a/requirements.txt b/requirements.txt
index f4518a7dec9da..4f206a7baef0e 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -144,6 +144,7 @@ django==3.2.19
     #   django-phonenumber-field
     #   django-picklefield
     #   django-redis
+    #   django-revproxy
     #   django-structlog
     #   django-two-factor-auth
     #   djangorestframework
@@ -179,6 +180,8 @@ django-prometheus==2.2.0
     # via -r requirements.in
 django-redis==5.2.0
     # via -r requirements.in
+django-revproxy==0.12.0
+    # via -r requirements.in
 django-statsd==2.5.2
     # via -r requirements.in
 django-structlog==2.1.3
@@ -534,6 +537,7 @@ uritemplate==4.1.1
 urllib3[secure,socks]==1.26.13
     # via
     #   botocore
+    #   django-revproxy
     #   geoip2
     #   google-auth
     #   requests

From 9179e65f88cb27229902260e666c60e3638c1636 Mon Sep 17 00:00:00 2001
From: Xavier Vello <xavier.vello@gmail.com>
Date: Thu, 26 Oct 2023 10:49:29 +0200
Subject: [PATCH 084/133] feat(ingestion): use kafka message ts when
 rate-limiting to overflow (#18119)

---
 .../batch-processing/each-batch-ingestion.ts  |  5 +++-
 plugin-server/src/utils/token-bucket.ts       | 24 ++++++++----------
 ...nalytics-events-ingestion-consumer.test.ts | 14 +++++++----
 .../tests/utils/token-bucket.test.ts          | 25 +++++++++++++++++++
 4 files changed, 49 insertions(+), 19 deletions(-)

diff --git a/plugin-server/src/main/ingestion-queues/batch-processing/each-batch-ingestion.ts b/plugin-server/src/main/ingestion-queues/batch-processing/each-batch-ingestion.ts
index 47db9a4ad93ac..b4293e2f538ca 100644
--- a/plugin-server/src/main/ingestion-queues/batch-processing/each-batch-ingestion.ts
+++ b/plugin-server/src/main/ingestion-queues/batch-processing/each-batch-ingestion.ts
@@ -313,7 +313,10 @@ export function splitIngestionBatch(
         }
         const pluginEvent = formPipelineEvent(message)
         const eventKey = computeKey(pluginEvent)
-        if (overflowMode === IngestionOverflowMode.Reroute && !ConfiguredLimiter.consume(eventKey, 1)) {
+        if (
+            overflowMode === IngestionOverflowMode.Reroute &&
+            !ConfiguredLimiter.consume(eventKey, 1, message.timestamp)
+        ) {
             // Local overflow detection triggering, reroute to overflow topic too
             message.key = null
             ingestionPartitionKeyOverflowed.labels(`${pluginEvent.team_id ?? pluginEvent.token}`).inc()
diff --git a/plugin-server/src/utils/token-bucket.ts b/plugin-server/src/utils/token-bucket.ts
index 30f9e1e846e7c..962383554c4a2 100644
--- a/plugin-server/src/utils/token-bucket.ts
+++ b/plugin-server/src/utils/token-bucket.ts
@@ -21,22 +21,20 @@ export class Storage {
     }
 
     replenish(key: string, now?: number): void {
-        if (typeof now === 'undefined') {
-            now = Date.now()
-        }
-
-        if (this.buckets.has(key) === false) {
-            this.buckets.set(key, [this.bucketCapacity, now])
+        const replenish_timestamp: number = now ?? Date.now()
+        const bucket = this.buckets.get(key)
+        if (bucket === undefined) {
+            this.buckets.set(key, [this.bucketCapacity, replenish_timestamp])
             return
         }
 
-        // We have checked the key exists already, so this cannot be undefined
-        const bucket: Bucket = this.buckets.get(key)!
-
-        // replenishRate is per second, but timestamps are in milliseconds
-        const replenishedTokens = this.replenishRate * ((now - bucket[1]) / 1000) + bucket[0]
-        bucket[0] = Math.min(replenishedTokens, this.bucketCapacity)
-        bucket[1] = now
+        // Replenish the bucket if replenish_timestamp is higher than lastReplenishedTimestamp
+        const secondsToReplenish = (replenish_timestamp - bucket[1]) / 1000
+        if (secondsToReplenish > 0) {
+            bucket[0] += this.replenishRate * secondsToReplenish
+            bucket[0] = Math.min(bucket[0], this.bucketCapacity)
+            bucket[1] = replenish_timestamp
+        }
     }
 
     consume(key: string, tokens: number): boolean {
diff --git a/plugin-server/tests/main/ingestion-queues/analytics-events-ingestion-consumer.test.ts b/plugin-server/tests/main/ingestion-queues/analytics-events-ingestion-consumer.test.ts
index cbb3d06e6a29d..462677a9b46f7 100644
--- a/plugin-server/tests/main/ingestion-queues/analytics-events-ingestion-consumer.test.ts
+++ b/plugin-server/tests/main/ingestion-queues/analytics-events-ingestion-consumer.test.ts
@@ -4,6 +4,7 @@ import {
     IngestionOverflowMode,
 } from '../../../src/main/ingestion-queues/batch-processing/each-batch-ingestion'
 import { ConfiguredLimiter } from '../../../src/utils/token-bucket'
+import { runEventPipeline } from './../../../src/worker/ingestion/event-pipeline/runner'
 import { captureIngestionWarning } from './../../../src/worker/ingestion/utils'
 
 jest.mock('../../../src/utils/status')
@@ -12,7 +13,6 @@ jest.mock('./../../../src/worker/ingestion/utils')
 jest.mock('./../../../src/worker/ingestion/event-pipeline/runner', () => ({
     runEventPipeline: jest.fn().mockResolvedValue('default value'),
 }))
-import { runEventPipeline } from './../../../src/worker/ingestion/event-pipeline/runner'
 
 const captureEndpointEvent = {
     uuid: 'uuid1',
@@ -94,14 +94,16 @@ describe('eachBatchParallelIngestion with overflow reroute', () => {
     })
 
     it('reroutes excess events to OVERFLOW topic', async () => {
-        const batch = createBatchWithMultipleEventsWithKeys([captureEndpointEvent])
+        const now = Date.now()
+        const batch = createBatchWithMultipleEventsWithKeys([captureEndpointEvent], now)
         const consume = jest.spyOn(ConfiguredLimiter, 'consume').mockImplementation(() => false)
 
         await eachBatchParallelIngestion(batch, queue, IngestionOverflowMode.Reroute)
 
         expect(consume).toHaveBeenCalledWith(
             captureEndpointEvent['team_id'] + ':' + captureEndpointEvent['distinct_id'],
-            1
+            1,
+            now
         )
         expect(captureIngestionWarning).not.toHaveBeenCalled()
         expect(queue.pluginsServer.kafkaProducer.produce).toHaveBeenCalledWith({
@@ -118,14 +120,16 @@ describe('eachBatchParallelIngestion with overflow reroute', () => {
     })
 
     it('does not reroute if not over capacity limit', async () => {
-        const batch = createBatchWithMultipleEventsWithKeys([captureEndpointEvent])
+        const now = Date.now()
+        const batch = createBatchWithMultipleEventsWithKeys([captureEndpointEvent], now)
         const consume = jest.spyOn(ConfiguredLimiter, 'consume').mockImplementation(() => true)
 
         await eachBatchParallelIngestion(batch, queue, IngestionOverflowMode.Reroute)
 
         expect(consume).toHaveBeenCalledWith(
             captureEndpointEvent['team_id'] + ':' + captureEndpointEvent['distinct_id'],
-            1
+            1,
+            now
         )
         expect(captureIngestionWarning).not.toHaveBeenCalled()
         expect(queue.pluginsServer.kafkaProducer.produce).not.toHaveBeenCalled()
diff --git a/plugin-server/tests/utils/token-bucket.test.ts b/plugin-server/tests/utils/token-bucket.test.ts
index 0b1fe853436a5..8b12ccdf29dcd 100644
--- a/plugin-server/tests/utils/token-bucket.test.ts
+++ b/plugin-server/tests/utils/token-bucket.test.ts
@@ -59,6 +59,10 @@ describe('Storage', () => {
             expect(storage.buckets.get(key)![0]).toEqual(10)
             expect(storage.buckets.get(key)![1]).toEqual(now.valueOf())
 
+            // get two tokens to be replenished
+            storage.consume(key, 2)
+            expect(storage.buckets.get(key)![0]).toEqual(8)
+
             // 20 seconds would exceed capacity of 10 tokens at 1 token/sec.
             storage.replenish(key, now.valueOf() + 20000)
 
@@ -66,6 +70,27 @@ describe('Storage', () => {
             expect(storage.buckets.get(key)![0]).toEqual(10)
             expect(storage.buckets.get(key)![1]).toEqual(now.valueOf() + 20000)
         })
+
+        it('does not add if now is in the past', () => {
+            const key = 'test'
+            const storage = new Storage(10, 1)
+            const now = new Date('2023-02-08T08:00:00')
+
+            storage.replenish(key, now.valueOf())
+            expect(storage.buckets.get(key)![0]).toEqual(10)
+            expect(storage.buckets.get(key)![1]).toEqual(now.valueOf())
+
+            // get two tokens to be replenished
+            storage.consume(key, 2)
+            expect(storage.buckets.get(key)![0]).toEqual(8)
+
+            // Will be a no-op due to a lower now value
+            storage.replenish(key, now.valueOf() - 20000)
+
+            expect(storage.buckets.has(key)).toEqual(true)
+            expect(storage.buckets.get(key)![0]).toEqual(8)
+            expect(storage.buckets.get(key)![1]).toEqual(now.valueOf())
+        })
     })
 
     describe('consume()', () => {

From 29fd8369e0adef364c88cb5bd72f023070ebf68e Mon Sep 17 00:00:00 2001
From: David Newell <d.newell1@outlook.com>
Date: Thu, 26 Oct 2023 10:10:34 +0100
Subject: [PATCH 085/133] fix: do no close popover menu after creating a link
 (#17977)

---
 .../scenes/notebooks/Marks/NotebookMarkLink.tsx  |  7 ++++++-
 .../src/scenes/notebooks/Notebook/InlineMenu.tsx | 16 +++++++++++-----
 2 files changed, 17 insertions(+), 6 deletions(-)

diff --git a/frontend/src/scenes/notebooks/Marks/NotebookMarkLink.tsx b/frontend/src/scenes/notebooks/Marks/NotebookMarkLink.tsx
index 52a66b633af6d..f50e1290734a2 100644
--- a/frontend/src/scenes/notebooks/Marks/NotebookMarkLink.tsx
+++ b/frontend/src/scenes/notebooks/Marks/NotebookMarkLink.tsx
@@ -59,5 +59,10 @@ export const NotebookMarkLink = Mark.create({
 })
 
 const isPostHogLink = (href: string): boolean => {
-    return new URL(href, window.location.origin).origin === window.location.origin
+    try {
+        const url = new URL(href, window.location.origin)
+        return url.origin === window.location.origin
+    } catch {
+        return false
+    }
 }
diff --git a/frontend/src/scenes/notebooks/Notebook/InlineMenu.tsx b/frontend/src/scenes/notebooks/Notebook/InlineMenu.tsx
index 275b4e3febde0..8df8854a0843e 100644
--- a/frontend/src/scenes/notebooks/Notebook/InlineMenu.tsx
+++ b/frontend/src/scenes/notebooks/Notebook/InlineMenu.tsx
@@ -3,10 +3,12 @@ import { Editor, isTextSelection } from '@tiptap/core'
 import { BubbleMenu } from '@tiptap/react'
 import { IconBold, IconDelete, IconItalic, IconLink, IconOpenInNew } from 'lib/lemon-ui/icons'
 import { isURL } from 'lib/utils'
+import { useRef } from 'react'
 import NotebookIconHeading from './NotebookIconHeading'
 
 export const InlineMenu = ({ editor }: { editor: Editor }): JSX.Element => {
     const { href, target } = editor.getAttributes('link')
+    const menuRef = useRef<HTMLDivElement>(null)
 
     const setLink = (href: string): void => {
         editor.commands.setMark('link', { href: href })
@@ -19,25 +21,29 @@ export const InlineMenu = ({ editor }: { editor: Editor }): JSX.Element => {
     return (
         <BubbleMenu
             editor={editor}
-            shouldShow={({ editor, view, state, from, to }) => {
-                const hasEditorFocus = view.hasFocus()
+            shouldShow={({ editor: { isEditable }, view, state, from, to }) => {
+                const isChildOfMenu = menuRef.current?.contains(document.activeElement)
+                const focused = view.hasFocus() || isChildOfMenu
                 const isTextBlock = isTextSelection(state.selection)
 
-                if (!hasEditorFocus || !editor.isEditable || !isTextBlock) {
+                if (!focused || !isEditable || !isTextBlock) {
                     return false
                 }
 
                 return state.doc.textBetween(from, to).length > 0
             }}
         >
-            <div className="NotebookInlineMenu flex bg-white rounded border items-center text-muted-alt p-1 space-x-0.5">
+            <div
+                ref={menuRef}
+                className="NotebookInlineMenu flex bg-white rounded border items-center text-muted-alt p-1 space-x-0.5"
+            >
                 {editor.isActive('link') ? (
                     <>
                         <LemonInput
                             size="small"
                             placeholder="https://posthog.com"
                             onChange={setLink}
-                            value={href}
+                            value={href ?? ''}
                             className="border-0"
                             autoFocus
                         />

From 1d375c0e5cfe9164f1e881ee4214191485fc5e0b Mon Sep 17 00:00:00 2001
From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com>
Date: Thu, 26 Oct 2023 05:12:44 -0400
Subject: [PATCH 086/133] chore(deps): Update posthog-js to 1.85.4 (#18199)

---
 frontend/src/lib/components/Errors/ErrorDisplay.tsx | 4 ++--
 package.json                                        | 2 +-
 pnpm-lock.yaml                                      | 8 ++++----
 3 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/frontend/src/lib/components/Errors/ErrorDisplay.tsx b/frontend/src/lib/components/Errors/ErrorDisplay.tsx
index 46a7e4b74a05c..4c14a6e44412a 100644
--- a/frontend/src/lib/components/Errors/ErrorDisplay.tsx
+++ b/frontend/src/lib/components/Errors/ErrorDisplay.tsx
@@ -2,8 +2,8 @@ import { EventType, RecordingEventType } from '~/types'
 import { LemonTag } from 'lib/lemon-ui/LemonTag/LemonTag'
 import { IconFlag } from 'lib/lemon-ui/icons'
 import clsx from 'clsx'
-import posthog from 'posthog-js'
 import { Link } from 'lib/lemon-ui/Link'
+import posthog from 'posthog-js'
 
 interface StackFrame {
     filename: string
@@ -43,7 +43,7 @@ function StackTrace({ rawTrace }: { rawTrace: string }): JSX.Element | null {
         )
     } catch (e: any) {
         //very meta
-        posthog.captureException(e, { tag: 'error-display-stack-trace' })
+        posthog.capture('Cannot parse stack trace in Exception event', { tag: 'error-display-stack-trace', e })
         return <LemonTag type={'caution'}>Error parsing stack trace</LemonTag>
     }
 }
diff --git a/package.json b/package.json
index 04efee98671d6..583620eca93e3 100644
--- a/package.json
+++ b/package.json
@@ -134,7 +134,7 @@
         "md5": "^2.3.0",
         "monaco-editor": "^0.39.0",
         "papaparse": "^5.4.1",
-        "posthog-js": "1.85.3",
+        "posthog-js": "1.85.4",
         "posthog-js-lite": "2.0.0-alpha5",
         "prettier": "^2.8.8",
         "prop-types": "^15.7.2",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index d5c9d73418389..70f37cc6ddc4d 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -216,8 +216,8 @@ dependencies:
     specifier: ^5.4.1
     version: 5.4.1
   posthog-js:
-    specifier: 1.85.3
-    version: 1.85.3
+    specifier: 1.85.4
+    version: 1.85.4
   posthog-js-lite:
     specifier: 2.0.0-alpha5
     version: 2.0.0-alpha5
@@ -15373,8 +15373,8 @@ packages:
     resolution: {integrity: sha512-tlkBdypJuvK/s00n4EiQjwYVfuuZv6vt8BF3g1ooIQa2Gz9Vz80p8q3qsPLZ0V5ErGRy6i3Q4fWC9TDzR7GNRQ==}
     dev: false
 
-  /posthog-js@1.85.3:
-    resolution: {integrity: sha512-RHWLDamFU1k4SjolS/DWr8tYbuWQaJUJywxlKTUJp/ESIe9bJz9SkWuDNqgTV58fJnxdjCCtD89o+gMimfOSGw==}
+  /posthog-js@1.85.4:
+    resolution: {integrity: sha512-V2pwCcKb1MHFozVqAi2nYu4b3h/+QpP0NrN2kyxzp/v2tcVZXLm02qAAgAremVyP6WAX18pqjF6MvlKRjP87RA==}
     dependencies:
       fflate: 0.4.8
     dev: false

From 4c0a61994ccb0fcbfe2a017b612461c83ffd1472 Mon Sep 17 00:00:00 2001
From: Neil Kakkar <neilkakkar@gmail.com>
Date: Thu, 26 Oct 2023 10:21:59 +0100
Subject: [PATCH 087/133] fix(surveys): Update html preview for rating and mcq
 surveys (#18180)

---
 .../src/scenes/surveys/SurveyAppearance.tsx   |  12 +-
 posthog/api/survey.py                         | 147 +++++++++++++++++-
 posthog/api/test/test_survey.py               |  32 ++++
 3 files changed, 183 insertions(+), 8 deletions(-)

diff --git a/frontend/src/scenes/surveys/SurveyAppearance.tsx b/frontend/src/scenes/surveys/SurveyAppearance.tsx
index b964554d61360..5f90af5447c65 100644
--- a/frontend/src/scenes/surveys/SurveyAppearance.tsx
+++ b/frontend/src/scenes/surveys/SurveyAppearance.tsx
@@ -490,8 +490,10 @@ export function SurveyRatingAppearance({
                         </button>
                     </div>
                 )}
-                <div className="survey-question">{question}</div>
-                {description && <div className="description">{description}</div>}
+                <div className="survey-question" dangerouslySetInnerHTML={{ __html: sanitize(question) }} />
+                {description && (
+                    <div className="description" dangerouslySetInnerHTML={{ __html: sanitize(description) }} />
+                )}
                 <div className="rating-section">
                     <div className="rating-options">
                         {ratingSurveyQuestion.display === 'emoji' && (
@@ -588,8 +590,10 @@ export function SurveyMultipleChoiceAppearance({
                         </button>
                     </div>
                 )}
-                <div className="survey-question">{question}</div>
-                {description && <div className="description">{description}</div>}
+                <div className="survey-question" dangerouslySetInnerHTML={{ __html: sanitize(question) }} />
+                {description && (
+                    <div className="description" dangerouslySetInnerHTML={{ __html: sanitize(description) }} />
+                )}
                 <div className="multiple-choice-options">
                     {(multipleChoiceQuestion.choices || []).map((choice, idx) => (
                         <div className="choice-option" key={idx}>
diff --git a/posthog/api/survey.py b/posthog/api/survey.py
index 81523782a86a2..1ef6dc1addc2d 100644
--- a/posthog/api/survey.py
+++ b/posthog/api/survey.py
@@ -98,11 +98,11 @@ def validate_appearance(self, value):
 
         thank_you_message = value.get("thankYouMessageHeader")
         if thank_you_message and nh3.is_html(thank_you_message):
-            value["thankYouMessageHeader"] = nh3.clean(thank_you_message)
+            value["thankYouMessageHeader"] = nh3_clean_with_whitelist(thank_you_message)
 
         thank_you_description = value.get("thankYouMessageDescription")
         if thank_you_description and nh3.is_html(thank_you_description):
-            value["thankYouMessageDescription"] = nh3.clean(thank_you_description)
+            value["thankYouMessageDescription"] = nh3_clean_with_whitelist(thank_you_description)
 
         return value
 
@@ -128,9 +128,9 @@ def validate_questions(self, value):
 
             description = raw_question.get("description")
             if nh3.is_html(question_text):
-                cleaned_question["question"] = nh3.clean(question_text)
+                cleaned_question["question"] = nh3_clean_with_whitelist(question_text)
             if description and nh3.is_html(description):
-                cleaned_question["description"] = nh3.clean(description)
+                cleaned_question["description"] = nh3_clean_with_whitelist(description)
 
             cleaned_questions.append(cleaned_question)
 
@@ -342,3 +342,142 @@ def surveys(request: Request):
     ).data
 
     return cors_response(request, JsonResponse({"surveys": surveys}))
+
+
+def nh3_clean_with_whitelist(to_clean: str):
+
+    return nh3.clean(
+        to_clean,
+        link_rel="noopener",
+        tags={
+            "a",
+            "abbr",
+            "acronym",
+            "area",
+            "article",
+            "aside",
+            "b",
+            "bdi",
+            "bdo",
+            "blockquote",
+            "br",
+            "caption",
+            "center",
+            "cite",
+            "code",
+            "col",
+            "colgroup",
+            "data",
+            "dd",
+            "del",
+            "details",
+            "dfn",
+            "div",
+            "dl",
+            "dt",
+            "em",
+            "figcaption",
+            "figure",
+            "footer",
+            "h1",
+            "h2",
+            "h3",
+            "h4",
+            "h5",
+            "h6",
+            "header",
+            "hgroup",
+            "hr",
+            "i",
+            "img",
+            "ins",
+            "kbd",
+            "kbd",
+            "li",
+            "map",
+            "mark",
+            "nav",
+            "ol",
+            "p",
+            "pre",
+            "q",
+            "rp",
+            "rt",
+            "rtc",
+            "ruby",
+            "s",
+            "samp",
+            "small",
+            "span",
+            "strike",
+            "strong",
+            "sub",
+            "summary",
+            "sup",
+            "table",
+            "tbody",
+            "td",
+            "th",
+            "thead",
+            "time",
+            "tr",
+            "tt",
+            "u",
+            "ul",
+            "var",
+            "wbr",
+        },
+        attributes={
+            "*": {"style", "lang", "title", "width", "height"},
+            # below are mostly defaults to ammonia, but we need to add them explicitly
+            # because this python binding doesn't allow additive whitelisting
+            "a": {"href", "hreflang"},
+            "bdo": {"dir"},
+            "blockquote": {"cite"},
+            "col": {"align", "char", "charoff", "span"},
+            "colgroup": {"align", "char", "charoff", "span"},
+            "del": {"cite", "datetime"},
+            "hr": {"align", "size", "width"},
+            "img": {"align", "alt", "height", "src", "width"},
+            "ins": {"cite", "datetime"},
+            "ol": {"start", "type"},
+            "q": {"cite"},
+            "table": {"align", "bgcolor", "border", "cellpadding", "cellspacing", "frame", "rules", "summary", "width"},
+            "tbody": {"align", "char", "charoff", "valign"},
+            "td": {
+                "abbr",
+                "align",
+                "axis",
+                "bgcolor",
+                "char",
+                "charoff",
+                "colspan",
+                "headers",
+                "height",
+                "nowrap",
+                "rowspan",
+                "scope",
+                "valign",
+                "width",
+            },
+            "tfoot": {"align", "char", "charoff", "valign"},
+            "th": {
+                "abbr",
+                "align",
+                "axis",
+                "bgcolor",
+                "char",
+                "charoff",
+                "colspan",
+                "headers",
+                "height",
+                "nowrap",
+                "rowspan",
+                "scope",
+                "valign",
+                "width",
+            },
+            "thead": {"align", "char", "charoff", "valign"},
+            "tr": {"align", "bgcolor", "char", "charoff", "valign"},
+        },
+    )
diff --git a/posthog/api/test/test_survey.py b/posthog/api/test/test_survey.py
index 4225d33a27c16..e9bee0ecb1117 100644
--- a/posthog/api/test/test_survey.py
+++ b/posthog/api/test/test_survey.py
@@ -1,10 +1,12 @@
 from datetime import datetime, timedelta
 
 from unittest.mock import ANY
+import pytest
 
 from rest_framework import status
 from django.core.cache import cache
 from django.test.client import Client
+from posthog.api.survey import nh3_clean_with_whitelist
 
 from posthog.models.feedback.survey import Survey
 from posthog.test.base import (
@@ -1069,3 +1071,33 @@ def test_responses_count_zero_responses(self):
 
         data = response.json()
         self.assertEqual(data, {})
+
+
+@pytest.mark.parametrize(
+    "test_input,expected",
+    [
+        (
+            """
+        <div style="display: flex; justify-content: center;">
+                <div style="flex: 1;">
+                    <img src="https://www.gardenhealth.com/wp-content/uploads/2019/09/hedgehog_octobergardeningjobs-768x768.webp" alt="Your Image" style="max-width: 100%; height: auto;   opacity: 1;">
+                </div>
+                <div style="flex: 3; padding:10px;">
+                    <p>Help us stay sharp.</p>
+        </div>
+      """,
+            """
+        <div style="display: flex; justify-content: center;">
+                <div style="flex: 1;">
+                    <img src="https://www.gardenhealth.com/wp-content/uploads/2019/09/hedgehog_octobergardeningjobs-768x768.webp" alt="Your Image" style="max-width: 100%; height: auto;   opacity: 1;">
+                </div>
+                <div style="flex: 3; padding:10px;">
+                    <p>Help us stay sharp.</p>
+                </div>
+        </div>""",
+        ),
+        (""" """, """ """),
+    ],
+)
+def test_nh3_clean_configuration(test_input, expected):
+    assert nh3_clean_with_whitelist(test_input).replace(" ", "") == expected.replace(" ", "")

From 6cc24baeae3809c1f061880969806d5eac52e60d Mon Sep 17 00:00:00 2001
From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com>
Date: Thu, 26 Oct 2023 06:28:09 -0400
Subject: [PATCH 088/133] chore(deps): Update posthog-js to 1.86.0 (#18202)

---
 .../posthog-3000-sidebar--dashboards.png      | Bin 96688 -> 94464 bytes
 .../posthog-3000-sidebar--feature-flags.png   | Bin 96688 -> 94464 bytes
 package.json                                  |   2 +-
 pnpm-lock.yaml                                |   8 ++++----
 4 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/frontend/__snapshots__/posthog-3000-sidebar--dashboards.png b/frontend/__snapshots__/posthog-3000-sidebar--dashboards.png
index 23fb3a2fe4f025b864c53c26df393d7bf6f5cf92..692ac2b0b187615186482235d994457697909f0f 100644
GIT binary patch
literal 94464
zcmdqJcUX_@A3yx5kcOrd8X9OA6%tw+N<~8@v=fOaq|!vGq@_Ycdv99Wnj}<GX%~sM
zw50O9PWOHPe$P0L=a1)jj^i1Q`}@6b^cmN6o#*@gTJO_O`>5&~`VI6H3T4e<HDz52
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diff --git a/package.json b/package.json
index 583620eca93e3..e98ba7d7b16d2 100644
--- a/package.json
+++ b/package.json
@@ -134,7 +134,7 @@
         "md5": "^2.3.0",
         "monaco-editor": "^0.39.0",
         "papaparse": "^5.4.1",
-        "posthog-js": "1.85.4",
+        "posthog-js": "1.86.0",
         "posthog-js-lite": "2.0.0-alpha5",
         "prettier": "^2.8.8",
         "prop-types": "^15.7.2",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 70f37cc6ddc4d..43ab2cbe9a530 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -216,8 +216,8 @@ dependencies:
     specifier: ^5.4.1
     version: 5.4.1
   posthog-js:
-    specifier: 1.85.4
-    version: 1.85.4
+    specifier: 1.86.0
+    version: 1.86.0
   posthog-js-lite:
     specifier: 2.0.0-alpha5
     version: 2.0.0-alpha5
@@ -15373,8 +15373,8 @@ packages:
     resolution: {integrity: sha512-tlkBdypJuvK/s00n4EiQjwYVfuuZv6vt8BF3g1ooIQa2Gz9Vz80p8q3qsPLZ0V5ErGRy6i3Q4fWC9TDzR7GNRQ==}
     dev: false
 
-  /posthog-js@1.85.4:
-    resolution: {integrity: sha512-V2pwCcKb1MHFozVqAi2nYu4b3h/+QpP0NrN2kyxzp/v2tcVZXLm02qAAgAremVyP6WAX18pqjF6MvlKRjP87RA==}
+  /posthog-js@1.86.0:
+    resolution: {integrity: sha512-tDvgE8N0RqBNv8ALW1FVFFqc6nnJkn6bJzR62/6v4CyUdgCa+yk0foFdahOsi/9zOiHVsPs6L++zV3rs6DhHsQ==}
     dependencies:
       fflate: 0.4.8
     dev: false

From 5513be7731414cb1a4ffa5a7789610005a8538ae Mon Sep 17 00:00:00 2001
From: Tom Owers <tom@posthog.com>
Date: Thu, 26 Oct 2023 11:38:15 +0100
Subject: [PATCH 089/133] chore: upgraded Ruff linter (#18188)

* Upgraded Ruff linter

* Formatted whole codebase with new ruff rules

* Revert import removal

* Fixed mypi issues or added ignores

* Fixed schema formatting

* Fixed hogvm failing tests

* Remove duplicate key in list
---
 ee/api/authentication.py                      |   25 +-
 ee/api/billing.py                             |    9 +-
 ee/api/dashboard_collaborator.py              |    6 +-
 ee/api/ee_event_definition.py                 |    6 +-
 ee/api/ee_property_definition.py              |    6 +-
 ee/api/explicit_team_member.py                |   15 +-
 ee/api/feature_flag_role_access.py            |    4 +-
 ee/api/hooks.py                               |   11 +-
 ee/api/integration.py                         |    6 +-
 ee/api/organization_resource_access.py        |   10 +-
 ee/api/role.py                                |   15 +-
 ee/api/sentry_stats.py                        |    3 -
 ee/api/test/base.py                           |    7 +-
 ee/api/test/test_action.py                    |   27 +-
 ee/api/test/test_authentication.py            |  146 +-
 ee/api/test/test_billing.py                   |   85 +-
 ee/api/test/test_capture.py                   |   56 +-
 ee/api/test/test_dashboard.py                 |   35 +-
 ee/api/test/test_dashboard_collaborators.py   |   65 +-
 ee/api/test/test_debug_ch_queries.py          |    1 -
 ee/api/test/test_event_definition.py          |   43 +-
 ee/api/test/test_feature_flag_role_access.py  |   19 +-
 ee/api/test/test_hooks.py                     |   12 +-
 ee/api/test/test_insight.py                   |   25 +-
 ee/api/test/test_instance_settings.py         |   14 +-
 ee/api/test/test_integration.py               |    9 +-
 ee/api/test/test_license.py                   |   37 +-
 ee/api/test/test_organization.py              |   63 +-
 .../test/test_organization_resource_access.py |   35 +-
 ee/api/test/test_property_definition.py       |   74 +-
 ee/api/test/test_role.py                      |    8 +-
 ee/api/test/test_subscription.py              |   14 +-
 ee/api/test/test_tagged_item.py               |   40 +-
 ee/api/test/test_team.py                      |   40 +-
 ee/api/test/test_team_memberships.py          |  140 +-
 ee/api/test/test_time_to_see_data.py          |   30 +-
 ee/api/time_to_see_data.py                    |    5 +-
 ee/benchmarks/benchmarks.py                   |  181 +-
 ee/benchmarks/helpers.py                      |    5 +-
 ee/billing/billing_manager.py                 |   10 +-
 ee/billing/quota_limiting.py                  |   10 +-
 ee/billing/test/test_billing_manager.py       |    4 +-
 ee/clickhouse/materialized_columns/analyze.py |   20 +-
 ee/clickhouse/materialized_columns/columns.py |    4 +-
 .../materialized_columns/test/test_analyze.py |   31 +-
 .../materialized_columns/test/test_columns.py |   51 +-
 .../materialized_columns/test/test_query.py   |    1 -
 ee/clickhouse/models/test/test_action.py      |   67 +-
 ee/clickhouse/models/test/test_cohort.py      |  438 ++-
 .../models/test/test_dead_letter_queue.py     |    9 +-
 ee/clickhouse/models/test/test_filters.py     |  710 ++++-
 ee/clickhouse/models/test/test_property.py    |  953 +++++-
 ee/clickhouse/queries/column_optimizer.py     |   29 +-
 .../queries/enterprise_cohort_query.py        |   73 +-
 ee/clickhouse/queries/event_query.py          |   12 +-
 .../experiments/funnel_experiment_result.py   |   48 +-
 .../secondary_experiment_result.py            |    4 +-
 .../experiments/test_experiment_result.py     |   67 +-
 .../queries/experiments/test_utils.py         |   40 +-
 .../experiments/trend_experiment_result.py    |   56 +-
 ee/clickhouse/queries/experiments/utils.py    |    1 -
 .../queries/funnels/funnel_correlation.py     |  106 +-
 .../funnels/funnel_correlation_persons.py     |   31 +-
 .../queries/funnels/test/breakdown_cases.py   |   66 +-
 .../queries/funnels/test/test_funnel.py       |  132 +-
 .../funnels/test/test_funnel_correlation.py   |  669 +++-
 .../test/test_funnel_correlations_persons.py  |  152 +-
 ee/clickhouse/queries/paths/paths.py          |   18 +-
 ee/clickhouse/queries/related_actors_query.py |   15 +-
 ee/clickhouse/queries/retention/retention.py  |    8 +-
 .../queries/retention/retention_actors.py     |    4 +-
 .../queries/stickiness/stickiness.py          |    8 +-
 .../queries/stickiness/stickiness_actors.py   |    4 +-
 .../queries/test/test_breakdown_props.py      |  181 +-
 .../queries/test/test_cohort_query.py         |  647 +++-
 .../queries/test/test_column_optimizer.py     |  112 +-
 .../queries/test/test_event_query.py          |  193 +-
 .../queries/test/test_groups_join_query.py    |   25 +-
 ee/clickhouse/queries/test/test_lifecycle.py  |   63 +-
 ee/clickhouse/queries/test/test_paths.py      | 2753 +++++++++++------
 .../queries/test/test_person_query.py         |  158 +-
 .../queries/test/test_property_optimizer.py   |  209 +-
 ee/clickhouse/queries/test/test_retention.py  |  162 +-
 ee/clickhouse/queries/test/test_util.py       |   35 +-
 ee/clickhouse/test/test_error.py              |   14 +-
 ee/clickhouse/test/test_journeys.py           |   25 +-
 ee/clickhouse/views/experiments.py            |   55 +-
 ee/clickhouse/views/groups.py                 |   55 +-
 ee/clickhouse/views/person.py                 |   19 +-
 .../test/funnel/test_clickhouse_funnel.py     |   90 +-
 .../test_clickhouse_funnel_correlation.py     |  100 +-
 .../funnel/test_clickhouse_funnel_person.py   |   75 +-
 .../test_clickhouse_funnel_trends_person.py   |  187 +-
 .../test_clickhouse_funnel_unordered.py       |   47 +-
 ...clickhouse_experiment_secondary_results.py |  425 ++-
 .../views/test/test_clickhouse_experiments.py | 1329 ++++++--
 .../views/test/test_clickhouse_groups.py      |  164 +-
 .../views/test/test_clickhouse_path_person.py |   17 +-
 .../views/test/test_clickhouse_paths.py       |  182 +-
 .../views/test/test_clickhouse_retention.py   |  122 +-
 .../views/test/test_clickhouse_stickiness.py  |   91 +-
 .../views/test/test_clickhouse_trends.py      |  301 +-
 ee/management/commands/materialize_columns.py |   20 +-
 ee/migrations/0001_initial.py                 |   11 +-
 ee/migrations/0002_hook.py                    |   10 +-
 ee/migrations/0003_license_max_users.py       |    1 -
 ...definition_enterprisepropertydefinition.py |   23 +-
 .../0005_project_based_permissioning.py       |   14 +-
 .../0006_event_definition_verification.py     |    1 -
 ee/migrations/0007_dashboard_permissions.py   |    6 +-
 .../0008_null_definition_descriptions.py      |    1 -
 ee/migrations/0009_deprecated_old_tags.py     |    1 -
 .../0010_migrate_definitions_tags.py          |    5 +-
 ee/migrations/0011_add_tags_back.py           |   13 +-
 ee/migrations/0012_migrate_tags_v2.py         |   28 +-
 .../0013_silence_deprecated_tags_warnings.py  |    1 -
 ...4_roles_memberships_and_resource_access.py |   44 +-
 ee/migrations/0015_add_verified_properties.py |    1 -
 ee/models/dashboard_privilege.py              |    5 +-
 ee/models/event_definition.py                 |   19 +-
 ee/models/explicit_team_membership.py         |    5 +-
 ee/models/hook.py                             |    8 +-
 ee/models/license.py                          |    5 +-
 ee/models/organization_resource_access.py     |    5 +-
 ee/models/property_definition.py              |   12 +-
 ee/models/role.py                             |    2 +-
 ee/models/test/test_event_definition_model.py |    5 +-
 .../test/test_property_definition_model.py    |    4 +-
 .../session_recording_extensions.py           |   21 +-
 .../session_recording_playlist.py             |   56 +-
 .../test/test_session_recording_extensions.py |   10 +-
 .../test/test_session_recording_playlist.py   |   21 +-
 ee/settings.py                                |    5 +-
 ee/tasks/__init__.py                          |   11 +-
 ee/tasks/auto_rollback_feature_flag.py        |    4 +-
 ee/tasks/materialized_columns.py              |   13 +-
 ee/tasks/send_license_usage.py                |   21 +-
 ee/tasks/slack.py                             |   11 +-
 ee/tasks/subscriptions/__init__.py            |   29 +-
 ee/tasks/subscriptions/slack_subscriptions.py |   19 +-
 ee/tasks/subscriptions/subscription_utils.py  |   13 +-
 .../subscriptions/test_email_subscriptions.py |   16 +-
 .../subscriptions/test_slack_subscriptions.py |   17 +-
 .../test/subscriptions/test_subscriptions.py  |   54 +-
 .../subscriptions/test_subscriptions_utils.py |    5 +-
 .../test/test_auto_rollback_feature_flag.py   |   10 +-
 ee/tasks/test/test_calculate_cohort.py        |   25 +-
 ee/tasks/test/test_send_license_usage.py      |  197 +-
 ee/urls.py                                    |    5 +-
 gunicorn.config.py                            |   19 +-
 hogvm/python/execute.py                       |    4 +-
 hogvm/python/test/test_execute.py             |    6 +-
 .../generate_session_recordings_messages.py   |    8 +-
 posthog/admin.py                              |   93 +-
 posthog/api/__init__.py                       |    5 +-
 posthog/api/action.py                         |   35 +-
 posthog/api/activity_log.py                   |   23 +-
 posthog/api/annotation.py                     |   16 +-
 posthog/api/app_metrics.py                    |   21 +-
 posthog/api/async_migration.py                |   42 +-
 posthog/api/authentication.py                 |   40 +-
 posthog/api/capture.py                        |   53 +-
 posthog/api/cohort.py                         |   71 +-
 posthog/api/dashboards/dashboard.py           |   55 +-
 posthog/api/dashboards/dashboard_templates.py |    5 +-
 .../test/test_dashboard_templates.py          |   99 +-
 posthog/api/data_management.py                |    7 +-
 posthog/api/dead_letter_queue.py              |   15 +-
 posthog/api/decide.py                         |   11 +-
 posthog/api/documentation.py                  |   36 +-
 posthog/api/early_access_feature.py           |   23 +-
 posthog/api/element.py                        |   41 +-
 posthog/api/event.py                          |   68 +-
 posthog/api/event_definition.py               |   29 +-
 posthog/api/exports.py                        |   39 +-
 posthog/api/feature_flag.py                   |   59 +-
 posthog/api/ingestion_warnings.py             |   12 +-
 posthog/api/insight.py                        |   35 +-
 posthog/api/insight_serializers.py            |   14 +-
 posthog/api/instance_settings.py              |   30 +-
 posthog/api/instance_status.py                |   83 +-
 posthog/api/integration.py                    |   11 +-
 posthog/api/kafka_inspector.py                |   12 +-
 posthog/api/notebook.py                       |   45 +-
 posthog/api/organization.py                   |   23 +-
 posthog/api/organization_domain.py            |   12 +-
 posthog/api/organization_invite.py            |   17 +-
 posthog/api/organization_member.py            |   25 +-
 posthog/api/person.py                         |  209 +-
 posthog/api/plugin.py                         |   76 +-
 posthog/api/plugin_log_entry.py               |   11 +-
 posthog/api/prompt.py                         |   27 +-
 posthog/api/property_definition.py            |   82 +-
 posthog/api/query.py                          |   30 +-
 posthog/api/routing.py                        |    4 +-
 posthog/api/shared.py                         |    9 +-
 posthog/api/sharing.py                        |   24 +-
 posthog/api/signup.py                         |   80 +-
 posthog/api/survey.py                         |   19 +-
 posthog/api/tagged_item.py                    |    7 +-
 posthog/api/team.py                           |   16 +-
 posthog/api/test/batch_exports/operations.py  |   11 +-
 .../api/test/batch_exports/test_backfill.py   |   38 +-
 posthog/api/test/batch_exports/test_create.py |   16 +-
 posthog/api/test/dashboards/__init__.py       |   29 +-
 posthog/api/test/dashboards/test_dashboard.py |  251 +-
 .../dashboards/test_dashboard_duplication.py  |   35 +-
 .../dashboards/test_dashboard_text_tiles.py   |    6 +-
 posthog/api/test/notebooks/test_notebook.py   |   25 +-
 .../test/notebooks/test_notebook_filtering.py |   31 +-
 posthog/api/test/openapi_validation.py        |    5 +-
 posthog/api/test/test_action.py               |  111 +-
 posthog/api/test/test_activity_log.py         |   25 +-
 posthog/api/test/test_annotation.py           |   29 +-
 posthog/api/test/test_app_metrics.py          |   34 +-
 posthog/api/test/test_async_migrations.py     |   15 +-
 posthog/api/test/test_authentication.py       |  142 +-
 posthog/api/test/test_capture.py              |  378 ++-
 posthog/api/test/test_cohort.py               |  410 ++-
 posthog/api/test/test_decide.py               | 1455 +++++++--
 posthog/api/test/test_early_access_feature.py |   70 +-
 posthog/api/test/test_element.py              |  102 +-
 posthog/api/test/test_event.py                |  279 +-
 posthog/api/test/test_event_definition.py     |   14 +-
 posthog/api/test/test_exports.py              |   79 +-
 posthog/api/test/test_feature_flag.py         | 1362 ++++++--
 posthog/api/test/test_geoip.py                |    7 +-
 posthog/api/test/test_ingestion_warnings.py   |    8 +-
 posthog/api/test/test_insight.py              |  406 ++-
 posthog/api/test/test_insight_funnels.py      |  323 +-
 posthog/api/test/test_insight_query.py        |   75 +-
 posthog/api/test/test_instance_settings.py    |   34 +-
 posthog/api/test/test_instance_status.py      |   43 +-
 posthog/api/test/test_kafka_inspector.py      |   21 +-
 posthog/api/test/test_organization.py         |    9 +-
 posthog/api/test/test_organization_domain.py  |   73 +-
 posthog/api/test/test_organization_invites.py |   43 +-
 posthog/api/test/test_organization_members.py |   18 +-
 posthog/api/test/test_person.py               |  239 +-
 posthog/api/test/test_personal_api_keys.py    |   68 +-
 posthog/api/test/test_persons_trends.py       |  337 +-
 posthog/api/test/test_plugin.py               |  313 +-
 posthog/api/test/test_preflight.py            |   44 +-
 posthog/api/test/test_prompt.py               |    8 +-
 posthog/api/test/test_properties_timeline.py  |   39 +-
 posthog/api/test/test_property_definition.py  |   77 +-
 posthog/api/test/test_query.py                |  355 ++-
 posthog/api/test/test_sharing.py              |   72 +-
 posthog/api/test/test_signup.py               |  268 +-
 posthog/api/test/test_signup_demo.py          |    7 +-
 posthog/api/test/test_site_app.py             |    7 +-
 posthog/api/test/test_stickiness.py           |   53 +-
 posthog/api/test/test_survey.py               |  186 +-
 posthog/api/test/test_team.py                 |  139 +-
 posthog/api/test/test_uploaded_media.py       |   35 +-
 posthog/api/test/test_user.py                 |  128 +-
 posthog/api/test/test_utils.py                |   65 +-
 posthog/api/uploaded_media.py                 |   37 +-
 posthog/api/user.py                           |   41 +-
 posthog/apps.py                               |    7 +-
 posthog/async_migrations/definition.py        |   11 +-
 posthog/async_migrations/disk_util.py         |   11 +-
 posthog/async_migrations/examples/example.py  |    1 -
 .../examples/test_migration.py                |    1 -
 .../examples/test_with_rollback_exception.py  |    6 +-
 .../migrations/0001_events_sample_by.py       |    6 +-
 .../migrations/0002_events_sample_by.py       |    6 +-
 .../0003_fill_person_distinct_id2.py          |    6 +-
 .../migrations/0004_replicated_schema.py      |    1 -
 .../0005_person_replacing_by_version.py       |   19 +-
 ...6_persons_and_groups_on_events_backfill.py |    6 +-
 ...7_persons_and_groups_on_events_backfill.py |   70 +-
 .../0008_speed_up_kafka_timestamp_filters.py  |    5 +-
 ...minmax_indexes_for_materialized_columns.py |    5 +-
 .../migrations/0010_move_old_partitions.py    |   23 +-
 posthog/async_migrations/runner.py            |   24 +-
 posthog/async_migrations/setup.py             |    5 +-
 ...7_persons_and_groups_on_events_backfill.py |   32 +-
 .../test/test_0010_move_old_partitions.py     |   36 +-
 .../async_migrations/test/test_definition.py  |   20 +-
 .../test/test_migrations_not_required.py      |    6 +-
 posthog/async_migrations/test/test_runner.py  |   12 +-
 posthog/async_migrations/test/test_utils.py   |    5 +-
 posthog/async_migrations/utils.py             |   37 +-
 posthog/batch_exports/http.py                 |   26 +-
 posthog/batch_exports/models.py               |   65 +-
 posthog/batch_exports/service.py              |    5 +-
 posthog/caching/calculate_results.py          |   21 +-
 posthog/caching/fetch_from_cache.py           |   13 +-
 posthog/caching/insight_cache.py              |   27 +-
 posthog/caching/insight_caching_state.py      |   19 +-
 posthog/caching/insights_api.py               |   11 +-
 posthog/caching/test/test_fetch_from_cache.py |   26 +-
 posthog/caching/test/test_insight_cache.py    |   55 +-
 .../test/test_insight_caching_state.py        |  114 +-
 .../test/test_should_refresh_insight.py       |   13 +-
 .../test/test_tolerant_zlib_compressor.py     |   35 +-
 posthog/caching/utils.py                      |   14 +-
 posthog/celery.py                             |  154 +-
 posthog/clickhouse/client/connection.py       |    5 +-
 posthog/clickhouse/client/execute.py          |   28 +-
 posthog/clickhouse/client/execute_async.py    |   23 +-
 .../clickhouse/client/test/test_connection.py |    7 +-
 posthog/clickhouse/dead_letter_queue.py       |    4 +-
 posthog/clickhouse/log_entries.py             |    4 +-
 posthog/clickhouse/migrations/0003_person.py  |    6 +-
 posthog/clickhouse/migrations/0004_kafka.py   |    5 +-
 .../0012_person_id_deleted_column.py          |    5 +-
 .../migrations/0018_group_analytics_schema.py |    6 +-
 .../migrations/0023_dead_letter_queue_tags.py |    5 +-
 .../clickhouse/migrations/0025_json_events.py |    5 +-
 ...fix_materialized_window_and_session_ids.py |    6 +-
 .../0027_persons_and_groups_on_events.py      |    5 +-
 .../0028_dead_letter_queue_settings.py        |    5 +-
 ...created_at_persons_and_groups_on_events.py |    5 +-
 ...n_recording_events_materialized_columns.py |    5 +-
 .../migrations/0042_kafka_partitions_stats.py |    5 +-
 posthog/clickhouse/plugin_log_entries.py      |    4 +-
 posthog/clickhouse/system_status.py           |   51 +-
 .../clickhouse/test/test_person_overrides.py  |   15 +-
 posthog/conftest.py                           |   21 +-
 posthog/constants.py                          |    8 +-
 posthog/demo/legacy/app_data_generator.py     |   19 +-
 posthog/demo/legacy/data_generator.py         |    4 +-
 posthog/demo/legacy/revenue_data_generator.py |   13 +-
 posthog/demo/legacy/web_data_generator.py     |   49 +-
 posthog/demo/matrix/manager.py                |   88 +-
 posthog/demo/matrix/matrix.py                 |    7 +-
 posthog/demo/matrix/models.py                 |   48 +-
 posthog/demo/matrix/randomization.py          |   15 +-
 posthog/demo/products/hedgebox/matrix.py      |  250 +-
 posthog/demo/products/hedgebox/models.py      |   73 +-
 posthog/demo/test/test_matrix_manager.py      |   14 +-
 posthog/email.py                              |    7 +-
 posthog/event_usage.py                        |   34 +-
 posthog/exceptions.py                         |    3 +-
 posthog/filters.py                            |   11 +-
 posthog/health.py                             |    8 +-
 posthog/helpers/dashboard_templates.py        |  129 +-
 .../tests/test_multi_property_breakdown.py    |   22 +-
 posthog/hogql/ai.py                           |   13 +-
 posthog/hogql/bytecode.py                     |   12 +-
 posthog/hogql/constants.py                    |   11 +-
 posthog/hogql/context.py                      |    6 +-
 posthog/hogql/database/argmax.py              |    7 +-
 posthog/hogql/database/database.py            |   25 +-
 .../hogql/database/schema/cohort_people.py    |   12 +-
 .../hogql/database/schema/event_sessions.py   |   18 +-
 posthog/hogql/database/schema/events.py       |   41 +-
 posthog/hogql/database/schema/groups.py       |    4 +-
 .../database/schema/person_distinct_ids.py    |    6 +-
 .../hogql/database/schema/person_overrides.py |    6 +-
 posthog/hogql/database/schema/persons.py      |    6 +-
 posthog/hogql/database/schema/persons_pdi.py  |    6 +-
 .../database/schema/static_cohort_people.py   |   14 +-
 .../schema/test/test_event_sessions.py        |   29 +-
 posthog/hogql/database/test/tables.py         |    6 +-
 posthog/hogql/database/test/test_argmax.py    |    5 +-
 posthog/hogql/database/test/test_database.py  |    6 +-
 posthog/hogql/database/test/test_s3_table.py  |   14 +-
 .../hogql/database/test/test_saved_query.py   |   15 +-
 posthog/hogql/database/test/test_view.py      |   15 +-
 posthog/hogql/errors.py                       |    7 +-
 posthog/hogql/escape_sql.py                   |   12 +-
 posthog/hogql/filters.py                      |   14 +-
 posthog/hogql/functions/mapping.py            |   21 +-
 posthog/hogql/functions/test/test_cohort.py   |   15 +-
 .../hogql/functions/test/test_sparkline.py    |    5 +-
 posthog/hogql/hogql.py                        |   11 +-
 posthog/hogql/metadata.py                     |    4 +-
 posthog/hogql/parser.py                       |   33 +-
 posthog/hogql/printer.py                      |   48 +-
 posthog/hogql/property.py                     |   73 +-
 posthog/hogql/query.py                        |   21 +-
 posthog/hogql/resolver.py                     |   21 +-
 posthog/hogql/test/_test_parser.py            |  301 +-
 posthog/hogql/test/test_bytecode.py           |   92 +-
 posthog/hogql/test/test_escape_sql.py         |   18 +-
 posthog/hogql/test/test_filters.py            |   20 +-
 posthog/hogql/test/test_metadata.py           |   15 +-
 posthog/hogql/test/test_modifiers.py          |   32 +-
 posthog/hogql/test/test_placeholders.py       |   13 +-
 posthog/hogql/test/test_printer.py            |  260 +-
 posthog/hogql/test/test_property.py           |  179 +-
 posthog/hogql/test/test_query.py              |  147 +-
 posthog/hogql/test/test_resolver.py           |  340 +-
 posthog/hogql/test/test_visitor.py            |    5 +-
 posthog/hogql/transforms/in_cohort.py         |   32 +-
 posthog/hogql/transforms/lazy_tables.py       |   18 +-
 posthog/hogql/transforms/property_types.py    |   27 +-
 .../hogql/transforms/test/test_in_cohort.py   |   15 +-
 .../hogql/transforms/test/test_lazy_tables.py |    6 +-
 .../transforms/test/test_property_types.py    |   16 +-
 posthog/hogql/visitor.py                      |   10 +-
 posthog/hogql_queries/events_query_runner.py  |   17 +-
 posthog/hogql_queries/hogql_query_runner.py   |    8 +-
 .../insights/lifecycle_query_runner.py        |   17 +-
 .../insights/test/test_events_query.py        |    7 +-
 .../test/test_lifecycle_query_runner.py       |   23 +-
 .../insights/trends/aggregation_operations.py |    5 +-
 .../insights/trends/breakdown.py              |    6 +-
 .../insights/trends/breakdown_values.py       |    7 +-
 .../insights/trends/query_builder.py          |   10 +-
 .../trends/test/test_trends_query_runner.py   |   40 +-
 .../insights/trends/trends_query_runner.py    |   51 +-
 .../legacy_compatibility/filter_to_query.py   |   10 +-
 .../test/test_filter_to_query.py              |  409 ++-
 posthog/hogql_queries/persons_query_runner.py |   14 +-
 .../test/test_hogql_query_runner.py           |   27 +-
 .../test/test_persons_query_runner.py         |   51 +-
 .../hogql_queries/test/test_query_runner.py   |    6 +-
 .../hogql_queries/utils/query_date_range.py   |   54 +-
 .../utils/query_previous_period_date_range.py |   20 +-
 .../web_analytics/stats_table.py              |    4 +-
 .../hogql_queries/web_analytics/top_clicks.py |   16 +-
 .../web_analytics_query_runner.py             |    7 +-
 .../web_analytics/web_overview.py             |   17 +-
 posthog/jwt.py                                |    6 +-
 posthog/kafka_client/client.py                |   29 +-
 posthog/logging/timing.py                     |    3 +-
 .../backfill_persons_and_groups_on_events.py  |   25 +-
 .../commands/create_batch_export_from_app.py  |   10 +-
 .../commands/create_ch_migration.py           |    1 +
 .../commands/execute_temporal_workflow.py     |   44 +-
 .../management/commands/generate_demo_data.py |   34 +-
 posthog/management/commands/makemigrations.py |    4 +-
 .../management/commands/migrate_clickhouse.py |   26 +-
 .../commands/notify_helm_install.py           |    7 +-
 posthog/management/commands/partition.py      |    1 -
 .../commands/plugin_server_load_test.py       |   25 +-
 .../commands/run_async_migrations.py          |   16 +-
 .../management/commands/send_usage_report.py  |   28 +-
 posthog/management/commands/setup_dev.py      |   24 +-
 posthog/management/commands/split_person.py   |   12 +-
 .../commands/start_temporal_worker.py         |   40 +-
 .../commands/sync_available_features.py       |    4 +-
 .../management/commands/sync_feature_flags.py |   18 +-
 .../commands/sync_persons_to_clickhouse.py    |    4 +-
 .../commands/sync_replicated_schema.py        |   15 +-
 ...t_backfill_persons_and_groups_on_events.py |   15 +-
 .../test/test_create_batch_export_from_app.py |    6 +-
 ...st_fix_person_distinct_ids_after_delete.py |   56 +-
 .../commands/test/test_migrate_kafka_data.py  |   42 +-
 .../test/test_sync_persons_to_clickhouse.py   |  300 +-
 .../test/test_sync_replicated_schema.py       |   12 +-
 posthog/middleware.py                         |   29 +-
 posthog/migrations/0001_initial.py            |    1 -
 ...quashed_0284_improved_caching_state_idx.py | 1305 ++++++--
 posthog/migrations/0002_person.py             |    1 -
 posthog/migrations/0003_person_is_user.py     |    1 -
 posthog/migrations/0004_auto_20200125_0415.py |    1 -
 .../0005_remove_person_distinct_ids.py        |    1 -
 .../migrations/0006_person_distinct_ids.py    |    1 -
 posthog/migrations/0007_element.py            |    1 -
 posthog/migrations/0008_action_actionstep.py  |    1 -
 posthog/migrations/0009_auto_20200127_0018.py |    1 -
 posthog/migrations/0010_funnel_funnelstep.py  |    1 -
 posthog/migrations/0011_auto_20200127_2105.py |    1 -
 posthog/migrations/0012_team_app_url.py       |    1 -
 posthog/migrations/0013_element_attr_class.py |    1 -
 posthog/migrations/0014_auto_20200129_0703.py |    1 -
 posthog/migrations/0015_actionstep_event.py   |    1 -
 .../migrations/0016_user_temporary_token.py   |    1 -
 posthog/migrations/0017_dashboarditem.py      |    1 -
 posthog/migrations/0018_funnel_deleted.py     |    1 -
 posthog/migrations/0019_team_name.py          |    1 -
 posthog/migrations/0020_auto_20200210_0212.py |    1 -
 posthog/migrations/0021_user_distinct_id.py   |    1 -
 posthog/migrations/0022_action_deleted.py     |    1 -
 .../migrations/0023_team_opt_out_capture.py   |    1 -
 posthog/migrations/0025_cohort.py             |    1 -
 .../migrations/0027_move_elements_to_group.py |    7 +-
 .../0028_actionstep_url_matching.py           |    1 -
 .../0029_migrate_dashboard_actions.py         |    1 -
 .../migrations/0030_migrate_dashboard_days.py |    1 -
 posthog/migrations/0031_team_signup_token.py  |    1 -
 .../migrations/0032_team_multiple_app_urls.py |    3 -
 posthog/migrations/0033_auto_20200316_1655.py |    1 -
 .../0034_pg_trgm_and_btree_20200318_1447.py   |    1 -
 .../0036_remove_current_url_index.py          |    1 -
 ..._url_matching_can_be_null_20200402_1351.py |    1 -
 ..._migrate_actions_to_precalculate_events.py |    1 -
 .../0039_populate_event_ip_property.py        |    1 -
 posthog/migrations/0039_user_email_opt_in.py  |    1 -
 posthog/migrations/0040_remove_event_ip.py    |    1 -
 .../migrations/0041_merge_20200407_1805.py    |    1 -
 .../0042_add_type_dashboarditems.py           |    1 -
 posthog/migrations/0043_slack_webhooks.py     |    1 -
 posthog/migrations/0044_auto_20200413_1936.py |    1 -
 .../migrations/0045_add_timestamp_index.py    |    1 -
 .../0046_event_names_properties_to_team.py    |    1 -
 posthog/migrations/0047_auto_20200416_1631.py |    1 -
 posthog/migrations/0048_auto_20200420_1051.py |    1 -
 posthog/migrations/0049_delete_funnelstep.py  |    1 -
 posthog/migrations/0050_dashboards.py         |    8 +-
 .../migrations/0051_precalculate_cohorts.py   |    1 -
 .../0052_data_precalculate_cohorts.py         |    1 -
 .../migrations/0053_dashboard_item_layouts.py |    1 -
 .../migrations/0054_dashboard_item_color.py   |    1 -
 .../migrations/0055_user_anonymize_data.py    |    1 -
 posthog/migrations/0056_auto_20200522_1024.py |    1 -
 posthog/migrations/0057_action_updated_at.py  |    1 -
 .../0058_dashboarditem_last_refresh.py        |    1 -
 .../0059_dashboarditem_refreshing.py          |    1 -
 posthog/migrations/0060_auto_20200616_0746.py |    1 -
 posthog/migrations/0061_featureflag.py        |    1 -
 posthog/migrations/0062_team_anonymize_ips.py |    1 -
 .../0063_team_completed_snippet_onboarding.py |    1 -
 posthog/migrations/0064_toolbar_mode.py       |    1 -
 posthog/migrations/0065_auto_20200624_1842.py |    1 -
 posthog/migrations/0066_team_created_at.py    |    1 -
 posthog/migrations/0067_team_updated_at.py    |    1 -
 posthog/migrations/0068_auto_20200629_1322.py |    1 -
 posthog/migrations/0069_auto_20200714_1642.py |    1 -
 .../0070_team_event_properties_numerical.py   |    1 -
 .../migrations/0071_cache_dashboard_items.py  |    1 -
 .../0072_action_step_url_matching_regex.py    |    1 -
 .../0073_update_dashboard_item_filters.py     |    1 -
 posthog/migrations/0074_toolbar_default_on.py |    1 -
 .../0075_action_slack_message_format.py       |    1 -
 posthog/migrations/0076_auto_20200819_1214.py |    1 -
 .../0077_cohortpeople_id_to_bigautofield.py   |    1 -
 posthog/migrations/0078_auto_20200731_1323.py |    1 -
 .../0079_move_funnels_to_insights.py          |    1 -
 .../0080_update_dashboard_funnel_filters.py   |    1 -
 .../migrations/0081_person_is_identified.py   |    1 -
 posthog/migrations/0082_personalapikey.py     |    1 -
 posthog/migrations/0083_auto_20200826_1504.py |    1 -
 posthog/migrations/0084_person_uuid.py        |    1 -
 posthog/migrations/0085_org_models.py         |    1 -
 .../0086_team_session_recording_opt_in.py     |    1 -
 .../0087_fix_annotation_created_at.py         |    1 -
 posthog/migrations/0088_toolbar_disabled.py   |    1 -
 posthog/migrations/0089_auto_20201015_1031.py |    1 -
 posthog/migrations/0090_org_live.py           |   10 +-
 posthog/migrations/0091_messagingrecord.py    |    6 +-
 .../0093_remove_user_is_superuser.py          |    1 -
 .../0094_description_on_dashboard_items.py    |    1 -
 .../0095_session_recording_event_table.py     |   29 +-
 posthog/migrations/0096_plugins.py            |    1 -
 posthog/migrations/0097_invite_emails.py      |    1 -
 .../migrations/0098_events_property_usage.py  |    1 -
 posthog/migrations/0099_plugin_attachment.py  |   25 +-
 .../migrations/0100_action_step_max_length.py |    1 -
 posthog/migrations/0101_org_owners.py         |   11 +-
 .../0102_dashboarditem_filters_hash.py        |    1 -
 .../migrations/0103_retention_remove_date.py  |    5 +-
 posthog/migrations/0104_auto_20201208_1052.py |    1 -
 .../0105_cohort_errors_calculating.py         |    1 -
 .../0106_dashboard_item_type_to_display.py    |    1 -
 posthog/migrations/0107_plugin_source.py      |    8 +-
 .../migrations/0108_plugin_organization.py    |    1 -
 .../migrations/0109_fix_retention_filters.py  |    1 -
 posthog/migrations/0111_plugin_storage.py     |   19 +-
 posthog/migrations/0112_sessions_filter.py    |   26 +-
 posthog/migrations/0113_cohort_is_static.py   |    1 -
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 .../0115_session_recording_viewed.py          |   29 +-
 posthog/migrations/0116_plugin_latest_tag.py  |    1 -
 ...0116_session_recording_retention_period.py |    1 -
 .../migrations/0117_merge_20210126_0917.py    |    1 -
 posthog/migrations/0118_is_demo.py            |    1 -
 .../migrations/0119_mandatory_plugin_order.py |    1 -
 .../0120_organization_personalization.py      |    1 -
 ..._organization_setup_section_2_completed.py |    1 -
 .../0123_organizationinvite_first_name.py     |    1 -
 ...124_unset_is_calculating_static_cohorts.py |    1 -
 posthog/migrations/0125_longer_webhook_url.py |    1 -
 .../0126_fix_funnels_insights_links.py        |    1 -
 .../migrations/0127_add_dashboard_filters.py  |    1 -
 posthog/migrations/0127_stricter_team_data.py |    7 +-
 .../migrations/0128_stricter_team_schema.py   |    1 -
 .../migrations/0129_merge_20210223_0757.py    |    1 -
 .../0130_dashboard_creation_mode.py           |    7 +-
 .../0131_add_plugins_updated_created_at.py    |    1 -
 .../0132_team_test_account_filters.py         |   15 +-
 .../migrations/0133_plugins_access_control.py |    6 +-
 posthog/migrations/0134_event_site_url.py     |    1 -
 posthog/migrations/0135_plugins_on_cloud.py   |    1 -
 .../0136_global_plugin_attachments.py         |    7 +-
 posthog/migrations/0137_team_timezone.py      |   16 +-
 .../0138_featureflag_name_optional.py         |    1 -
 posthog/migrations/0139_dashboard_tagging.py  |    7 +-
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 posthog/models/prompt/prompt.py               |    1 -
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 posthog/models/uploaded_media.py              |   18 +-
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 posthog/plugins/site.py                       |   16 +-
 posthog/plugins/test/mock.py                  |   21 +-
 posthog/plugins/test/test_utils.py            |  123 +-
 posthog/plugins/utils.py                      |   35 +-
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 posthog/queries/event_query/event_query.py    |   25 +-
 posthog/queries/foss_cohort_query.py          |   83 +-
 posthog/queries/funnels/base.py               |   43 +-
 posthog/queries/funnels/funnel.py             |    1 -
 posthog/queries/funnels/funnel_event_query.py |    4 +-
 posthog/queries/funnels/funnel_persons.py     |    6 +-
 posthog/queries/funnels/funnel_strict.py      |    1 -
 .../queries/funnels/funnel_strict_persons.py  |    6 +-
 posthog/queries/funnels/funnel_trends.py      |   16 +-
 .../queries/funnels/funnel_trends_persons.py  |    6 +-
 posthog/queries/funnels/funnel_unordered.py   |    3 -
 .../funnels/funnel_unordered_persons.py       |    6 +-
 .../queries/funnels/test/breakdown_cases.py   |  800 ++++-
 .../funnels/test/conversion_time_cases.py     |   58 +-
 .../test/test_breakdowns_by_current_url.py    |   86 +-
 posthog/queries/funnels/test/test_funnel.py   | 1595 ++++++++--
 .../funnels/test/test_funnel_persons.py       |  108 +-
 .../funnels/test/test_funnel_strict.py        |  231 +-
 .../test/test_funnel_strict_persons.py        |    4 +-
 .../test/test_funnel_time_to_convert.py       |  417 ++-
 .../funnels/test/test_funnel_trends.py        |  196 +-
 .../test/test_funnel_trends_persons.py        |   73 +-
 .../funnels/test/test_funnel_unordered.py     |  714 ++++-
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 posthog/queries/funnels/test/test_utils.py    |    6 +-
 posthog/queries/funnels/utils.py              |    6 +-
 posthog/queries/insight.py                    |    8 +-
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 .../properties_timeline.py                    |   14 +-
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 posthog/queries/test/test_base.py             |    8 +-
 posthog/queries/test/test_lifecycle.py        |  122 +-
 posthog/queries/test/test_paths.py            |  608 +++-
 posthog/queries/test/test_query_date_range.py |    5 -
 posthog/queries/test/test_retention.py        |  418 ++-
 posthog/queries/test/test_trends.py           | 2088 +++++++++++--
 posthog/queries/time_to_see_data/sessions.py  |    5 +-
 .../time_to_see_data/test/test_hierarchy.py   |   76 +-
 posthog/queries/trends/breakdown.py           |  100 +-
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 posthog/queries/trends/test/test_formula.py   |  202 +-
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 posthog/queries/trends/test/test_person.py    |   31 +-
 posthog/queries/trends/total_volume.py        |   33 +-
 posthog/queries/trends/trends.py              |   46 +-
 posthog/queries/trends/trends_actors.py       |   15 +-
 posthog/queries/trends/trends_event_query.py  |    8 +-
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 posthog/queries/trends/util.py                |   21 +-
 posthog/queries/util.py                       |    4 +-
 posthog/rate_limit.py                         |    9 +-
 .../models/session_recording.py               |    4 +-
 .../models/session_recording_playlist.py      |    7 +-
 .../models/session_recording_playlist_item.py |    4 +-
 .../models/system_status_queries.py           |    4 +-
 ...sion_recording_list_from_replay_summary.py |   52 +-
 .../queries/session_recording_properties.py   |   13 +-
 .../queries/session_replay_events.py          |   17 +-
 .../queries/test/session_replay_sql.py        |   11 +-
 ...sion_recording_list_from_session_replay.py |  801 ++++-
 .../test/test_session_recording_properties.py |   28 +-
 .../test/test_session_replay_events.py        |    8 +-
 .../test/test_session_replay_summaries.py     |    4 +-
 .../session_recordings/realtime_snapshots.py  |   15 +-
 .../session_recording_api.py                  |   47 +-
 .../snapshots/convert_legacy_snapshots.py     |    9 +-
 .../sql/session_recording_event_sql.py        |   20 +-
 .../session_replay_event_migrations_sql.py    |    4 +-
 .../sql/session_replay_event_sql.py           |   16 +-
 .../test/test_lts_session_recordings.py       |   20 +-
 .../test/test_session_recording_helpers.py    |   49 +-
 .../test/test_session_recordings.py           |  138 +-
 posthog/settings/__init__.py                  |   10 +-
 posthog/settings/data_stores.py               |    5 +-
 posthog/settings/dynamic_settings.py          |    7 +-
 posthog/settings/sentry.py                    |    7 +-
 posthog/settings/service_requirements.py      |    4 +-
 posthog/settings/utils.py                     |    8 +-
 posthog/settings/web.py                       |   12 +-
 posthog/storage/object_storage.py             |   43 +-
 posthog/storage/test/test_object_storage.py   |   15 +-
 posthog/tasks/async_migrations.py             |   12 +-
 posthog/tasks/calculate_cohort.py             |    5 +-
 .../tasks/check_clickhouse_schema_drift.py    |    3 +-
 posthog/tasks/email.py                        |   34 +-
 posthog/tasks/exporter.py                     |   10 +-
 posthog/tasks/exports/csv_exporter.py         |   38 +-
 posthog/tasks/exports/exporter_utils.py       |    6 +-
 posthog/tasks/exports/image_exporter.py       |   17 +-
 posthog/tasks/exports/ordered_csv_renderer.py |    1 -
 .../tasks/exports/test/test_csv_exporter.py   |   21 +-
 .../exports/test/test_csv_exporter_renders.py |    4 +-
 .../test/test_csv_exporter_url_sanitising.py  |   24 +-
 .../tasks/exports/test/test_image_exporter.py |   10 +-
 posthog/tasks/test/test_async_migrations.py   |   15 +-
 posthog/tasks/test/test_calculate_cohort.py   |    5 +-
 .../test_check_clickhouse_schema_drift.py     |    5 +-
 posthog/tasks/test/test_email.py              |   16 +-
 posthog/tasks/test/test_usage_report.py       |  136 +-
 posthog/tasks/usage_report.py                 |   60 +-
 posthog/tasks/user_identify.py                |    7 +-
 posthog/tasks/verify_persons_data_in_sync.py  |   12 +-
 posthog/temporal/client.py                    |   13 +-
 .../tests/batch_exports/test_batch_exports.py |   28 +-
 .../test_bigquery_batch_export_workflow.py    |   25 +-
 .../test_postgres_batch_export_workflow.py    |   33 +-
 .../test_s3_batch_export_workflow.py          |  108 +-
 .../test_snowflake_batch_export_workflow.py   |   56 +-
 posthog/temporal/tests/test_clickhouse.py     |   10 +-
 .../test_squash_person_overrides_workflow.py  |   44 +-
 posthog/temporal/worker.py                    |   20 +-
 .../workflows/backfill_batch_export.py        |    5 +-
 posthog/temporal/workflows/batch_exports.py   |   10 +-
 .../workflows/bigquery_batch_export.py        |   18 +-
 posthog/temporal/workflows/clickhouse.py      |   19 +-
 .../workflows/postgres_batch_export.py        |   28 +-
 posthog/temporal/workflows/s3_batch_export.py |   11 +-
 .../workflows/snowflake_batch_export.py       |   12 +-
 .../workflows/squash_person_overrides.py      |    9 +-
 .../activity_logging/test_activity_logging.py |   20 +-
 .../test_feature_flag_activity_logging.py     |   59 +-
 .../test_insight_activity_logging.py          |   48 +-
 posthog/test/base.py                          |   80 +-
 posthog/test/test_celery.py                   |    3 +-
 posthog/test/test_cohort_model.py             |   87 +-
 posthog/test/test_datetime.py                 |    8 +-
 posthog/test/test_decorators.py               |    5 +-
 posthog/test/test_element_model.py            |   12 +-
 posthog/test/test_email.py                    |    8 +-
 posthog/test/test_feature_flag.py             | 1584 ++++++++--
 posthog/test/test_feature_flag_analytics.py   |   40 +-
 posthog/test/test_gzip_middleware.py          |    6 +-
 posthog/test/test_instance_setting_model.py   |    6 +-
 posthog/test/test_journeys.py                 |   20 +-
 posthog/test/test_middleware.py               |   38 +-
 posthog/test/test_migration_0218.py           |    1 -
 posthog/test/test_migration_0219.py           |   18 +-
 posthog/test/test_migration_0220.py           |   16 +-
 posthog/test/test_migration_0222.py           |   21 +-
 posthog/test/test_migration_0227.py           |    6 +-
 posthog/test/test_migration_0228.py           |   21 +-
 posthog/test/test_migration_0259.py           |    9 +-
 posthog/test/test_migration_0273.py           |    8 +-
 posthog/test/test_migration_0287.py           |    1 -
 posthog/test/test_plugin.py                   |   58 +-
 posthog/test/test_plugin_log_entry.py         |    9 +-
 posthog/test/test_rate_limit.py               |  107 +-
 posthog/test/test_renderers.py                |   29 +-
 posthog/test/test_team.py                     |   25 +-
 posthog/test/test_urls.py                     |   18 +-
 posthog/test/test_user_permissions.py         |   22 +-
 posthog/test/test_utils.py                    |  178 +-
 posthog/test/test_version_requirement.py      |    6 +-
 posthog/types.py                              |   18 +-
 posthog/urls.py                               |   72 +-
 posthog/user_permissions.py                   |   14 +-
 posthog/utils.py                              |   67 +-
 posthog/views.py                              |    5 +-
 posthog/warehouse/api/saved_query.py          |   18 +-
 posthog/warehouse/api/table.py                |   18 +-
 posthog/warehouse/api/test/test_table.py      |   10 +-
 posthog/warehouse/api/test/test_view.py       |    5 +-
 posthog/warehouse/api/test/test_view_link.py  |   25 +-
 posthog/warehouse/api/view_link.py            |    1 -
 .../models/datawarehouse_saved_query.py       |   14 +-
 posthog/warehouse/models/table.py             |   12 +-
 posthog/warehouse/models/test/test_table.py   |    6 +-
 posthog/warehouse/models/view_link.py         |    7 +-
 requirements-dev.in                           |    2 +-
 requirements-dev.txt                          |    2 +-
 1075 files changed, 41013 insertions(+), 9775 deletions(-)

diff --git a/ee/api/authentication.py b/ee/api/authentication.py
index a1c12c61c857f..2dfb6c7b9f053 100644
--- a/ee/api/authentication.py
+++ b/ee/api/authentication.py
@@ -24,7 +24,6 @@
 
 @api_view(["GET"])
 def saml_metadata_view(request, *args, **kwargs):
-
     if (
         not request.user.organization_memberships.get(organization=request.user.organization).level
         >= OrganizationMembership.Level.ADMIN
@@ -46,7 +45,6 @@ class MultitenantSAMLAuth(SAMLAuth):
     """
 
     def get_idp(self, organization_domain_or_id: Union["OrganizationDomain", str]):
-
         try:
             organization_domain = (
                 organization_domain_or_id
@@ -57,7 +55,10 @@ def get_idp(self, organization_domain_or_id: Union["OrganizationDomain", str]):
             raise AuthFailed("saml", "Authentication request is invalid. Invalid RelayState.")
 
         if not organization_domain.organization.is_feature_available(AvailableFeature.SAML):
-            raise AuthFailed("saml", "Your organization does not have the required license to use SAML.")
+            raise AuthFailed(
+                "saml",
+                "Your organization does not have the required license to use SAML.",
+            )
 
         return SAMLIdentityProvider(
             str(organization_domain.id),
@@ -88,7 +89,12 @@ def auth_url(self):
         # name, since we multiple IdPs share the same auth_complete URL.
         return auth.login(return_to=str(instance.id))
 
-    def _get_attr(self, response_attributes: Dict[str, Any], attribute_names: List[str], optional: bool = False) -> str:
+    def _get_attr(
+        self,
+        response_attributes: Dict[str, Any],
+        attribute_names: List[str],
+        optional: bool = False,
+    ) -> str:
         """
         Fetches a specific attribute from the SAML response, attempting with multiple different attribute names.
         We attempt multiple attribute names to make it easier for admins to configure SAML (less configuration to set).
@@ -114,7 +120,9 @@ def get_user_details(self, response):
         attributes = response["attributes"]
         return {
             "fullname": self._get_attr(
-                attributes, ["full_name", "FULL_NAME", "fullName", OID_COMMON_NAME], optional=True
+                attributes,
+                ["full_name", "FULL_NAME", "fullName", OID_COMMON_NAME],
+                optional=True,
             ),
             "first_name": self._get_attr(
                 attributes,
@@ -140,7 +148,12 @@ def get_user_details(self, response):
             ),
             "email": self._get_attr(
                 attributes,
-                ["email", "EMAIL", "http://schemas.xmlsoap.org/ws/2005/05/identity/claims/emailaddress", OID_MAIL],
+                [
+                    "email",
+                    "EMAIL",
+                    "http://schemas.xmlsoap.org/ws/2005/05/identity/claims/emailaddress",
+                    OID_MAIL,
+                ],
             ),
         }
 
diff --git a/ee/api/billing.py b/ee/api/billing.py
index ce6495bc8664b..08e0fc08a9719 100644
--- a/ee/api/billing.py
+++ b/ee/api/billing.py
@@ -74,7 +74,11 @@ def patch(self, request: Request, *args: Any, **kwargs: Any) -> Response:
                 BillingManager(license).update_billing(org, {"custom_limits_usd": custom_limits_usd})
 
                 if distinct_id:
-                    posthoganalytics.capture(distinct_id, "billing limits updated", properties={**custom_limits_usd})
+                    posthoganalytics.capture(
+                        distinct_id,
+                        "billing limits updated",
+                        properties={**custom_limits_usd},
+                    )
                     posthoganalytics.group_identify(
                         "organization",
                         str(org.id),
@@ -143,7 +147,8 @@ def license(self, request: Request, *args: Any, **kwargs: Any) -> HttpResponse:
         license = License(key=serializer.validated_data["license"])
 
         res = requests.get(
-            f"{BILLING_SERVICE_URL}/api/billing", headers=BillingManager(license).get_auth_headers(organization)
+            f"{BILLING_SERVICE_URL}/api/billing",
+            headers=BillingManager(license).get_auth_headers(organization),
         )
 
         if res.status_code != 200:
diff --git a/ee/api/dashboard_collaborator.py b/ee/api/dashboard_collaborator.py
index 8b26261c1c343..e9b339b921b0e 100644
--- a/ee/api/dashboard_collaborator.py
+++ b/ee/api/dashboard_collaborator.py
@@ -89,7 +89,11 @@ class DashboardCollaboratorViewSet(
     mixins.DestroyModelMixin,
     viewsets.GenericViewSet,
 ):
-    permission_classes = [IsAuthenticated, TeamMemberAccessPermission, CanEditDashboardCollaborator]
+    permission_classes = [
+        IsAuthenticated,
+        TeamMemberAccessPermission,
+        CanEditDashboardCollaborator,
+    ]
     pagination_class = None
     queryset = DashboardPrivilege.objects.select_related("dashboard").filter(user__is_active=True)
     lookup_field = "user__uuid"
diff --git a/ee/api/ee_event_definition.py b/ee/api/ee_event_definition.py
index 4330ce554e775..e83b293b8caaa 100644
--- a/ee/api/ee_event_definition.py
+++ b/ee/api/ee_event_definition.py
@@ -4,7 +4,11 @@
 from ee.models.event_definition import EnterpriseEventDefinition
 from posthog.api.shared import UserBasicSerializer
 from posthog.api.tagged_item import TaggedItemSerializerMixin
-from posthog.models.activity_logging.activity_log import dict_changes_between, log_activity, Detail
+from posthog.models.activity_logging.activity_log import (
+    dict_changes_between,
+    log_activity,
+    Detail,
+)
 
 
 class EnterpriseEventDefinitionSerializer(TaggedItemSerializerMixin, serializers.ModelSerializer):
diff --git a/ee/api/ee_property_definition.py b/ee/api/ee_property_definition.py
index bac7a664de0cb..aa190bbd7c72d 100644
--- a/ee/api/ee_property_definition.py
+++ b/ee/api/ee_property_definition.py
@@ -4,7 +4,11 @@
 from posthog.api.shared import UserBasicSerializer
 from posthog.api.tagged_item import TaggedItemSerializerMixin
 from posthog.models import PropertyDefinition
-from posthog.models.activity_logging.activity_log import dict_changes_between, log_activity, Detail
+from posthog.models.activity_logging.activity_log import (
+    dict_changes_between,
+    log_activity,
+    Detail,
+)
 
 
 class EnterprisePropertyDefinitionSerializer(TaggedItemSerializerMixin, serializers.ModelSerializer):
diff --git a/ee/api/explicit_team_member.py b/ee/api/explicit_team_member.py
index b1a01221f5bbc..723e317a86a55 100644
--- a/ee/api/explicit_team_member.py
+++ b/ee/api/explicit_team_member.py
@@ -34,15 +34,24 @@ class Meta:
             "user_uuid",  # write_only (see above)
             "effective_level",  # read_only (calculated)
         ]
-        read_only_fields = ["id", "parent_membership_id", "joined_at", "updated_at", "user", "effective_level"]
+        read_only_fields = [
+            "id",
+            "parent_membership_id",
+            "joined_at",
+            "updated_at",
+            "user",
+            "effective_level",
+        ]
 
     def create(self, validated_data):
         team: Team = self.context["get_team"]()
         user_uuid = validated_data.pop("user_uuid")
         validated_data["team"] = team
         try:
-            requesting_parent_membership: OrganizationMembership = OrganizationMembership.objects.get(
-                organization_id=team.organization_id, user__uuid=user_uuid, user__is_active=True
+            requesting_parent_membership: (OrganizationMembership) = OrganizationMembership.objects.get(
+                organization_id=team.organization_id,
+                user__uuid=user_uuid,
+                user__is_active=True,
             )
         except OrganizationMembership.DoesNotExist:
             raise exceptions.PermissionDenied("You both need to belong to the same organization.")
diff --git a/ee/api/feature_flag_role_access.py b/ee/api/feature_flag_role_access.py
index 1eb4fa58ab0be..d3ca7a68c1a32 100644
--- a/ee/api/feature_flag_role_access.py
+++ b/ee/api/feature_flag_role_access.py
@@ -29,7 +29,9 @@ def has_permission(self, request, view):
             )
             if resource_access.access_level == OrganizationResourceAccess.AccessLevel.CAN_ALWAYS_EDIT:
                 return True
-        except OrganizationResourceAccess.DoesNotExist:  # no organization resource access for this means full default edit access
+        except (
+            OrganizationResourceAccess.DoesNotExist
+        ):  # no organization resource access for this means full default edit access
             return True
         try:
             feature_flag: FeatureFlag = FeatureFlag.objects.get(id=view.parents_query_dict["feature_flag_id"])
diff --git a/ee/api/hooks.py b/ee/api/hooks.py
index f1457d483fd47..96eba47f14378 100644
--- a/ee/api/hooks.py
+++ b/ee/api/hooks.py
@@ -8,7 +8,10 @@
 from ee.models.hook import Hook
 from posthog.api.routing import StructuredViewSetMixin
 from posthog.models.user import User
-from posthog.permissions import OrganizationMemberPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    OrganizationMemberPermissions,
+    TeamMemberAccessPermission,
+)
 
 
 class HookSerializer(serializers.ModelSerializer):
@@ -35,7 +38,11 @@ class HookViewSet(StructuredViewSetMixin, viewsets.ModelViewSet):
 
     queryset = Hook.objects.all()
     ordering = "-created_at"
-    permission_classes = [IsAuthenticated, OrganizationMemberPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        OrganizationMemberPermissions,
+        TeamMemberAccessPermission,
+    ]
     serializer_class = HookSerializer
 
     def perform_create(self, serializer):
diff --git a/ee/api/integration.py b/ee/api/integration.py
index b4ef4ac35beff..d7da62a31a2ee 100644
--- a/ee/api/integration.py
+++ b/ee/api/integration.py
@@ -8,7 +8,11 @@
 
 from ee.tasks.slack import handle_slack_event
 from posthog.api.integration import IntegrationSerializer
-from posthog.models.integration import Integration, SlackIntegration, SlackIntegrationError
+from posthog.models.integration import (
+    Integration,
+    SlackIntegration,
+    SlackIntegrationError,
+)
 
 
 class PublicIntegrationViewSet(viewsets.GenericViewSet):
diff --git a/ee/api/organization_resource_access.py b/ee/api/organization_resource_access.py
index a938d59a320eb..618e59475a0be 100644
--- a/ee/api/organization_resource_access.py
+++ b/ee/api/organization_resource_access.py
@@ -10,7 +10,15 @@
 class OrganizationResourceAccessSerializer(serializers.ModelSerializer):
     class Meta:
         model = OrganizationResourceAccess
-        fields = ["id", "resource", "access_level", "organization", "created_at", "updated_at", "created_by"]
+        fields = [
+            "id",
+            "resource",
+            "access_level",
+            "organization",
+            "created_at",
+            "updated_at",
+            "created_by",
+        ]
         read_only_fields = ["id", "created_at", "created_by", "organization"]
 
     def validate_resource(self, resource):
diff --git a/ee/api/role.py b/ee/api/role.py
index 323b9f9c022b2..7114ef4f0110f 100644
--- a/ee/api/role.py
+++ b/ee/api/role.py
@@ -25,7 +25,7 @@ class RolePermissions(BasePermission):
     def has_permission(self, request, view):
         organization = request.user.organization
 
-        requesting_membership: OrganizationMembership = OrganizationMembership.objects.get(
+        requesting_membership: (OrganizationMembership) = OrganizationMembership.objects.get(
             user_id=cast(User, request.user).id,
             organization=organization,
         )
@@ -42,7 +42,15 @@ class RoleSerializer(serializers.ModelSerializer):
 
     class Meta:
         model = Role
-        fields = ["id", "name", "feature_flags_access_level", "created_at", "created_by", "members", "associated_flags"]
+        fields = [
+            "id",
+            "name",
+            "feature_flags_access_level",
+            "created_at",
+            "created_by",
+            "members",
+            "associated_flags",
+        ]
         read_only_fields = ["id", "created_at", "created_by"]
 
     def validate_name(self, name):
@@ -55,7 +63,8 @@ def create(self, validated_data):
         validated_data["organization"] = organization
         try:
             default_flags_org_setting = OrganizationResourceAccess.objects.get(
-                organization=organization, resource=OrganizationResourceAccess.Resources.FEATURE_FLAGS
+                organization=organization,
+                resource=OrganizationResourceAccess.Resources.FEATURE_FLAGS,
             ).access_level
         except OrganizationResourceAccess.DoesNotExist:
             default_flags_org_setting = OrganizationResourceAccess.AccessLevel.CAN_ALWAYS_EDIT
diff --git a/ee/api/sentry_stats.py b/ee/api/sentry_stats.py
index e0a15e2019a1b..52b16647c2cbf 100644
--- a/ee/api/sentry_stats.py
+++ b/ee/api/sentry_stats.py
@@ -43,7 +43,6 @@ def get_sentry_stats(start_time: str, end_time: str) -> Tuple[dict, int]:
 def get_tagged_issues_stats(
     start_time: str, end_time: str, tags: Dict[str, str], target_issues: List[str]
 ) -> Dict[str, Any]:
-
     sentry_config: Dict[str, str] = get_instance_settings(["SENTRY_AUTH_TOKEN", "SENTRY_ORGANIZATION"])
 
     org_slug = sentry_config.get("SENTRY_ORGANIZATION")
@@ -92,7 +91,6 @@ def get_stats_for_timerange(
     target_end_time: str,
     tags: Optional[Dict[str, str]] = None,
 ) -> Tuple[int, int]:
-
     base_counts, base_total_count = get_sentry_stats(base_start_time, base_end_time)
     target_counts, target_total_count = get_sentry_stats(target_start_time, target_end_time)
 
@@ -101,7 +99,6 @@ def get_stats_for_timerange(
 
 @api_view(["GET"])
 def sentry_stats(request: HttpRequest):
-
     try:
         current_time = datetime.utcnow()
         target_end_date = current_time.strftime("%Y-%m-%dT%H:%M:%S")
diff --git a/ee/api/test/base.py b/ee/api/test/base.py
index 05691d8c9153d..1fb46cceae1cd 100644
--- a/ee/api/test/base.py
+++ b/ee/api/test/base.py
@@ -21,7 +21,12 @@ def license_required_response(
         self,
         message: str = "This feature is part of the premium PostHog offering. Self-hosted licenses are no longer available for purchase. Please contact sales@posthog.com to discuss options.",
     ) -> Dict[str, Optional[str]]:
-        return {"type": "server_error", "code": "payment_required", "detail": message, "attr": None}
+        return {
+            "type": "server_error",
+            "code": "payment_required",
+            "detail": message,
+            "attr": None,
+        }
 
     @classmethod
     def setUpTestData(cls):
diff --git a/ee/api/test/test_action.py b/ee/api/test/test_action.py
index cfdce454fc449..d451db03dfd5c 100644
--- a/ee/api/test/test_action.py
+++ b/ee/api/test/test_action.py
@@ -17,7 +17,9 @@ def test_create_action_update_delete_tags(self):
         from ee.models.license import License, LicenseManager
 
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
-            key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+            key="key_123",
+            plan="enterprise",
+            valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
         )
 
         response = self.client.post(f"/api/projects/{self.team.id}/actions/", data={"name": "user signed up"})
@@ -32,7 +34,8 @@ def test_create_action_update_delete_tags(self):
         self.assertEqual(set(response.json()["tags"]), {"hello", "random"})
 
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/actions/{response.json()['id']}", data={"name": "user signed up", "tags": []}
+            f"/api/projects/{self.team.id}/actions/{response.json()['id']}",
+            data={"name": "user signed up", "tags": []},
         )
 
         self.assertEqual(response.status_code, status.HTTP_200_OK)
@@ -42,12 +45,17 @@ def test_create_action_with_tags(self):
         from ee.models.license import License, LicenseManager
 
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
-            key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+            key="key_123",
+            plan="enterprise",
+            valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
         )
 
         response = self.client.post(
             f"/api/projects/{self.team.id}/actions/",
-            data={"name": "user signed up", "tags": ["nightly", "is", "a", "good", "girl"]},
+            data={
+                "name": "user signed up",
+                "tags": ["nightly", "is", "a", "good", "girl"],
+            },
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
         self.assertEqual(set(response.json()["tags"]), {"nightly", "is", "a", "good", "girl"})
@@ -56,7 +64,9 @@ def test_actions_does_not_nplus1(self):
         from ee.models.license import License, LicenseManager
 
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
-            key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+            key="key_123",
+            plan="enterprise",
+            valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
         )
 
         # Ensure the cloud check is cached to not affect the number of queries
@@ -79,10 +89,13 @@ def test_actions_no_duplicate_tags(self):
         from ee.models.license import License, LicenseManager
 
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
-            key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+            key="key_123",
+            plan="enterprise",
+            valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
         )
         response = self.client.post(
-            f"/api/projects/{self.team.id}/actions/", data={"name": "user signed up", "tags": ["a", "b", "a"]}
+            f"/api/projects/{self.team.id}/actions/",
+            data={"name": "user signed up", "tags": ["a", "b", "a"]},
         )
 
         self.assertListEqual(sorted(response.json()["tags"]), ["a", "b"])
diff --git a/ee/api/test/test_authentication.py b/ee/api/test/test_authentication.py
index cd8ebb454eabb..00fca66b2914b 100644
--- a/ee/api/test/test_authentication.py
+++ b/ee/api/test/test_authentication.py
@@ -31,7 +31,10 @@
     "SOCIAL_AUTH_GOOGLE_OAUTH2_SECRET": "google_secret",
 }
 
-GITHUB_MOCK_SETTINGS = {"SOCIAL_AUTH_GITHUB_KEY": "github_key", "SOCIAL_AUTH_GITHUB_SECRET": "github_secret"}
+GITHUB_MOCK_SETTINGS = {
+    "SOCIAL_AUTH_GITHUB_KEY": "github_key",
+    "SOCIAL_AUTH_GITHUB_SECRET": "github_secret",
+}
 
 CURRENT_FOLDER = os.path.dirname(__file__)
 
@@ -51,7 +54,10 @@ def test_login_precheck_with_enforced_sso(self):
         with self.settings(**GOOGLE_MOCK_SETTINGS):
             response = self.client.post("/api/login/precheck", {"email": "spain@witw.app"})
         self.assertEqual(response.status_code, status.HTTP_200_OK)
-        self.assertEqual(response.json(), {"sso_enforcement": "google-oauth2", "saml_available": False})
+        self.assertEqual(
+            response.json(),
+            {"sso_enforcement": "google-oauth2", "saml_available": False},
+        )
 
     def test_login_precheck_with_unverified_domain(self):
         OrganizationDomain.objects.create(
@@ -117,14 +123,20 @@ def test_can_enforce_sso(self):
 
         # Can log in with password with SSO configured but not enforced
         with self.settings(**GOOGLE_MOCK_SETTINGS):
-            response = self.client.post("/api/login", {"email": self.CONFIG_EMAIL, "password": self.CONFIG_PASSWORD})
+            response = self.client.post(
+                "/api/login",
+                {"email": self.CONFIG_EMAIL, "password": self.CONFIG_PASSWORD},
+            )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         self.assertEqual(response.json(), {"success": True})
 
         # Forcing SSO disables regular API password login
         self.create_enforced_domain()
         with self.settings(**GOOGLE_MOCK_SETTINGS):
-            response = self.client.post("/api/login", {"email": self.CONFIG_EMAIL, "password": self.CONFIG_PASSWORD})
+            response = self.client.post(
+                "/api/login",
+                {"email": self.CONFIG_EMAIL, "password": self.CONFIG_PASSWORD},
+            )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
             response.json(),
@@ -144,7 +156,10 @@ def test_can_enforce_sso_on_cloud_enviroment(self):
         self.organization.save()
 
         with self.settings(**GOOGLE_MOCK_SETTINGS):
-            response = self.client.post("/api/login", {"email": self.CONFIG_EMAIL, "password": self.CONFIG_PASSWORD})
+            response = self.client.post(
+                "/api/login",
+                {"email": self.CONFIG_EMAIL, "password": self.CONFIG_PASSWORD},
+            )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
             response.json(),
@@ -158,7 +173,11 @@ def test_can_enforce_sso_on_cloud_enviroment(self):
 
     def test_cannot_reset_password_with_enforced_sso(self):
         self.create_enforced_domain()
-        with self.settings(**GOOGLE_MOCK_SETTINGS, EMAIL_HOST="localhost", SITE_URL="https://my.posthog.net"):
+        with self.settings(
+            **GOOGLE_MOCK_SETTINGS,
+            EMAIL_HOST="localhost",
+            SITE_URL="https://my.posthog.net",
+        ):
             response = self.client.post("/api/reset/", {"email": "i_dont_exist@posthog.com"})
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
@@ -182,7 +201,10 @@ def test_cannot_enforce_sso_without_a_license(self, mock_warning):
 
         # Enforcement is ignored
         with self.settings(**GOOGLE_MOCK_SETTINGS):
-            response = self.client.post("/api/login", {"email": self.CONFIG_EMAIL, "password": self.CONFIG_PASSWORD})
+            response = self.client.post(
+                "/api/login",
+                {"email": self.CONFIG_EMAIL, "password": self.CONFIG_PASSWORD},
+            )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         self.assertEqual(response.json(), {"success": True})
 
@@ -247,7 +269,6 @@ def setUpTestData(cls):
     # SAML Metadata
 
     def test_can_get_saml_metadata(self):
-
         self.client.force_login(self.user)
 
         OrganizationMembership.objects.filter(organization=self.organization, user=self.user).update(
@@ -307,7 +328,10 @@ def test_cannot_initiate_saml_flow_for_unconfigured_domain(self):
         with self.assertRaises(AuthFailed) as e:
             self.client.get("/login/saml/?email=hellohello@gmail.com")
 
-        self.assertEqual(str(e.exception), "Authentication failed: SAML not configured for this user.")
+        self.assertEqual(
+            str(e.exception),
+            "Authentication failed: SAML not configured for this user.",
+        )
 
     def test_cannot_initiate_saml_flow_for_unverified_domain(self):
         """
@@ -320,13 +344,15 @@ def test_cannot_initiate_saml_flow_for_unverified_domain(self):
         with self.assertRaises(AuthFailed) as e:
             self.client.get("/login/saml/?email=hellohello@gmail.com")
 
-        self.assertEqual(str(e.exception), "Authentication failed: SAML not configured for this user.")
+        self.assertEqual(
+            str(e.exception),
+            "Authentication failed: SAML not configured for this user.",
+        )
 
     # Finish SAML flow (i.e. actual log in)
 
     @freeze_time("2021-08-25T22:09:14.252Z")  # Ensures the SAML timestamp validation passes
     def test_can_login_with_saml(self):
-
         user = User.objects.create(email="engineering@posthog.com", distinct_id=str(uuid.uuid4()))
 
         response = self.client.get("/login/saml/?email=engineering@posthog.com")
@@ -336,12 +362,19 @@ def test_can_login_with_saml(self):
         _session.update({"saml_state": "ONELOGIN_87856a50b5490e643b1ebef9cb5bf6e78225a3c6"})
         _session.save()
 
-        with open(os.path.join(CURRENT_FOLDER, "fixtures/saml_login_response"), "r", encoding="utf_8") as f:
+        with open(
+            os.path.join(CURRENT_FOLDER, "fixtures/saml_login_response"),
+            "r",
+            encoding="utf_8",
+        ) as f:
             saml_response = f.read()
 
         response = self.client.post(
             "/complete/saml/",
-            {"SAMLResponse": saml_response, "RelayState": str(self.organization_domain.id)},
+            {
+                "SAMLResponse": saml_response,
+                "RelayState": str(self.organization_domain.id),
+            },
             follow=True,
             format="multipart",
         )
@@ -373,7 +406,9 @@ def test_saml_jit_provisioning_and_assertion_with_different_attribute_names(self
         _session.save()
 
         with open(
-            os.path.join(CURRENT_FOLDER, "fixtures/saml_login_response_alt_attribute_names"), "r", encoding="utf_8"
+            os.path.join(CURRENT_FOLDER, "fixtures/saml_login_response_alt_attribute_names"),
+            "r",
+            encoding="utf_8",
         ) as f:
             saml_response = f.read()
 
@@ -381,7 +416,10 @@ def test_saml_jit_provisioning_and_assertion_with_different_attribute_names(self
 
         response = self.client.post(
             "/complete/saml/",
-            {"SAMLResponse": saml_response, "RelayState": str(self.organization_domain.id)},
+            {
+                "SAMLResponse": saml_response,
+                "RelayState": str(self.organization_domain.id),
+            },
             format="multipart",
             follow=True,
         )
@@ -434,7 +472,11 @@ def test_cannot_login_with_improperly_signed_payload(self):
         _session.update({"saml_state": "ONELOGIN_87856a50b5490e643b1ebef9cb5bf6e78225a3c6"})
         _session.save()
 
-        with open(os.path.join(CURRENT_FOLDER, "fixtures/saml_login_response"), "r", encoding="utf_8") as f:
+        with open(
+            os.path.join(CURRENT_FOLDER, "fixtures/saml_login_response"),
+            "r",
+            encoding="utf_8",
+        ) as f:
             saml_response = f.read()
 
         user_count = User.objects.count()
@@ -442,7 +484,10 @@ def test_cannot_login_with_improperly_signed_payload(self):
         with self.assertRaises(AuthFailed) as e:
             response = self.client.post(
                 "/complete/saml/",
-                {"SAMLResponse": saml_response, "RelayState": str(self.organization_domain.id)},
+                {
+                    "SAMLResponse": saml_response,
+                    "RelayState": str(self.organization_domain.id),
+                },
                 format="multipart",
                 follow=True,
             )
@@ -467,14 +512,21 @@ def test_cannot_signup_with_saml_if_jit_provisioning_is_disabled(self):
         _session.update({"saml_state": "ONELOGIN_87856a50b5490e643b1ebef9cb5bf6e78225a3c6"})
         _session.save()
 
-        with open(os.path.join(CURRENT_FOLDER, "fixtures/saml_login_response"), "r", encoding="utf_8") as f:
+        with open(
+            os.path.join(CURRENT_FOLDER, "fixtures/saml_login_response"),
+            "r",
+            encoding="utf_8",
+        ) as f:
             saml_response = f.read()
 
         user_count = User.objects.count()
 
         response = self.client.post(
             "/complete/saml/",
-            {"SAMLResponse": saml_response, "RelayState": str(self.organization_domain.id)},
+            {
+                "SAMLResponse": saml_response,
+                "RelayState": str(self.organization_domain.id),
+            },
             format="multipart",
             follow=True,
         )
@@ -499,7 +551,9 @@ def test_cannot_create_account_without_first_name_in_payload(self):
         _session.save()
 
         with open(
-            os.path.join(CURRENT_FOLDER, "fixtures/saml_login_response_no_first_name"), "r", encoding="utf_8"
+            os.path.join(CURRENT_FOLDER, "fixtures/saml_login_response_no_first_name"),
+            "r",
+            encoding="utf_8",
         ) as f:
             saml_response = f.read()
 
@@ -508,12 +562,18 @@ def test_cannot_create_account_without_first_name_in_payload(self):
         with self.assertRaises(ValidationError) as e:
             response = self.client.post(
                 "/complete/saml/",
-                {"SAMLResponse": saml_response, "RelayState": str(self.organization_domain.id)},
+                {
+                    "SAMLResponse": saml_response,
+                    "RelayState": str(self.organization_domain.id),
+                },
                 format="multipart",
                 follow=True,
             )
 
-        self.assertEqual(str(e.exception), "{'name': ['This field is required and was not provided by the IdP.']}")
+        self.assertEqual(
+            str(e.exception),
+            "{'name': ['This field is required and was not provided by the IdP.']}",
+        )
 
         self.assertEqual(User.objects.count(), user_count)
 
@@ -532,19 +592,27 @@ def test_cannot_login_with_saml_on_unverified_domain(self):
         _session.update({"saml_state": "ONELOGIN_87856a50b5490e643b1ebef9cb5bf6e78225a3c6"})
         _session.save()
 
-        with open(os.path.join(CURRENT_FOLDER, "fixtures/saml_login_response"), "r", encoding="utf_8") as f:
+        with open(
+            os.path.join(CURRENT_FOLDER, "fixtures/saml_login_response"),
+            "r",
+            encoding="utf_8",
+        ) as f:
             saml_response = f.read()
 
         with self.assertRaises(AuthFailed) as e:
             response = self.client.post(
                 "/complete/saml/",
-                {"SAMLResponse": saml_response, "RelayState": str(self.organization_domain.id)},
+                {
+                    "SAMLResponse": saml_response,
+                    "RelayState": str(self.organization_domain.id),
+                },
                 follow=True,
                 format="multipart",
             )
 
         self.assertEqual(
-            str(e.exception), "Authentication failed: Authentication request is invalid. Invalid RelayState."
+            str(e.exception),
+            "Authentication failed: Authentication request is invalid. Invalid RelayState.",
         )
 
         # Assert user is not logged in
@@ -552,14 +620,16 @@ def test_cannot_login_with_saml_on_unverified_domain(self):
         self.assertEqual(response.status_code, status.HTTP_401_UNAUTHORIZED)
 
     def test_saml_can_be_enforced(self):
-
         User.objects.create_and_join(
-            organization=self.organization, email="engineering@posthog.com", password=self.CONFIG_PASSWORD
+            organization=self.organization,
+            email="engineering@posthog.com",
+            password=self.CONFIG_PASSWORD,
         )
 
         # Can log in regularly with SAML configured
         response = self.client.post(
-            "/api/login", {"email": "engineering@posthog.com", "password": self.CONFIG_PASSWORD}
+            "/api/login",
+            {"email": "engineering@posthog.com", "password": self.CONFIG_PASSWORD},
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         self.assertEqual(response.json(), {"success": True})
@@ -568,7 +638,8 @@ def test_saml_can_be_enforced(self):
         self.organization_domain.sso_enforcement = "saml"
         self.organization_domain.save()
         response = self.client.post(
-            "/api/login", {"email": "engineering@posthog.com", "password": self.CONFIG_PASSWORD}
+            "/api/login",
+            {"email": "engineering@posthog.com", "password": self.CONFIG_PASSWORD},
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
@@ -601,7 +672,8 @@ def test_cannot_use_saml_without_enterprise_license(self):
         with self.assertRaises(AuthFailed) as e:
             response = self.client.get("/login/saml/?email=engineering@posthog.com")
         self.assertEqual(
-            str(e.exception), "Authentication failed: Your organization does not have the required license to use SAML."
+            str(e.exception),
+            "Authentication failed: Your organization does not have the required license to use SAML.",
         )
 
         # Attempting to use SAML fails
@@ -609,17 +681,25 @@ def test_cannot_use_saml_without_enterprise_license(self):
         _session.update({"saml_state": "ONELOGIN_87856a50b5490e643b1ebef9cb5bf6e78225a3c6"})
         _session.save()
 
-        with open(os.path.join(CURRENT_FOLDER, "fixtures/saml_login_response"), "r", encoding="utf_8") as f:
+        with open(
+            os.path.join(CURRENT_FOLDER, "fixtures/saml_login_response"),
+            "r",
+            encoding="utf_8",
+        ) as f:
             saml_response = f.read()
 
         with self.assertRaises(AuthFailed) as e:
             response = self.client.post(
                 "/complete/saml/",
-                {"SAMLResponse": saml_response, "RelayState": str(self.organization_domain.id)},
+                {
+                    "SAMLResponse": saml_response,
+                    "RelayState": str(self.organization_domain.id),
+                },
                 follow=True,
                 format="multipart",
             )
 
         self.assertEqual(
-            str(e.exception), "Authentication failed: Your organization does not have the required license to use SAML."
+            str(e.exception),
+            "Authentication failed: Your organization does not have the required license to use SAML.",
         )
diff --git a/ee/api/test/test_billing.py b/ee/api/test/test_billing.py
index 0b5297e9d9261..87838d0b39dcc 100644
--- a/ee/api/test/test_billing.py
+++ b/ee/api/test/test_billing.py
@@ -13,7 +13,10 @@
 from ee.api.test.base import APILicensedTest
 from ee.billing.billing_types import BillingPeriod, CustomerInfo, CustomerProduct
 from ee.models.license import License
-from posthog.cloud_utils import TEST_clear_instance_license_cache, get_cached_instance_license
+from posthog.cloud_utils import (
+    TEST_clear_instance_license_cache,
+    get_cached_instance_license,
+)
 from posthog.models.organization import OrganizationMembership
 from posthog.models.team import Team
 from posthog.test.base import APIBaseTest, _create_event, flush_persons_and_events
@@ -34,9 +37,13 @@ def create_missing_billing_customer(**kwargs) -> CustomerInfo:
         current_total_amount_usd="0.00",
         products=None,
         billing_period=BillingPeriod(
-            current_period_start="2022-10-07T11:12:48", current_period_end="2022-11-07T11:12:48"
+            current_period_start="2022-10-07T11:12:48",
+            current_period_end="2022-11-07T11:12:48",
         ),
-        usage_summary={"events": {"limit": None, "usage": 0}, "recordings": {"limit": None, "usage": 0}},
+        usage_summary={
+            "events": {"limit": None, "usage": 0},
+            "recordings": {"limit": None, "usage": 0},
+        },
         free_trial_until=None,
         available_features=[],
     )
@@ -60,8 +67,16 @@ def create_billing_customer(**kwargs) -> CustomerInfo:
                 image_url="https://posthog.com/static/images/product-os.png",
                 free_allocation=10000,
                 tiers=[
-                    {"unit_amount_usd": "0.00", "up_to": 1000000, "current_amount_usd": "0.00"},
-                    {"unit_amount_usd": "0.00045", "up_to": 2000000, "current_amount_usd": None},
+                    {
+                        "unit_amount_usd": "0.00",
+                        "up_to": 1000000,
+                        "current_amount_usd": "0.00",
+                    },
+                    {
+                        "unit_amount_usd": "0.00045",
+                        "up_to": 2000000,
+                        "current_amount_usd": None,
+                    },
                 ],
                 tiered=True,
                 unit_amount_usd="0.00",
@@ -75,9 +90,13 @@ def create_billing_customer(**kwargs) -> CustomerInfo:
             )
         ],
         billing_period=BillingPeriod(
-            current_period_start="2022-10-07T11:12:48", current_period_end="2022-11-07T11:12:48"
+            current_period_start="2022-10-07T11:12:48",
+            current_period_end="2022-11-07T11:12:48",
         ),
-        usage_summary={"events": {"limit": None, "usage": 0}, "recordings": {"limit": None, "usage": 0}},
+        usage_summary={
+            "events": {"limit": None, "usage": 0},
+            "recordings": {"limit": None, "usage": 0},
+        },
         free_trial_until=None,
     )
     data.update(kwargs)
@@ -95,8 +114,16 @@ def create_billing_products_response(**kwargs) -> Dict[str, List[CustomerProduct
                 image_url="https://posthog.com/static/images/product-os.png",
                 free_allocation=10000,
                 tiers=[
-                    {"unit_amount_usd": "0.00", "up_to": 1000000, "current_amount_usd": "0.00"},
-                    {"unit_amount_usd": "0.00045", "up_to": 2000000, "current_amount_usd": None},
+                    {
+                        "unit_amount_usd": "0.00",
+                        "up_to": 1000000,
+                        "current_amount_usd": "0.00",
+                    },
+                    {
+                        "unit_amount_usd": "0.00045",
+                        "up_to": 2000000,
+                        "current_amount_usd": None,
+                    },
                 ],
                 tiered=True,
                 unit_amount_usd="0.00",
@@ -182,7 +209,11 @@ def mock_implementation(url: str, headers: Any = None, params: Any = None) -> Ma
         secret = self.license.key.split("::")[1]
 
         decoded_token = jwt.decode(
-            token, secret, algorithms=["HS256"], audience="posthog:license-key", options={"verify_aud": True}
+            token,
+            secret,
+            algorithms=["HS256"],
+            audience="posthog:license-key",
+            options={"verify_aud": True},
         )
 
         assert decoded_token == {
@@ -232,8 +263,16 @@ def mock_implementation(url: str, headers: Any = None, params: Any = None) -> Ma
                     "image_url": "https://posthog.com/static/images/product-os.png",
                     "free_allocation": 10000,
                     "tiers": [
-                        {"unit_amount_usd": "0.00", "up_to": 1000000, "current_amount_usd": "0.00"},
-                        {"unit_amount_usd": "0.00045", "up_to": 2000000, "current_amount_usd": None},
+                        {
+                            "unit_amount_usd": "0.00",
+                            "up_to": 1000000,
+                            "current_amount_usd": "0.00",
+                        },
+                        {
+                            "unit_amount_usd": "0.00045",
+                            "up_to": 2000000,
+                            "current_amount_usd": None,
+                        },
                     ],
                     "tiered": True,
                     "current_amount_usd": "0.00",
@@ -250,7 +289,10 @@ def mock_implementation(url: str, headers: Any = None, params: Any = None) -> Ma
                 "current_period_start": "2022-10-07T11:12:48",
                 "current_period_end": "2022-11-07T11:12:48",
             },
-            "usage_summary": {"events": {"limit": None, "usage": 0}, "recordings": {"limit": None, "usage": 0}},
+            "usage_summary": {
+                "events": {"limit": None, "usage": 0},
+                "recordings": {"limit": None, "usage": 0},
+            },
             "free_trial_until": None,
         }
 
@@ -290,8 +332,16 @@ def mock_implementation(url: str, headers: Any = None, params: Any = None) -> Ma
                     "type": "events",
                     "free_allocation": 10000,
                     "tiers": [
-                        {"unit_amount_usd": "0.00", "up_to": 1000000, "current_amount_usd": "0.00"},
-                        {"unit_amount_usd": "0.00045", "up_to": 2000000, "current_amount_usd": None},
+                        {
+                            "unit_amount_usd": "0.00",
+                            "up_to": 1000000,
+                            "current_amount_usd": "0.00",
+                        },
+                        {
+                            "unit_amount_usd": "0.00045",
+                            "up_to": 2000000,
+                            "current_amount_usd": None,
+                        },
                     ],
                     "current_usage": 0,
                     "percentage_usage": 0.0,
@@ -310,7 +360,10 @@ def mock_implementation(url: str, headers: Any = None, params: Any = None) -> Ma
                 "current_period_start": "2022-10-07T11:12:48",
                 "current_period_end": "2022-11-07T11:12:48",
             },
-            "usage_summary": {"events": {"limit": None, "usage": 0}, "recordings": {"limit": None, "usage": 0}},
+            "usage_summary": {
+                "events": {"limit": None, "usage": 0},
+                "recordings": {"limit": None, "usage": 0},
+            },
             "free_trial_until": None,
             "current_total_amount_usd": "0.00",
             "deactivated": False,
diff --git a/ee/api/test/test_capture.py b/ee/api/test/test_capture.py
index 27e907d7cbf62..891a9759a80c5 100644
--- a/ee/api/test/test_capture.py
+++ b/ee/api/test/test_capture.py
@@ -27,8 +27,20 @@ def test_produce_to_kafka(self, kafka_produce):
             {
                 "data": json.dumps(
                     [
-                        {"event": "event1", "properties": {"distinct_id": "id1", "token": self.team.api_token}},
-                        {"event": "event2", "properties": {"distinct_id": "id2", "token": self.team.api_token}},
+                        {
+                            "event": "event1",
+                            "properties": {
+                                "distinct_id": "id1",
+                                "token": self.team.api_token,
+                            },
+                        },
+                        {
+                            "event": "event2",
+                            "properties": {
+                                "distinct_id": "id2",
+                                "token": self.team.api_token,
+                            },
+                        },
                     ]
                 ),
                 "api_key": self.team.api_token,
@@ -87,7 +99,10 @@ def test_capture_event_with_uuid_in_payload(self, kafka_produce):
                         {
                             "event": "event1",
                             "uuid": "017d37c1-f285-0000-0e8b-e02d131925dc",
-                            "properties": {"distinct_id": "id1", "token": self.team.api_token},
+                            "properties": {
+                                "distinct_id": "id1",
+                                "token": self.team.api_token,
+                            },
                         }
                     ]
                 ),
@@ -110,7 +125,15 @@ def test_kafka_connection_error(self, kafka_produce):
             "/capture/",
             {
                 "data": json.dumps(
-                    [{"event": "event1", "properties": {"distinct_id": "id1", "token": self.team.api_token}}]
+                    [
+                        {
+                            "event": "event1",
+                            "properties": {
+                                "distinct_id": "id1",
+                                "token": self.team.api_token,
+                            },
+                        }
+                    ]
                 ),
                 "api_key": self.team.api_token,
             },
@@ -135,7 +158,15 @@ def test_partition_key_override(self, kafka_produce):
             "/capture/",
             {
                 "data": json.dumps(
-                    [{"event": "event1", "properties": {"distinct_id": "id1", "token": self.team.api_token}}]
+                    [
+                        {
+                            "event": "event1",
+                            "properties": {
+                                "distinct_id": "id1",
+                                "token": self.team.api_token,
+                            },
+                        }
+                    ]
                 ),
                 "api_key": self.team.api_token,
             },
@@ -143,7 +174,10 @@ def test_partition_key_override(self, kafka_produce):
 
         # By default we use (the hash of) <team_id:distinct_id> as the partition key
         kafka_produce_call = kafka_produce.call_args_list[0].kwargs
-        self.assertEqual(kafka_produce_call["key"], hashlib.sha256(default_partition_key.encode()).hexdigest())
+        self.assertEqual(
+            kafka_produce_call["key"],
+            hashlib.sha256(default_partition_key.encode()).hexdigest(),
+        )
 
         # Setting up an override via EVENT_PARTITION_KEYS_TO_OVERRIDE should cause us to pass None
         # as the key when producing to Kafka, leading to random partitioning
@@ -152,7 +186,15 @@ def test_partition_key_override(self, kafka_produce):
                 "/capture/",
                 {
                     "data": json.dumps(
-                        [{"event": "event1", "properties": {"distinct_id": "id1", "token": self.team.api_token}}]
+                        [
+                            {
+                                "event": "event1",
+                                "properties": {
+                                    "distinct_id": "id1",
+                                    "token": self.team.api_token,
+                                },
+                            }
+                        ]
                     ),
                     "api_key": self.team.api_token,
                 },
diff --git a/ee/api/test/test_dashboard.py b/ee/api/test/test_dashboard.py
index 58905c05f2257..cc0833991ba7f 100644
--- a/ee/api/test/test_dashboard.py
+++ b/ee/api/test/test_dashboard.py
@@ -147,7 +147,8 @@ def test_can_edit_restricted_dashboard_as_creator_who_is_project_member(self):
         )
 
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/dashboards/{dashboard.id}", {"name": "Gentle Antelope"}
+            f"/api/projects/{self.team.id}/dashboards/{dashboard.id}",
+            {"name": "Gentle Antelope"},
         )
         response_data = response.json()
 
@@ -173,13 +174,15 @@ def test_cannot_edit_restricted_dashboard_as_other_user_who_is_project_member(se
         )
 
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/dashboards/{dashboard.id}", {"name": "Gentle Antelope"}
+            f"/api/projects/{self.team.id}/dashboards/{dashboard.id}",
+            {"name": "Gentle Antelope"},
         )
         response_data = response.json()
 
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertEquals(
-            response_data, self.permission_denied_response("You don't have edit permissions for this dashboard.")
+            response_data,
+            self.permission_denied_response("You don't have edit permissions for this dashboard."),
         )
 
     def test_can_edit_restricted_dashboard_as_other_user_who_is_project_admin(self):
@@ -194,7 +197,8 @@ def test_can_edit_restricted_dashboard_as_other_user_who_is_project_admin(self):
         )
 
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/dashboards/{dashboard.id}", {"name": "Gentle Antelope"}
+            f"/api/projects/{self.team.id}/dashboards/{dashboard.id}",
+            {"name": "Gentle Antelope"},
         )
         response_data = response.json()
 
@@ -228,12 +232,15 @@ def test_dashboard_no_duplicate_tags(self):
         from ee.models.license import License, LicenseManager
 
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
-            key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+            key="key_123",
+            plan="enterprise",
+            valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
         )
         dashboard = Dashboard.objects.create(team=self.team, name="Edit-restricted dashboard", created_by=self.user)
 
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/dashboards/{dashboard.id}", {"tags": ["a", "b", "a"]}
+            f"/api/projects/{self.team.id}/dashboards/{dashboard.id}",
+            {"tags": ["a", "b", "a"]},
         )
 
         self.assertListEqual(sorted(response.json()["tags"]), ["a", "b"])
@@ -250,14 +257,16 @@ def test_sharing_edits_limited_to_collaborators(self):
         )
 
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/dashboards/{dashboard.id}/sharing", {"enabled": True}
+            f"/api/projects/{self.team.id}/dashboards/{dashboard.id}/sharing",
+            {"enabled": True},
         )
 
         response_data = response.json()
 
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertEquals(
-            response_data, self.permission_denied_response("You don't have edit permissions for this dashboard.")
+            response_data,
+            self.permission_denied_response("You don't have edit permissions for this dashboard."),
         )
 
     def test_cannot_edit_dashboard_description_when_collaboration_not_available(self):
@@ -281,7 +290,10 @@ def test_cannot_edit_dashboard_description_when_collaboration_not_available(self
 
         response = self.client.patch(
             f"/api/projects/{self.team.id}/dashboards/{dashboard.id}",
-            {"description": "i should not be allowed to edit this", "name": "even though I am allowed to edit this"},
+            {
+                "description": "i should not be allowed to edit this",
+                "name": "even though I am allowed to edit this",
+            },
         )
 
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
@@ -311,7 +323,10 @@ def test_can_edit_dashboard_description_when_collaboration_is_available(self):
 
         response = self.client.patch(
             f"/api/projects/{self.team.id}/dashboards/{dashboard.id}",
-            {"description": "i should be allowed to edit this", "name": "and so also to edit this"},
+            {
+                "description": "i should be allowed to edit this",
+                "name": "and so also to edit this",
+            },
         )
 
         self.assertEqual(response.status_code, status.HTTP_200_OK)
diff --git a/ee/api/test/test_dashboard_collaborators.py b/ee/api/test/test_dashboard_collaborators.py
index 3f7b71663f290..c7be5f7cf5276 100644
--- a/ee/api/test/test_dashboard_collaborators.py
+++ b/ee/api/test/test_dashboard_collaborators.py
@@ -21,10 +21,14 @@ def test_list_collaborators_as_person_without_edit_access(self):
         other_user_a = User.objects.create_and_join(self.organization, "a@x.com", None)
         other_user_b = User.objects.create_and_join(self.organization, "b@x.com", None)
         DashboardPrivilege.objects.create(
-            user=other_user_a, dashboard=self.test_dashboard, level=Dashboard.PrivilegeLevel.CAN_VIEW
+            user=other_user_a,
+            dashboard=self.test_dashboard,
+            level=Dashboard.PrivilegeLevel.CAN_VIEW,
         )
         DashboardPrivilege.objects.create(
-            user=other_user_b, dashboard=self.test_dashboard, level=Dashboard.PrivilegeLevel.CAN_EDIT
+            user=other_user_b,
+            dashboard=self.test_dashboard,
+            level=Dashboard.PrivilegeLevel.CAN_EDIT,
         )
 
         response = self.client.get(
@@ -48,7 +52,10 @@ def test_cannot_add_collaborator_to_unrestricted_dashboard_as_creator(self):
 
         response = self.client.post(
             f"/api/projects/{self.test_dashboard.team_id}/dashboards/{self.test_dashboard.id}/collaborators/",
-            {"user_uuid": str(other_user.uuid), "level": Dashboard.PrivilegeLevel.CAN_EDIT},
+            {
+                "user_uuid": str(other_user.uuid),
+                "level": Dashboard.PrivilegeLevel.CAN_EDIT,
+            },
         )
         response_data = response.json()
 
@@ -67,7 +74,10 @@ def test_can_add_collaborator_to_edit_restricted_dashboard_as_creator(self):
 
         response = self.client.post(
             f"/api/projects/{self.test_dashboard.team_id}/dashboards/{self.test_dashboard.id}/collaborators/",
-            {"user_uuid": str(other_user.uuid), "level": Dashboard.PrivilegeLevel.CAN_EDIT},
+            {
+                "user_uuid": str(other_user.uuid),
+                "level": Dashboard.PrivilegeLevel.CAN_EDIT,
+            },
         )
         response_data = response.json()
 
@@ -84,7 +94,10 @@ def test_cannot_add_yourself_to_restricted_dashboard_as_creator(self):
 
         response = self.client.post(
             f"/api/projects/{self.test_dashboard.team_id}/dashboards/{self.test_dashboard.id}/collaborators/",
-            {"user_uuid": str(self.user.uuid), "level": Dashboard.PrivilegeLevel.CAN_EDIT},
+            {
+                "user_uuid": str(self.user.uuid),
+                "level": Dashboard.PrivilegeLevel.CAN_EDIT,
+            },
         )
         response_data = response.json()
 
@@ -106,13 +119,17 @@ def test_cannot_add_collaborator_to_edit_restricted_dashboard_as_other_user(self
 
         response = self.client.post(
             f"/api/projects/{self.test_dashboard.team_id}/dashboards/{self.test_dashboard.id}/collaborators/",
-            {"user_uuid": str(other_user.uuid), "level": Dashboard.PrivilegeLevel.CAN_EDIT},
+            {
+                "user_uuid": str(other_user.uuid),
+                "level": Dashboard.PrivilegeLevel.CAN_EDIT,
+            },
         )
         response_data = response.json()
 
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertEqual(
-            response_data, self.permission_denied_response("You don't have edit permissions for this dashboard.")
+            response_data,
+            self.permission_denied_response("You don't have edit permissions for this dashboard."),
         )
 
     def test_cannot_add_collaborator_from_other_org_to_edit_restricted_dashboard_as_creator(self):
@@ -124,7 +141,10 @@ def test_cannot_add_collaborator_from_other_org_to_edit_restricted_dashboard_as_
 
         response = self.client.post(
             f"/api/projects/{self.test_dashboard.team_id}/dashboards/{self.test_dashboard.id}/collaborators/",
-            {"user_uuid": str(other_user.uuid), "level": Dashboard.PrivilegeLevel.CAN_EDIT},
+            {
+                "user_uuid": str(other_user.uuid),
+                "level": Dashboard.PrivilegeLevel.CAN_EDIT,
+            },
         )
         response_data = response.json()
 
@@ -144,12 +164,18 @@ def test_cannot_add_collaborator_to_other_org_to_edit_restricted_dashboard_as_cr
 
         response = self.client.post(
             f"/api/projects/{self.test_dashboard.team_id}/dashboards/{self.test_dashboard.id}/collaborators/",
-            {"user_uuid": str(other_user.uuid), "level": Dashboard.PrivilegeLevel.CAN_EDIT},
+            {
+                "user_uuid": str(other_user.uuid),
+                "level": Dashboard.PrivilegeLevel.CAN_EDIT,
+            },
         )
         response_data = response.json()
 
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
-        self.assertEqual(response_data, self.permission_denied_response("You don't have access to the project."))
+        self.assertEqual(
+            response_data,
+            self.permission_denied_response("You don't have access to the project."),
+        )
 
     def test_cannot_update_existing_collaborator(self):
         # This will change once there are more levels, but with just two it doesn't make sense to PATCH privileges
@@ -159,7 +185,9 @@ def test_cannot_update_existing_collaborator(self):
         self.test_dashboard.save()
         other_user = User.objects.create_and_join(self.organization, "a@x.com", None)
         DashboardPrivilege.objects.create(
-            user=other_user, dashboard=self.test_dashboard, level=Dashboard.PrivilegeLevel.CAN_EDIT
+            user=other_user,
+            dashboard=self.test_dashboard,
+            level=Dashboard.PrivilegeLevel.CAN_EDIT,
         )
 
         response = self.client.patch(
@@ -176,7 +204,9 @@ def test_cannot_remove_collaborator_from_unrestricted_dashboard_as_creator(self)
         self.test_dashboard.save()
         other_user = User.objects.create_and_join(self.organization, "a@x.com", None)
         DashboardPrivilege.objects.create(
-            user=other_user, dashboard=self.test_dashboard, level=Dashboard.PrivilegeLevel.CAN_EDIT
+            user=other_user,
+            dashboard=self.test_dashboard,
+            level=Dashboard.PrivilegeLevel.CAN_EDIT,
         )
 
         response = self.client.delete(
@@ -199,7 +229,9 @@ def test_can_remove_collaborator_from_restricted_dashboard_as_creator(self):
         self.test_dashboard.save()
         other_user = User.objects.create_and_join(self.organization, "a@x.com", None)
         DashboardPrivilege.objects.create(
-            user=other_user, dashboard=self.test_dashboard, level=Dashboard.PrivilegeLevel.CAN_EDIT
+            user=other_user,
+            dashboard=self.test_dashboard,
+            level=Dashboard.PrivilegeLevel.CAN_EDIT,
         )
 
         response = self.client.delete(
@@ -216,7 +248,9 @@ def test_cannot_remove_collaborator_from_restricted_dashboard_as_other_user(self
         self.test_dashboard.save()
         other_user = User.objects.create_and_join(self.organization, "a@x.com", None)
         DashboardPrivilege.objects.create(
-            user=other_user, dashboard=self.test_dashboard, level=Dashboard.PrivilegeLevel.CAN_EDIT
+            user=other_user,
+            dashboard=self.test_dashboard,
+            level=Dashboard.PrivilegeLevel.CAN_EDIT,
         )
 
         response = self.client.delete(
@@ -226,5 +260,6 @@ def test_cannot_remove_collaborator_from_restricted_dashboard_as_other_user(self
 
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertEqual(
-            response_data, self.permission_denied_response("You don't have edit permissions for this dashboard.")
+            response_data,
+            self.permission_denied_response("You don't have edit permissions for this dashboard."),
         )
diff --git a/ee/api/test/test_debug_ch_queries.py b/ee/api/test/test_debug_ch_queries.py
index d16c05fb79c32..f7c785c4e1aa1 100644
--- a/ee/api/test/test_debug_ch_queries.py
+++ b/ee/api/test/test_debug_ch_queries.py
@@ -9,7 +9,6 @@ class TestProjectEnterpriseAPI(APIBaseTest):
     CLASS_DATA_LEVEL_SETUP = False
 
     def test_denied(self):
-
         with patch("ee.api.debug_ch_queries.is_cloud", return_value=True):
             with patch("ee.api.debug_ch_queries.DEBUG", True):
                 resp = self.client.get("/api/debug_ch_queries/")
diff --git a/ee/api/test/test_event_definition.py b/ee/api/test/test_event_definition.py
index 7eb807caa33d1..6e3cbb8775fb9 100644
--- a/ee/api/test/test_event_definition.py
+++ b/ee/api/test/test_event_definition.py
@@ -104,7 +104,9 @@ def test_retrieve_existing_event_definition(self):
         self.assertEqual(response_data["owner"]["id"], self.user.id)
 
         self.assertAlmostEqual(
-            (timezone.now() - dateutil.parser.isoparse(response_data["created_at"])).total_seconds(), 0, delta=1
+            (timezone.now() - dateutil.parser.isoparse(response_data["created_at"])).total_seconds(),
+            0,
+            delta=1,
         )
         self.assertIn("last_seen_at", response_data)
 
@@ -139,7 +141,8 @@ def test_search_event_definition(self):
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         response_data = response.json()
         self.assertEqual(
-            sorted([r["name"] for r in response_data["results"]]), ["entered_free_trial", "enterprise event"]
+            sorted([r["name"] for r in response_data["results"]]),
+            ["entered_free_trial", "enterprise event"],
         )
 
         self.assertEqual(response_data["results"][1]["name"], "enterprise event")
@@ -156,7 +159,8 @@ def test_search_event_definition(self):
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         response_data = response.json()
         self.assertEqual(
-            sorted([r["name"] for r in response_data["results"]]), ["$pageview", "enterprise event", "regular event"]
+            sorted([r["name"] for r in response_data["results"]]),
+            ["$pageview", "enterprise event", "regular event"],
         )
 
         response = self.client.get(f"/api/projects/@current/event_definitions/?search=bust")
@@ -180,7 +184,10 @@ def test_update_event_definition(self):
 
         event.refresh_from_db()
         self.assertEqual(event.description, "This is a description.")
-        self.assertEqual(set(event.tagged_items.values_list("tag__name", flat=True)), {"official", "internal"})
+        self.assertEqual(
+            set(event.tagged_items.values_list("tag__name", flat=True)),
+            {"official", "internal"},
+        )
 
         activity_log: Optional[ActivityLog] = ActivityLog.objects.first()
         assert activity_log is not None
@@ -208,10 +215,14 @@ def test_update_event_definition(self):
     def test_update_event_without_license(self):
         event = EnterpriseEventDefinition.objects.create(team=self.demo_team, name="enterprise event")
         response = self.client.patch(
-            f"/api/projects/@current/event_definitions/{str(event.id)}", data={"description": "test"}
+            f"/api/projects/@current/event_definitions/{str(event.id)}",
+            data={"description": "test"},
         )
         self.assertEqual(response.status_code, status.HTTP_402_PAYMENT_REQUIRED)
-        self.assertIn("Self-hosted licenses are no longer available for purchase.", response.json()["detail"])
+        self.assertIn(
+            "Self-hosted licenses are no longer available for purchase.",
+            response.json()["detail"],
+        )
 
     def test_with_expired_license(self):
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
@@ -219,10 +230,14 @@ def test_with_expired_license(self):
         )
         event = EnterpriseEventDefinition.objects.create(team=self.demo_team, name="description test")
         response = self.client.patch(
-            f"/api/projects/@current/event_definitions/{str(event.id)}", data={"description": "test"}
+            f"/api/projects/@current/event_definitions/{str(event.id)}",
+            data={"description": "test"},
         )
         self.assertEqual(response.status_code, status.HTTP_402_PAYMENT_REQUIRED)
-        self.assertIn("Self-hosted licenses are no longer available for purchase.", response.json()["detail"])
+        self.assertIn(
+            "Self-hosted licenses are no longer available for purchase.",
+            response.json()["detail"],
+        )
 
     def test_can_get_event_verification_data(self):
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
@@ -297,7 +312,10 @@ def test_verify_then_verify_again_no_change(self):
         assert response.json()["updated_at"] == "2020-01-02T00:00:00Z"
 
         with freeze_time("2020-01-02T00:01:00Z"):
-            self.client.patch(f"/api/projects/@current/event_definitions/{event.id}", {"verified": True})
+            self.client.patch(
+                f"/api/projects/@current/event_definitions/{event.id}",
+                {"verified": True},
+            )
             response = self.client.get(f"/api/projects/@current/event_definitions/{event.id}")
             self.assertEqual(response.status_code, status.HTTP_200_OK)
 
@@ -338,11 +356,14 @@ def test_event_definition_no_duplicate_tags(self):
         from ee.models.license import License, LicenseManager
 
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
-            key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+            key="key_123",
+            plan="enterprise",
+            valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
         )
         event = EnterpriseEventDefinition.objects.create(team=self.demo_team, name="enterprise event")
         response = self.client.patch(
-            f"/api/projects/@current/event_definitions/{str(event.id)}", data={"tags": ["a", "b", "a"]}
+            f"/api/projects/@current/event_definitions/{str(event.id)}",
+            data={"tags": ["a", "b", "a"]},
         )
 
         self.assertListEqual(sorted(response.json()["tags"]), ["a", "b"])
diff --git a/ee/api/test/test_feature_flag_role_access.py b/ee/api/test/test_feature_flag_role_access.py
index ad3286f4b0f91..f143f10505f0f 100644
--- a/ee/api/test/test_feature_flag_role_access.py
+++ b/ee/api/test/test_feature_flag_role_access.py
@@ -15,7 +15,10 @@ def setUp(self):
         self.eng_role = Role.objects.create(name="Engineering", organization=self.organization)
         self.marketing_role = Role.objects.create(name="Marketing", organization=self.organization)
         self.feature_flag = FeatureFlag.objects.create(
-            created_by=self.user, team=self.team, key="flag_role_access", name="Flag role access"
+            created_by=self.user,
+            team=self.team,
+            key="flag_role_access",
+            name="Flag role access",
         )
 
     def test_can_always_add_role_access_if_creator_of_feature_flag(self):
@@ -49,7 +52,10 @@ def test_cannot_add_role_access_if_feature_flags_access_level_too_low_and_not_cr
         )
         response_data = res.json()
         self.assertEqual(res.status_code, status.HTTP_403_FORBIDDEN)
-        self.assertEqual(response_data, self.permission_denied_response("You can't edit roles for this feature flag."))
+        self.assertEqual(
+            response_data,
+            self.permission_denied_response("You can't edit roles for this feature flag."),
+        )
 
     def test_can_add_role_access_if_role_feature_flags_access_level_allows(self):
         OrganizationResourceAccess.objects.create(
@@ -61,7 +67,8 @@ def test_can_add_role_access_if_role_feature_flags_access_level_allows(self):
         self.organization.save()
         self.organization_membership.save()
         self.client.post(
-            f"/api/organizations/@current/roles/{self.eng_role.id}/role_memberships", {"user_uuid": self.user.uuid}
+            f"/api/organizations/@current/roles/{self.eng_role.id}/role_memberships",
+            {"user_uuid": self.user.uuid},
         )
         self.assertEqual(
             self.user.role_memberships.first().role.feature_flags_access_level,  # type: ignore
@@ -96,7 +103,8 @@ def test_feature_flag_permission_changes(self):
 
         # Add role membership and feature flag access level
         self.client.post(
-            f"/api/organizations/@current/roles/{self.eng_role.id}/role_memberships", {"user_uuid": self.user.uuid}
+            f"/api/organizations/@current/roles/{self.eng_role.id}/role_memberships",
+            {"user_uuid": self.user.uuid},
         )
 
         self.client.post(
@@ -137,5 +145,6 @@ def test_can_always_edit_if_admin_or_higher(self):
         )
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertEqual(
-            response.json(), self.permission_denied_response("You can't edit roles for this feature flag.")
+            response.json(),
+            self.permission_denied_response("You can't edit roles for this feature flag."),
         )
diff --git a/ee/api/test/test_hooks.py b/ee/api/test/test_hooks.py
index f94f3165ebddd..e49f3dbd17126 100644
--- a/ee/api/test/test_hooks.py
+++ b/ee/api/test/test_hooks.py
@@ -30,7 +30,11 @@ def test_create_hook(self):
         )
 
     def test_create_hook_with_resource_id(self):
-        data = {"target": "https://hooks.zapier.com/abcd/", "event": "action_performed", "resource_id": "66"}
+        data = {
+            "target": "https://hooks.zapier.com/abcd/",
+            "event": "action_performed",
+            "resource_id": "66",
+        }
         response = self.client.post(f"/api/projects/{self.team.id}/hooks/", data)
         response_data = response.json()
 
@@ -58,13 +62,15 @@ def test_delete_hook(self):
         self.assertEqual(response.status_code, 204)
 
     def test_invalid_target(self):
-        data = {"target": "https://hooks.non-zapier.com/abcd/", "event": "action_performed"}
+        data = {
+            "target": "https://hooks.non-zapier.com/abcd/",
+            "event": "action_performed",
+        }
         response = self.client.post(f"/api/projects/{self.team.id}/hooks/", data)
         self.assertEqual(response.status_code, 400)
 
 
 def test_valid_domain() -> None:
-
     test_cases = {
         "http://hooks.zapier.com": True,
         "https://hooks.zapier.com": True,
diff --git a/ee/api/test/test_insight.py b/ee/api/test/test_insight.py
index b8a64853b1bcd..00863551500ee 100644
--- a/ee/api/test/test_insight.py
+++ b/ee/api/test/test_insight.py
@@ -9,7 +9,13 @@
 from ee.api.test.base import APILicensedTest
 from ee.models import ExplicitTeamMembership, DashboardPrivilege
 from posthog.api.test.dashboards import DashboardAPI
-from posthog.models import Dashboard, DashboardTile, Insight, OrganizationMembership, User
+from posthog.models import (
+    Dashboard,
+    DashboardTile,
+    Insight,
+    OrganizationMembership,
+    User,
+)
 from posthog.test.base import FuzzyInt, snapshot_postgres_queries
 from posthog.test.db_context_capturing import capture_db_queries
 
@@ -311,13 +317,18 @@ def test_event_definition_no_duplicate_tags(self):
         from ee.models.license import License, LicenseManager
 
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
-            key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+            key="key_123",
+            plan="enterprise",
+            valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
         )
         dashboard = Dashboard.objects.create(team=self.team, name="Edit-restricted dashboard")
         insight = Insight.objects.create(team=self.team, name="XYZ", created_by=self.user)
         DashboardTile.objects.create(dashboard=dashboard, insight=insight)
 
-        response = self.client.patch(f"/api/projects/{self.team.id}/insights/{insight.id}", {"tags": ["a", "b", "a"]})
+        response = self.client.patch(
+            f"/api/projects/{self.team.id}/insights/{insight.id}",
+            {"tags": ["a", "b", "a"]},
+        )
 
         self.assertListEqual(sorted(response.json()["tags"]), ["a", "b"])
 
@@ -565,7 +576,13 @@ def test_listing_insights_does_not_nplus1(self) -> None:
 
             # adding more insights doesn't change the query count
             self.assertEqual(
-                [FuzzyInt(11, 12), FuzzyInt(11, 12), FuzzyInt(11, 12), FuzzyInt(11, 12), FuzzyInt(11, 12)],
+                [
+                    FuzzyInt(11, 12),
+                    FuzzyInt(11, 12),
+                    FuzzyInt(11, 12),
+                    FuzzyInt(11, 12),
+                    FuzzyInt(11, 12),
+                ],
                 query_counts,
                 f"received query counts\n\n{query_counts}",
             )
diff --git a/ee/api/test/test_instance_settings.py b/ee/api/test/test_instance_settings.py
index de391bfc923a7..4177eb167a3e0 100644
--- a/ee/api/test/test_instance_settings.py
+++ b/ee/api/test/test_instance_settings.py
@@ -5,7 +5,9 @@
 from posthog.client import sync_execute
 from posthog.models.instance_setting import get_instance_setting
 from posthog.models.performance.sql import PERFORMANCE_EVENT_DATA_TABLE
-from posthog.session_recordings.sql.session_recording_event_sql import SESSION_RECORDING_EVENTS_DATA_TABLE
+from posthog.session_recordings.sql.session_recording_event_sql import (
+    SESSION_RECORDING_EVENTS_DATA_TABLE,
+)
 from posthog.settings.data_stores import CLICKHOUSE_DATABASE
 from posthog.test.base import ClickhouseTestMixin, snapshot_clickhouse_alter_queries
 
@@ -30,7 +32,10 @@ def test_update_recordings_ttl_setting(self):
 
         table_engine = sync_execute(
             "SELECT engine_full FROM system.tables WHERE database = %(database)s AND name = %(table)s",
-            {"database": CLICKHOUSE_DATABASE, "table": SESSION_RECORDING_EVENTS_DATA_TABLE()},
+            {
+                "database": CLICKHOUSE_DATABASE,
+                "table": SESSION_RECORDING_EVENTS_DATA_TABLE(),
+            },
         )
         self.assertIn("TTL toDate(created_at) + toIntervalWeek(5)", table_engine[0][0])
 
@@ -40,7 +45,10 @@ def test_update_recordings_performance_events_ttl_setting(self):
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         self.assertEqual(response.json()["value"], 3)
 
-        response = self.client.patch(f"/api/instance_settings/RECORDINGS_PERFORMANCE_EVENTS_TTL_WEEKS", {"value": 5})
+        response = self.client.patch(
+            f"/api/instance_settings/RECORDINGS_PERFORMANCE_EVENTS_TTL_WEEKS",
+            {"value": 5},
+        )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         self.assertEqual(response.json()["value"], 5)
 
diff --git a/ee/api/test/test_integration.py b/ee/api/test/test_integration.py
index 16a95c8bc3646..d675415e4bd81 100644
--- a/ee/api/test/test_integration.py
+++ b/ee/api/test/test_integration.py
@@ -25,11 +25,16 @@ def _headers_for_payload(self, payload: Any):
         signature = (
             "v0="
             + hmac.new(
-                "not-so-secret".encode("utf-8"), sig_basestring.encode("utf-8"), digestmod=hashlib.sha256
+                "not-so-secret".encode("utf-8"),
+                sig_basestring.encode("utf-8"),
+                digestmod=hashlib.sha256,
             ).hexdigest()
         )
 
-        return {"HTTP_X_SLACK_SIGNATURE": signature, "HTTP_X_SLACK_REQUEST_TIMESTAMP": str(slack_time)}
+        return {
+            "HTTP_X_SLACK_SIGNATURE": signature,
+            "HTTP_X_SLACK_REQUEST_TIMESTAMP": str(slack_time),
+        }
 
     def test_validates_payload(self):
         body = {"type": "url_verification", "challenge": "to-a-duel!"}
diff --git a/ee/api/test/test_license.py b/ee/api/test/test_license.py
index 813035def9546..46199a2ab3138 100644
--- a/ee/api/test/test_license.py
+++ b/ee/api/test/test_license.py
@@ -75,7 +75,12 @@ def test_friendly_error_when_license_key_is_invalid(self, patch_post):
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
             response.json(),
-            {"type": "license_error", "code": "invalid_key", "detail": "Provided key is invalid.", "attr": None},
+            {
+                "type": "license_error",
+                "code": "invalid_key",
+                "detail": "Provided key is invalid.",
+                "attr": None,
+            },
         )
 
         self.assertEqual(License.objects.count(), count)
@@ -84,11 +89,15 @@ def test_friendly_error_when_license_key_is_invalid(self, patch_post):
     def test_highest_activated_license_is_used_after_upgrade(self):
         with freeze_time("2022-06-01T12:00:00.000Z"):
             License.objects.create(
-                key="old", plan="scale", valid_until=timezone.datetime.now() + timezone.timedelta(days=30)
+                key="old",
+                plan="scale",
+                valid_until=timezone.datetime.now() + timezone.timedelta(days=30),
             )
         with freeze_time("2022-06-03T12:00:00.000Z"):
             License.objects.create(
-                key="new", plan="enterprise", valid_until=timezone.datetime.now() + timezone.timedelta(days=30)
+                key="new",
+                plan="enterprise",
+                valid_until=timezone.datetime.now() + timezone.timedelta(days=30),
             )
 
         with freeze_time("2022-06-03T13:00:00.000Z"):
@@ -101,11 +110,15 @@ def test_highest_activated_license_is_used_after_upgrade(self):
     def test_highest_activated_license_is_used_after_renewal_to_lower(self):
         with freeze_time("2022-06-01T12:00:00.000Z"):
             License.objects.create(
-                key="new", plan="enterprise", valid_until=timezone.datetime.now() + timezone.timedelta(days=30)
+                key="new",
+                plan="enterprise",
+                valid_until=timezone.datetime.now() + timezone.timedelta(days=30),
             )
         with freeze_time("2022-06-27T12:00:00.000Z"):
             License.objects.create(
-                key="old", plan="scale", valid_until=timezone.datetime.now() + timezone.timedelta(days=30)
+                key="old",
+                plan="scale",
+                valid_until=timezone.datetime.now() + timezone.timedelta(days=30),
             )
 
         with freeze_time("2022-06-27T13:00:00.000Z"):
@@ -125,7 +138,14 @@ def test_can_cancel_license(self, patch_post):
         self.assertEqual(Team.objects.count(), 4)
         self.assertEqual(
             sorted([team.id for team in Team.objects.all()]),
-            sorted([self.team.pk, to_be_deleted.pk, not_to_be_deleted.pk, from_another_organisation.pk]),
+            sorted(
+                [
+                    self.team.pk,
+                    to_be_deleted.pk,
+                    not_to_be_deleted.pk,
+                    from_another_organisation.pk,
+                ]
+            ),
         )
 
         mock = Mock()
@@ -134,7 +154,10 @@ def test_can_cancel_license(self, patch_post):
         response = self.client.delete(f"/api/license/{self.license.pk}/")
         self.assertEqual(response.status_code, status.HTTP_200_OK, response.content)
         self.assertEqual(Team.objects.count(), 2)  # deleted two teams
-        self.assertEqual(sorted([team.id for team in Team.objects.all()]), sorted([self.team.pk, not_to_be_deleted.pk]))
+        self.assertEqual(
+            sorted([team.id for team in Team.objects.all()]),
+            sorted([self.team.pk, not_to_be_deleted.pk]),
+        )
         self.assertEqual(Organization.objects.count(), 1)
 
     @pytest.mark.skip_on_multitenancy
diff --git a/ee/api/test/test_organization.py b/ee/api/test/test_organization.py
index 794ea986d383a..2f1b11bb95256 100644
--- a/ee/api/test/test_organization.py
+++ b/ee/api/test/test_organization.py
@@ -19,7 +19,10 @@ def test_create_organization(self):
         self.assertEqual(Organization.objects.count(), 2)
         response_data = response.json()
         self.assertEqual(response_data.get("name"), "Test")
-        self.assertEqual(OrganizationMembership.objects.filter(organization_id=response_data.get("id")).count(), 1)
+        self.assertEqual(
+            OrganizationMembership.objects.filter(organization_id=response_data.get("id")).count(),
+            1,
+        )
         self.assertEqual(
             OrganizationMembership.objects.get(organization_id=response_data.get("id"), user=self.user).level,
             OrganizationMembership.Level.OWNER,
@@ -28,7 +31,10 @@ def test_create_organization(self):
     def test_create_two_similarly_named_organizations(self):
         random.seed(0)
 
-        response = self.client.post("/api/organizations/", {"name": "xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx"})
+        response = self.client.post(
+            "/api/organizations/",
+            {"name": "xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx"},
+        )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
         self.assertDictContainsSubset(
             {
@@ -39,7 +45,8 @@ def test_create_two_similarly_named_organizations(self):
         )
 
         response = self.client.post(
-            "/api/organizations/", {"name": "#XXxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxX"}
+            "/api/organizations/",
+            {"name": "#XXxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxX"},
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
         self.assertDictContainsSubset(
@@ -81,13 +88,21 @@ def test_delete_last_organization(self, mock_capture):
 
         response = self.client.delete(f"/api/organizations/{org_id}")
 
-        self.assertEqual(response.status_code, 204, "Did not successfully delete last organization on the instance")
+        self.assertEqual(
+            response.status_code,
+            204,
+            "Did not successfully delete last organization on the instance",
+        )
         self.assertFalse(Organization.objects.filter(id=org_id).exists())
         self.assertFalse(Organization.objects.exists())
 
         response_bis = self.client.delete(f"/api/organizations/{org_id}")
 
-        self.assertEqual(response_bis.status_code, 404, "Did not return a 404 on trying to delete a nonexistent org")
+        self.assertEqual(
+            response_bis.status_code,
+            404,
+            "Did not return a 404 on trying to delete a nonexistent org",
+        )
 
         mock_capture.assert_called_once_with(
             self.user.distinct_id,
@@ -97,7 +112,10 @@ def test_delete_last_organization(self, mock_capture):
         )
 
     def test_no_delete_organization_not_owning(self):
-        for level in (OrganizationMembership.Level.MEMBER, OrganizationMembership.Level.ADMIN):
+        for level in (
+            OrganizationMembership.Level.MEMBER,
+            OrganizationMembership.Level.ADMIN,
+        ):
             self.organization_membership.level = level
             self.organization_membership.save()
             response = self.client.delete(f"/api/organizations/{self.organization.id}")
@@ -126,7 +144,10 @@ def test_delete_organization_owning(self):
 
         potential_err_message = f"Somehow did not delete the org as the owner"
         self.assertEqual(response.status_code, 204, potential_err_message)
-        self.assertFalse(Organization.objects.filter(id=self.organization.id).exists(), potential_err_message)
+        self.assertFalse(
+            Organization.objects.filter(id=self.organization.id).exists(),
+            potential_err_message,
+        )
         self.assertFalse(OrganizationMembership.objects.filter(id__in=membership_ids).exists())
         self.assertTrue(User.objects.filter(id=self.user.pk).exists())
 
@@ -139,11 +160,19 @@ def test_no_delete_organization_not_belonging_to(self):
             potential_err_message = f"Somehow managed to delete someone else's org as a level {level} in own org"
             self.assertEqual(
                 response.json(),
-                {"attr": None, "detail": "Not found.", "code": "not_found", "type": "invalid_request"},
+                {
+                    "attr": None,
+                    "detail": "Not found.",
+                    "code": "not_found",
+                    "type": "invalid_request",
+                },
                 potential_err_message,
             )
             self.assertEqual(response.status_code, 404, potential_err_message)
-            self.assertTrue(Organization.objects.filter(id=organization.id).exists(), potential_err_message)
+            self.assertTrue(
+                Organization.objects.filter(id=organization.id).exists(),
+                potential_err_message,
+            )
 
     def test_update_org(self):
         for level in OrganizationMembership.Level:
@@ -151,7 +180,8 @@ def test_update_org(self):
             self.organization_membership.save()
             response_rename = self.client.patch(f"/api/organizations/{self.organization.id}", {"name": "Woof"})
             response_email = self.client.patch(
-                f"/api/organizations/{self.organization.id}", {"is_member_join_email_enabled": False}
+                f"/api/organizations/{self.organization.id}",
+                {"is_member_join_email_enabled": False},
             )
             self.organization.refresh_from_db()
 
@@ -183,7 +213,12 @@ def test_no_update_organization_not_belonging_to(self):
             potential_err_message = f"Somehow managed to update someone else's org as a level {level} in own org"
             self.assertEqual(
                 response.json(),
-                {"attr": None, "detail": "Not found.", "code": "not_found", "type": "invalid_request"},
+                {
+                    "attr": None,
+                    "detail": "Not found.",
+                    "code": "not_found",
+                    "type": "invalid_request",
+                },
                 potential_err_message,
             )
             self.assertEqual(response.status_code, 404, potential_err_message)
@@ -194,7 +229,11 @@ def test_feature_available_self_hosted_has_license(self):
         current_plans = License.PLANS
         License.PLANS = {"enterprise": ["whatever"]}  # type: ignore
         with self.is_cloud(False):
-            License.objects.create(key="key", plan="enterprise", valid_until=dt.datetime.now() + dt.timedelta(days=1))
+            License.objects.create(
+                key="key",
+                plan="enterprise",
+                valid_until=dt.datetime.now() + dt.timedelta(days=1),
+            )
 
             # Still only old, empty available_features field value known
             self.assertFalse(self.organization.is_feature_available("whatever"))
diff --git a/ee/api/test/test_organization_resource_access.py b/ee/api/test/test_organization_resource_access.py
index 5607c802d571b..9123214a092db 100644
--- a/ee/api/test/test_organization_resource_access.py
+++ b/ee/api/test/test_organization_resource_access.py
@@ -23,7 +23,10 @@ def test_only_organization_admins_and_higher_can_set_resource_access(self):
         self.assertEqual(admin_create_res.status_code, status.HTTP_201_CREATED)
         get_res = self.client.get("/api/organizations/@current/resource_access")
         self.assertEqual(get_res.json()["count"], 1)
-        self.assertEqual(get_res.json()["results"][0]["resource"], OrganizationResourceAccess.Resources.FEATURE_FLAGS)
+        self.assertEqual(
+            get_res.json()["results"][0]["resource"],
+            OrganizationResourceAccess.Resources.FEATURE_FLAGS,
+        )
 
         self.organization_membership.level = OrganizationMembership.Level.MEMBER
         self.organization_membership.save()
@@ -75,13 +78,18 @@ def test_can_only_create_one_instance_of_each_resource_type(self):
         self.assertEqual(create_exp_resource_access.status_code, status.HTTP_201_CREATED)
         other_org = Organization.objects.create(name="other org")
         OrganizationResourceAccess.objects.create(
-            resource=OrganizationResourceAccess.Resources.FEATURE_FLAGS, organization=other_org
+            resource=OrganizationResourceAccess.Resources.FEATURE_FLAGS,
+            organization=other_org,
         )
         self.assertEqual(OrganizationResourceAccess.objects.count(), 3)
-        self.assertEqual(OrganizationResourceAccess.objects.filter(organization=other_org).exists(), True)
+        self.assertEqual(
+            OrganizationResourceAccess.objects.filter(organization=other_org).exists(),
+            True,
+        )
         with self.assertRaises(IntegrityError):
             OrganizationResourceAccess.objects.create(
-                resource=OrganizationResourceAccess.Resources.FEATURE_FLAGS, organization=self.organization
+                resource=OrganizationResourceAccess.Resources.FEATURE_FLAGS,
+                organization=self.organization,
             )
 
     def test_can_change_access_levels_for_resources(self):
@@ -97,7 +105,10 @@ def test_can_change_access_levels_for_resources(self):
         resource_id = create_res.json()["id"]
         get_res = self.client.get(f"/api/organizations/@current/resource_access/{resource_id}")
 
-        self.assertEqual(get_res.json()["access_level"], OrganizationResourceAccess.AccessLevel.CAN_ALWAYS_EDIT)
+        self.assertEqual(
+            get_res.json()["access_level"],
+            OrganizationResourceAccess.AccessLevel.CAN_ALWAYS_EDIT,
+        )
 
         change_access_level = self.client.patch(
             f"/api/organizations/@current/resource_access/{resource_id}",
@@ -106,7 +117,10 @@ def test_can_change_access_levels_for_resources(self):
         self.assertEqual(change_access_level.status_code, status.HTTP_200_OK)
 
         get_updated_res = self.client.get(f"/api/organizations/@current/resource_access/{resource_id}")
-        self.assertEqual(get_updated_res.json()["access_level"], OrganizationResourceAccess.AccessLevel.CAN_ONLY_VIEW)
+        self.assertEqual(
+            get_updated_res.json()["access_level"],
+            OrganizationResourceAccess.AccessLevel.CAN_ONLY_VIEW,
+        )
 
     def test_default_edit_access_level_for_non_existing_resources(self):
         self.organization_membership.level = OrganizationMembership.Level.ADMIN
@@ -148,7 +162,8 @@ def test_returns_correct_results_by_organization(self):
         )
         other_org = Organization.objects.create(name="other org")
         OrganizationResourceAccess.objects.create(
-            resource=OrganizationResourceAccess.Resources.FEATURE_FLAGS, organization=other_org
+            resource=OrganizationResourceAccess.Resources.FEATURE_FLAGS,
+            organization=other_org,
         )
         self.assertEqual(OrganizationResourceAccess.objects.count(), 3)
         res = self.client.get("/api/organizations/@current/resource_access")
@@ -159,7 +174,8 @@ def test_returns_correct_results_by_organization(self):
     @snapshot_postgres_queries
     def test_list_organization_resource_access_is_not_nplus1(self):
         OrganizationResourceAccess.objects.create(
-            resource=OrganizationResourceAccess.Resources.FEATURE_FLAGS, organization=self.organization
+            resource=OrganizationResourceAccess.Resources.FEATURE_FLAGS,
+            organization=self.organization,
         )
 
         with self.assertNumQueries(9):
@@ -167,7 +183,8 @@ def test_list_organization_resource_access_is_not_nplus1(self):
             assert len(response.json()["results"]) == 1
 
         OrganizationResourceAccess.objects.create(
-            resource=OrganizationResourceAccess.Resources.EXPERIMENTS, organization=self.organization
+            resource=OrganizationResourceAccess.Resources.EXPERIMENTS,
+            organization=self.organization,
         )
 
         # one query less because rate limit instance setting was cached on last API call... maybe? sometimes?
diff --git a/ee/api/test/test_property_definition.py b/ee/api/test/test_property_definition.py
index 15866393773e8..ef8d4dd928540 100644
--- a/ee/api/test/test_property_definition.py
+++ b/ee/api/test/test_property_definition.py
@@ -30,7 +30,9 @@ def test_can_set_and_query_property_type_and_format(self):
     def test_errors_on_invalid_property_type(self):
         with pytest.raises(IntegrityError):
             EnterprisePropertyDefinition.objects.create(
-                team=self.team, name="a timestamp", property_type="not an allowed option"
+                team=self.team,
+                name="a timestamp",
+                property_type="not an allowed option",
             )
 
     def test_retrieve_existing_property_definition(self):
@@ -147,7 +149,10 @@ def test_update_property_definition(self):
         self.assertEqual(set(response_data["tags"]), {"official", "internal"})
 
         property.refresh_from_db()
-        self.assertEqual(set(property.tagged_items.values_list("tag__name", flat=True)), {"official", "internal"})
+        self.assertEqual(
+            set(property.tagged_items.values_list("tag__name", flat=True)),
+            {"official", "internal"},
+        )
 
         activity_log: Optional[ActivityLog] = ActivityLog.objects.first()
         assert activity_log is not None
@@ -181,7 +186,8 @@ def test_update_property_definition_property_type(self):
         property = PropertyDefinition.objects.create(team=self.team, name="property")
 
         response = self.client.patch(
-            f"/api/projects/@current/property_definitions/{str(property.id)}/", {"property_type": "Numeric"}
+            f"/api/projects/@current/property_definitions/{str(property.id)}/",
+            {"property_type": "Numeric"},
         )
 
         response_data = response.json()
@@ -199,7 +205,8 @@ def test_update_property_definition_non_numeric(self):
         )
 
         response = self.client.patch(
-            f"/api/projects/@current/property_definitions/{str(property.id)}/", {"property_type": "DateTime"}
+            f"/api/projects/@current/property_definitions/{str(property.id)}/",
+            {"property_type": "DateTime"},
         )
 
         response_data = response.json()
@@ -210,23 +217,32 @@ def test_update_property_definition_non_numeric(self):
     def test_update_property_description_without_license(self):
         property = EnterprisePropertyDefinition.objects.create(team=self.team, name="enterprise property")
         response = self.client.patch(
-            f"/api/projects/@current/property_definitions/{str(property.id)}/", data={"description": "test"}
+            f"/api/projects/@current/property_definitions/{str(property.id)}/",
+            data={"description": "test"},
         )
         self.assertEqual(response.status_code, status.HTTP_402_PAYMENT_REQUIRED)
-        self.assertIn("Self-hosted licenses are no longer available for purchase.", response.json()["detail"])
+        self.assertIn(
+            "Self-hosted licenses are no longer available for purchase.",
+            response.json()["detail"],
+        )
 
     def test_update_property_tags_without_license(self):
         property = EnterprisePropertyDefinition.objects.create(team=self.team, name="enterprise property")
         response = self.client.patch(
-            f"/api/projects/@current/property_definitions/{str(property.id)}/", data={"tags": ["test"]}
+            f"/api/projects/@current/property_definitions/{str(property.id)}/",
+            data={"tags": ["test"]},
         )
         self.assertEqual(response.status_code, status.HTTP_402_PAYMENT_REQUIRED)
-        self.assertIn("Self-hosted licenses are no longer available for purchase.", response.json()["detail"])
+        self.assertIn(
+            "Self-hosted licenses are no longer available for purchase.",
+            response.json()["detail"],
+        )
 
     def test_can_update_property_type_without_license(self):
         property = EnterprisePropertyDefinition.objects.create(team=self.team, name="enterprise property")
         response = self.client.patch(
-            f"/api/projects/@current/property_definitions/{str(property.id)}/", data={"property_type": "DateTime"}
+            f"/api/projects/@current/property_definitions/{str(property.id)}/",
+            data={"property_type": "DateTime"},
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         response_data = response.json()
@@ -256,7 +272,10 @@ def test_cannot_update_more_than_property_type_without_license(self):
             data={"property_type": "DateTime", "tags": ["test"]},
         )
         self.assertEqual(response.status_code, status.HTTP_402_PAYMENT_REQUIRED)
-        self.assertIn("Self-hosted licenses are no longer available for purchase.", response.json()["detail"])
+        self.assertIn(
+            "Self-hosted licenses are no longer available for purchase.",
+            response.json()["detail"],
+        )
 
     def test_with_expired_license(self):
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
@@ -264,10 +283,14 @@ def test_with_expired_license(self):
         )
         property = EnterprisePropertyDefinition.objects.create(team=self.team, name="description test")
         response = self.client.patch(
-            f"/api/projects/@current/property_definitions/{str(property.id)}/", data={"description": "test"}
+            f"/api/projects/@current/property_definitions/{str(property.id)}/",
+            data={"description": "test"},
         )
         self.assertEqual(response.status_code, status.HTTP_402_PAYMENT_REQUIRED)
-        self.assertIn("Self-hosted licenses are no longer available for purchase.", response.json()["detail"])
+        self.assertIn(
+            "Self-hosted licenses are no longer available for purchase.",
+            response.json()["detail"],
+        )
 
     def test_filter_property_definitions(self):
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
@@ -288,11 +311,14 @@ def test_event_property_definition_no_duplicate_tags(self):
         from ee.models.license import License, LicenseManager
 
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
-            key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+            key="key_123",
+            plan="enterprise",
+            valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
         )
         property = EnterprisePropertyDefinition.objects.create(team=self.team, name="description test")
         response = self.client.patch(
-            f"/api/projects/@current/property_definitions/{str(property.id)}/", data={"tags": ["a", "b", "a"]}
+            f"/api/projects/@current/property_definitions/{str(property.id)}/",
+            data={"tags": ["a", "b", "a"]},
         )
 
         self.assertListEqual(sorted(response.json()["tags"]), ["a", "b"])
@@ -329,7 +355,10 @@ def test_verify_then_unverify(self):
         assert response.json()["verified_at"] is None
 
         # Verify the event
-        self.client.patch(f"/api/projects/@current/property_definitions/{event.id}", {"verified": True})
+        self.client.patch(
+            f"/api/projects/@current/property_definitions/{event.id}",
+            {"verified": True},
+        )
         response = self.client.get(f"/api/projects/@current/property_definitions/{event.id}")
         self.assertEqual(response.status_code, status.HTTP_200_OK)
 
@@ -338,7 +367,10 @@ def test_verify_then_unverify(self):
         assert response.json()["verified_at"] == "2021-08-25T22:09:14.252000Z"
 
         # Unverify the event
-        self.client.patch(f"/api/projects/@current/property_definitions/{event.id}", {"verified": False})
+        self.client.patch(
+            f"/api/projects/@current/property_definitions/{event.id}",
+            {"verified": False},
+        )
         response = self.client.get(f"/api/projects/@current/property_definitions/{event.id}")
         self.assertEqual(response.status_code, status.HTTP_200_OK)
 
@@ -359,7 +391,10 @@ def test_verify_then_verify_again_no_change(self):
         assert response.json()["verified_at"] is None
 
         with freeze_time("2021-08-25T22:09:14.252Z"):
-            self.client.patch(f"/api/projects/@current/property_definitions/{event.id}", {"verified": True})
+            self.client.patch(
+                f"/api/projects/@current/property_definitions/{event.id}",
+                {"verified": True},
+            )
             response = self.client.get(f"/api/projects/@current/property_definitions/{event.id}")
             self.assertEqual(response.status_code, status.HTTP_200_OK)
 
@@ -369,7 +404,10 @@ def test_verify_then_verify_again_no_change(self):
         assert response.json()["updated_at"] == "2021-08-25T22:09:14.252000Z"
 
         with freeze_time("2021-10-26T22:09:14.252Z"):
-            self.client.patch(f"/api/projects/@current/property_definitions/{event.id}", {"verified": True})
+            self.client.patch(
+                f"/api/projects/@current/property_definitions/{event.id}",
+                {"verified": True},
+            )
             response = self.client.get(f"/api/projects/@current/property_definitions/{event.id}")
             self.assertEqual(response.status_code, status.HTTP_200_OK)
 
diff --git a/ee/api/test/test_role.py b/ee/api/test/test_role.py
index be1c315945de7..1a3068ff4cf4f 100644
--- a/ee/api/test/test_role.py
+++ b/ee/api/test/test_role.py
@@ -90,13 +90,17 @@ def test_updating_feature_flags_access_level_for_a_role(self):
         self.organization_membership.level = OrganizationMembership.Level.ADMIN
         self.organization_membership.save()
         self.assertEqual(self.organization_membership.level, OrganizationMembership.Level.ADMIN)
-        self.assertEqual(role.feature_flags_access_level, OrganizationResourceAccess.AccessLevel.CAN_ALWAYS_EDIT)
+        self.assertEqual(
+            role.feature_flags_access_level,
+            OrganizationResourceAccess.AccessLevel.CAN_ALWAYS_EDIT,
+        )
         self.client.patch(
             f"/api/organizations/@current/roles/{role.id}",
             {"feature_flags_access_level": OrganizationResourceAccess.AccessLevel.CAN_ONLY_VIEW},
         )
         self.assertEqual(
-            Role.objects.first().feature_flags_access_level, OrganizationResourceAccess.AccessLevel.CAN_ONLY_VIEW  # type: ignore
+            Role.objects.first().feature_flags_access_level,
+            OrganizationResourceAccess.AccessLevel.CAN_ONLY_VIEW,  # type: ignore
         )
         self.client.patch(
             f"/api/organizations/@current/roles/{role.id}",
diff --git a/ee/api/test/test_subscription.py b/ee/api/test/test_subscription.py
index 16bfb76b08fbd..cabc81d66eed0 100644
--- a/ee/api/test/test_subscription.py
+++ b/ee/api/test/test_subscription.py
@@ -16,7 +16,10 @@ class TestSubscription(APILicensedTest):
     dashboard: Dashboard = None  # type: ignore
     insight: Insight = None  # type: ignore
 
-    insight_filter_dict = {"events": [{"id": "$pageview"}], "properties": [{"key": "$browser", "value": "Mac OS X"}]}
+    insight_filter_dict = {
+        "events": [{"id": "$pageview"}],
+        "properties": [{"key": "$browser", "value": "Mac OS X"}],
+    }
 
     @classmethod
     def setUpTestData(cls):
@@ -24,7 +27,9 @@ def setUpTestData(cls):
 
         cls.dashboard = Dashboard.objects.create(team=cls.team, name="example dashboard", created_by=cls.user)
         cls.insight = Insight.objects.create(
-            filters=Filter(data=cls.insight_filter_dict).to_dict(), team=cls.team, created_by=cls.user
+            filters=Filter(data=cls.insight_filter_dict).to_dict(),
+            team=cls.team,
+            created_by=cls.user,
         )
 
     def _create_subscription(self, **kwargs):
@@ -96,7 +101,10 @@ def test_can_update_existing_subscription(self, mock_subscription_tasks):
         mock_subscription_tasks.handle_subscription_value_change.delay.reset_mock()
         response = self.client.patch(
             f"/api/projects/{self.team.id}/subscriptions/{data['id']}",
-            {"target_value": "test@posthog.com,new_user@posthog.com", "invite_message": "hi new user"},
+            {
+                "target_value": "test@posthog.com,new_user@posthog.com",
+                "invite_message": "hi new user",
+            },
         )
         updated_data = response.json()
         assert updated_data["target_value"] == "test@posthog.com,new_user@posthog.com"
diff --git a/ee/api/test/test_tagged_item.py b/ee/api/test/test_tagged_item.py
index 18c9d28af38b7..cc0e29f6495d8 100644
--- a/ee/api/test/test_tagged_item.py
+++ b/ee/api/test/test_tagged_item.py
@@ -18,7 +18,9 @@ def test_get_tags(self):
         from ee.models.license import License, LicenseManager
 
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
-            key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+            key="key_123",
+            plan="enterprise",
+            valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
         )
 
         dashboard = Dashboard.objects.create(team_id=self.team.id, name="private dashboard")
@@ -35,7 +37,9 @@ def test_resolve_overlapping_tags_on_update(self):
         from ee.models.license import License, LicenseManager
 
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
-            key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+            key="key_123",
+            plan="enterprise",
+            valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
         )
 
         dashboard = Dashboard.objects.create(team_id=self.team.id, name="private dashboard")
@@ -60,17 +64,25 @@ def test_create_and_update_object_with_tags(self):
         from ee.models.license import License, LicenseManager
 
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
-            key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+            key="key_123",
+            plan="enterprise",
+            valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
         )
 
-        response = self.client.post(f"/api/projects/{self.team.id}/dashboards/", {"name": "Default", "pinned": "true"})
+        response = self.client.post(
+            f"/api/projects/{self.team.id}/dashboards/",
+            {"name": "Default", "pinned": "true"},
+        )
 
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
         self.assertEqual(response.json()["tags"], [])
         self.assertEqual(TaggedItem.objects.all().count(), 0)
 
         id = response.json()["id"]
-        response = self.client.patch(f"/api/projects/{self.team.id}/dashboards/{id}", {"tags": ["b", "c", "d", "e"]})
+        response = self.client.patch(
+            f"/api/projects/{self.team.id}/dashboards/{id}",
+            {"tags": ["b", "c", "d", "e"]},
+        )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         self.assertEqual(sorted(response.json()["tags"]), ["b", "c", "d", "e"])
         self.assertEqual(TaggedItem.objects.all().count(), 4)
@@ -79,11 +91,14 @@ def test_create_with_tags(self):
         from ee.models.license import License, LicenseManager
 
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
-            key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+            key="key_123",
+            plan="enterprise",
+            valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
         )
 
         response = self.client.post(
-            f"/api/projects/{self.team.id}/dashboards/", {"name": "Default", "pinned": "true", "tags": ["nightly"]}
+            f"/api/projects/{self.team.id}/dashboards/",
+            {"name": "Default", "pinned": "true", "tags": ["nightly"]},
         )
 
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
@@ -94,12 +109,15 @@ def test_no_duplicate_tags(self):
         from ee.models.license import License, LicenseManager
 
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
-            key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+            key="key_123",
+            plan="enterprise",
+            valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
         )
         dashboard = Dashboard.objects.create(team=self.team, name="Edit-restricted dashboard", created_by=self.user)
 
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/dashboards/{dashboard.id}", {"tags": ["a", "b", "a"]}
+            f"/api/projects/{self.team.id}/dashboards/{dashboard.id}",
+            {"tags": ["a", "b", "a"]},
         )
 
         self.assertListEqual(sorted(response.json()["tags"]), ["a", "b"])
@@ -108,7 +126,9 @@ def test_can_list_tags(self) -> None:
         from ee.models.license import License, LicenseManager
 
         super(LicenseManager, cast(LicenseManager, License.objects)).create(
-            key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+            key="key_123",
+            plan="enterprise",
+            valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
         )
 
         dashboard = Dashboard.objects.create(team_id=self.team.id, name="private dashboard")
diff --git a/ee/api/test/test_team.py b/ee/api/test/test_team.py
index 7c5f9c7836ee5..7bc7827d1f4b8 100644
--- a/ee/api/test/test_team.py
+++ b/ee/api/test/test_team.py
@@ -44,7 +44,8 @@ def test_non_admin_cannot_create_project(self):
         self.assertEqual(response.status_code, HTTP_403_FORBIDDEN)
         self.assertEqual(Team.objects.count(), count)
         self.assertEqual(
-            response.json(), self.permission_denied_response("Your organization access level is insufficient.")
+            response.json(),
+            self.permission_denied_response("Your organization access level is insufficient."),
         )
 
     def test_create_demo_project(self, *args):
@@ -128,7 +129,9 @@ def test_delete_open_team_as_org_member_but_project_admin_forbidden(self):
         self.organization_membership.level = OrganizationMembership.Level.MEMBER
         self.organization_membership.save()
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.ADMIN
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.ADMIN,
         )
         response = self.client.delete(f"/api/projects/{self.team.id}")
         self.assertEqual(response.status_code, HTTP_403_FORBIDDEN)
@@ -140,7 +143,9 @@ def test_delete_private_team_as_org_member_but_project_admin_allowed(self):
         self.team.access_control = True
         self.team.save()
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.ADMIN
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.ADMIN,
         )
         response = self.client.delete(f"/api/projects/{self.team.id}")
         self.assertEqual(response.status_code, HTTP_204_NO_CONTENT)
@@ -219,7 +224,9 @@ def test_rename_private_project_as_org_member_and_project_member_allowed(self):
         self.team.access_control = True
         self.team.save()
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.MEMBER
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.MEMBER,
         )
 
         response = self.client.patch(f"/api/projects/@current/", {"name": "Acherontia atropos"})
@@ -252,7 +259,9 @@ def test_enable_access_control_as_org_member_and_project_admin_forbidden(self):
         self.organization_membership.level = OrganizationMembership.Level.MEMBER
         self.organization_membership.save()
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.ADMIN
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.ADMIN,
         )
 
         response = self.client.patch(f"/api/projects/@current/", {"access_control": True})
@@ -281,7 +290,9 @@ def test_disable_access_control_as_org_member_and_project_admin_forbidden(self):
         self.team.access_control = True
         self.team.save()
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.ADMIN
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.ADMIN,
         )
 
         response = self.client.patch(f"/api/projects/@current/", {"access_control": False})
@@ -304,7 +315,8 @@ def test_disable_access_control_as_org_admin_allowed(self):
 
     def test_can_update_and_retrieve_person_property_names_excluded_from_correlation(self):
         response = self.client.patch(
-            f"/api/projects/@current/", {"correlation_config": {"excluded_person_property_names": ["$os"]}}
+            f"/api/projects/@current/",
+            {"correlation_config": {"excluded_person_property_names": ["$os"]}},
         )
         self.assertEqual(response.status_code, HTTP_200_OK)
 
@@ -314,7 +326,8 @@ def test_can_update_and_retrieve_person_property_names_excluded_from_correlation
         response_data = response.json()
 
         self.assertDictContainsSubset(
-            {"correlation_config": {"excluded_person_property_names": ["$os"]}}, response_data
+            {"correlation_config": {"excluded_person_property_names": ["$os"]}},
+            response_data,
         )
 
     # Fetching projects
@@ -364,7 +377,8 @@ def test_fetch_private_team_as_org_member(self):
 
         self.assertEqual(response.status_code, HTTP_403_FORBIDDEN)
         self.assertEqual(
-            self.permission_denied_response("You don't have sufficient permissions in the project."), response_data
+            self.permission_denied_response("You don't have sufficient permissions in the project."),
+            response_data,
         )
 
     def test_fetch_private_team_as_org_member_and_project_member(self):
@@ -373,7 +387,9 @@ def test_fetch_private_team_as_org_member_and_project_member(self):
         self.team.access_control = True
         self.team.save()
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.MEMBER
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.MEMBER,
         )
 
         response = self.client.get(f"/api/projects/@current/")
@@ -395,7 +411,9 @@ def test_fetch_private_team_as_org_member_and_project_admin(self):
         self.team.access_control = True
         self.team.save()
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.ADMIN
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.ADMIN,
         )
 
         response = self.client.get(f"/api/projects/@current/")
diff --git a/ee/api/test/test_team_memberships.py b/ee/api/test/test_team_memberships.py
index 1239b0d08e7a0..3aa19e266074d 100644
--- a/ee/api/test/test_team_memberships.py
+++ b/ee/api/test/test_team_memberships.py
@@ -25,7 +25,10 @@ def test_add_member_as_org_owner_allowed(self):
         response_data = response.json()
 
         self.assertDictContainsSubset(
-            {"effective_level": ExplicitTeamMembership.Level.MEMBER, "level": ExplicitTeamMembership.Level.MEMBER},
+            {
+                "effective_level": ExplicitTeamMembership.Level.MEMBER,
+                "level": ExplicitTeamMembership.Level.MEMBER,
+            },
             response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
@@ -44,7 +47,10 @@ def test_add_member_as_org_admin_allowed(self):
         response_data = response.json()
 
         self.assertDictContainsSubset(
-            {"effective_level": ExplicitTeamMembership.Level.MEMBER, "level": ExplicitTeamMembership.Level.MEMBER},
+            {
+                "effective_level": ExplicitTeamMembership.Level.MEMBER,
+                "level": ExplicitTeamMembership.Level.MEMBER,
+            },
             response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
@@ -63,7 +69,8 @@ def test_add_member_as_org_member_forbidden(self):
         response_data = response.json()
 
         self.assertDictEqual(
-            self.permission_denied_response("You don't have sufficient permissions in the project."), response_data
+            self.permission_denied_response("You don't have sufficient permissions in the project."),
+            response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
 
@@ -79,7 +86,8 @@ def test_add_yourself_as_org_member_forbidden(self):
         response_data = response.json()
 
         self.assertDictEqual(
-            self.permission_denied_response("You don't have sufficient permissions in the project."), response_data
+            self.permission_denied_response("You don't have sufficient permissions in the project."),
+            response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
 
@@ -95,7 +103,8 @@ def test_add_yourself_as_org_admin_forbidden(self):
         response_data = response.json()
 
         self.assertDictEqual(
-            self.permission_denied_response("You can't explicitly add yourself to projects."), response_data
+            self.permission_denied_response("You can't explicitly add yourself to projects."),
+            response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
 
@@ -105,7 +114,9 @@ def test_add_member_as_org_member_and_project_member_forbidden(self):
         self.organization_membership.level = OrganizationMembership.Level.MEMBER
         self.organization_membership.save()
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.MEMBER
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.MEMBER,
         )
 
         new_user: User = User.objects.create_and_join(self.organization, "rookie@posthog.com", None)
@@ -116,7 +127,8 @@ def test_add_member_as_org_member_and_project_member_forbidden(self):
         response_data = response.json()
 
         self.assertDictEqual(
-            self.permission_denied_response("You don't have sufficient permissions in the project."), response_data
+            self.permission_denied_response("You don't have sufficient permissions in the project."),
+            response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
 
@@ -126,7 +138,9 @@ def test_add_member_as_org_member_but_project_admin_allowed(self):
         self.organization_membership.level = OrganizationMembership.Level.MEMBER
         self.organization_membership.save()
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.ADMIN
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.ADMIN,
         )
 
         self.assertEqual(self.team.explicit_memberships.count(), 1)
@@ -137,7 +151,10 @@ def test_add_member_as_org_member_but_project_admin_allowed(self):
         response_data = response.json()
 
         self.assertDictContainsSubset(
-            {"effective_level": ExplicitTeamMembership.Level.MEMBER, "level": ExplicitTeamMembership.Level.MEMBER},
+            {
+                "effective_level": ExplicitTeamMembership.Level.MEMBER,
+                "level": ExplicitTeamMembership.Level.MEMBER,
+            },
             response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
@@ -148,7 +165,9 @@ def test_add_member_as_org_admin_and_project_member_allowed(self):
         self.organization_membership.level = OrganizationMembership.Level.ADMIN
         self.organization_membership.save()
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.MEMBER
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.MEMBER,
         )
 
         new_user: User = User.objects.create_and_join(self.organization, "rookie@posthog.com", None)
@@ -157,7 +176,10 @@ def test_add_member_as_org_admin_and_project_member_allowed(self):
         response_data = response.json()
 
         self.assertDictContainsSubset(
-            {"effective_level": ExplicitTeamMembership.Level.MEMBER, "level": ExplicitTeamMembership.Level.MEMBER},
+            {
+                "effective_level": ExplicitTeamMembership.Level.MEMBER,
+                "level": ExplicitTeamMembership.Level.MEMBER,
+            },
             response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
@@ -175,7 +197,10 @@ def test_add_admin_as_org_admin_allowed(self):
         response_data = response.json()
 
         self.assertDictContainsSubset(
-            {"effective_level": ExplicitTeamMembership.Level.ADMIN, "level": ExplicitTeamMembership.Level.ADMIN},
+            {
+                "effective_level": ExplicitTeamMembership.Level.ADMIN,
+                "level": ExplicitTeamMembership.Level.ADMIN,
+            },
             response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
@@ -184,7 +209,9 @@ def test_add_admin_as_project_member_forbidden(self):
         self.organization_membership.level = OrganizationMembership.Level.MEMBER
         self.organization_membership.save()
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.MEMBER
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.MEMBER,
         )
 
         new_user: User = User.objects.create_and_join(self.organization, "rookie@posthog.com", None)
@@ -196,7 +223,8 @@ def test_add_admin_as_project_member_forbidden(self):
         response_data = response.json()
 
         self.assertDictEqual(
-            self.permission_denied_response("You don't have sufficient permissions in the project."), response_data
+            self.permission_denied_response("You don't have sufficient permissions in the project."),
+            response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
 
@@ -204,7 +232,9 @@ def test_add_admin_as_project_admin_allowed(self):
         self.organization_membership.level = OrganizationMembership.Level.ADMIN
         self.organization_membership.save()
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.ADMIN
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.ADMIN,
         )
 
         new_user: User = User.objects.create_and_join(self.organization, "rookie@posthog.com", None)
@@ -216,7 +246,10 @@ def test_add_admin_as_project_admin_allowed(self):
         response_data = response.json()
 
         self.assertDictContainsSubset(
-            {"effective_level": ExplicitTeamMembership.Level.ADMIN, "level": ExplicitTeamMembership.Level.ADMIN},
+            {
+                "effective_level": ExplicitTeamMembership.Level.ADMIN,
+                "level": ExplicitTeamMembership.Level.ADMIN,
+            },
             response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
@@ -228,11 +261,17 @@ def test_add_member_to_non_current_project_allowed(self):
 
         new_user: User = User.objects.create_and_join(self.organization, "rookie@posthog.com", None)
 
-        response = self.client.post(f"/api/projects/{another_team.id}/explicit_members/", {"user_uuid": new_user.uuid})
+        response = self.client.post(
+            f"/api/projects/{another_team.id}/explicit_members/",
+            {"user_uuid": new_user.uuid},
+        )
         response_data = response.json()
 
         self.assertDictContainsSubset(
-            {"effective_level": ExplicitTeamMembership.Level.MEMBER, "level": ExplicitTeamMembership.Level.MEMBER},
+            {
+                "effective_level": ExplicitTeamMembership.Level.MEMBER,
+                "level": ExplicitTeamMembership.Level.MEMBER,
+            },
             response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
@@ -244,11 +283,15 @@ def test_add_member_to_project_in_outside_organization_forbidden(self):
             "Acme", "mallory@acme.com", None, team_fields={"access_control": True}
         )
 
-        response = self.client.post(f"/api/projects/{new_team.id}/explicit_members/", {"user_uuid": new_user.uuid})
+        response = self.client.post(
+            f"/api/projects/{new_team.id}/explicit_members/",
+            {"user_uuid": new_user.uuid},
+        )
         response_data = response.json()
 
         self.assertDictEqual(
-            self.permission_denied_response("You don't have sufficient permissions in the project."), response_data
+            self.permission_denied_response("You don't have sufficient permissions in the project."),
+            response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
 
@@ -261,7 +304,8 @@ def test_add_member_to_project_that_is_not_organization_member_forbidden(self):
         response_data = response.json()
 
         self.assertDictEqual(
-            self.permission_denied_response("You both need to belong to the same organization."), response_data
+            self.permission_denied_response("You both need to belong to the same organization."),
+            response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
 
@@ -287,12 +331,16 @@ def test_set_level_of_member_to_admin_as_org_owner_allowed(self):
         ExplicitTeamMembership.objects.create(team=self.team, parent_membership=new_org_membership)
 
         response = self.client.patch(
-            f"/api/projects/@current/explicit_members/{new_user.uuid}", {"level": ExplicitTeamMembership.Level.ADMIN}
+            f"/api/projects/@current/explicit_members/{new_user.uuid}",
+            {"level": ExplicitTeamMembership.Level.ADMIN},
         )
         response_data = response.json()
 
         self.assertDictContainsSubset(
-            {"effective_level": ExplicitTeamMembership.Level.ADMIN, "level": ExplicitTeamMembership.Level.ADMIN},
+            {
+                "effective_level": ExplicitTeamMembership.Level.ADMIN,
+                "level": ExplicitTeamMembership.Level.ADMIN,
+            },
             response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
@@ -308,12 +356,14 @@ def test_set_level_of_member_to_admin_as_org_member_forbidden(self):
         ExplicitTeamMembership.objects.create(team=self.team, parent_membership=new_org_membership)
 
         response = self.client.patch(
-            f"/api/projects/@current/explicit_members/{new_user.uuid}", {"level": ExplicitTeamMembership.Level.ADMIN}
+            f"/api/projects/@current/explicit_members/{new_user.uuid}",
+            {"level": ExplicitTeamMembership.Level.ADMIN},
         )
         response_data = response.json()
 
         self.assertDictEqual(
-            self.permission_denied_response("You don't have sufficient permissions in the project."), response_data
+            self.permission_denied_response("You don't have sufficient permissions in the project."),
+            response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
 
@@ -321,22 +371,30 @@ def test_demote_yourself_as_org_member_and_project_admin_forbidden(self):
         self.organization_membership.level = OrganizationMembership.Level.MEMBER
         self.organization_membership.save()
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.ADMIN
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.ADMIN,
         )
 
         response = self.client.patch(
-            f"/api/projects/@current/explicit_members/{self.user.uuid}", {"level": ExplicitTeamMembership.Level.MEMBER}
+            f"/api/projects/@current/explicit_members/{self.user.uuid}",
+            {"level": ExplicitTeamMembership.Level.MEMBER},
         )
         response_data = response.json()
 
-        self.assertDictEqual(self.permission_denied_response("You can't set your own access level."), response_data)
+        self.assertDictEqual(
+            self.permission_denied_response("You can't set your own access level."),
+            response_data,
+        )
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
 
     def test_set_level_of_member_to_admin_as_org_member_but_project_admin_allowed(self):
         self.organization_membership.level = OrganizationMembership.Level.MEMBER
         self.organization_membership.save()
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.ADMIN
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.ADMIN,
         )
 
         new_user: User = User.objects.create_and_join(self.organization, "rookie@posthog.com", None)
@@ -346,12 +404,16 @@ def test_set_level_of_member_to_admin_as_org_member_but_project_admin_allowed(se
         ExplicitTeamMembership.objects.create(team=self.team, parent_membership=new_org_membership)
 
         response = self.client.patch(
-            f"/api/projects/@current/explicit_members/{new_user.uuid}", {"level": ExplicitTeamMembership.Level.ADMIN}
+            f"/api/projects/@current/explicit_members/{new_user.uuid}",
+            {"level": ExplicitTeamMembership.Level.ADMIN},
         )
         response_data = response.json()
 
         self.assertDictContainsSubset(
-            {"effective_level": ExplicitTeamMembership.Level.ADMIN, "level": ExplicitTeamMembership.Level.ADMIN},
+            {
+                "effective_level": ExplicitTeamMembership.Level.ADMIN,
+                "level": ExplicitTeamMembership.Level.ADMIN,
+            },
             response_data,
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
@@ -388,7 +450,9 @@ def test_remove_member_as_org_member_but_project_admin_allowed(self):
         self.organization_membership.level = OrganizationMembership.Level.MEMBER
         self.organization_membership.save()
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.ADMIN
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.ADMIN,
         )
 
         new_user: User = User.objects.create_and_join(self.organization, "rookie@posthog.com", None)
@@ -425,7 +489,9 @@ def test_leave_project_as_admin_allowed(self):
         self.organization_membership.save()
 
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.ADMIN
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.ADMIN,
         )
 
         response = self.client.delete(f"/api/projects/@current/explicit_members/{self.user.uuid}")
@@ -436,7 +502,9 @@ def test_leave_project_as_admin_member(self):
         self.organization_membership.save()
 
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.MEMBER
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.MEMBER,
         )
 
         response = self.client.delete(f"/api/projects/@current/explicit_members/{self.user.uuid}")
@@ -456,7 +524,9 @@ def test_set_current_project_no_access(self):
         self.organization_membership.level = OrganizationMembership.Level.MEMBER
         self.organization_membership.save()
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.ADMIN
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.ADMIN,
         )
         Team.objects.create(organization=self.organization)
 
diff --git a/ee/api/test/test_time_to_see_data.py b/ee/api/test/test_time_to_see_data.py
index bbf826723d7eb..4c5a50d51e58f 100644
--- a/ee/api/test/test_time_to_see_data.py
+++ b/ee/api/test/test_time_to_see_data.py
@@ -39,15 +39,27 @@ def test_sessions_api(self):
         insert(
             "metrics_time_to_see_data",
             [
-                MetricsRow(session_id="456", timestamp="2022-10-05 12:20:30", time_to_see_data_ms=7000),
-                MetricsRow(session_id="123", timestamp="2022-10-05 10:10:30", time_to_see_data_ms=2000),
+                MetricsRow(
+                    session_id="456",
+                    timestamp="2022-10-05 12:20:30",
+                    time_to_see_data_ms=7000,
+                ),
+                MetricsRow(
+                    session_id="123",
+                    timestamp="2022-10-05 10:10:30",
+                    time_to_see_data_ms=2000,
+                ),
                 MetricsRow(
                     session_id="123",
                     timestamp="2022-10-05 10:30:25",
                     time_to_see_data_ms=1000,
                     is_primary_interaction=False,
                 ),
-                MetricsRow(session_id="123", timestamp="2022-10-05 10:30:30", time_to_see_data_ms=7000),
+                MetricsRow(
+                    session_id="123",
+                    timestamp="2022-10-05 10:30:30",
+                    time_to_see_data_ms=7000,
+                ),
             ],
         )
 
@@ -90,7 +102,11 @@ def test_session_events_api(self):
         insert(
             "metrics_time_to_see_data",
             [
-                MetricsRow(session_id="456", timestamp="2022-10-05 12:20:30", time_to_see_data_ms=7000),
+                MetricsRow(
+                    session_id="456",
+                    timestamp="2022-10-05 12:20:30",
+                    time_to_see_data_ms=7000,
+                ),
                 MetricsRow(
                     session_id="123",
                     timestamp="2022-10-05 10:10:30",
@@ -105,7 +121,11 @@ def test_session_events_api(self):
                     primary_interaction_id="111-222-333",
                     query_id="777",
                 ),
-                MetricsRow(session_id="123", timestamp="2022-10-05 10:30:30", time_to_see_data_ms=7000),
+                MetricsRow(
+                    session_id="123",
+                    timestamp="2022-10-05 10:30:30",
+                    time_to_see_data_ms=7000,
+                ),
             ],
         )
 
diff --git a/ee/api/time_to_see_data.py b/ee/api/time_to_see_data.py
index 7710c8ade2f98..7c3ed10ed80fa 100644
--- a/ee/api/time_to_see_data.py
+++ b/ee/api/time_to_see_data.py
@@ -3,7 +3,10 @@
 from rest_framework.response import Response
 
 from posthog.permissions import IsStaffUser
-from posthog.queries.time_to_see_data.serializers import SessionEventsQuerySerializer, SessionsQuerySerializer
+from posthog.queries.time_to_see_data.serializers import (
+    SessionEventsQuerySerializer,
+    SessionsQuerySerializer,
+)
 from posthog.queries.time_to_see_data.sessions import get_session_events, get_sessions
 
 
diff --git a/ee/benchmarks/benchmarks.py b/ee/benchmarks/benchmarks.py
index 4f61f82df0482..f4dc81eb2dfa5 100644
--- a/ee/benchmarks/benchmarks.py
+++ b/ee/benchmarks/benchmarks.py
@@ -11,9 +11,14 @@
 from ee.clickhouse.queries.stickiness import ClickhouseStickiness
 from ee.clickhouse.queries.funnels.funnel_correlation import FunnelCorrelation
 from posthog.queries.funnels import ClickhouseFunnel
-from posthog.queries.property_values import get_property_values_for_key, get_person_property_values_for_key
+from posthog.queries.property_values import (
+    get_property_values_for_key,
+    get_person_property_values_for_key,
+)
 from posthog.queries.trends.trends import Trends
-from posthog.queries.session_recordings.session_recording_list import SessionRecordingList
+from posthog.queries.session_recordings.session_recording_list import (
+    SessionRecordingList,
+)
 from ee.clickhouse.queries.retention import ClickhouseRetention
 from posthog.queries.util import get_earliest_timestamp
 from posthog.models import Action, ActionStep, Cohort, Team, Organization
@@ -33,7 +38,11 @@
 ]
 
 DATE_RANGE = {"date_from": "2021-01-01", "date_to": "2021-10-01", "interval": "week"}
-SHORT_DATE_RANGE = {"date_from": "2021-07-01", "date_to": "2021-10-01", "interval": "week"}
+SHORT_DATE_RANGE = {
+    "date_from": "2021-07-01",
+    "date_to": "2021-10-01",
+    "interval": "week",
+}
 SESSIONS_DATE_RANGE = {"date_from": "2021-11-17", "date_to": "2021-11-22"}
 
 
@@ -102,7 +111,14 @@ def track_trends_person_property_filter(self):
         filter = Filter(
             data={
                 "events": [{"id": "$pageview"}],
-                "properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+                "properties": [
+                    {
+                        "key": "email",
+                        "operator": "icontains",
+                        "value": ".com",
+                        "type": "person",
+                    }
+                ],
                 **DATE_RANGE,
             }
         )
@@ -115,7 +131,14 @@ def track_trends_person_property_filter_materialized(self):
         filter = Filter(
             data={
                 "events": [{"id": "$pageview"}],
-                "properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+                "properties": [
+                    {
+                        "key": "email",
+                        "operator": "icontains",
+                        "value": ".com",
+                        "type": "person",
+                    }
+                ],
                 **DATE_RANGE,
             }
         )
@@ -138,7 +161,12 @@ def track_trends_event_property_breakdown_materialized(self):
     @benchmark_clickhouse
     def track_trends_person_property_breakdown(self):
         filter = Filter(
-            data={"events": [{"id": "$pageview"}], "breakdown": "$browser", "breakdown_type": "person", **DATE_RANGE}
+            data={
+                "events": [{"id": "$pageview"}],
+                "breakdown": "$browser",
+                "breakdown_type": "person",
+                **DATE_RANGE,
+            }
         )
 
         with no_materialized_columns():
@@ -147,7 +175,12 @@ def track_trends_person_property_breakdown(self):
     @benchmark_clickhouse
     def track_trends_person_property_breakdown_materialized(self):
         filter = Filter(
-            data={"events": [{"id": "$pageview"}], "breakdown": "$browser", "breakdown_type": "person", **DATE_RANGE}
+            data={
+                "events": [{"id": "$pageview"}],
+                "breakdown": "$browser",
+                "breakdown_type": "person",
+                **DATE_RANGE,
+            }
         )
 
         Trends().run(filter, self.team)
@@ -162,7 +195,14 @@ def track_trends_dau_person_property_filter(self):
         filter = Filter(
             data={
                 "events": [{"id": "$pageview", "math": "dau"}],
-                "properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+                "properties": [
+                    {
+                        "key": "email",
+                        "operator": "icontains",
+                        "value": ".com",
+                        "type": "person",
+                    }
+                ],
                 **DATE_RANGE,
             }
         )
@@ -175,7 +215,14 @@ def track_trends_dau_person_property_filter_materialized(self):
         filter = Filter(
             data={
                 "events": [{"id": "$pageview", "math": "dau"}],
-                "properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+                "properties": [
+                    {
+                        "key": "email",
+                        "operator": "icontains",
+                        "value": ".com",
+                        "type": "person",
+                    }
+                ],
                 **DATE_RANGE,
             }
         )
@@ -253,7 +300,14 @@ def track_trends_filter_by_action_with_person_filters_materialized(self):
         ActionStep.objects.create(
             action=action,
             event="$pageview",
-            properties=[{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+            properties=[
+                {
+                    "key": "email",
+                    "operator": "icontains",
+                    "value": ".com",
+                    "type": "person",
+                }
+            ],
         )
 
         filter = Filter(data={"actions": [{"id": action.id}], **DATE_RANGE}, team=self.team)
@@ -265,7 +319,14 @@ def track_trends_filter_by_action_with_person_filters(self):
         ActionStep.objects.create(
             action=action,
             event="$pageview",
-            properties=[{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+            properties=[
+                {
+                    "key": "email",
+                    "operator": "icontains",
+                    "value": ".com",
+                    "type": "person",
+                }
+            ],
         )
 
         filter = Filter(data={"actions": [{"id": action.id}], **DATE_RANGE}, team=self.team)
@@ -277,7 +338,10 @@ def track_funnel_normal(self):
         filter = Filter(
             data={
                 "insight": "FUNNELS",
-                "events": [{"id": "user signed up", "order": 0}, {"id": "insight analyzed", "order": 1}],
+                "events": [
+                    {"id": "user signed up", "order": 0},
+                    {"id": "insight analyzed", "order": 1},
+                ],
                 **DATE_RANGE,
             },
             team=self.team,
@@ -287,7 +351,11 @@ def track_funnel_normal(self):
     @benchmark_clickhouse
     def track_correlations_by_events(self):
         filter = Filter(
-            data={"events": [{"id": "user signed up"}, {"id": "insight analyzed"}], **SHORT_DATE_RANGE}, team=self.team
+            data={
+                "events": [{"id": "user signed up"}, {"id": "insight analyzed"}],
+                **SHORT_DATE_RANGE,
+            },
+            team=self.team,
         )
 
         FunnelCorrelation(filter, self.team).run()
@@ -369,7 +437,14 @@ def track_stickiness_filter_by_person_property(self):
                 "events": [{"id": "$pageview"}],
                 "shown_as": "Stickiness",
                 "display": "ActionsLineGraph",
-                "properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+                "properties": [
+                    {
+                        "key": "email",
+                        "operator": "icontains",
+                        "value": ".com",
+                        "type": "person",
+                    }
+                ],
                 **DATE_RANGE,
             },
             team=self.team,
@@ -386,7 +461,14 @@ def track_stickiness_filter_by_person_property_materialized(self):
                 "events": [{"id": "$pageview"}],
                 "shown_as": "Stickiness",
                 "display": "ActionsLineGraph",
-                "properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+                "properties": [
+                    {
+                        "key": "email",
+                        "operator": "icontains",
+                        "value": ".com",
+                        "type": "person",
+                    }
+                ],
                 **DATE_RANGE,
             },
             team=self.team,
@@ -402,7 +484,10 @@ def track_session_recordings_list(self):
 
     @benchmark_clickhouse
     def track_session_recordings_list_event_filter(self):
-        filter = SessionRecordingsFilter(data={"events": [{"id": "$pageview"}], **SESSIONS_DATE_RANGE}, team=self.team)
+        filter = SessionRecordingsFilter(
+            data={"events": [{"id": "$pageview"}], **SESSIONS_DATE_RANGE},
+            team=self.team,
+        )
 
         SessionRecordingList(filter, self.team).run()
 
@@ -413,7 +498,14 @@ def track_session_recordings_list_person_property_filter(self):
                 "events": [
                     {
                         "id": "$pageview",
-                        "properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+                        "properties": [
+                            {
+                                "key": "email",
+                                "operator": "icontains",
+                                "value": ".com",
+                                "type": "person",
+                            }
+                        ],
                     }
                 ],
                 **SESSIONS_DATE_RANGE,
@@ -473,7 +565,14 @@ def track_retention_filter_by_person_property(self):
                 "total_intervals": 14,
                 "retention_type": "retention_first_time",
                 "period": "Week",
-                "properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+                "properties": [
+                    {
+                        "key": "email",
+                        "operator": "icontains",
+                        "value": ".com",
+                        "type": "person",
+                    }
+                ],
                 **DATE_RANGE,
             },
             team=self.team,
@@ -492,7 +591,14 @@ def track_retention_filter_by_person_property_materialized(self):
                 "total_intervals": 14,
                 "retention_type": "retention_first_time",
                 "period": "Week",
-                "properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+                "properties": [
+                    {
+                        "key": "email",
+                        "operator": "icontains",
+                        "value": ".com",
+                        "type": "person",
+                    }
+                ],
                 **DATE_RANGE,
             },
             team=self.team,
@@ -584,7 +690,14 @@ def track_lifecycle_person_property_filter(self):
                 "interval": "week",
                 "shown_as": "Lifecycle",
                 "date_from": "-14d",
-                "properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+                "properties": [
+                    {
+                        "key": "email",
+                        "operator": "icontains",
+                        "value": ".com",
+                        "type": "person",
+                    }
+                ],
                 **DATE_RANGE,
             },
             team=self.team,
@@ -602,7 +715,14 @@ def track_lifecycle_person_property_filter_materialized(self):
                 "interval": "week",
                 "shown_as": "Lifecycle",
                 "date_from": "-14d",
-                "properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+                "properties": [
+                    {
+                        "key": "email",
+                        "operator": "icontains",
+                        "value": ".com",
+                        "type": "person",
+                    }
+                ],
                 **DATE_RANGE,
             },
             team=self.team,
@@ -636,7 +756,11 @@ def setup(self):
         for table, property in MATERIALIZED_PROPERTIES:
             if (property, "properties") not in get_materialized_columns(table):
                 materialize(table, property)
-                backfill_materialized_columns(table, [(property, "properties")], backfill_period=timedelta(days=1_000))
+                backfill_materialized_columns(
+                    table,
+                    [(property, "properties")],
+                    backfill_period=timedelta(days=1_000),
+                )
 
         # :TRICKY: Data in benchmark servers has ID=2
         team = Team.objects.filter(id=2).first()
@@ -650,7 +774,18 @@ def setup(self):
             cohort = Cohort.objects.create(
                 team_id=2,
                 name="benchmarking cohort",
-                groups=[{"properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}]}],
+                groups=[
+                    {
+                        "properties": [
+                            {
+                                "key": "email",
+                                "operator": "icontains",
+                                "value": ".com",
+                                "type": "person",
+                            }
+                        ]
+                    }
+                ],
             )
             cohort.calculate_people_ch(pending_version=0)
         self.cohort = cohort
diff --git a/ee/benchmarks/helpers.py b/ee/benchmarks/helpers.py
index f6d4f2b8e6995..1a22550aceef0 100644
--- a/ee/benchmarks/helpers.py
+++ b/ee/benchmarks/helpers.py
@@ -71,6 +71,9 @@ def inner(*args):
 @contextmanager
 def no_materialized_columns():
     "Allows running a function without any materialized columns being used in query"
-    get_materialized_columns._cache = {("events",): (now(), {}), ("person",): (now(), {})}
+    get_materialized_columns._cache = {
+        ("events",): (now(), {}),
+        ("person",): (now(), {}),
+    }
     yield
     get_materialized_columns._cache = {}
diff --git a/ee/billing/billing_manager.py b/ee/billing/billing_manager.py
index b6d079c74c32f..0790952c49ab1 100644
--- a/ee/billing/billing_manager.py
+++ b/ee/billing/billing_manager.py
@@ -162,7 +162,10 @@ def _get_billing(self, organization: Organization) -> BillingStatus:
         if not self.license:  # mypy
             raise Exception("No license found")
 
-        res = requests.get(f"{BILLING_SERVICE_URL}/api/billing", headers=self.get_auth_headers(organization))
+        res = requests.get(
+            f"{BILLING_SERVICE_URL}/api/billing",
+            headers=self.get_auth_headers(organization),
+        )
 
         handle_billing_service_error(res)
 
@@ -177,7 +180,10 @@ def _get_stripe_portal_url(self, organization: Organization) -> BillingStatus:
         if not self.license:  # mypy
             raise Exception("No license found")
 
-        res = requests.get(f"{BILLING_SERVICE_URL}/api/billing/portal", headers=self.get_auth_headers(organization))
+        res = requests.get(
+            f"{BILLING_SERVICE_URL}/api/billing/portal",
+            headers=self.get_auth_headers(organization),
+        )
 
         handle_billing_service_error(res)
 
diff --git a/ee/billing/quota_limiting.py b/ee/billing/quota_limiting.py
index 0f0ebb728fcb7..ae6eefcc0b77a 100644
--- a/ee/billing/quota_limiting.py
+++ b/ee/billing/quota_limiting.py
@@ -204,7 +204,10 @@ def update_all_org_billing_quotas(dry_run: bool = False) -> Dict[str, Dict[str,
 
     # Get the current quota limits so we can track to poshog if it changes
     orgs_with_changes = set()
-    previously_quota_limited_team_tokens: Dict[str, Dict[str, int]] = {"events": {}, "recordings": {}}
+    previously_quota_limited_team_tokens: Dict[str, Dict[str, int]] = {
+        "events": {},
+        "recordings": {},
+    }
 
     for field in quota_limited_orgs:
         previously_quota_limited_team_tokens[field] = list_limited_team_tokens(QuotaResource(field))
@@ -233,7 +236,10 @@ def update_all_org_billing_quotas(dry_run: bool = False) -> Dict[str, Dict[str,
         }
 
         report_organization_action(
-            orgs_by_id[org_id], "organization quota limits changed", properties=properties, group_properties=properties
+            orgs_by_id[org_id],
+            "organization quota limits changed",
+            properties=properties,
+            group_properties=properties,
         )
 
     if not dry_run:
diff --git a/ee/billing/test/test_billing_manager.py b/ee/billing/test/test_billing_manager.py
index b5e8d9a6f6438..e0c09e0d071fb 100644
--- a/ee/billing/test/test_billing_manager.py
+++ b/ee/billing/test/test_billing_manager.py
@@ -18,7 +18,9 @@ class TestBillingManager(BaseTest):
     def test_update_billing_distinct_ids(self, billing_patch_request_mock: MagicMock):
         organization = self.organization
         license = super(LicenseManager, cast(LicenseManager, License.objects)).create(
-            key="key123::key123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+            key="key123::key123",
+            plan="enterprise",
+            valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
         )
         User.objects.create_and_join(
             organization=organization,
diff --git a/ee/clickhouse/materialized_columns/analyze.py b/ee/clickhouse/materialized_columns/analyze.py
index 200448bee18a1..4ab0f58286610 100644
--- a/ee/clickhouse/materialized_columns/analyze.py
+++ b/ee/clickhouse/materialized_columns/analyze.py
@@ -20,7 +20,10 @@
 from posthog.cache_utils import instance_memoize
 from posthog.client import sync_execute
 from posthog.models.filters.mixins.utils import cached_property
-from posthog.models.person.sql import GET_EVENT_PROPERTIES_COUNT, GET_PERSON_PROPERTIES_COUNT
+from posthog.models.person.sql import (
+    GET_EVENT_PROPERTIES_COUNT,
+    GET_PERSON_PROPERTIES_COUNT,
+)
 from posthog.models.property import PropertyName, TableColumn, TableWithProperties
 from posthog.models.property_definition import PropertyDefinition
 from posthog.models.team import Team
@@ -50,7 +53,8 @@ def person_on_events_properties(self, team_id: str) -> Set[str]:
     @instance_memoize
     def group_on_events_properties(self, group_type_index: int, team_id: str) -> Set[str]:
         return self._get_properties(
-            GET_EVENT_PROPERTIES_COUNT.format(column_name=f"group{group_type_index}_properties"), team_id
+            GET_EVENT_PROPERTIES_COUNT.format(column_name=f"group{group_type_index}_properties"),
+            team_id,
         )
 
     def _get_properties(self, query, team_id) -> Set[str]:
@@ -59,7 +63,12 @@ def _get_properties(self, query, team_id) -> Set[str]:
 
 
 class Query:
-    def __init__(self, query_string: str, query_time_ms: float, min_query_time=MATERIALIZE_COLUMNS_MINIMUM_QUERY_TIME):
+    def __init__(
+        self,
+        query_string: str,
+        query_time_ms: float,
+        min_query_time=MATERIALIZE_COLUMNS_MINIMUM_QUERY_TIME,
+    ):
         self.query_string = query_string
         self.query_time_ms = query_time_ms
         self.min_query_time = min_query_time
@@ -187,7 +196,10 @@ def materialize_properties_task(
     else:
         logger.info("Found no columns to materialize.")
 
-    properties: Dict[TableWithProperties, List[Tuple[PropertyName, TableColumn]]] = {"events": [], "person": []}
+    properties: Dict[TableWithProperties, List[Tuple[PropertyName, TableColumn]]] = {
+        "events": [],
+        "person": [],
+    }
     for table, table_column, property_name, cost in result[:maximum]:
         logger.info(f"Materializing column. table={table}, property_name={property_name}, cost={cost}")
 
diff --git a/ee/clickhouse/materialized_columns/columns.py b/ee/clickhouse/materialized_columns/columns.py
index 8a076ae6af532..71bfd5adcc751 100644
--- a/ee/clickhouse/materialized_columns/columns.py
+++ b/ee/clickhouse/materialized_columns/columns.py
@@ -194,7 +194,9 @@ def backfill_materialized_columns(
 
 
 def _materialized_column_name(
-    table: TableWithProperties, property: PropertyName, table_column: TableColumn = DEFAULT_TABLE_COLUMN
+    table: TableWithProperties,
+    property: PropertyName,
+    table_column: TableColumn = DEFAULT_TABLE_COLUMN,
 ) -> str:
     "Returns a sanitized and unique column name to use for materialized column"
 
diff --git a/ee/clickhouse/materialized_columns/test/test_analyze.py b/ee/clickhouse/materialized_columns/test/test_analyze.py
index 9e4a62627f7c1..8ebd98b19e1b7 100644
--- a/ee/clickhouse/materialized_columns/test/test_analyze.py
+++ b/ee/clickhouse/materialized_columns/test/test_analyze.py
@@ -18,7 +18,10 @@ def setUp(self):
                 """,
                 6723,
             ),
-            (f"SELECT JSONExtractString(properties, 'person_prop') FROM person WHERE team_id = {self.team.pk}", 9723),
+            (
+                f"SELECT JSONExtractString(properties, 'person_prop') FROM person WHERE team_id = {self.team.pk}",
+                9723,
+            ),
             (
                 f"""
                 SELECT JSONExtractString(person_properties, 'person_prop')
@@ -56,7 +59,10 @@ def setUp(self):
                     "distinct_id": f"user_id",
                     "team": self.team,
                     "timestamp": "2021-05-01 00:00:00",
-                    "person_properties": {"person_prop": "something", "another_person_prop": "something"},
+                    "person_properties": {
+                        "person_prop": "something",
+                        "another_person_prop": "something",
+                    },
                     "group0_properties": {"group_prop": "something"},
                     "group2_properties": {"group_prop": "something2"},
                 }
@@ -82,10 +88,16 @@ def test_query_class(self):
 
             self.assertEqual(
                 list(event_query.properties(TeamManager())),
-                [("events", "properties", "event_prop"), ("events", "properties", "another_prop")],
+                [
+                    ("events", "properties", "event_prop"),
+                    ("events", "properties", "another_prop"),
+                ],
             )
 
-            self.assertEqual(list(person_query.properties(TeamManager())), [("person", "properties", "person_prop")])
+            self.assertEqual(
+                list(person_query.properties(TeamManager())),
+                [("person", "properties", "person_prop")],
+            )
             self.assertEqual(
                 list(person_on_events_query.properties(TeamManager())),
                 [
@@ -96,7 +108,10 @@ def test_query_class(self):
             )
             self.assertEqual(
                 list(group_on_events_query.properties(TeamManager())),
-                [("events", "group0_properties", "group_prop"), ("events", "group2_properties", "group_prop")],
+                [
+                    ("events", "group0_properties", "group_prop"),
+                    ("events", "group2_properties", "group_prop"),
+                ],
             )
 
             self.assertEqual(event_query.cost, 4)
@@ -110,7 +125,8 @@ def test_query_class_edge_cases(self):
         self.assertIsNone(invalid_query.team_id)
 
         query_with_unknown_property = Query(
-            f"SELECT JSONExtractString(properties, '$unknown_prop') FROM events WHERE team_id = {self.team.pk}", 3400
+            f"SELECT JSONExtractString(properties, '$unknown_prop') FROM events WHERE team_id = {self.team.pk}",
+            3400,
         )
         self.assertEqual(list(query_with_unknown_property.properties(TeamManager())), [])
 
@@ -118,6 +134,7 @@ def test_query_class_edge_cases(self):
 
         # match group missing, should probably never happen, since the query is now wrong.
         query_with_invalid_column = Query(
-            f"SELECT JSONExtractString(, 'prop') FROM events WHERE team_id = {self.team.pk}", 3340
+            f"SELECT JSONExtractString(, 'prop') FROM events WHERE team_id = {self.team.pk}",
+            3340,
         )
         self.assertEqual(list(query_with_invalid_column.properties(TeamManager())), [])
diff --git a/ee/clickhouse/materialized_columns/test/test_columns.py b/ee/clickhouse/materialized_columns/test/test_columns.py
index 0a44ea078b92d..8219e03354ee9 100644
--- a/ee/clickhouse/materialized_columns/test/test_columns.py
+++ b/ee/clickhouse/materialized_columns/test/test_columns.py
@@ -66,7 +66,10 @@ def test_caching_and_materializing(self):
                 [property_name for property_name, _ in get_materialized_columns("events", use_cache=True).keys()],
                 ["$foo", "$bar", *EVENTS_TABLE_DEFAULT_MATERIALIZED_COLUMNS],
             )
-            self.assertCountEqual(get_materialized_columns("person", use_cache=True).keys(), [("$zeta", "properties")])
+            self.assertCountEqual(
+                get_materialized_columns("person", use_cache=True).keys(),
+                [("$zeta", "properties")],
+            )
 
             materialize("events", "abc", create_minmax_index=True)
 
@@ -98,14 +101,21 @@ def test_materialized_column_naming(self):
             get_materialized_columns("events"),
         )
 
-        self.assertEqual(get_materialized_columns("person"), {("SoMePrOp", "properties"): "pmat_SoMePrOp"})
+        self.assertEqual(
+            get_materialized_columns("person"),
+            {("SoMePrOp", "properties"): "pmat_SoMePrOp"},
+        )
 
     def test_backfilling_data(self):
         sync_execute("ALTER TABLE events DROP COLUMN IF EXISTS mat_prop")
         sync_execute("ALTER TABLE events DROP COLUMN IF EXISTS mat_another")
 
         _create_event(
-            event="some_event", distinct_id="1", team=self.team, timestamp="2020-01-01 00:00:00", properties={"prop": 1}
+            event="some_event",
+            distinct_id="1",
+            team=self.team,
+            timestamp="2020-01-01 00:00:00",
+            properties={"prop": 1},
         )
         _create_event(
             event="some_event",
@@ -115,9 +125,18 @@ def test_backfilling_data(self):
             properties={"prop": 2, "another": 5},
         )
         _create_event(
-            event="some_event", distinct_id="1", team=self.team, timestamp="2021-05-03 00:00:00", properties={"prop": 3}
+            event="some_event",
+            distinct_id="1",
+            team=self.team,
+            timestamp="2021-05-03 00:00:00",
+            properties={"prop": 3},
+        )
+        _create_event(
+            event="another_event",
+            distinct_id="1",
+            team=self.team,
+            timestamp="2021-05-04 00:00:00",
         )
-        _create_event(event="another_event", distinct_id="1", team=self.team, timestamp="2021-05-04 00:00:00")
         _create_event(
             event="third_event",
             distinct_id="1",
@@ -165,7 +184,15 @@ def test_backfilling_data(self):
 
         self.assertEqual(
             sync_execute("SELECT mat_prop, mat_another FROM events ORDER BY timestamp"),
-            [("1", ""), ("2", "5"), ("3", ""), ("", ""), ("4", ""), ("", "6"), ("", "7")],
+            [
+                ("1", ""),
+                ("2", "5"),
+                ("3", ""),
+                ("", ""),
+                ("4", ""),
+                ("", "6"),
+                ("", "7"),
+            ],
         )
 
     def test_column_types(self):
@@ -194,7 +221,11 @@ def _count_materialized_rows(self, column):
               AND table = %(table)s
               AND column = %(column)s
         """,
-            {"database": CLICKHOUSE_DATABASE, "table": EVENTS_DATA_TABLE(), "column": column},
+            {
+                "database": CLICKHOUSE_DATABASE,
+                "table": EVENTS_DATA_TABLE(),
+                "column": column,
+            },
         )[0][0]
 
     def _get_count_of_mutations_running(self) -> int:
@@ -213,5 +244,9 @@ def _get_column_types(self, column: str):
             FROM system.columns
             WHERE database = %(database)s AND table = %(table)s AND name = %(column)s
             """,
-            {"database": CLICKHOUSE_DATABASE, "table": EVENTS_DATA_TABLE(), "column": column},
+            {
+                "database": CLICKHOUSE_DATABASE,
+                "table": EVENTS_DATA_TABLE(),
+                "column": column,
+            },
         )[0]
diff --git a/ee/clickhouse/materialized_columns/test/test_query.py b/ee/clickhouse/materialized_columns/test/test_query.py
index c78623a831c3e..3a55a0614f137 100644
--- a/ee/clickhouse/materialized_columns/test/test_query.py
+++ b/ee/clickhouse/materialized_columns/test/test_query.py
@@ -3,7 +3,6 @@
 
 class TestQuery(ClickhouseTestMixin, APIBaseTest):
     def test_get_queries_detects(self):
-
         # some random
         with self.capture_select_queries() as queries:
             self.client.post(
diff --git a/ee/clickhouse/models/test/test_action.py b/ee/clickhouse/models/test/test_action.py
index 745159f02b86d..692844e55c1e4 100644
--- a/ee/clickhouse/models/test/test_action.py
+++ b/ee/clickhouse/models/test/test_action.py
@@ -7,7 +7,12 @@
 from posthog.models.action.util import filter_event, format_action_filter
 from posthog.models.action_step import ActionStep
 from posthog.models.test.test_event_model import filter_by_actions_factory
-from posthog.test.base import BaseTest, ClickhouseTestMixin, _create_event, _create_person
+from posthog.test.base import (
+    BaseTest,
+    ClickhouseTestMixin,
+    _create_event,
+    _create_person,
+)
 from hogvm.python.operation import Operation as op, HOGQL_BYTECODE_IDENTIFIER as _H
 
 
@@ -31,7 +36,11 @@ def _get_events_for_action(action: Action) -> List[MockEvent]:
         AND events.team_id = %(team_id)s
         ORDER BY events.timestamp DESC
     """
-    events = sync_execute(query, {"team_id": action.team_id, **params, **hogql_context.values}, team_id=action.team_id)
+    events = sync_execute(
+        query,
+        {"team_id": action.team_id, **params, **hogql_context.values},
+        team_id=action.team_id,
+    )
     return [MockEvent(str(uuid), distinct_id) for uuid, distinct_id in events]
 
 
@@ -39,7 +48,8 @@ def _get_events_for_action(action: Action) -> List[MockEvent]:
 
 
 class TestActions(
-    ClickhouseTestMixin, filter_by_actions_factory(_create_event, _create_person, _get_events_for_action)  # type: ignore
+    ClickhouseTestMixin,
+    filter_by_actions_factory(_create_event, _create_person, _get_events_for_action),  # type: ignore
 ):
     pass
 
@@ -69,7 +79,10 @@ def test_filter_event_exact_url(self):
 
         action1 = Action.objects.create(team=self.team, name="action1")
         step1 = ActionStep.objects.create(
-            event="$autocapture", action=action1, url="https://posthog.com/feedback/123", url_matching=ActionStep.EXACT
+            event="$autocapture",
+            action=action1,
+            url="https://posthog.com/feedback/123",
+            url_matching=ActionStep.EXACT,
         )
         query, params = filter_event(step1)
 
@@ -123,7 +136,6 @@ def test_filter_event_exact_url_with_query_params(self):
         )
 
     def test_filter_event_contains_url(self):
-
         _create_event(
             event="$autocapture",
             team=self.team,
@@ -154,7 +166,6 @@ def test_filter_event_contains_url(self):
         self.assertEqual(len(result), 2)
 
     def test_filter_event_regex_url(self):
-
         _create_event(
             event="$autocapture",
             team=self.team,
@@ -178,7 +189,10 @@ def test_filter_event_regex_url(self):
 
         action1 = Action.objects.create(team=self.team, name="action1")
         step1 = ActionStep.objects.create(
-            event="$autocapture", action=action1, url="/123", url_matching=ActionStep.REGEX
+            event="$autocapture",
+            action=action1,
+            url="/123",
+            url_matching=ActionStep.REGEX,
         )
         query, params = filter_event(step1)
 
@@ -188,26 +202,55 @@ def test_filter_event_regex_url(self):
 
     def test_double(self):
         # Tests a regression where the second step properties would override those of the first step, causing issues
-        _create_event(event="insight viewed", team=self.team, distinct_id="whatever", properties={"filters_count": 2})
+        _create_event(
+            event="insight viewed",
+            team=self.team,
+            distinct_id="whatever",
+            properties={"filters_count": 2},
+        )
 
         action1 = Action.objects.create(team=self.team, name="action1")
         ActionStep.objects.create(
             event="insight viewed",
             action=action1,
-            properties=[{"key": "insight", "type": "event", "value": ["RETENTION"], "operator": "exact"}],
+            properties=[
+                {
+                    "key": "insight",
+                    "type": "event",
+                    "value": ["RETENTION"],
+                    "operator": "exact",
+                }
+            ],
         )
         ActionStep.objects.create(
             event="insight viewed",
             action=action1,
-            properties=[{"key": "filters_count", "type": "event", "value": "1", "operator": "gt"}],
+            properties=[
+                {
+                    "key": "filters_count",
+                    "type": "event",
+                    "value": "1",
+                    "operator": "gt",
+                }
+            ],
         )
 
         events = _get_events_for_action(action1)
         self.assertEqual(len(events), 1)
 
     def test_filter_with_hogql(self):
-        _create_event(event="insight viewed", team=self.team, distinct_id="first", properties={"filters_count": 20})
-        _create_event(event="insight viewed", team=self.team, distinct_id="second", properties={"filters_count": 1})
+        _create_event(
+            event="insight viewed",
+            team=self.team,
+            distinct_id="first",
+            properties={"filters_count": 20},
+        )
+        _create_event(
+            event="insight viewed",
+            team=self.team,
+            distinct_id="second",
+            properties={"filters_count": 1},
+        )
 
         action1 = Action.objects.create(team=self.team, name="action1")
         ActionStep.objects.create(
diff --git a/ee/clickhouse/models/test/test_cohort.py b/ee/clickhouse/models/test/test_cohort.py
index 5d48d069bac0a..51ff0f2e8816f 100644
--- a/ee/clickhouse/models/test/test_cohort.py
+++ b/ee/clickhouse/models/test/test_cohort.py
@@ -39,12 +39,20 @@ def _create_action(**kwargs):
 class TestCohort(ClickhouseTestMixin, BaseTest):
     def _get_cohortpeople(self, cohort: Cohort):
         return sync_execute(
-            GET_COHORTPEOPLE_BY_COHORT_ID, {"team_id": self.team.pk, "cohort_id": cohort.pk, "version": cohort.version}
+            GET_COHORTPEOPLE_BY_COHORT_ID,
+            {
+                "team_id": self.team.pk,
+                "cohort_id": cohort.pk,
+                "version": cohort.version,
+            },
         )
 
     def test_prop_cohort_basic(self):
-
-        _create_person(distinct_ids=["some_other_id"], team_id=self.team.pk, properties={"$some_prop": "something"})
+        _create_person(
+            distinct_ids=["some_other_id"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
+        )
 
         _create_person(
             distinct_ids=["some_id"],
@@ -52,9 +60,19 @@ def test_prop_cohort_basic(self):
             properties={"$some_prop": "something", "$another_prop": "something"},
         )
         _create_person(distinct_ids=["no_match"], team_id=self.team.pk)
-        _create_event(event="$pageview", team=self.team, distinct_id="some_id", properties={"attr": "some_val"})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some_id",
+            properties={"attr": "some_val"},
+        )
 
-        _create_event(event="$pageview", team=self.team, distinct_id="some_other_id", properties={"attr": "some_val"})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some_other_id",
+            properties={"attr": "some_val"},
+        )
 
         cohort1 = Cohort.objects.create(
             team=self.team,
@@ -62,7 +80,11 @@ def test_prop_cohort_basic(self):
                 {
                     "properties": [
                         {"key": "$some_prop", "value": "something", "type": "person"},
-                        {"key": "$another_prop", "value": "something", "type": "person"},
+                        {
+                            "key": "$another_prop",
+                            "value": "something",
+                            "type": "person",
+                        },
                     ]
                 }
             ],
@@ -71,15 +93,23 @@ def test_prop_cohort_basic(self):
 
         filter = Filter(data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]})
         query, params = parse_prop_grouped_clauses(
-            team_id=self.team.pk, property_group=filter.property_groups, hogql_context=filter.hogql_context
+            team_id=self.team.pk,
+            property_group=filter.property_groups,
+            hogql_context=filter.hogql_context,
         )
         final_query = "SELECT uuid FROM events WHERE team_id = %(team_id)s {}".format(query)
-        result = sync_execute(final_query, {**params, **filter.hogql_context.values, "team_id": self.team.pk})
+        result = sync_execute(
+            final_query,
+            {**params, **filter.hogql_context.values, "team_id": self.team.pk},
+        )
         self.assertEqual(len(result), 1)
 
     def test_prop_cohort_basic_action(self):
-
-        _create_person(distinct_ids=["some_other_id"], team_id=self.team.pk, properties={"$some_prop": "something"})
+        _create_person(
+            distinct_ids=["some_other_id"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
+        )
 
         _create_person(
             distinct_ids=["some_id"],
@@ -107,7 +137,10 @@ def test_prop_cohort_basic_action(self):
 
         cohort1 = Cohort.objects.create(team=self.team, groups=[{"action_id": action.pk, "days": 3}], name="cohort1")
 
-        filter = Filter(data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]}, team=self.team)
+        filter = Filter(
+            data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]},
+            team=self.team,
+        )
         query, params = parse_prop_grouped_clauses(
             team_id=self.team.pk,
             property_group=filter.property_groups,
@@ -117,13 +150,19 @@ def test_prop_cohort_basic_action(self):
             hogql_context=filter.hogql_context,
         )
         final_query = "SELECT uuid FROM events WHERE team_id = %(team_id)s {}".format(query)
-        result = sync_execute(final_query, {**params, **filter.hogql_context.values, "team_id": self.team.pk})
+        result = sync_execute(
+            final_query,
+            {**params, **filter.hogql_context.values, "team_id": self.team.pk},
+        )
 
         self.assertEqual(len(result), 1)
 
     def test_prop_cohort_basic_event_days(self):
-
-        _create_person(distinct_ids=["some_other_id"], team_id=self.team.pk, properties={"$some_prop": "something"})
+        _create_person(
+            distinct_ids=["some_other_id"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
+        )
 
         _create_person(
             distinct_ids=["some_id"],
@@ -147,9 +186,16 @@ def test_prop_cohort_basic_event_days(self):
             timestamp=datetime.now() - timedelta(days=4, hours=12),
         )
 
-        cohort1 = Cohort.objects.create(team=self.team, groups=[{"event_id": "$pageview", "days": 1}], name="cohort1")
+        cohort1 = Cohort.objects.create(
+            team=self.team,
+            groups=[{"event_id": "$pageview", "days": 1}],
+            name="cohort1",
+        )
 
-        filter = Filter(data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]}, team=self.team)
+        filter = Filter(
+            data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]},
+            team=self.team,
+        )
         query, params = parse_prop_grouped_clauses(
             team_id=self.team.pk,
             property_group=filter.property_groups,
@@ -159,12 +205,22 @@ def test_prop_cohort_basic_event_days(self):
             hogql_context=filter.hogql_context,
         )
         final_query = "SELECT uuid FROM events WHERE team_id = %(team_id)s {}".format(query)
-        result = sync_execute(final_query, {**params, **filter.hogql_context.values, "team_id": self.team.pk})
+        result = sync_execute(
+            final_query,
+            {**params, **filter.hogql_context.values, "team_id": self.team.pk},
+        )
         self.assertEqual(len(result), 1)
 
-        cohort2 = Cohort.objects.create(team=self.team, groups=[{"event_id": "$pageview", "days": 7}], name="cohort2")
+        cohort2 = Cohort.objects.create(
+            team=self.team,
+            groups=[{"event_id": "$pageview", "days": 7}],
+            name="cohort2",
+        )
 
-        filter = Filter(data={"properties": [{"key": "id", "value": cohort2.pk, "type": "cohort"}]}, team=self.team)
+        filter = Filter(
+            data={"properties": [{"key": "id", "value": cohort2.pk, "type": "cohort"}]},
+            team=self.team,
+        )
         query, params = parse_prop_grouped_clauses(
             team_id=self.team.pk,
             property_group=filter.property_groups,
@@ -174,12 +230,18 @@ def test_prop_cohort_basic_event_days(self):
             hogql_context=filter.hogql_context,
         )
         final_query = "SELECT uuid FROM events WHERE team_id = %(team_id)s {}".format(query)
-        result = sync_execute(final_query, {**params, **filter.hogql_context.values, "team_id": self.team.pk})
+        result = sync_execute(
+            final_query,
+            {**params, **filter.hogql_context.values, "team_id": self.team.pk},
+        )
         self.assertEqual(len(result), 2)
 
     def test_prop_cohort_basic_action_days(self):
-
-        _create_person(distinct_ids=["some_other_id"], team_id=self.team.pk, properties={"$some_prop": "something"})
+        _create_person(
+            distinct_ids=["some_other_id"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
+        )
 
         _create_person(
             distinct_ids=["some_id"],
@@ -206,7 +268,10 @@ def test_prop_cohort_basic_action_days(self):
 
         cohort1 = Cohort.objects.create(team=self.team, groups=[{"action_id": action.pk, "days": 1}], name="cohort1")
 
-        filter = Filter(data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]}, team=self.team)
+        filter = Filter(
+            data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]},
+            team=self.team,
+        )
         query, params = parse_prop_grouped_clauses(
             team_id=self.team.pk,
             property_group=filter.property_groups,
@@ -216,12 +281,18 @@ def test_prop_cohort_basic_action_days(self):
             hogql_context=filter.hogql_context,
         )
         final_query = "SELECT uuid FROM events WHERE team_id = %(team_id)s {}".format(query)
-        result = sync_execute(final_query, {**params, **filter.hogql_context.values, "team_id": self.team.pk})
+        result = sync_execute(
+            final_query,
+            {**params, **filter.hogql_context.values, "team_id": self.team.pk},
+        )
         self.assertEqual(len(result), 1)
 
         cohort2 = Cohort.objects.create(team=self.team, groups=[{"action_id": action.pk, "days": 7}], name="cohort2")
 
-        filter = Filter(data={"properties": [{"key": "id", "value": cohort2.pk, "type": "cohort"}]}, team=self.team)
+        filter = Filter(
+            data={"properties": [{"key": "id", "value": cohort2.pk, "type": "cohort"}]},
+            team=self.team,
+        )
         query, params = parse_prop_grouped_clauses(
             team_id=self.team.pk,
             property_group=filter.property_groups,
@@ -231,17 +302,37 @@ def test_prop_cohort_basic_action_days(self):
             hogql_context=filter.hogql_context,
         )
         final_query = "SELECT uuid FROM events WHERE team_id = %(team_id)s {}".format(query)
-        result = sync_execute(final_query, {**params, **filter.hogql_context.values, "team_id": self.team.pk})
+        result = sync_execute(
+            final_query,
+            {**params, **filter.hogql_context.values, "team_id": self.team.pk},
+        )
         self.assertEqual(len(result), 2)
 
     def test_prop_cohort_multiple_groups(self):
+        _create_person(
+            distinct_ids=["some_other_id"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
+        )
 
-        _create_person(distinct_ids=["some_other_id"], team_id=self.team.pk, properties={"$some_prop": "something"})
-
-        _create_person(distinct_ids=["some_id"], team_id=self.team.pk, properties={"$another_prop": "something"})
-        _create_event(event="$pageview", team=self.team, distinct_id="some_id", properties={"attr": "some_val"})
+        _create_person(
+            distinct_ids=["some_id"],
+            team_id=self.team.pk,
+            properties={"$another_prop": "something"},
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some_id",
+            properties={"attr": "some_val"},
+        )
 
-        _create_event(event="$pageview", team=self.team, distinct_id="some_other_id", properties={"attr": "some_val"})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some_other_id",
+            properties={"attr": "some_val"},
+        )
 
         cohort1 = Cohort.objects.create(
             team=self.team,
@@ -252,46 +343,101 @@ def test_prop_cohort_multiple_groups(self):
             name="cohort1",
         )
 
-        filter = Filter(data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]}, team=self.team)
+        filter = Filter(
+            data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]},
+            team=self.team,
+        )
         query, params = parse_prop_grouped_clauses(
-            team_id=self.team.pk, property_group=filter.property_groups, hogql_context=filter.hogql_context
+            team_id=self.team.pk,
+            property_group=filter.property_groups,
+            hogql_context=filter.hogql_context,
         )
         final_query = "SELECT uuid FROM events WHERE team_id = %(team_id)s {}".format(query)
-        result = sync_execute(final_query, {**params, **filter.hogql_context.values, "team_id": self.team.pk})
+        result = sync_execute(
+            final_query,
+            {**params, **filter.hogql_context.values, "team_id": self.team.pk},
+        )
         self.assertEqual(len(result), 2)
 
     def test_prop_cohort_with_negation(self):
         team2 = Organization.objects.bootstrap(None)[2]
 
-        _create_person(distinct_ids=["some_other_id"], team_id=self.team.pk, properties={"$some_prop": "something"})
+        _create_person(
+            distinct_ids=["some_other_id"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
+        )
 
-        _create_person(distinct_ids=["some_id"], team_id=team2.pk, properties={"$another_prop": "something"})
-        _create_event(event="$pageview", team=self.team, distinct_id="some_id", properties={"attr": "some_val"})
+        _create_person(
+            distinct_ids=["some_id"],
+            team_id=team2.pk,
+            properties={"$another_prop": "something"},
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some_id",
+            properties={"attr": "some_val"},
+        )
 
-        _create_event(event="$pageview", team=self.team, distinct_id="some_other_id", properties={"attr": "some_val"})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some_other_id",
+            properties={"attr": "some_val"},
+        )
 
         cohort1 = Cohort.objects.create(
             team=self.team,
             groups=[
-                {"properties": [{"type": "person", "key": "$some_prop", "operator": "is_not", "value": "something"}]}
+                {
+                    "properties": [
+                        {
+                            "type": "person",
+                            "key": "$some_prop",
+                            "operator": "is_not",
+                            "value": "something",
+                        }
+                    ]
+                }
             ],
             name="cohort1",
         )
 
-        filter = Filter(data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]}, team=self.team)
+        filter = Filter(
+            data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]},
+            team=self.team,
+        )
         query, params = parse_prop_grouped_clauses(
-            team_id=self.team.pk, property_group=filter.property_groups, hogql_context=filter.hogql_context
+            team_id=self.team.pk,
+            property_group=filter.property_groups,
+            hogql_context=filter.hogql_context,
         )
         final_query = "SELECT uuid FROM events WHERE team_id = %(team_id)s {}".format(query)
         self.assertIn("\nFROM person_distinct_id2\n", final_query)
 
-        result = sync_execute(final_query, {**params, **filter.hogql_context.values, "team_id": self.team.pk})
+        result = sync_execute(
+            final_query,
+            {**params, **filter.hogql_context.values, "team_id": self.team.pk},
+        )
         self.assertEqual(len(result), 0)
 
     def test_cohort_get_person_ids_by_cohort_id(self):
-        user1 = _create_person(distinct_ids=["user1"], team_id=self.team.pk, properties={"$some_prop": "something"})
-        _create_person(distinct_ids=["user2"], team_id=self.team.pk, properties={"$some_prop": "another"})
-        user3 = _create_person(distinct_ids=["user3"], team_id=self.team.pk, properties={"$some_prop": "something"})
+        user1 = _create_person(
+            distinct_ids=["user1"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
+        )
+        _create_person(
+            distinct_ids=["user2"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "another"},
+        )
+        user3 = _create_person(
+            distinct_ids=["user3"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
+        )
         cohort = Cohort.objects.create(
             team=self.team,
             groups=[{"properties": [{"key": "$some_prop", "value": "something", "type": "person"}]}],
@@ -322,7 +468,8 @@ def test_insert_by_distinct_id_or_email(self):
         Person.objects.create(team_id=self.team.pk, distinct_ids=["'); truncate person_static_cohort; --"])
         cohort.insert_users_by_list(["'); truncate person_static_cohort; --", "123"])
         results = sync_execute(
-            "select count(1) from person_static_cohort where team_id = %(team_id)s", {"team_id": self.team.pk}
+            "select count(1) from person_static_cohort where team_id = %(team_id)s",
+            {"team_id": self.team.pk},
         )[0][0]
         self.assertEqual(results, 3)
 
@@ -355,7 +502,11 @@ def test_cohortpeople_basic(self):
                 {
                     "properties": [
                         {"key": "$some_prop", "value": "something", "type": "person"},
-                        {"key": "$another_prop", "value": "something", "type": "person"},
+                        {
+                            "key": "$another_prop",
+                            "value": "something",
+                            "type": "person",
+                        },
                     ]
                 }
             ],
@@ -482,7 +633,6 @@ def _setup_actions_with_different_counts(self):
         return action
 
     def test_cohortpeople_action_count(self):
-
         action = self._setup_actions_with_different_counts()
 
         # test operators
@@ -534,7 +684,11 @@ def test_cohortpeople_deleted_person(self):
                 {
                     "properties": [
                         {"key": "$some_prop", "value": "something", "type": "person"},
-                        {"key": "$another_prop", "value": "something", "type": "person"},
+                        {
+                            "key": "$another_prop",
+                            "value": "something",
+                            "type": "person",
+                        },
                     ]
                 }
             ],
@@ -563,8 +717,16 @@ def test_cohortpeople_prop_changed(self):
                 groups=[
                     {
                         "properties": [
-                            {"key": "$some_prop", "value": "something", "type": "person"},
-                            {"key": "$another_prop", "value": "something", "type": "person"},
+                            {
+                                "key": "$some_prop",
+                                "value": "something",
+                                "type": "person",
+                            },
+                            {
+                                "key": "$another_prop",
+                                "value": "something",
+                                "type": "person",
+                            },
                         ]
                     }
                 ],
@@ -592,7 +754,9 @@ def test_cohort_change(self):
             properties={"$some_prop": "something", "$another_prop": "something"},
         )
         p2 = Person.objects.create(
-            team_id=self.team.pk, distinct_ids=["2"], properties={"$some_prop": "another", "$another_prop": "another"}
+            team_id=self.team.pk,
+            distinct_ids=["2"],
+            properties={"$some_prop": "another", "$another_prop": "another"},
         )
 
         cohort1 = Cohort.objects.create(
@@ -601,7 +765,11 @@ def test_cohort_change(self):
                 {
                     "properties": [
                         {"key": "$some_prop", "value": "something", "type": "person"},
-                        {"key": "$another_prop", "value": "something", "type": "person"},
+                        {
+                            "key": "$another_prop",
+                            "value": "something",
+                            "type": "person",
+                        },
                     ]
                 }
             ],
@@ -651,7 +819,9 @@ def test_cohortpeople_with_valid_other_cohort_filter(self):
         Person.objects.create(team_id=self.team.pk, distinct_ids=["2"], properties={"foo": "non"})
 
         cohort0: Cohort = Cohort.objects.create(
-            team=self.team, groups=[{"properties": [{"key": "foo", "value": "bar", "type": "person"}]}], name="cohort0"
+            team=self.team,
+            groups=[{"properties": [{"key": "foo", "value": "bar", "type": "person"}]}],
+            name="cohort0",
         )
         cohort0.calculate_people_ch(pending_version=0)
 
@@ -668,8 +838,16 @@ def test_cohortpeople_with_valid_other_cohort_filter(self):
 
     @snapshot_clickhouse_insert_cohortpeople_queries
     def test_cohortpeople_with_not_in_cohort_operator(self):
-        _create_person(distinct_ids=["1"], team_id=self.team.pk, properties={"$some_prop": "something1"})
-        _create_person(distinct_ids=["2"], team_id=self.team.pk, properties={"$some_prop": "something2"})
+        _create_person(
+            distinct_ids=["1"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something1"},
+        )
+        _create_person(
+            distinct_ids=["2"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something2"},
+        )
 
         _create_event(
             event="$pageview",
@@ -725,25 +903,45 @@ def test_cohortpeople_with_not_in_cohort_operator(self):
         cohort1.calculate_people_ch(pending_version=0)
 
         with self.settings(USE_PRECALCULATED_CH_COHORT_PEOPLE=True):
-
             filter = Filter(
-                data={"properties": [{"key": "id", "value": cohort1.pk, "type": "precalculated-cohort"}]},
+                data={
+                    "properties": [
+                        {
+                            "key": "id",
+                            "value": cohort1.pk,
+                            "type": "precalculated-cohort",
+                        }
+                    ]
+                },
                 team=self.team,
             )
             query, params = parse_prop_grouped_clauses(
-                team_id=self.team.pk, property_group=filter.property_groups, hogql_context=filter.hogql_context
+                team_id=self.team.pk,
+                property_group=filter.property_groups,
+                hogql_context=filter.hogql_context,
             )
             final_query = "SELECT uuid, distinct_id FROM events WHERE team_id = %(team_id)s {}".format(query)
 
-            result = sync_execute(final_query, {**params, **filter.hogql_context.values, "team_id": self.team.pk})
+            result = sync_execute(
+                final_query,
+                {**params, **filter.hogql_context.values, "team_id": self.team.pk},
+            )
 
         self.assertEqual(len(result), 1)
         self.assertEqual(result[0][1], "2")  # distinct_id '2' is the one in cohort
 
     @snapshot_clickhouse_queries
     def test_cohortpeople_with_not_in_cohort_operator_and_no_precalculation(self):
-        _create_person(distinct_ids=["1"], team_id=self.team.pk, properties={"$some_prop": "something1"})
-        _create_person(distinct_ids=["2"], team_id=self.team.pk, properties={"$some_prop": "something2"})
+        _create_person(
+            distinct_ids=["1"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something1"},
+        )
+        _create_person(
+            distinct_ids=["2"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something2"},
+        )
 
         _create_event(
             event="$pageview",
@@ -795,21 +993,37 @@ def test_cohortpeople_with_not_in_cohort_operator_and_no_precalculation(self):
             name="cohort1",
         )
 
-        filter = Filter(data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]}, team=self.team)
+        filter = Filter(
+            data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]},
+            team=self.team,
+        )
         query, params = parse_prop_grouped_clauses(
-            team_id=self.team.pk, property_group=filter.property_groups, hogql_context=filter.hogql_context
+            team_id=self.team.pk,
+            property_group=filter.property_groups,
+            hogql_context=filter.hogql_context,
         )
         final_query = "SELECT uuid, distinct_id FROM events WHERE team_id = %(team_id)s {}".format(query)
         self.assertIn("\nFROM person_distinct_id2\n", final_query)
 
-        result = sync_execute(final_query, {**params, **filter.hogql_context.values, "team_id": self.team.pk})
+        result = sync_execute(
+            final_query,
+            {**params, **filter.hogql_context.values, "team_id": self.team.pk},
+        )
         self.assertEqual(len(result), 1)
         self.assertEqual(result[0][1], "2")  # distinct_id '2' is the one in cohort
 
     @snapshot_clickhouse_insert_cohortpeople_queries
     def test_cohortpeople_with_not_in_cohort_operator_for_behavioural_cohorts(self):
-        _create_person(distinct_ids=["1"], team_id=self.team.pk, properties={"$some_prop": "something"})
-        _create_person(distinct_ids=["2"], team_id=self.team.pk, properties={"$some_prop": "something"})
+        _create_person(
+            distinct_ids=["1"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
+        )
+        _create_person(
+            distinct_ids=["2"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
+        )
 
         _create_event(
             event="signup",
@@ -885,14 +1099,21 @@ def test_cohortpeople_with_not_in_cohort_operator_for_behavioural_cohorts(self):
         cohort1.calculate_people_ch(pending_version=0)
 
         with self.settings(USE_PRECALCULATED_CH_COHORT_PEOPLE=True):
-
-            filter = Filter(data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]}, team=self.team)
+            filter = Filter(
+                data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]},
+                team=self.team,
+            )
             query, params = parse_prop_grouped_clauses(
-                team_id=self.team.pk, property_group=filter.property_groups, hogql_context=filter.hogql_context
+                team_id=self.team.pk,
+                property_group=filter.property_groups,
+                hogql_context=filter.hogql_context,
             )
             final_query = "SELECT uuid, distinct_id FROM events WHERE team_id = %(team_id)s {}".format(query)
 
-            result = sync_execute(final_query, {**params, **filter.hogql_context.values, "team_id": self.team.pk})
+            result = sync_execute(
+                final_query,
+                {**params, **filter.hogql_context.values, "team_id": self.team.pk},
+            )
 
         self.assertEqual(len(result), 1)
         self.assertEqual(result[0][1], "2")  # distinct_id '2' is the one in cohort
@@ -902,7 +1123,9 @@ def test_cohortpeople_with_nonexistent_other_cohort_filter(self):
         Person.objects.create(team_id=self.team.pk, distinct_ids=["2"], properties={"foo": "non"})
 
         cohort1: Cohort = Cohort.objects.create(
-            team=self.team, groups=[{"properties": [{"key": "id", "type": "cohort", "value": 666}]}], name="cohort1"
+            team=self.team,
+            groups=[{"properties": [{"key": "id", "type": "cohort", "value": 666}]}],
+            name="cohort1",
         )
 
         cohort1.calculate_people_ch(pending_version=0)
@@ -921,15 +1144,19 @@ def test_clickhouse_empty_query(self):
         self.assertFalse(Cohort.objects.get().is_calculating)
 
     def test_query_with_multiple_new_style_cohorts(self):
-
         action1 = Action.objects.create(team=self.team, name="action1")
         ActionStep.objects.create(
-            event="$autocapture", action=action1, url="https://posthog.com/feedback/123", url_matching=ActionStep.EXACT
+            event="$autocapture",
+            action=action1,
+            url="https://posthog.com/feedback/123",
+            url_matching=ActionStep.EXACT,
         )
 
         # satiesfies all conditions
         p1 = Person.objects.create(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -948,7 +1175,9 @@ def test_query_with_multiple_new_style_cohorts(self):
 
         # doesn't satisfy action
         Person.objects.create(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -967,7 +1196,9 @@ def test_query_with_multiple_new_style_cohorts(self):
 
         # satisfies special condition (not pushed down person property in OR group)
         p3 = Person.objects.create(
-            team_id=self.team.pk, distinct_ids=["p3"], properties={"name": "special", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p3"],
+            properties={"name": "special", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -991,7 +1222,11 @@ def test_query_with_multiple_new_style_cohorts(self):
                             "value": "performed_event_first_time",
                             "type": "behavioral",
                         },
-                        {"key": "email", "value": "test@posthog.com", "type": "person"},  # this is pushed down
+                        {
+                            "key": "email",
+                            "value": "test@posthog.com",
+                            "type": "person",
+                        },  # this is pushed down
                     ],
                 }
             },
@@ -1023,10 +1258,17 @@ def test_query_with_multiple_new_style_cohorts(self):
                                     "value": "performed_event",
                                     "type": "behavioral",
                                 },
-                                {"key": "name", "value": "special", "type": "person"},  # this is NOT pushed down
+                                {
+                                    "key": "name",
+                                    "value": "special",
+                                    "type": "person",
+                                },  # this is NOT pushed down
                             ],
                         },
-                        {"type": "AND", "values": [{"key": "id", "value": cohort2.pk, "type": "cohort"}]},
+                        {
+                            "type": "AND",
+                            "values": [{"key": "id", "value": cohort2.pk, "type": "cohort"}],
+                        },
                     ],
                 }
             },
@@ -1039,9 +1281,21 @@ def test_query_with_multiple_new_style_cohorts(self):
         self.assertCountEqual([p1.uuid, p3.uuid], [r[0] for r in result])
 
     def test_update_cohort(self):
-        Person.objects.create(team_id=self.team.pk, distinct_ids=["1"], properties={"$some_prop": "something"})
-        Person.objects.create(team_id=self.team.pk, distinct_ids=["2"], properties={"$another_prop": "something"})
-        Person.objects.create(team_id=self.team.pk, distinct_ids=["3"], properties={"$another_prop": "something"})
+        Person.objects.create(
+            team_id=self.team.pk,
+            distinct_ids=["1"],
+            properties={"$some_prop": "something"},
+        )
+        Person.objects.create(
+            team_id=self.team.pk,
+            distinct_ids=["2"],
+            properties={"$another_prop": "something"},
+        )
+        Person.objects.create(
+            team_id=self.team.pk,
+            distinct_ids=["3"],
+            properties={"$another_prop": "something"},
+        )
 
         cohort1 = Cohort.objects.create(
             team=self.team,
@@ -1072,9 +1326,21 @@ def test_update_cohort(self):
         self.assertEqual(len(results), 1)
 
     def test_cohort_versioning(self):
-        Person.objects.create(team_id=self.team.pk, distinct_ids=["1"], properties={"$some_prop": "something"})
-        Person.objects.create(team_id=self.team.pk, distinct_ids=["2"], properties={"$another_prop": "something"})
-        Person.objects.create(team_id=self.team.pk, distinct_ids=["3"], properties={"$another_prop": "something"})
+        Person.objects.create(
+            team_id=self.team.pk,
+            distinct_ids=["1"],
+            properties={"$some_prop": "something"},
+        )
+        Person.objects.create(
+            team_id=self.team.pk,
+            distinct_ids=["2"],
+            properties={"$another_prop": "something"},
+        )
+        Person.objects.create(
+            team_id=self.team.pk,
+            distinct_ids=["3"],
+            properties={"$another_prop": "something"},
+        )
 
         # start the cohort at some later version
         cohort1 = Cohort.objects.create(
diff --git a/ee/clickhouse/models/test/test_dead_letter_queue.py b/ee/clickhouse/models/test/test_dead_letter_queue.py
index b5acc8ccfe880..220d7ada323b6 100644
--- a/ee/clickhouse/models/test/test_dead_letter_queue.py
+++ b/ee/clickhouse/models/test/test_dead_letter_queue.py
@@ -4,7 +4,9 @@
 
 from kafka import KafkaProducer
 
-from ee.clickhouse.models.test.utils.util import delay_until_clickhouse_consumes_from_kafka
+from ee.clickhouse.models.test.utils.util import (
+    delay_until_clickhouse_consumes_from_kafka,
+)
 from posthog.clickhouse.dead_letter_queue import (
     DEAD_LETTER_QUEUE_TABLE,
     DEAD_LETTER_QUEUE_TABLE_MV_SQL,
@@ -98,7 +100,10 @@ def test_kafka_insert(self):
 
         kafka_producer = KafkaProducer(bootstrap_servers=KAFKA_HOSTS)
 
-        kafka_producer.send(topic=KAFKA_DEAD_LETTER_QUEUE, value=json.dumps(inserted_dlq_event).encode("utf-8"))
+        kafka_producer.send(
+            topic=KAFKA_DEAD_LETTER_QUEUE,
+            value=json.dumps(inserted_dlq_event).encode("utf-8"),
+        )
 
         delay_until_clickhouse_consumes_from_kafka(DEAD_LETTER_QUEUE_TABLE, row_count_before_insert + 1)
 
diff --git a/ee/clickhouse/models/test/test_filters.py b/ee/clickhouse/models/test/test_filters.py
index 1cb32f3a27e19..f388e383f1c12 100644
--- a/ee/clickhouse/models/test/test_filters.py
+++ b/ee/clickhouse/models/test/test_filters.py
@@ -27,7 +27,8 @@ def _filter_events(filter: Filter, team: Team, order_by: Optional[str] = None):
 
     events = query_with_columns(
         GET_EVENTS_WITH_PROPERTIES.format(
-            filters=prop_filters, order_by="ORDER BY {}".format(order_by) if order_by else ""
+            filters=prop_filters,
+            order_by="ORDER BY {}".format(order_by) if order_by else "",
         ),
         params,
     )
@@ -56,13 +57,29 @@ class TestFilters(PGTestFilters):
     def test_simplify_cohorts(self):
         cohort = Cohort.objects.create(
             team=self.team,
-            groups=[{"properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}]}],
+            groups=[
+                {
+                    "properties": [
+                        {
+                            "key": "email",
+                            "operator": "icontains",
+                            "value": ".com",
+                            "type": "person",
+                        }
+                    ]
+                }
+            ],
         )
         cohort.calculate_people_ch(pending_version=0)
 
         filter = Filter(data={"properties": [{"type": "cohort", "key": "id", "value": cohort.pk}]})
         filter_with_groups = Filter(
-            data={"properties": {"type": "AND", "values": [{"type": "cohort", "key": "id", "value": cohort.pk}]}}
+            data={
+                "properties": {
+                    "type": "AND",
+                    "values": [{"type": "cohort", "key": "id", "value": cohort.pk}],
+                }
+            }
         )
 
         self.assertEqual(
@@ -70,7 +87,14 @@ def test_simplify_cohorts(self):
             {
                 "properties": {
                     "type": "AND",
-                    "values": [{"type": "person", "key": "email", "operator": "icontains", "value": ".com"}],
+                    "values": [
+                        {
+                            "type": "person",
+                            "key": "email",
+                            "operator": "icontains",
+                            "value": ".com",
+                        }
+                    ],
                 }
             },
         )
@@ -80,7 +104,14 @@ def test_simplify_cohorts(self):
             {
                 "properties": {
                     "type": "AND",
-                    "values": [{"type": "person", "key": "email", "operator": "icontains", "value": ".com"}],
+                    "values": [
+                        {
+                            "type": "person",
+                            "key": "email",
+                            "operator": "icontains",
+                            "value": ".com",
+                        }
+                    ],
                 }
             },
         )
@@ -91,7 +122,13 @@ def test_simplify_cohorts(self):
                 {
                     "properties": {
                         "type": "AND",
-                        "values": [{"key": "id", "value": cohort.pk, "type": "precalculated-cohort"}],
+                        "values": [
+                            {
+                                "key": "id",
+                                "value": cohort.pk,
+                                "type": "precalculated-cohort",
+                            }
+                        ],
                     }
                 },
             )
@@ -101,7 +138,13 @@ def test_simplify_cohorts(self):
                 {
                     "properties": {
                         "type": "AND",
-                        "values": [{"key": "id", "value": cohort.pk, "type": "precalculated-cohort"}],
+                        "values": [
+                            {
+                                "key": "id",
+                                "value": cohort.pk,
+                                "type": "precalculated-cohort",
+                            }
+                        ],
                     }
                 },
             )
@@ -112,7 +155,12 @@ def test_simplify_static_cohort(self):
 
         self.assertEqual(
             filter.simplify(self.team).properties_to_dict(),
-            {"properties": {"type": "AND", "values": [{"type": "static-cohort", "key": "id", "value": cohort.pk}]}},
+            {
+                "properties": {
+                    "type": "AND",
+                    "values": [{"type": "static-cohort", "key": "id", "value": cohort.pk}],
+                }
+            },
         )
 
     def test_simplify_hasdone_cohort(self):
@@ -121,7 +169,12 @@ def test_simplify_hasdone_cohort(self):
 
         self.assertEqual(
             filter.simplify(self.team).properties_to_dict(),
-            {"properties": {"type": "AND", "values": [{"type": "cohort", "key": "id", "value": cohort.pk}]}},
+            {
+                "properties": {
+                    "type": "AND",
+                    "values": [{"type": "cohort", "key": "id", "value": cohort.pk}],
+                }
+            },
         )
 
     def test_simplify_multi_group_cohort(self):
@@ -145,11 +198,23 @@ def test_simplify_multi_group_cohort(self):
                             "values": [
                                 {
                                     "type": "AND",
-                                    "values": [{"type": "person", "key": "$some_prop", "value": "something"}],
+                                    "values": [
+                                        {
+                                            "type": "person",
+                                            "key": "$some_prop",
+                                            "value": "something",
+                                        }
+                                    ],
                                 },
                                 {
                                     "type": "AND",
-                                    "values": [{"type": "person", "key": "$another_prop", "value": "something"}],
+                                    "values": [
+                                        {
+                                            "type": "person",
+                                            "key": "$another_prop",
+                                            "value": "something",
+                                        }
+                                    ],
                                 },
                             ],
                         }
@@ -161,10 +226,22 @@ def test_simplify_multi_group_cohort(self):
     def test_recursive_cohort(self):
         cohort = Cohort.objects.create(
             team=self.team,
-            groups=[{"properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}]}],
+            groups=[
+                {
+                    "properties": [
+                        {
+                            "key": "email",
+                            "operator": "icontains",
+                            "value": ".com",
+                            "type": "person",
+                        }
+                    ]
+                }
+            ],
         )
         recursive_cohort = Cohort.objects.create(
-            team=self.team, groups=[{"properties": [{"type": "cohort", "key": "id", "value": cohort.pk}]}]
+            team=self.team,
+            groups=[{"properties": [{"type": "cohort", "key": "id", "value": cohort.pk}]}],
         )
         filter = Filter(data={"properties": [{"type": "cohort", "key": "id", "value": recursive_cohort.pk}]})
 
@@ -173,7 +250,14 @@ def test_recursive_cohort(self):
             {
                 "properties": {
                     "type": "AND",
-                    "values": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+                    "values": [
+                        {
+                            "key": "email",
+                            "operator": "icontains",
+                            "value": ".com",
+                            "type": "person",
+                        }
+                    ],
                 }
             },
         )
@@ -181,7 +265,18 @@ def test_recursive_cohort(self):
     def test_simplify_cohorts_with_recursive_negation(self):
         cohort = Cohort.objects.create(
             team=self.team,
-            groups=[{"properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}]}],
+            groups=[
+                {
+                    "properties": [
+                        {
+                            "key": "email",
+                            "operator": "icontains",
+                            "value": ".com",
+                            "type": "person",
+                        }
+                    ]
+                }
+            ],
         )
         recursive_cohort = Cohort.objects.create(
             team=self.team,
@@ -189,13 +284,27 @@ def test_simplify_cohorts_with_recursive_negation(self):
                 {
                     "properties": [
                         {"key": "email", "value": "xyz", "type": "person"},
-                        {"type": "cohort", "key": "id", "value": cohort.pk, "negation": True},
+                        {
+                            "type": "cohort",
+                            "key": "id",
+                            "value": cohort.pk,
+                            "negation": True,
+                        },
                     ]
                 }
             ],
         )
         filter = Filter(
-            data={"properties": [{"type": "cohort", "key": "id", "value": recursive_cohort.pk, "negation": True}]}
+            data={
+                "properties": [
+                    {
+                        "type": "cohort",
+                        "key": "id",
+                        "value": recursive_cohort.pk,
+                        "negation": True,
+                    }
+                ]
+            }
         )
 
         self.assertEqual(
@@ -203,7 +312,14 @@ def test_simplify_cohorts_with_recursive_negation(self):
             {
                 "properties": {
                     "type": "AND",
-                    "values": [{"type": "cohort", "key": "id", "value": recursive_cohort.pk, "negation": True}],
+                    "values": [
+                        {
+                            "type": "cohort",
+                            "key": "id",
+                            "value": recursive_cohort.pk,
+                            "negation": True,
+                        }
+                    ],
                 }
             },
         )
@@ -211,16 +327,45 @@ def test_simplify_cohorts_with_recursive_negation(self):
     def test_simplify_cohorts_with_simple_negation(self):
         cohort = Cohort.objects.create(
             team=self.team,
-            groups=[{"properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}]}],
+            groups=[
+                {
+                    "properties": [
+                        {
+                            "key": "email",
+                            "operator": "icontains",
+                            "value": ".com",
+                            "type": "person",
+                        }
+                    ]
+                }
+            ],
+        )
+        filter = Filter(
+            data={
+                "properties": [
+                    {
+                        "type": "cohort",
+                        "key": "id",
+                        "value": cohort.pk,
+                        "negation": True,
+                    }
+                ]
+            }
         )
-        filter = Filter(data={"properties": [{"type": "cohort", "key": "id", "value": cohort.pk, "negation": True}]})
 
         self.assertEqual(
             filter.simplify(self.team).properties_to_dict(),
             {
                 "properties": {
                     "type": "AND",
-                    "values": [{"type": "cohort", "key": "id", "value": cohort.pk, "negation": True}],
+                    "values": [
+                        {
+                            "type": "cohort",
+                            "key": "id",
+                            "value": cohort.pk,
+                            "negation": True,
+                        }
+                    ],
                 }
             },
         )
@@ -230,16 +375,39 @@ def test_simplify_no_such_cohort(self):
 
         self.assertEqual(
             filter.simplify(self.team).properties_to_dict(),
-            {"properties": {"type": "AND", "values": [{"type": "cohort", "key": "id", "value": 555_555}]}},
+            {
+                "properties": {
+                    "type": "AND",
+                    "values": [{"type": "cohort", "key": "id", "value": 555_555}],
+                }
+            },
         )
 
     def test_simplify_entities(self):
         cohort = Cohort.objects.create(
             team=self.team,
-            groups=[{"properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}]}],
+            groups=[
+                {
+                    "properties": [
+                        {
+                            "key": "email",
+                            "operator": "icontains",
+                            "value": ".com",
+                            "type": "person",
+                        }
+                    ]
+                }
+            ],
         )
         filter = Filter(
-            data={"events": [{"id": "$pageview", "properties": [{"type": "cohort", "key": "id", "value": cohort.pk}]}]}
+            data={
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "properties": [{"type": "cohort", "key": "id", "value": cohort.pk}],
+                    }
+                ]
+            }
         )
 
         self.assertEqual(
@@ -258,7 +426,14 @@ def test_simplify_entities(self):
                         "name": "$pageview",
                         "properties": {
                             "type": "AND",
-                            "values": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+                            "values": [
+                                {
+                                    "key": "email",
+                                    "operator": "icontains",
+                                    "value": ".com",
+                                    "type": "person",
+                                }
+                            ],
                         },
                     }
                 ]
@@ -266,7 +441,17 @@ def test_simplify_entities(self):
         )
 
     def test_simplify_entities_with_group_math(self):
-        filter = Filter(data={"events": [{"id": "$pageview", "math": "unique_group", "math_group_type_index": 2}]})
+        filter = Filter(
+            data={
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "math": "unique_group",
+                        "math_group_type_index": 2,
+                    }
+                ]
+            }
+        )
 
         self.assertEqual(
             filter.simplify(self.team).entities_to_dict(),
@@ -284,7 +469,14 @@ def test_simplify_entities_with_group_math(self):
                         "name": "$pageview",
                         "properties": {
                             "type": "AND",
-                            "values": [{"key": "$group_2", "operator": "is_not", "value": "", "type": "event"}],
+                            "values": [
+                                {
+                                    "key": "$group_2",
+                                    "operator": "is_not",
+                                    "value": "",
+                                    "type": "event",
+                                }
+                            ],
                         },
                     }
                 ]
@@ -299,7 +491,14 @@ def test_simplify_when_aggregating_by_group(self):
             {
                 "properties": {
                     "type": "AND",
-                    "values": [{"key": "$group_0", "operator": "is_not", "value": "", "type": "event"}],
+                    "values": [
+                        {
+                            "key": "$group_0",
+                            "operator": "is_not",
+                            "value": "",
+                            "type": "event",
+                        }
+                    ],
                 }
             },
         )
@@ -312,7 +511,14 @@ def test_simplify_funnel_entities_when_aggregating_by_group(self):
             {
                 "properties": {
                     "type": "AND",
-                    "values": [{"key": "$group_2", "operator": "is_not", "value": "", "type": "event"}],
+                    "values": [
+                        {
+                            "key": "$group_2",
+                            "operator": "is_not",
+                            "value": "",
+                            "type": "event",
+                        }
+                    ],
                 }
             },
         )
@@ -322,13 +528,22 @@ class TestFiltering(ClickhouseTestMixin, property_to_Q_test_factory(_filter_pers
     def test_simple(self):
         _create_event(team=self.team, distinct_id="test", event="$pageview")
         _create_event(
-            team=self.team, distinct_id="test", event="$pageview", properties={"$current_url": 1}
+            team=self.team,
+            distinct_id="test",
+            event="$pageview",
+            properties={"$current_url": 1},
         )  # test for type incompatibility
         _create_event(
-            team=self.team, distinct_id="test", event="$pageview", properties={"$current_url": {"bla": "bla"}}
+            team=self.team,
+            distinct_id="test",
+            event="$pageview",
+            properties={"$current_url": {"bla": "bla"}},
         )  # test for type incompatibility
         _create_event(
-            team=self.team, event="$pageview", distinct_id="test", properties={"$current_url": "https://whatever.com"}
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"$current_url": "https://whatever.com"},
         )
         filter = Filter(data={"properties": {"$current_url": "https://whatever.com"}})
         events = _filter_events(filter, self.team)
@@ -337,25 +552,52 @@ def test_simple(self):
     def test_multiple_equality(self):
         _create_event(team=self.team, distinct_id="test", event="$pageview")
         _create_event(
-            team=self.team, distinct_id="test", event="$pageview", properties={"$current_url": 1}
+            team=self.team,
+            distinct_id="test",
+            event="$pageview",
+            properties={"$current_url": 1},
         )  # test for type incompatibility
         _create_event(
-            team=self.team, distinct_id="test", event="$pageview", properties={"$current_url": {"bla": "bla"}}
+            team=self.team,
+            distinct_id="test",
+            event="$pageview",
+            properties={"$current_url": {"bla": "bla"}},
         )  # test for type incompatibility
         _create_event(
-            team=self.team, event="$pageview", distinct_id="test", properties={"$current_url": "https://whatever.com"}
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"$current_url": "https://whatever.com"},
         )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="test", properties={"$current_url": "https://example.com"}
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"$current_url": "https://example.com"},
         )
         filter = Filter(data={"properties": {"$current_url": ["https://whatever.com", "https://example.com"]}})
         events = _filter_events(filter, self.team)
         self.assertEqual(len(events), 2)
 
     def test_numerical(self):
-        event1_uuid = _create_event(team=self.team, distinct_id="test", event="$pageview", properties={"$a_number": 5})
-        event2_uuid = _create_event(team=self.team, event="$pageview", distinct_id="test", properties={"$a_number": 6})
-        _create_event(team=self.team, event="$pageview", distinct_id="test", properties={"$a_number": "rubbish"})
+        event1_uuid = _create_event(
+            team=self.team,
+            distinct_id="test",
+            event="$pageview",
+            properties={"$a_number": 5},
+        )
+        event2_uuid = _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"$a_number": 6},
+        )
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"$a_number": "rubbish"},
+        )
         filter = Filter(data={"properties": {"$a_number__gt": 5}})
         events = _filter_events(filter, self.team)
         self.assertEqual(events[0]["id"], event2_uuid)
@@ -371,7 +613,10 @@ def test_numerical(self):
     def test_contains(self):
         _create_event(team=self.team, distinct_id="test", event="$pageview")
         event2_uuid = _create_event(
-            team=self.team, event="$pageview", distinct_id="test", properties={"$current_url": "https://whatever.com"}
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"$current_url": "https://whatever.com"},
         )
         filter = Filter(data={"properties": {"$current_url__icontains": "whatever"}})
         events = _filter_events(filter, self.team)
@@ -380,7 +625,10 @@ def test_contains(self):
     def test_regex(self):
         event1_uuid = _create_event(team=self.team, distinct_id="test", event="$pageview")
         event2_uuid = _create_event(
-            team=self.team, event="$pageview", distinct_id="test", properties={"$current_url": "https://whatever.com"}
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"$current_url": "https://whatever.com"},
         )
         filter = Filter(data={"properties": {"$current_url__regex": r"\.com$"}})
         events = _filter_events(filter, self.team)
@@ -394,7 +642,10 @@ def test_regex(self):
     def test_invalid_regex(self):
         _create_event(team=self.team, distinct_id="test", event="$pageview")
         _create_event(
-            team=self.team, event="$pageview", distinct_id="test", properties={"$current_url": "https://whatever.com"}
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"$current_url": "https://whatever.com"},
         )
 
         filter = Filter(data={"properties": {"$current_url__regex": "?*"}})
@@ -406,26 +657,44 @@ def test_invalid_regex(self):
     def test_is_not(self):
         event1_uuid = _create_event(team=self.team, distinct_id="test", event="$pageview")
         event2_uuid = _create_event(
-            team=self.team, event="$pageview", distinct_id="test", properties={"$current_url": "https://something.com"}
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"$current_url": "https://something.com"},
         )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="test", properties={"$current_url": "https://whatever.com"}
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"$current_url": "https://whatever.com"},
         )
         filter = Filter(data={"properties": {"$current_url__is_not": "https://whatever.com"}})
         events = _filter_events(filter, self.team)
-        self.assertEqual(sorted([events[0]["id"], events[1]["id"]]), sorted([event1_uuid, event2_uuid]))
+        self.assertEqual(
+            sorted([events[0]["id"], events[1]["id"]]),
+            sorted([event1_uuid, event2_uuid]),
+        )
         self.assertEqual(len(events), 2)
 
     def test_does_not_contain(self):
         event1_uuid = _create_event(team=self.team, event="$pageview", distinct_id="test")
         event2_uuid = _create_event(
-            team=self.team, event="$pageview", distinct_id="test", properties={"$current_url": "https://something.com"}
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"$current_url": "https://something.com"},
         )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="test", properties={"$current_url": "https://whatever.com"}
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"$current_url": "https://whatever.com"},
         )
         event3_uuid = _create_event(
-            team=self.team, event="$pageview", distinct_id="test", properties={"$current_url": None}
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"$current_url": None},
         )
         filter = Filter(data={"properties": {"$current_url__not_icontains": "whatever.com"}})
         events = _filter_events(filter, self.team)
@@ -437,24 +706,48 @@ def test_multiple(self):
             team=self.team,
             event="$pageview",
             distinct_id="test",
-            properties={"$current_url": "https://something.com", "another_key": "value"},
+            properties={
+                "$current_url": "https://something.com",
+                "another_key": "value",
+            },
         )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="test", properties={"$current_url": "https://something.com"}
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"$current_url": "https://something.com"},
+        )
+        filter = Filter(
+            data={
+                "properties": {
+                    "$current_url__icontains": "something.com",
+                    "another_key": "value",
+                }
+            }
         )
-        filter = Filter(data={"properties": {"$current_url__icontains": "something.com", "another_key": "value"}})
         events = _filter_events(filter, self.team)
         self.assertEqual(events[0]["id"], event2_uuid)
         self.assertEqual(len(events), 1)
 
     def test_user_properties(self):
-        _create_person(team_id=self.team.pk, distinct_ids=["person1"], properties={"group": "some group"})
-        _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"group": "another group"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person1"],
+            properties={"group": "some group"},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person2"],
+            properties={"group": "another group"},
+        )
         event2_uuid = _create_event(
             team=self.team,
             distinct_id="person1",
             event="$pageview",
-            properties={"$current_url": "https://something.com", "another_key": "value"},
+            properties={
+                "$current_url": "https://something.com",
+                "another_key": "value",
+            },
         )
         event_p2_uuid = _create_event(
             team=self.team,
@@ -465,12 +758,19 @@ def test_user_properties(self):
 
         # test for leakage
         _, _, team2 = Organization.objects.bootstrap(None)
-        _create_person(team_id=team2.pk, distinct_ids=["person_team_2"], properties={"group": "another group"})
+        _create_person(
+            team_id=team2.pk,
+            distinct_ids=["person_team_2"],
+            properties={"group": "another group"},
+        )
         _create_event(
             team=team2,
             distinct_id="person_team_2",
             event="$pageview",
-            properties={"$current_url": "https://something.com", "another_key": "value"},
+            properties={
+                "$current_url": "https://something.com",
+                "another_key": "value",
+            },
         )
 
         filter = Filter(data={"properties": [{"key": "group", "value": "some group", "type": "person"}]})
@@ -479,7 +779,16 @@ def test_user_properties(self):
         self.assertEqual(events[0]["id"], event2_uuid)
 
         filter = Filter(
-            data={"properties": [{"key": "group", "operator": "is_not", "value": "some group", "type": "person"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "group",
+                        "operator": "is_not",
+                        "value": "some group",
+                        "type": "person",
+                    }
+                ]
+            }
         )
         events = _filter_events(filter=filter, team=self.team, order_by=None)
         self.assertEqual(events[0]["id"], event_p2_uuid)
@@ -492,7 +801,10 @@ def test_user_properties_numerical(self):
             team=self.team,
             distinct_id="person1",
             event="$pageview",
-            properties={"$current_url": "https://something.com", "another_key": "value"},
+            properties={
+                "$current_url": "https://something.com",
+                "another_key": "value",
+            },
         )
         _create_event(
             team=self.team,
@@ -515,7 +827,10 @@ def test_user_properties_numerical(self):
     def test_boolean_filters(self):
         _create_event(team=self.team, event="$pageview", distinct_id="test")
         event2_uuid = _create_event(
-            team=self.team, event="$pageview", distinct_id="test", properties={"is_first_user": True}
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"is_first_user": True},
         )
         filter = Filter(data={"properties": [{"key": "is_first_user", "value": "true"}]})
         events = _filter_events(filter, self.team)
@@ -525,10 +840,21 @@ def test_boolean_filters(self):
     def test_is_not_set_and_is_set(self):
         event1_uuid = _create_event(team=self.team, event="$pageview", distinct_id="test")
         event2_uuid = _create_event(
-            team=self.team, event="$pageview", distinct_id="test", properties={"is_first_user": True}
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"is_first_user": True},
         )
         filter = Filter(
-            data={"properties": [{"key": "is_first_user", "operator": "is_not_set", "value": "is_not_set"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "is_first_user",
+                        "operator": "is_not_set",
+                        "value": "is_not_set",
+                    }
+                ]
+            }
         )
         events = _filter_events(filter, self.team)
         self.assertEqual(events[0]["id"], event1_uuid)
@@ -542,7 +868,10 @@ def test_is_not_set_and_is_set(self):
     def test_is_not_set_and_is_set_with_missing_value(self):
         event1_uuid = _create_event(team=self.team, event="$pageview", distinct_id="test")
         event2_uuid = _create_event(
-            team=self.team, event="$pageview", distinct_id="test", properties={"is_first_user": True}
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"is_first_user": True},
         )
         filter = Filter(data={"properties": [{"key": "is_first_user", "operator": "is_not_set"}]})
         events = _filter_events(filter, self.team)
@@ -557,7 +886,10 @@ def test_is_not_set_and_is_set_with_missing_value(self):
     def test_true_false(self):
         _create_event(team=self.team, distinct_id="test", event="$pageview")
         event2_uuid = _create_event(
-            team=self.team, event="$pageview", distinct_id="test", properties={"is_first": True}
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"is_first": True},
         )
         filter = Filter(data={"properties": {"is_first": "true"}})
         events = _filter_events(filter, self.team)
@@ -570,7 +902,12 @@ def test_true_false(self):
 
     def test_is_not_true_false(self):
         event_uuid = _create_event(team=self.team, distinct_id="test", event="$pageview")
-        _create_event(team=self.team, event="$pageview", distinct_id="test", properties={"is_first": True})
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="test",
+            properties={"is_first": True},
+        )
         filter = Filter(data={"properties": [{"key": "is_first", "value": "true", "operator": "is_not"}]})
         events = _filter_events(filter, self.team)
         self.assertEqual(events[0]["id"], event_uuid)
@@ -590,7 +927,11 @@ def test_json_object(self):
         filter = Filter(
             data={
                 "properties": [
-                    {"key": "name", "value": json.dumps({"first_name": "Mary", "last_name": "Smith"}), "type": "person"}
+                    {
+                        "key": "name",
+                        "value": json.dumps({"first_name": "Mary", "last_name": "Smith"}),
+                        "type": "person",
+                    }
                 ]
             }
         )
@@ -603,7 +944,10 @@ def test_element_selectors(self):
             team=self.team,
             event="$autocapture",
             distinct_id="distinct_id",
-            elements=[Element.objects.create(tag_name="a"), Element.objects.create(tag_name="div")],
+            elements=[
+                Element.objects.create(tag_name="a"),
+                Element.objects.create(tag_name="div"),
+            ],
         )
         _create_event(team=self.team, event="$autocapture", distinct_id="distinct_id")
         filter = Filter(data={"properties": [{"key": "selector", "value": "div > a", "type": "element"}]})
@@ -615,7 +959,10 @@ def test_element_filter(self):
             team=self.team,
             event="$autocapture",
             distinct_id="distinct_id",
-            elements=[Element.objects.create(tag_name="a", text="some text"), Element.objects.create(tag_name="div")],
+            elements=[
+                Element.objects.create(tag_name="a", text="some text"),
+                Element.objects.create(tag_name="div"),
+            ],
         )
 
         _create_event(
@@ -630,7 +977,15 @@ def test_element_filter(self):
 
         _create_event(team=self.team, event="$autocapture", distinct_id="distinct_id")
         filter = Filter(
-            data={"properties": [{"key": "text", "value": ["some text", "some other text"], "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "text",
+                        "value": ["some text", "some other text"],
+                        "type": "element",
+                    }
+                ]
+            }
         )
         events = _filter_events(filter=filter, team=self.team)
         self.assertEqual(len(events), 2)
@@ -640,15 +995,31 @@ def test_element_filter(self):
         self.assertEqual(len(events_response_2), 1)
 
     def test_filter_out_team_members(self):
-        _create_person(team_id=self.team.pk, distinct_ids=["team_member"], properties={"email": "test@posthog.com"})
-        _create_person(team_id=self.team.pk, distinct_ids=["random_user"], properties={"email": "test@gmail.com"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["team_member"],
+            properties={"email": "test@posthog.com"},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["random_user"],
+            properties={"email": "test@gmail.com"},
+        )
         self.team.test_account_filters = [
-            {"key": "email", "value": "@posthog.com", "operator": "not_icontains", "type": "person"}
+            {
+                "key": "email",
+                "value": "@posthog.com",
+                "operator": "not_icontains",
+                "type": "person",
+            }
         ]
         self.team.save()
         _create_event(team=self.team, distinct_id="team_member", event="$pageview")
         _create_event(team=self.team, distinct_id="random_user", event="$pageview")
-        filter = Filter(data={FILTER_TEST_ACCOUNTS: True, "events": [{"id": "$pageview"}]}, team=self.team)
+        filter = Filter(
+            data={FILTER_TEST_ACCOUNTS: True, "events": [{"id": "$pageview"}]},
+            team=self.team,
+        )
         events = _filter_events(filter=filter, team=self.team)
         self.assertEqual(len(events), 1)
 
@@ -680,7 +1051,12 @@ def test_filter_out_team_members_with_grouped_properties(self):
         )
 
         self.team.test_account_filters = [
-            {"key": "email", "value": "@posthog.com", "operator": "not_icontains", "type": "person"}
+            {
+                "key": "email",
+                "value": "@posthog.com",
+                "operator": "not_icontains",
+                "type": "person",
+            }
         ]
         self.team.save()
 
@@ -689,19 +1065,54 @@ def test_filter_out_team_members_with_grouped_properties(self):
             create_people=False,
             events_by_person={
                 "person1": [
-                    {"event": "$pageview", "properties": {"key": "val", "$browser": "Safari", "$browser_version": 14}}
+                    {
+                        "event": "$pageview",
+                        "properties": {
+                            "key": "val",
+                            "$browser": "Safari",
+                            "$browser_version": 14,
+                        },
+                    }
                 ],
                 "person2": [
-                    {"event": "$pageview", "properties": {"key": "val", "$browser": "Safari", "$browser_version": 14}}
+                    {
+                        "event": "$pageview",
+                        "properties": {
+                            "key": "val",
+                            "$browser": "Safari",
+                            "$browser_version": 14,
+                        },
+                    }
                 ],
                 "person3": [
-                    {"event": "$pageview", "properties": {"key": "val", "$browser": "Safari", "$browser_version": 14}}
+                    {
+                        "event": "$pageview",
+                        "properties": {
+                            "key": "val",
+                            "$browser": "Safari",
+                            "$browser_version": 14,
+                        },
+                    }
                 ],
                 "person4": [
-                    {"event": "$pageview", "properties": {"key": "val", "$browser": "Safari", "$browser_version": 14}}
+                    {
+                        "event": "$pageview",
+                        "properties": {
+                            "key": "val",
+                            "$browser": "Safari",
+                            "$browser_version": 14,
+                        },
+                    }
                 ],
                 "person5": [
-                    {"event": "$pageview", "properties": {"key": "val", "$browser": "Safari", "$browser_version": 14}}
+                    {
+                        "event": "$pageview",
+                        "properties": {
+                            "key": "val",
+                            "$browser": "Safari",
+                            "$browser_version": 14,
+                        },
+                    }
                 ],
             },
         )
@@ -716,16 +1127,36 @@ def test_filter_out_team_members_with_grouped_properties(self):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "age", "value": "10", "operator": "exact", "type": "person"},
-                                {"key": "age", "value": "20", "operator": "exact", "type": "person"},
+                                {
+                                    "key": "age",
+                                    "value": "10",
+                                    "operator": "exact",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "age",
+                                    "value": "20",
+                                    "operator": "exact",
+                                    "type": "person",
+                                },
                                 # choose person 1 and 2
                             ],
                         },
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "$browser", "value": "Safari", "operator": "exact", "type": "event"},
-                                {"key": "age", "value": "50", "operator": "exact", "type": "person"},
+                                {
+                                    "key": "$browser",
+                                    "value": "Safari",
+                                    "operator": "exact",
+                                    "type": "event",
+                                },
+                                {
+                                    "key": "age",
+                                    "value": "50",
+                                    "operator": "exact",
+                                    "type": "person",
+                                },
                                 # choose person 5
                             ],
                         },
@@ -741,7 +1172,9 @@ def test_filter_out_team_members_with_grouped_properties(self):
     def test_person_cohort_properties(self):
         person1_distinct_id = "person1"
         Person.objects.create(
-            team=self.team, distinct_ids=[person1_distinct_id], properties={"$some_prop": "something"}
+            team=self.team,
+            distinct_ids=[person1_distinct_id],
+            properties={"$some_prop": "something"},
         )
 
         cohort1 = Cohort.objects.create(
@@ -752,17 +1185,31 @@ def test_person_cohort_properties(self):
 
         person2_distinct_id = "person2"
         Person.objects.create(
-            team=self.team, distinct_ids=[person2_distinct_id], properties={"$some_prop": "different"}
+            team=self.team,
+            distinct_ids=[person2_distinct_id],
+            properties={"$some_prop": "different"},
         )
         cohort2 = Cohort.objects.create(
             team=self.team,
             groups=[
-                {"properties": [{"type": "person", "key": "$some_prop", "value": "something", "operator": "is_not"}]}
+                {
+                    "properties": [
+                        {
+                            "type": "person",
+                            "key": "$some_prop",
+                            "value": "something",
+                            "operator": "is_not",
+                        }
+                    ]
+                }
             ],
             name="cohort2",
         )
 
-        filter = Filter(data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]}, team=self.team)
+        filter = Filter(
+            data={"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]},
+            team=self.team,
+        )
 
         prop_clause, prop_clause_params = parse_prop_grouped_clauses(
             property_group=filter.property_groups,
@@ -776,13 +1223,16 @@ def test_person_cohort_properties(self):
             prop_clause=prop_clause
         )
         # get distinct_id column of result
-        result = sync_execute(query, {"team_id": self.team.pk, **prop_clause_params, **filter.hogql_context.values})[0][
+        result = sync_execute(query, {"team_id": self.team.pk, **prop_clause_params, **filter.hogql_context.values,},)[
             0
-        ]
+        ][0]
         self.assertEqual(result, person1_distinct_id)
 
         # test cohort2 with negation
-        filter = Filter(data={"properties": [{"key": "id", "value": cohort2.pk, "type": "cohort"}]}, team=self.team)
+        filter = Filter(
+            data={"properties": [{"key": "id", "value": cohort2.pk, "type": "cohort"}]},
+            team=self.team,
+        )
         prop_clause, prop_clause_params = parse_prop_grouped_clauses(
             property_group=filter.property_groups,
             has_person_id_joined=False,
@@ -795,9 +1245,9 @@ def test_person_cohort_properties(self):
             prop_clause=prop_clause
         )
         # get distinct_id column of result
-        result = sync_execute(query, {"team_id": self.team.pk, **prop_clause_params, **filter.hogql_context.values})[0][
+        result = sync_execute(query, {"team_id": self.team.pk, **prop_clause_params, **filter.hogql_context.values,},)[
             0
-        ]
+        ][0]
 
         self.assertEqual(result, person2_distinct_id)
 
@@ -813,7 +1263,12 @@ def test_simplify_nested(self):
                                 {
                                     "type": "AND",
                                     "values": [
-                                        {"type": "person", "key": "email", "operator": "icontains", "value": ".com"}
+                                        {
+                                            "type": "person",
+                                            "key": "email",
+                                            "operator": "icontains",
+                                            "value": ".com",
+                                        }
                                     ],
                                 }
                             ],
@@ -821,8 +1276,18 @@ def test_simplify_nested(self):
                         {
                             "type": "AND",
                             "values": [
-                                {"type": "person", "key": "email", "operator": "icontains", "value": "arg2"},
-                                {"type": "person", "key": "email", "operator": "icontains", "value": "arg3"},
+                                {
+                                    "type": "person",
+                                    "key": "email",
+                                    "operator": "icontains",
+                                    "value": "arg2",
+                                },
+                                {
+                                    "type": "person",
+                                    "key": "email",
+                                    "operator": "icontains",
+                                    "value": "arg3",
+                                },
                             ],
                         },
                     ],
@@ -840,7 +1305,14 @@ def test_simplify_nested(self):
                     "values": [
                         {
                             "type": "OR",
-                            "values": [{"type": "person", "key": "email", "operator": "icontains", "value": ".com"}],
+                            "values": [
+                                {
+                                    "type": "person",
+                                    "key": "email",
+                                    "operator": "icontains",
+                                    "value": ".com",
+                                }
+                            ],
                         },
                         {
                             "type": "AND",
@@ -848,13 +1320,23 @@ def test_simplify_nested(self):
                                 {
                                     "type": "AND",
                                     "values": [
-                                        {"type": "person", "key": "email", "operator": "icontains", "value": "arg2"}
+                                        {
+                                            "type": "person",
+                                            "key": "email",
+                                            "operator": "icontains",
+                                            "value": "arg2",
+                                        }
                                     ],
                                 },
                                 {
                                     "type": "AND",
                                     "values": [
-                                        {"type": "person", "key": "email", "operator": "icontains", "value": "arg3"}
+                                        {
+                                            "type": "person",
+                                            "key": "email",
+                                            "operator": "icontains",
+                                            "value": "arg3",
+                                        }
                                     ],
                                 },
                             ],
@@ -875,14 +1357,26 @@ def test_simplify_nested(self):
                                 {
                                     "type": "AND",
                                     "values": [
-                                        {"type": "person", "key": "email", "operator": "icontains", "value": ".com"}
+                                        {
+                                            "type": "person",
+                                            "key": "email",
+                                            "operator": "icontains",
+                                            "value": ".com",
+                                        }
                                     ],
                                 }
                             ],
                         },
                         {
                             "type": "AND",
-                            "values": [{"type": "person", "key": "email", "operator": "icontains", "value": "arg2"}],
+                            "values": [
+                                {
+                                    "type": "person",
+                                    "key": "email",
+                                    "operator": "icontains",
+                                    "value": "arg2",
+                                }
+                            ],
                         },
                     ],
                 }
@@ -897,11 +1391,25 @@ def test_simplify_nested(self):
                     "values": [
                         {
                             "type": "OR",
-                            "values": [{"type": "person", "key": "email", "operator": "icontains", "value": ".com"}],
+                            "values": [
+                                {
+                                    "type": "person",
+                                    "key": "email",
+                                    "operator": "icontains",
+                                    "value": ".com",
+                                }
+                            ],
                         },
                         {
                             "type": "AND",
-                            "values": [{"type": "person", "key": "email", "operator": "icontains", "value": "arg2"}],
+                            "values": [
+                                {
+                                    "type": "person",
+                                    "key": "email",
+                                    "operator": "icontains",
+                                    "value": "arg2",
+                                }
+                            ],
                         },
                     ],
                 }
diff --git a/ee/clickhouse/models/test/test_property.py b/ee/clickhouse/models/test/test_property.py
index 4c7082adc8ba5..f55578878f91a 100644
--- a/ee/clickhouse/models/test/test_property.py
+++ b/ee/clickhouse/models/test/test_property.py
@@ -12,7 +12,10 @@
 from posthog.models.cohort import Cohort
 from posthog.models.element import Element
 from posthog.models.filters import Filter
-from posthog.models.instance_setting import get_instance_setting, override_instance_config
+from posthog.models.instance_setting import (
+    get_instance_setting,
+    override_instance_config,
+)
 from posthog.models.organization import Organization
 from posthog.models.property import Property, TableWithProperties
 from posthog.models.property.util import (
@@ -49,25 +52,48 @@ def _run_query(self, filter: Filter, **kwargs) -> List:
             **kwargs,
         )
         final_query = "SELECT uuid FROM events WHERE team_id = %(team_id)s {}".format(query)
-        return sync_execute(final_query, {**params, **filter.hogql_context.values, "team_id": self.team.pk})
+        return sync_execute(
+            final_query,
+            {**params, **filter.hogql_context.values, "team_id": self.team.pk},
+        )
 
     def test_prop_person(self):
-
         _create_person(
-            distinct_ids=["some_other_id"], team_id=self.team.pk, properties={"email": "another@posthog.com"}
+            distinct_ids=["some_other_id"],
+            team_id=self.team.pk,
+            properties={"email": "another@posthog.com"},
         )
 
-        _create_person(distinct_ids=["some_id"], team_id=self.team.pk, properties={"email": "test@posthog.com"})
+        _create_person(
+            distinct_ids=["some_id"],
+            team_id=self.team.pk,
+            properties={"email": "test@posthog.com"},
+        )
 
-        _create_event(event="$pageview", team=self.team, distinct_id="some_id", properties={"attr": "some_val"})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some_id",
+            properties={"attr": "some_val"},
+        )
 
         filter = Filter(data={"properties": [{"key": "email", "value": "test@posthog.com", "type": "person"}]})
         self.assertEqual(len(self._run_query(filter)), 1)
 
     def test_prop_event(self):
-        _create_event(event="$pageview", team=self.team, distinct_id="whatever", properties={"attr": "some_other_val"})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="whatever",
+            properties={"attr": "some_other_val"},
+        )
 
-        _create_event(event="$pageview", team=self.team, distinct_id="whatever", properties={"attr": "some_val"})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="whatever",
+            properties={"attr": "some_val"},
+        )
 
         filter_exact = Filter(data={"properties": [{"key": "attr", "value": "some_val"}]})
         self.assertEqual(len(self._run_query(filter_exact)), 1)
@@ -90,8 +116,20 @@ def test_prop_element(self):
             distinct_id="whatever",
             properties={"attr": "some_other_val"},
             elements=[
-                Element(tag_name="a", href="/a-url", attr_class=["small"], text="bla bla", nth_child=1, nth_of_type=0),
-                Element(tag_name="button", attr_class=["btn", "btn-primary"], nth_child=0, nth_of_type=0),
+                Element(
+                    tag_name="a",
+                    href="/a-url",
+                    attr_class=["small"],
+                    text="bla bla",
+                    nth_child=1,
+                    nth_of_type=0,
+                ),
+                Element(
+                    tag_name="button",
+                    attr_class=["btn", "btn-primary"],
+                    nth_child=0,
+                    nth_of_type=0,
+                ),
                 Element(tag_name="div", nth_child=0, nth_of_type=0),
                 Element(tag_name="label", nth_child=0, nth_of_type=0, attr_id="nested"),
             ],
@@ -111,7 +149,12 @@ def test_prop_element(self):
                     nth_child=1,
                     nth_of_type=0,
                 ),
-                Element(tag_name="button", attr_class=["btn", "btn-secondary"], nth_child=0, nth_of_type=0),
+                Element(
+                    tag_name="button",
+                    attr_class=["btn", "btn-secondary"],
+                    nth_child=0,
+                    nth_of_type=0,
+                ),
                 Element(tag_name="div", nth_child=0, nth_of_type=0),
                 Element(tag_name="img", nth_child=0, nth_of_type=0, attr_id="nested"),
             ],
@@ -122,32 +165,69 @@ def test_prop_element(self):
             distinct_id="whatever",
             elements=[
                 Element(tag_name="a", href="/789", nth_child=0, nth_of_type=0),
-                Element(tag_name="button", attr_class=["btn", "btn-tertiary"], nth_child=0, nth_of_type=0),
+                Element(
+                    tag_name="button",
+                    attr_class=["btn", "btn-tertiary"],
+                    nth_child=0,
+                    nth_of_type=0,
+                ),
             ],
         )
 
         # selector
 
         filter = Filter(
-            data={"properties": [{"key": "selector", "value": [".btn"], "operator": "exact", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "selector",
+                        "value": [".btn"],
+                        "operator": "exact",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter)), 3)
 
         filter = Filter(
-            data={"properties": [{"key": "selector", "value": ".btn", "operator": "exact", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "selector",
+                        "value": ".btn",
+                        "operator": "exact",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter)), 3)
 
         filter = Filter(
             data={
-                "properties": [{"key": "selector", "value": [".btn-primary"], "operator": "exact", "type": "element"}]
+                "properties": [
+                    {
+                        "key": "selector",
+                        "value": [".btn-primary"],
+                        "operator": "exact",
+                        "type": "element",
+                    }
+                ]
             }
         )
         self.assertEqual(len(self._run_query(filter)), 1)
 
         filter = Filter(
             data={
-                "properties": [{"key": "selector", "value": [".btn-secondary"], "operator": "exact", "type": "element"}]
+                "properties": [
+                    {
+                        "key": "selector",
+                        "value": [".btn-secondary"],
+                        "operator": "exact",
+                        "type": "element",
+                    }
+                ]
             }
         )
         self.assertEqual(len(self._run_query(filter)), 1)
@@ -167,40 +247,101 @@ def test_prop_element(self):
         self.assertEqual(len(self._run_query(filter)), 2)
 
         filter_selector_exact_empty = Filter(
-            data={"properties": [{"key": "selector", "value": [], "operator": "exact", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "selector",
+                        "value": [],
+                        "operator": "exact",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter_selector_exact_empty)), 0)
 
         filter_selector_is_not_empty = Filter(
-            data={"properties": [{"key": "selector", "value": [], "operator": "is_not", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "selector",
+                        "value": [],
+                        "operator": "is_not",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter_selector_is_not_empty)), 3)
 
         # tag_name
 
         filter = Filter(
-            data={"properties": [{"key": "tag_name", "value": ["div"], "operator": "exact", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "tag_name",
+                        "value": ["div"],
+                        "operator": "exact",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter)), 2)
 
         filter = Filter(
-            data={"properties": [{"key": "tag_name", "value": "div", "operator": "exact", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "tag_name",
+                        "value": "div",
+                        "operator": "exact",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter)), 2)
 
         filter = Filter(
-            data={"properties": [{"key": "tag_name", "value": ["img"], "operator": "exact", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "tag_name",
+                        "value": ["img"],
+                        "operator": "exact",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter)), 1)
 
         filter = Filter(
-            data={"properties": [{"key": "tag_name", "value": ["label"], "operator": "exact", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "tag_name",
+                        "value": ["label"],
+                        "operator": "exact",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter)), 1)
 
         filter = Filter(
             data={
-                "properties": [{"key": "tag_name", "value": ["img", "label"], "operator": "exact", "type": "element"}]
+                "properties": [
+                    {
+                        "key": "tag_name",
+                        "value": ["img", "label"],
+                        "operator": "exact",
+                        "type": "element",
+                    }
+                ]
             }
         )
         self.assertEqual(len(self._run_query(filter)), 2)
@@ -208,12 +349,30 @@ def test_prop_element(self):
         # href/text
 
         filter_href_exact = Filter(
-            data={"properties": [{"key": "href", "value": ["/a-url"], "operator": "exact", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "href",
+                        "value": ["/a-url"],
+                        "operator": "exact",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter_href_exact)), 2)
 
         filter_href_exact_double = Filter(
-            data={"properties": [{"key": "href", "value": ["/a-url", "/789"], "operator": "exact", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "href",
+                        "value": ["/a-url", "/789"],
+                        "operator": "exact",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter_href_exact_double)), 3)
 
@@ -223,17 +382,44 @@ def test_prop_element(self):
         self.assertEqual(len(self._run_query(filter_href_exact_empty)), 0)
 
         filter_href_is_not = Filter(
-            data={"properties": [{"key": "href", "value": ["/a-url"], "operator": "is_not", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "href",
+                        "value": ["/a-url"],
+                        "operator": "is_not",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter_href_is_not)), 1)
 
         filter_href_is_not_double = Filter(
-            data={"properties": [{"key": "href", "value": ["/a-url", "/789"], "operator": "is_not", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "href",
+                        "value": ["/a-url", "/789"],
+                        "operator": "is_not",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter_href_is_not_double)), 0)
 
         filter_href_is_not_empty = Filter(
-            data={"properties": [{"key": "href", "value": [], "operator": "is_not", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "href",
+                        "value": [],
+                        "operator": "is_not",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter_href_is_not_empty)), 3)
 
@@ -241,39 +427,98 @@ def test_prop_element(self):
             data={
                 "properties": [
                     {"key": "href", "value": ["/a-url"], "type": "element"},
-                    {"key": "tag_name", "value": ["marquee"], "operator": "is_not", "type": "element"},
+                    {
+                        "key": "tag_name",
+                        "value": ["marquee"],
+                        "operator": "is_not",
+                        "type": "element",
+                    },
                 ]
             }
         )
         self.assertEqual(len(self._run_query(filter_href_exact_with_tag_name_is_not)), 2)
 
         filter_href_icontains = Filter(
-            data={"properties": [{"key": "href", "value": ["UrL"], "operator": "icontains", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "href",
+                        "value": ["UrL"],
+                        "operator": "icontains",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter_href_icontains)), 2)
 
         filter_href_regex = Filter(
-            data={"properties": [{"key": "href", "value": "/a-.+", "operator": "regex", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "href",
+                        "value": "/a-.+",
+                        "operator": "regex",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter_href_regex)), 2)
 
         filter_href_not_regex = Filter(
-            data={"properties": [{"key": "href", "value": r"/\d+", "operator": "not_regex", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "href",
+                        "value": r"/\d+",
+                        "operator": "not_regex",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter_href_not_regex)), 2)
 
         filter_text_icontains_with_doublequote = Filter(
-            data={"properties": [{"key": "text", "value": 'bla"bla', "operator": "icontains", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "text",
+                        "value": 'bla"bla',
+                        "operator": "icontains",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter_text_icontains_with_doublequote)), 1)
 
         filter_text_is_set = Filter(
-            data={"properties": [{"key": "text", "value": "is_set", "operator": "is_set", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "text",
+                        "value": "is_set",
+                        "operator": "is_set",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter_text_is_set)), 2)
 
         filter_text_is_not_set = Filter(
-            data={"properties": [{"key": "text", "value": "is_not_set", "operator": "is_not_set", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "text",
+                        "value": "is_not_set",
+                        "operator": "is_not_set",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter_text_is_not_set)), 1)
 
@@ -284,22 +529,56 @@ def test_prop_element_with_space(self):
             distinct_id="whatever",
             elements=[
                 Element(tag_name="a", href="/789", nth_child=0, nth_of_type=0),
-                Element(tag_name="button", attr_class=["btn space", "btn-tertiary"], nth_child=0, nth_of_type=0),
+                Element(
+                    tag_name="button",
+                    attr_class=["btn space", "btn-tertiary"],
+                    nth_child=0,
+                    nth_of_type=0,
+                ),
             ],
         )
 
         # selector
 
         filter = Filter(
-            data={"properties": [{"key": "selector", "value": ["button"], "operator": "exact", "type": "element"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "selector",
+                        "value": ["button"],
+                        "operator": "exact",
+                        "type": "element",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter)), 1)
 
     def test_prop_ints_saved_as_strings(self):
-        _create_event(event="$pageview", team=self.team, distinct_id="whatever", properties={"test_prop": "0"})
-        _create_event(event="$pageview", team=self.team, distinct_id="whatever", properties={"test_prop": "2"})
-        _create_event(event="$pageview", team=self.team, distinct_id="whatever", properties={"test_prop": 2})
-        _create_event(event="$pageview", team=self.team, distinct_id="whatever", properties={"test_prop": "string"})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="whatever",
+            properties={"test_prop": "0"},
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="whatever",
+            properties={"test_prop": "2"},
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="whatever",
+            properties={"test_prop": 2},
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="whatever",
+            properties={"test_prop": "string"},
+        )
         filter = Filter(data={"properties": [{"key": "test_prop", "value": "2"}]})
         self.assertEqual(len(self._run_query(filter)), 2)
 
@@ -320,10 +599,30 @@ def test_prop_ints_saved_as_strings(self):
         self.assertEqual(len(self._run_query(filter)), 3)
 
     def test_prop_decimals(self):
-        _create_event(event="$pageview", team=self.team, distinct_id="whatever", properties={"test_prop": 1.4})
-        _create_event(event="$pageview", team=self.team, distinct_id="whatever", properties={"test_prop": 1.3})
-        _create_event(event="$pageview", team=self.team, distinct_id="whatever", properties={"test_prop": 2})
-        _create_event(event="$pageview", team=self.team, distinct_id="whatever", properties={"test_prop": 2.5})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="whatever",
+            properties={"test_prop": 1.4},
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="whatever",
+            properties={"test_prop": 1.3},
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="whatever",
+            properties={"test_prop": 2},
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="whatever",
+            properties={"test_prop": 2.5},
+        )
 
         filter = Filter(data={"properties": [{"key": "test_prop", "value": 1.5}]})
         self.assertEqual(len(self._run_query(filter)), 0)
@@ -339,14 +638,26 @@ def test_prop_decimals(self):
 
     @snapshot_clickhouse_queries
     def test_parse_groups(self):
-
         _create_event(
-            event="$pageview", team=self.team, distinct_id="some_id", properties={"attr_1": "val_1", "attr_2": "val_2"}
+            event="$pageview",
+            team=self.team,
+            distinct_id="some_id",
+            properties={"attr_1": "val_1", "attr_2": "val_2"},
         )
 
-        _create_event(event="$pageview", team=self.team, distinct_id="some_id", properties={"attr_1": "val_2"})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some_id",
+            properties={"attr_1": "val_2"},
+        )
 
-        _create_event(event="$pageview", team=self.team, distinct_id="some_other_id", properties={"attr_1": "val_3"})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some_other_id",
+            properties={"attr_1": "val_3"},
+        )
 
         filter = Filter(
             data={
@@ -355,7 +666,10 @@ def test_parse_groups(self):
                     "values": [
                         {
                             "type": "AND",
-                            "values": [{"key": "attr_1", "value": "val_1"}, {"key": "attr_2", "value": "val_2"}],
+                            "values": [
+                                {"key": "attr_1", "value": "val_1"},
+                                {"key": "attr_2", "value": "val_2"},
+                            ],
                         },
                         {"type": "OR", "values": [{"key": "attr_1", "value": "val_2"}]},
                     ],
@@ -366,7 +680,6 @@ def test_parse_groups(self):
         self.assertEqual(len(self._run_query(filter)), 2)
 
     def test_parse_groups_invalid_type(self):
-
         filter = Filter(
             data={
                 "properties": {
@@ -374,7 +687,10 @@ def test_parse_groups_invalid_type(self):
                     "values": [
                         {
                             "type": "AND",
-                            "values": [{"key": "attr", "value": "val_1"}, {"key": "attr_2", "value": "val_2"}],
+                            "values": [
+                                {"key": "attr", "value": "val_1"},
+                                {"key": "attr_2", "value": "val_2"},
+                            ],
                         },
                         {"type": "XOR", "values": [{"key": "attr", "value": "val_2"}]},
                     ],
@@ -386,19 +702,42 @@ def test_parse_groups_invalid_type(self):
 
     @snapshot_clickhouse_queries
     def test_parse_groups_persons(self):
-        _create_person(distinct_ids=["some_id"], team_id=self.team.pk, properties={"email": "1@posthog.com"})
+        _create_person(
+            distinct_ids=["some_id"],
+            team_id=self.team.pk,
+            properties={"email": "1@posthog.com"},
+        )
 
-        _create_person(distinct_ids=["some_other_id"], team_id=self.team.pk, properties={"email": "2@posthog.com"})
         _create_person(
-            distinct_ids=["some_other_random_id"], team_id=self.team.pk, properties={"email": "X@posthog.com"}
+            distinct_ids=["some_other_id"],
+            team_id=self.team.pk,
+            properties={"email": "2@posthog.com"},
+        )
+        _create_person(
+            distinct_ids=["some_other_random_id"],
+            team_id=self.team.pk,
+            properties={"email": "X@posthog.com"},
         )
 
-        _create_event(event="$pageview", team=self.team, distinct_id="some_id", properties={"attr": "val_1"})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some_id",
+            properties={"attr": "val_1"},
+        )
 
-        _create_event(event="$pageview", team=self.team, distinct_id="some_other_id", properties={"attr": "val_3"})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some_other_id",
+            properties={"attr": "val_3"},
+        )
 
         _create_event(
-            event="$pageview", team=self.team, distinct_id="some_other_random_id", properties={"attr": "val_3"}
+            event="$pageview",
+            team=self.team,
+            distinct_id="some_other_random_id",
+            properties={"attr": "val_3"},
         )
 
         filter = Filter(
@@ -406,8 +745,26 @@ def test_parse_groups_persons(self):
                 "properties": {
                     "type": "OR",
                     "values": [
-                        {"type": "OR", "values": [{"key": "email", "type": "person", "value": "1@posthog.com"}]},
-                        {"type": "OR", "values": [{"key": "email", "type": "person", "value": "2@posthog.com"}]},
+                        {
+                            "type": "OR",
+                            "values": [
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": "1@posthog.com",
+                                }
+                            ],
+                        },
+                        {
+                            "type": "OR",
+                            "values": [
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": "2@posthog.com",
+                                }
+                            ],
+                        },
                     ],
                 }
             }
@@ -441,14 +798,25 @@ def _run_query(self, filter: Filter, join_person_tables=False) -> List:
         final_query = f"SELECT uuid FROM events {joins} WHERE team_id = %(team_id)s {query}"
         # Make sure we don't accidentally use json on the properties field
         self.assertNotIn("json", final_query.lower())
-        return sync_execute(final_query, {**params, **filter.hogql_context.values, "team_id": self.team.pk})
+        return sync_execute(
+            final_query,
+            {**params, **filter.hogql_context.values, "team_id": self.team.pk},
+        )
 
     def test_prop_event_denormalized(self):
         _create_event(
-            event="$pageview", team=self.team, distinct_id="whatever", properties={"test_prop": "some_other_val"}
+            event="$pageview",
+            team=self.team,
+            distinct_id="whatever",
+            properties={"test_prop": "some_other_val"},
         )
 
-        _create_event(event="$pageview", team=self.team, distinct_id="whatever", properties={"test_prop": "some_val"})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="whatever",
+            properties={"test_prop": "some_val"},
+        )
 
         materialize("events", "test_prop")
         materialize("events", "something_else")
@@ -468,22 +836,54 @@ def test_prop_event_denormalized(self):
         filter = Filter(data={"properties": [{"key": "test_prop", "value": "_other_", "operator": "icontains"}]})
         self.assertEqual(len(self._run_query(filter)), 1)
 
-        filter = Filter(data={"properties": [{"key": "test_prop", "value": "_other_", "operator": "not_icontains"}]})
+        filter = Filter(
+            data={
+                "properties": [
+                    {
+                        "key": "test_prop",
+                        "value": "_other_",
+                        "operator": "not_icontains",
+                    }
+                ]
+            }
+        )
         self.assertEqual(len(self._run_query(filter)), 1)
 
     def test_prop_person_denormalized(self):
-        _create_person(distinct_ids=["some_id"], team_id=self.team.pk, properties={"email": "test@posthog.com"})
+        _create_person(
+            distinct_ids=["some_id"],
+            team_id=self.team.pk,
+            properties={"email": "test@posthog.com"},
+        )
         _create_event(event="$pageview", team=self.team, distinct_id="some_id")
 
         materialize("person", "email")
 
         filter = Filter(
-            data={"properties": [{"key": "email", "type": "person", "value": "posthog", "operator": "icontains"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "email",
+                        "type": "person",
+                        "value": "posthog",
+                        "operator": "icontains",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter, join_person_tables=True)), 1)
 
         filter = Filter(
-            data={"properties": [{"key": "email", "type": "person", "value": "posthog", "operator": "not_icontains"}]}
+            data={
+                "properties": [
+                    {
+                        "key": "email",
+                        "type": "person",
+                        "value": "posthog",
+                        "operator": "not_icontains",
+                    }
+                ]
+            }
         )
         self.assertEqual(len(self._run_query(filter, join_person_tables=True)), 0)
 
@@ -495,15 +895,35 @@ def test_prop_person_groups_denormalized(self):
                     {
                         "type": "OR",
                         "values": [
-                            {"key": "event_prop2", "value": ["foo2", "bar2"], "type": "event", "operator": None},
-                            {"key": "person_prop2", "value": "efg2", "type": "person", "operator": None},
+                            {
+                                "key": "event_prop2",
+                                "value": ["foo2", "bar2"],
+                                "type": "event",
+                                "operator": None,
+                            },
+                            {
+                                "key": "person_prop2",
+                                "value": "efg2",
+                                "type": "person",
+                                "operator": None,
+                            },
                         ],
                     },
                     {
                         "type": "AND",
                         "values": [
-                            {"key": "event_prop", "value": ["foo", "bar"], "type": "event", "operator": None},
-                            {"key": "person_prop", "value": "efg", "type": "person", "operator": None},
+                            {
+                                "key": "event_prop",
+                                "value": ["foo", "bar"],
+                                "type": "event",
+                                "operator": None,
+                            },
+                            {
+                                "key": "person_prop",
+                                "value": "efg",
+                                "type": "person",
+                                "operator": None,
+                            },
                         ],
                     },
                 ],
@@ -513,13 +933,31 @@ def test_prop_person_groups_denormalized(self):
         filter = Filter(data=_filter)
 
         _create_person(distinct_ids=["some_id_1"], team_id=self.team.pk, properties={})
-        _create_event(event="$pageview", team=self.team, distinct_id="some_id_1", properties={"event_prop2": "foo2"})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some_id_1",
+            properties={"event_prop2": "foo2"},
+        )
 
-        _create_person(distinct_ids=["some_id_2"], team_id=self.team.pk, properties={"person_prop2": "efg2"})
+        _create_person(
+            distinct_ids=["some_id_2"],
+            team_id=self.team.pk,
+            properties={"person_prop2": "efg2"},
+        )
         _create_event(event="$pageview", team=self.team, distinct_id="some_id_2")
 
-        _create_person(distinct_ids=["some_id_3"], team_id=self.team.pk, properties={"person_prop": "efg"})
-        _create_event(event="$pageview", team=self.team, distinct_id="some_id_3", properties={"event_prop": "foo"})
+        _create_person(
+            distinct_ids=["some_id_3"],
+            team_id=self.team.pk,
+            properties={"person_prop": "efg"},
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some_id_3",
+            properties={"event_prop": "foo"},
+        )
 
         materialize("events", "event_prop")
         materialize("events", "event_prop2")
@@ -528,9 +966,19 @@ def test_prop_person_groups_denormalized(self):
         self.assertEqual(len(self._run_query(filter, join_person_tables=True)), 3)
 
     def test_prop_event_denormalized_ints(self):
-        _create_event(event="$pageview", team=self.team, distinct_id="whatever", properties={"test_prop": 0})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="whatever",
+            properties={"test_prop": 0},
+        )
 
-        _create_event(event="$pageview", team=self.team, distinct_id="whatever", properties={"test_prop": 2})
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="whatever",
+            properties={"test_prop": 2},
+        )
 
         materialize("events", "test_prop")
         materialize("events", "something_else")
@@ -547,14 +995,26 @@ def test_prop_event_denormalized_ints(self):
     def test_get_property_string_expr(self):
         string_expr = get_property_string_expr("events", "some_non_mat_prop", "'some_non_mat_prop'", "properties")
         self.assertEqual(
-            string_expr, ("replaceRegexpAll(JSONExtractRaw(properties, 'some_non_mat_prop'), '^\"|\"$', '')", False)
+            string_expr,
+            (
+                "replaceRegexpAll(JSONExtractRaw(properties, 'some_non_mat_prop'), '^\"|\"$', '')",
+                False,
+            ),
         )
 
         string_expr = get_property_string_expr(
-            "events", "some_non_mat_prop", "'some_non_mat_prop'", "properties", table_alias="e"
+            "events",
+            "some_non_mat_prop",
+            "'some_non_mat_prop'",
+            "properties",
+            table_alias="e",
         )
         self.assertEqual(
-            string_expr, ("replaceRegexpAll(JSONExtractRaw(e.properties, 'some_non_mat_prop'), '^\"|\"$', '')", False)
+            string_expr,
+            (
+                "replaceRegexpAll(JSONExtractRaw(e.properties, 'some_non_mat_prop'), '^\"|\"$', '')",
+                False,
+            ),
         )
 
         materialize("events", "some_mat_prop")
@@ -569,7 +1029,11 @@ def test_get_property_string_expr(self):
         materialize("events", "some_mat_prop2", table_column="person_properties")
         materialize("events", "some_mat_prop3", table_column="group2_properties")
         string_expr = get_property_string_expr(
-            "events", "some_mat_prop2", "x", "properties", materialised_table_column="person_properties"
+            "events",
+            "some_mat_prop2",
+            "x",
+            "properties",
+            materialised_table_column="person_properties",
         )
         self.assertEqual(string_expr, ('"mat_pp_some_mat_prop2"', True))
 
@@ -597,7 +1061,13 @@ def test_get_property_string_expr_groups(self):
             table_alias="e",
             materialised_table_column="group1_properties",
         )
-        self.assertEqual(string_expr, ("replaceRegexpAll(JSONExtractRaw(e.gp_props_alias, 'x'), '^\"|\"$', '')", False))
+        self.assertEqual(
+            string_expr,
+            (
+                "replaceRegexpAll(JSONExtractRaw(e.gp_props_alias, 'x'), '^\"|\"$', '')",
+                False,
+            ),
+        )
 
 
 @pytest.mark.django_db
@@ -606,7 +1076,12 @@ def test_parse_prop_clauses_defaults(snapshot):
         data={
             "properties": [
                 {"key": "event_prop", "value": "value"},
-                {"key": "email", "type": "person", "value": "posthog", "operator": "icontains"},
+                {
+                    "key": "email",
+                    "type": "person",
+                    "value": "posthog",
+                    "operator": "icontains",
+                },
             ]
         }
     )
@@ -644,13 +1119,15 @@ def test_parse_prop_clauses_defaults(snapshot):
 
 @pytest.mark.django_db
 def test_parse_prop_clauses_precalculated_cohort(snapshot):
-
     org = Organization.objects.create(name="other org")
 
     team = Team.objects.create(organization=org)
     cohort = Cohort.objects.create(team=team, groups=[{"event_id": "$pageview", "days": 7}], name="cohort")
 
-    filter = Filter(data={"properties": [{"key": "id", "value": cohort.pk, "type": "precalculated-cohort"}]}, team=team)
+    filter = Filter(
+        data={"properties": [{"key": "id", "value": cohort.pk, "type": "precalculated-cohort"}]},
+        team=team,
+    )
 
     assert (
         parse_prop_grouped_clauses(
@@ -669,7 +1146,16 @@ def test_parse_prop_clauses_precalculated_cohort(snapshot):
 @pytest.mark.django_db
 def test_parse_prop_clauses_funnel_step_element_prepend_regression(snapshot):
     filter = Filter(
-        data={"properties": [{"key": "text", "type": "element", "value": "Insights1", "operator": "exact"}]}
+        data={
+            "properties": [
+                {
+                    "key": "text",
+                    "type": "element",
+                    "value": "Insights1",
+                    "operator": "exact",
+                }
+            ]
+        }
     )
 
     assert (
@@ -687,7 +1173,12 @@ def test_parse_prop_clauses_funnel_step_element_prepend_regression(snapshot):
 @pytest.mark.django_db
 def test_parse_groups_persons_edge_case_with_single_filter(snapshot):
     filter = Filter(
-        data={"properties": {"type": "OR", "values": [{"key": "email", "type": "person", "value": "1@posthog.com"}]}}
+        data={
+            "properties": {
+                "type": "OR",
+                "values": [{"key": "email", "type": "person", "value": "1@posthog.com"}],
+            }
+        }
     )
     assert (
         parse_prop_grouped_clauses(
@@ -785,14 +1276,22 @@ def test_breakdown_query_expression_materialised(
 
         materialize(table, breakdown[0], table_column="properties")
         actual = get_single_or_multi_property_string_expr(
-            breakdown, table, query_alias, column, materialised_table_column=materialise_column
+            breakdown,
+            table,
+            query_alias,
+            column,
+            materialised_table_column=materialise_column,
         )
 
         assert actual == expected_with
 
         materialize(table, breakdown[0], table_column=materialise_column)  # type: ignore
         actual = get_single_or_multi_property_string_expr(
-            breakdown, table, query_alias, column, materialised_table_column=materialise_column
+            breakdown,
+            table,
+            query_alias,
+            column,
+            materialised_table_column=materialise_column,
         )
 
         assert actual == expected_without
@@ -830,7 +1329,11 @@ def test_events(db, team) -> List[UUID]:
             group2_properties={"attr": "50"},
         ),
         _create_event(
-            event="$pageview", team=team, distinct_id="whatever", properties={"attr": 5}, group2_properties={"attr": 5}
+            event="$pageview",
+            team=team,
+            distinct_id="whatever",
+            properties={"attr": 5},
+            group2_properties={"attr": 5},
         ),
         _create_event(
             event="$pageview",
@@ -1023,9 +1526,18 @@ def clean_up_materialised_columns():
 TEST_PROPERTIES = [
     pytest.param(Property(key="email", value="test@posthog.com"), [0]),
     pytest.param(Property(key="email", value="test@posthog.com", operator="exact"), [0]),
-    pytest.param(Property(key="email", value=["pineapple@pizza.com", "mongo@example.com"], operator="exact"), [1]),
     pytest.param(
-        Property(key="attr", value="5"), [4], id="matching a number only matches event index 4 from test_events"
+        Property(
+            key="email",
+            value=["pineapple@pizza.com", "mongo@example.com"],
+            operator="exact",
+        ),
+        [1],
+    ),
+    pytest.param(
+        Property(key="attr", value="5"),
+        [4],
+        id="matching a number only matches event index 4 from test_events",
     ),
     pytest.param(
         Property(key="email", value="test@posthog.com", operator="is_not"),
@@ -1033,7 +1545,11 @@ def clean_up_materialised_columns():
         id="matching on email is not a value matches all but the first event from test_events",
     ),
     pytest.param(
-        Property(key="email", value=["test@posthog.com", "mongo@example.com"], operator="is_not"),
+        Property(
+            key="email",
+            value=["test@posthog.com", "mongo@example.com"],
+            operator="is_not",
+        ),
         range(2, 27),
         id="matching on email is not a value matches all but the first two events from test_events",
     ),
@@ -1071,24 +1587,44 @@ def clean_up_materialised_columns():
         [7, 8],
         id="match after date only value against date and time formatted property",
     ),
-    pytest.param(Property(key="long_date", operator="is_date_before", value="2021-04-01 18:30:00"), [7]),
-    pytest.param(Property(key="long_date", operator="is_date_after", value="2021-04-01 18:30:00"), [8]),
+    pytest.param(
+        Property(key="long_date", operator="is_date_before", value="2021-04-01 18:30:00"),
+        [7],
+    ),
+    pytest.param(
+        Property(key="long_date", operator="is_date_after", value="2021-04-01 18:30:00"),
+        [8],
+    ),
     pytest.param(Property(key="short_date", operator="is_date_before", value="2021-04-05"), [9]),
     pytest.param(Property(key="short_date", operator="is_date_after", value="2021-04-05"), [10]),
-    pytest.param(Property(key="short_date", operator="is_date_before", value="2021-04-07"), [9, 10]),
-    pytest.param(Property(key="short_date", operator="is_date_after", value="2021-04-03"), [9, 10]),
+    pytest.param(
+        Property(key="short_date", operator="is_date_before", value="2021-04-07"),
+        [9, 10],
+    ),
+    pytest.param(
+        Property(key="short_date", operator="is_date_after", value="2021-04-03"),
+        [9, 10],
+    ),
     pytest.param(
         Property(key="sdk_$time", operator="is_date_before", value="2021-12-25"),
         [11],
         id="matching a unix timestamp in seconds with fractional seconds after the decimal point",
     ),
     pytest.param(
-        Property(key="unix_timestamp_milliseconds", operator="is_date_after", value="2022-01-11"),
+        Property(
+            key="unix_timestamp_milliseconds",
+            operator="is_date_after",
+            value="2022-01-11",
+        ),
         [12],
         id="matching unix timestamp in milliseconds after a given date (which ClickHouse doesn't support)",
     ),
     pytest.param(
-        Property(key="unix_timestamp_milliseconds", operator="is_date_before", value="2022-01-13"),
+        Property(
+            key="unix_timestamp_milliseconds",
+            operator="is_date_before",
+            value="2022-01-13",
+        ),
         [12],
         id="matching unix timestamp in milliseconds before a given date (which ClickHouse doesn't support)",
     ),
@@ -1118,52 +1654,88 @@ def clean_up_materialised_columns():
         id="matching ISO 8601 format date after a given date",
     ),
     pytest.param(
-        Property(key="full_date_increasing_$time", operator="is_date_before", value="2021-04-01 20:00:00"),
+        Property(
+            key="full_date_increasing_$time",
+            operator="is_date_before",
+            value="2021-04-01 20:00:00",
+        ),
         [15],
         id="matching full format date with date parts n increasing order before a given date",
     ),
     pytest.param(
-        Property(key="full_date_increasing_$time", operator="is_date_after", value="2021-04-01 18:00:00"),
+        Property(
+            key="full_date_increasing_$time",
+            operator="is_date_after",
+            value="2021-04-01 18:00:00",
+        ),
         [15],
         id="matching full format date with date parts in increasing order after a given date",
     ),
     pytest.param(
-        Property(key="with_slashes_$time", operator="is_date_before", value="2021-04-01 20:00:00"),
+        Property(
+            key="with_slashes_$time",
+            operator="is_date_before",
+            value="2021-04-01 20:00:00",
+        ),
         [16],
         id="matching full format date with date parts separated by slashes before a given date",
     ),
     pytest.param(
-        Property(key="with_slashes_$time", operator="is_date_after", value="2021-04-01 18:00:00"),
+        Property(
+            key="with_slashes_$time",
+            operator="is_date_after",
+            value="2021-04-01 18:00:00",
+        ),
         [16],
         id="matching full format date with date parts separated by slashes after a given date",
     ),
     pytest.param(
-        Property(key="with_slashes_increasing_$time", operator="is_date_before", value="2021-04-01 20:00:00"),
+        Property(
+            key="with_slashes_increasing_$time",
+            operator="is_date_before",
+            value="2021-04-01 20:00:00",
+        ),
         [17],
         id="matching full format date with date parts increasing in size and separated by slashes before a given date",
     ),
     pytest.param(
-        Property(key="with_slashes_increasing_$time", operator="is_date_after", value="2021-04-01 18:00:00"),
+        Property(
+            key="with_slashes_increasing_$time",
+            operator="is_date_after",
+            value="2021-04-01 18:00:00",
+        ),
         [17],
         id="matching full format date with date parts increasing in size and separated by slashes after a given date",
     ),
     pytest.param(
-        Property(key="date_only", operator="is_date_exact", value="2021-04-01"), [20, 21], id="can match dates exactly"
+        Property(key="date_only", operator="is_date_exact", value="2021-04-01"),
+        [20, 21],
+        id="can match dates exactly",
     ),
     pytest.param(
-        Property(key="date_only_matched_against_date_and_time", operator="is_date_exact", value="2021-03-31"),
+        Property(
+            key="date_only_matched_against_date_and_time",
+            operator="is_date_exact",
+            value="2021-03-31",
+        ),
         [23, 24],
         id="can match dates exactly against datetimes and unix timestamps",
     ),
     pytest.param(
         Property(
-            key="date_exact_including_seconds_and_milliseconds", operator="is_date_exact", value="2021-03-31 18:12:12"
+            key="date_exact_including_seconds_and_milliseconds",
+            operator="is_date_exact",
+            value="2021-03-31 18:12:12",
         ),
         [25],
         id="can match date times exactly against datetimes with milliseconds",
     ),
     pytest.param(
-        Property(key="date_exact_including_seconds_and_milliseconds", operator="is_date_after", value="2021-03-31"),
+        Property(
+            key="date_exact_including_seconds_and_milliseconds",
+            operator="is_date_after",
+            value="2021-03-31",
+        ),
         [],
         id="can match date only filter after against datetime with milliseconds",
     ),
@@ -1189,7 +1761,8 @@ def test_prop_filter_json_extract(test_events, clean_up_materialised_columns, pr
             [
                 str(uuid)
                 for (uuid,) in sync_execute(
-                    f"SELECT uuid FROM events WHERE team_id = %(team_id)s {query}", {"team_id": team.pk, **params}
+                    f"SELECT uuid FROM events WHERE team_id = %(team_id)s {query}",
+                    {"team_id": team.pk, **params},
                 )
             ]
         )
@@ -1216,7 +1789,8 @@ def test_prop_filter_json_extract_materialized(
             [
                 str(uuid)
                 for (uuid,) in sync_execute(
-                    f"SELECT uuid FROM events WHERE team_id = %(team_id)s {query}", {"team_id": team.pk, **params}
+                    f"SELECT uuid FROM events WHERE team_id = %(team_id)s {query}",
+                    {"team_id": team.pk, **params},
                 )
             ]
         )
@@ -1251,7 +1825,8 @@ def test_prop_filter_json_extract_person_on_events_materialized(
             [
                 str(uuid)
                 for (uuid,) in sync_execute(
-                    f"SELECT uuid FROM events WHERE team_id = %(team_id)s {query}", {"team_id": team.pk, **params}
+                    f"SELECT uuid FROM events WHERE team_id = %(team_id)s {query}",
+                    {"team_id": team.pk, **params},
                 )
             ]
         )
@@ -1276,15 +1851,35 @@ def test_combine_group_properties():
             {
                 "type": "OR",
                 "values": [
-                    {"key": "a", "operator": "exact", "value": ["a", "b", "c"], "type": "event"},
-                    {"key": "b", "operator": "exact", "value": ["d", "e", "f"], "type": "event"},
+                    {
+                        "key": "a",
+                        "operator": "exact",
+                        "value": ["a", "b", "c"],
+                        "type": "event",
+                    },
+                    {
+                        "key": "b",
+                        "operator": "exact",
+                        "value": ["d", "e", "f"],
+                        "type": "event",
+                    },
                 ],
             },
             {
                 "type": "AND",
                 "values": [
-                    {"key": "c", "operator": "exact", "value": ["g", "h", "i"], "type": "event"},
-                    {"key": "d", "operator": "exact", "value": ["j", "k", "l"], "type": "event"},
+                    {
+                        "key": "c",
+                        "operator": "exact",
+                        "value": ["g", "h", "i"],
+                        "type": "event",
+                    },
+                    {
+                        "key": "d",
+                        "operator": "exact",
+                        "value": ["j", "k", "l"],
+                        "type": "event",
+                    },
                 ],
             },
         ],
@@ -1297,15 +1892,35 @@ def test_combine_group_properties():
             {
                 "type": "OR",
                 "values": [
-                    {"key": "a", "operator": "exact", "value": ["a", "b", "c"], "type": "event"},
-                    {"key": "b", "operator": "exact", "value": ["d", "e", "f"], "type": "event"},
+                    {
+                        "key": "a",
+                        "operator": "exact",
+                        "value": ["a", "b", "c"],
+                        "type": "event",
+                    },
+                    {
+                        "key": "b",
+                        "operator": "exact",
+                        "value": ["d", "e", "f"],
+                        "type": "event",
+                    },
                 ],
             },
             {
                 "type": "AND",
                 "values": [
-                    {"key": "c", "operator": "exact", "value": ["g", "h", "i"], "type": "event"},
-                    {"key": "d", "operator": "exact", "value": ["j", "k", "l"], "type": "event"},
+                    {
+                        "key": "c",
+                        "operator": "exact",
+                        "value": ["g", "h", "i"],
+                        "type": "event",
+                    },
+                    {
+                        "key": "d",
+                        "operator": "exact",
+                        "value": ["j", "k", "l"],
+                        "type": "event",
+                    },
                 ],
             },
         ],
@@ -1315,8 +1930,18 @@ def test_combine_group_properties():
     assert combined_group.to_dict() == {
         "type": "OR",
         "values": [
-            {"key": "a", "operator": "exact", "value": ["a", "b", "c"], "type": "event"},
-            {"key": "b", "operator": "exact", "value": ["d", "e", "f"], "type": "event"},
+            {
+                "key": "a",
+                "operator": "exact",
+                "value": ["a", "b", "c"],
+                "type": "event",
+            },
+            {
+                "key": "b",
+                "operator": "exact",
+                "value": ["d", "e", "f"],
+                "type": "event",
+            },
         ],
     }
 
@@ -1326,8 +1951,18 @@ def test_combine_group_properties():
     assert combined_group.to_dict() == {
         "type": "AND",
         "values": [
-            {"key": "c", "operator": "exact", "value": ["g", "h", "i"], "type": "event"},
-            {"key": "d", "operator": "exact", "value": ["j", "k", "l"], "type": "event"},
+            {
+                "key": "c",
+                "operator": "exact",
+                "value": ["g", "h", "i"],
+                "type": "event",
+            },
+            {
+                "key": "d",
+                "operator": "exact",
+                "value": ["j", "k", "l"],
+                "type": "event",
+            },
         ],
     }
 
@@ -1335,25 +1970,79 @@ def test_combine_group_properties():
 def test_session_property_validation():
     # Property key not valid for type session
     with pytest.raises(ValidationError):
-        filter = Filter(data={"properties": [{"type": "session", "key": "some_prop", "value": 0, "operator": "gt"}]})
-        parse_prop_grouped_clauses(team_id=1, property_group=filter.property_groups, hogql_context=filter.hogql_context)
+        filter = Filter(
+            data={
+                "properties": [
+                    {
+                        "type": "session",
+                        "key": "some_prop",
+                        "value": 0,
+                        "operator": "gt",
+                    }
+                ]
+            }
+        )
+        parse_prop_grouped_clauses(
+            team_id=1,
+            property_group=filter.property_groups,
+            hogql_context=filter.hogql_context,
+        )
 
     # Operator not valid for $session_duration
     with pytest.raises(ValidationError):
         filter = Filter(
-            data={"properties": [{"type": "session", "key": "$session_duration", "value": 0, "operator": "is_set"}]}
+            data={
+                "properties": [
+                    {
+                        "type": "session",
+                        "key": "$session_duration",
+                        "value": 0,
+                        "operator": "is_set",
+                    }
+                ]
+            }
+        )
+        parse_prop_grouped_clauses(
+            team_id=1,
+            property_group=filter.property_groups,
+            hogql_context=filter.hogql_context,
         )
-        parse_prop_grouped_clauses(team_id=1, property_group=filter.property_groups, hogql_context=filter.hogql_context)
 
     # Value not valid for $session_duration
     with pytest.raises(ValidationError):
         filter = Filter(
-            data={"properties": [{"type": "session", "key": "$session_duration", "value": "hey", "operator": "gt"}]}
+            data={
+                "properties": [
+                    {
+                        "type": "session",
+                        "key": "$session_duration",
+                        "value": "hey",
+                        "operator": "gt",
+                    }
+                ]
+            }
+        )
+        parse_prop_grouped_clauses(
+            team_id=1,
+            property_group=filter.property_groups,
+            hogql_context=filter.hogql_context,
         )
-        parse_prop_grouped_clauses(team_id=1, property_group=filter.property_groups, hogql_context=filter.hogql_context)
 
     # Valid property values
     filter = Filter(
-        data={"properties": [{"type": "session", "key": "$session_duration", "value": "100", "operator": "gt"}]}
+        data={
+            "properties": [
+                {
+                    "type": "session",
+                    "key": "$session_duration",
+                    "value": "100",
+                    "operator": "gt",
+                }
+            ]
+        }
+    )
+    parse_prop_grouped_clauses(
+        team_id=1,
+        property_group=filter.property_groups,
+        hogql_context=filter.hogql_context,
     )
-    parse_prop_grouped_clauses(team_id=1, property_group=filter.property_groups, hogql_context=filter.hogql_context)
diff --git a/ee/clickhouse/queries/column_optimizer.py b/ee/clickhouse/queries/column_optimizer.py
index 505729b1ea99a..330830f1c2288 100644
--- a/ee/clickhouse/queries/column_optimizer.py
+++ b/ee/clickhouse/queries/column_optimizer.py
@@ -9,7 +9,11 @@
 from posthog.models.filters.stickiness_filter import StickinessFilter
 from posthog.models.filters.utils import GroupTypeIndex
 from posthog.models.property import PropertyIdentifier
-from posthog.models.property.util import box_value, count_hogql_properties, extract_tables_and_properties
+from posthog.models.property.util import (
+    box_value,
+    count_hogql_properties,
+    extract_tables_and_properties,
+)
 from posthog.queries.column_optimizer.foss_column_optimizer import FOSSColumnOptimizer
 from posthog.queries.trends.util import is_series_group_based
 
@@ -52,12 +56,22 @@ def properties_used_in_filter(self) -> TCounter[PropertyIdentifier]:
                 boxed_breakdown = box_value(self.filter.breakdown)
                 for b in boxed_breakdown:
                     if isinstance(b, str):
-                        counter[(b, self.filter.breakdown_type, self.filter.breakdown_group_type_index)] += 1
+                        counter[
+                            (
+                                b,
+                                self.filter.breakdown_type,
+                                self.filter.breakdown_group_type_index,
+                            )
+                        ] += 1
             elif self.filter.breakdown_type == "group":
                 # :TRICKY: We only support string breakdown for group properties
                 assert isinstance(self.filter.breakdown, str)
                 counter[
-                    (self.filter.breakdown, self.filter.breakdown_type, self.filter.breakdown_group_type_index)
+                    (
+                        self.filter.breakdown,
+                        self.filter.breakdown_type,
+                        self.filter.breakdown_group_type_index,
+                    )
                 ] += 1
             elif self.filter.breakdown_type == "hogql":
                 if isinstance(self.filter.breakdown, list):
@@ -72,7 +86,13 @@ def properties_used_in_filter(self) -> TCounter[PropertyIdentifier]:
                 if breakdown["type"] == "hogql":
                     counter = count_hogql_properties(breakdown["property"], counter)
                 else:
-                    counter[(breakdown["property"], breakdown["type"], self.filter.breakdown_group_type_index)] += 1
+                    counter[
+                        (
+                            breakdown["property"],
+                            breakdown["type"],
+                            self.filter.breakdown_group_type_index,
+                        )
+                    ] += 1
 
         # Both entities and funnel exclusions can contain nested property filters
         for entity in self.entities_used_in_filter():
@@ -104,7 +124,6 @@ def properties_used_in_filter(self) -> TCounter[PropertyIdentifier]:
             and self.filter.correlation_type == FunnelCorrelationType.PROPERTIES
             and self.filter.correlation_property_names
         ):
-
             if self.filter.aggregation_group_type_index is not None:
                 for prop_value in self.filter.correlation_property_names:
                     counter[(prop_value, "group", self.filter.aggregation_group_type_index)] += 1
diff --git a/ee/clickhouse/queries/enterprise_cohort_query.py b/ee/clickhouse/queries/enterprise_cohort_query.py
index c0d4f8d8b9462..a007b54903bdd 100644
--- a/ee/clickhouse/queries/enterprise_cohort_query.py
+++ b/ee/clickhouse/queries/enterprise_cohort_query.py
@@ -43,7 +43,6 @@ def check_negation_clause(prop: PropertyGroup) -> Tuple[bool, bool]:
 
 class EnterpriseCohortQuery(FOSSCohortQuery):
     def get_query(self) -> Tuple[str, Dict[str, Any]]:
-
         if not self._outer_property_groups:
             # everything is pushed down, no behavioral stuff to do
             # thus, use personQuery directly
@@ -56,11 +55,19 @@ def get_query(self) -> Tuple[str, Dict[str, Any]]:
         subq = []
 
         if self.sequence_filters_to_query:
-            sequence_query, sequence_params, sequence_query_alias = self._get_sequence_query()
+            (
+                sequence_query,
+                sequence_params,
+                sequence_query_alias,
+            ) = self._get_sequence_query()
             subq.append((sequence_query, sequence_query_alias))
             self.params.update(sequence_params)
         else:
-            behavior_subquery, behavior_subquery_params, behavior_query_alias = self._get_behavior_subquery()
+            (
+                behavior_subquery,
+                behavior_subquery_params,
+                behavior_query_alias,
+            ) = self._get_behavior_subquery()
             subq.append((behavior_subquery, behavior_query_alias))
             self.params.update(behavior_subquery_params)
 
@@ -81,7 +88,6 @@ def get_query(self) -> Tuple[str, Dict[str, Any]]:
         return final_query, self.params
 
     def _get_condition_for_property(self, prop: Property, prepend: str, idx: int) -> Tuple[str, Dict[str, Any]]:
-
         res: str = ""
         params: Dict[str, Any] = {}
 
@@ -139,7 +145,11 @@ def get_stopped_performing_event(self, prop: Property, prepend: str, idx: int) -
 
         return (
             f"{'NOT' if prop.negation else ''} {column_name}",
-            {f"{date_param}": date_value, f"{seq_date_param}": seq_date_value, **entity_params},
+            {
+                f"{date_param}": date_value,
+                f"{seq_date_param}": seq_date_value,
+                **entity_params,
+            },
         )
 
     def get_restarted_performing_event(self, prop: Property, prepend: str, idx: int) -> Tuple[str, Dict[str, Any]]:
@@ -174,7 +184,11 @@ def get_restarted_performing_event(self, prop: Property, prepend: str, idx: int)
 
         return (
             f"{'NOT' if prop.negation else ''} {column_name}",
-            {f"{date_param}": date_value, f"{seq_date_param}": seq_date_value, **entity_params},
+            {
+                f"{date_param}": date_value,
+                f"{seq_date_param}": seq_date_value,
+                **entity_params,
+            },
         )
 
     def get_performed_event_first_time(self, prop: Property, prepend: str, idx: int) -> Tuple[str, Dict[str, Any]]:
@@ -193,7 +207,10 @@ def get_performed_event_first_time(self, prop: Property, prepend: str, idx: int)
 
         self._fields.append(field)
 
-        return (f"{'NOT' if prop.negation else ''} {column_name}", {f"{date_param}": date_value, **entity_params})
+        return (
+            f"{'NOT' if prop.negation else ''} {column_name}",
+            {f"{date_param}": date_value, **entity_params},
+        )
 
     def get_performed_event_regularly(self, prop: Property, prepend: str, idx: int) -> Tuple[str, Dict[str, Any]]:
         event = (prop.event_type, prop.key)
@@ -243,7 +260,10 @@ def get_performed_event_regularly(self, prop: Property, prepend: str, idx: int)
 
         self._fields.append(field)
 
-        return (f"{'NOT' if prop.negation else ''} {column_name}", {**entity_params, **params})
+        return (
+            f"{'NOT' if prop.negation else ''} {column_name}",
+            {**entity_params, **params},
+        )
 
     @cached_property
     def sequence_filters_to_query(self) -> List[Property]:
@@ -264,7 +284,13 @@ def _get_sequence_query(self) -> Tuple[str, Dict[str, Any], str]:
         params = {}
 
         materialized_columns = list(self._column_optimizer.event_columns_to_query)
-        names = ["event", "properties", "distinct_id", "timestamp", *materialized_columns]
+        names = [
+            "event",
+            "properties",
+            "distinct_id",
+            "timestamp",
+            *materialized_columns,
+        ]
 
         person_prop_query = ""
         person_prop_params: dict = {}
@@ -277,7 +303,12 @@ def _get_sequence_query(self) -> Tuple[str, Dict[str, Any], str]:
         _intermediate_fields.extend(names)
 
         for idx, prop in enumerate(self.sequence_filters_to_query):
-            step_cols, intermediate_cols, aggregate_cols, seq_params = self._get_sequence_filter(prop, idx)
+            (
+                step_cols,
+                intermediate_cols,
+                aggregate_cols,
+                seq_params,
+            ) = self._get_sequence_filter(prop, idx)
             _inner_fields.extend(step_cols)
             _intermediate_fields.extend(intermediate_cols)
             _outer_fields.extend(aggregate_cols)
@@ -316,7 +347,12 @@ def _get_sequence_query(self) -> Tuple[str, Dict[str, Any], str]:
         """
         return (
             outer_query,
-            {"team_id": self._team_id, event_param_name: self._events, **params, **person_prop_params},
+            {
+                "team_id": self._team_id,
+                event_param_name: self._events,
+                **params,
+                **person_prop_params,
+            },
             self.FUNNEL_QUERY_ALIAS,
         )
 
@@ -359,10 +395,21 @@ def _get_sequence_filter(self, prop: Property, idx: int) -> Tuple[List[str], Lis
         )
         step_cols.append(f"if({event_prepend}_step_1 = 1, timestamp, null) AS {event_prepend}_latest_1")
 
-        return step_cols, condition_cols, aggregate_cols, {**entity_params, **seq_entity_params}
+        return (
+            step_cols,
+            condition_cols,
+            aggregate_cols,
+            {
+                **entity_params,
+                **seq_entity_params,
+            },
+        )
 
     def get_performed_event_sequence(self, prop: Property, prepend: str, idx: int) -> Tuple[str, Dict[str, Any]]:
-        return f"{self.SEQUENCE_FIELD_ALIAS}_{self.sequence_filters_lookup[str(prop.to_dict())]}", {}
+        return (
+            f"{self.SEQUENCE_FIELD_ALIAS}_{self.sequence_filters_lookup[str(prop.to_dict())]}",
+            {},
+        )
 
     # Check if negations are always paired with a positive filter
     # raise a value error warning that this is an invalid cohort
diff --git a/ee/clickhouse/queries/event_query.py b/ee/clickhouse/queries/event_query.py
index a4e21bab3b222..3e57be3e3892f 100644
--- a/ee/clickhouse/queries/event_query.py
+++ b/ee/clickhouse/queries/event_query.py
@@ -21,7 +21,12 @@ class EnterpriseEventQuery(EventQuery):
     def __init__(
         self,
         filter: Union[
-            Filter, PathFilter, RetentionFilter, StickinessFilter, SessionRecordingsFilter, PropertiesTimelineFilter
+            Filter,
+            PathFilter,
+            RetentionFilter,
+            StickinessFilter,
+            SessionRecordingsFilter,
+            PropertiesTimelineFilter,
         ],
         team: Team,
         round_interval=False,
@@ -55,5 +60,8 @@ def _get_groups_query(self) -> Tuple[str, Dict]:
         if isinstance(self._filter, PropertiesTimelineFilter):
             raise Exception("Properties Timeline never needs groups query")
         return GroupsJoinQuery(
-            self._filter, self._team_id, self._column_optimizer, person_on_events_mode=self._person_on_events_mode
+            self._filter,
+            self._team_id,
+            self._column_optimizer,
+            person_on_events_mode=self._person_on_events_mode,
         ).get_join_query()
diff --git a/ee/clickhouse/queries/experiments/funnel_experiment_result.py b/ee/clickhouse/queries/experiments/funnel_experiment_result.py
index b41ba454e2f0c..4044bcfd6ac7a 100644
--- a/ee/clickhouse/queries/experiments/funnel_experiment_result.py
+++ b/ee/clickhouse/queries/experiments/funnel_experiment_result.py
@@ -115,7 +115,11 @@ def get_variants(self, funnel_results):
             failure = total - success
             breakdown_value = result[0]["breakdown_value"][0]
             if breakdown_value == CONTROL_VARIANT_KEY:
-                control_variant = Variant(key=breakdown_value, success_count=int(success), failure_count=int(failure))
+                control_variant = Variant(
+                    key=breakdown_value,
+                    success_count=int(success),
+                    failure_count=int(failure),
+                )
             else:
                 test_variants.append(Variant(breakdown_value, int(success), int(failure)))
 
@@ -123,7 +127,9 @@ def get_variants(self, funnel_results):
 
     @staticmethod
     def calculate_results(
-        control_variant: Variant, test_variants: List[Variant], priors: Tuple[int, int] = (1, 1)
+        control_variant: Variant,
+        test_variants: List[Variant],
+        priors: Tuple[int, int] = (1, 1),
     ) -> List[Probability]:
         """
         Calculates probability that A is better than B. First variant is control, rest are test variants.
@@ -144,16 +150,24 @@ def calculate_results(
             raise ValidationError("No control variant data found", code="no_data")
 
         if len(test_variants) >= 10:
-            raise ValidationError("Can't calculate A/B test results for more than 10 variants", code="too_much_data")
+            raise ValidationError(
+                "Can't calculate A/B test results for more than 10 variants",
+                code="too_much_data",
+            )
 
         if len(test_variants) < 1:
-            raise ValidationError("Can't calculate A/B test results for less than 2 variants", code="no_data")
+            raise ValidationError(
+                "Can't calculate A/B test results for less than 2 variants",
+                code="no_data",
+            )
 
         return calculate_probability_of_winning_for_each([control_variant, *test_variants])
 
     @staticmethod
     def are_results_significant(
-        control_variant: Variant, test_variants: List[Variant], probabilities: List[Probability]
+        control_variant: Variant,
+        test_variants: List[Variant],
+        probabilities: List[Probability],
     ) -> Tuple[ExperimentSignificanceCode, Probability]:
         control_sample_size = control_variant.success_count + control_variant.failure_count
 
@@ -174,7 +188,8 @@ def are_results_significant(
             return ExperimentSignificanceCode.LOW_WIN_PROBABILITY, 1
 
         best_test_variant = max(
-            test_variants, key=lambda variant: variant.success_count / (variant.success_count + variant.failure_count)
+            test_variants,
+            key=lambda variant: variant.success_count / (variant.success_count + variant.failure_count),
         )
 
         expected_loss = calculate_expected_loss(best_test_variant, [control_variant])
@@ -207,12 +222,16 @@ def calculate_expected_loss(target_variant: Variant, variants: List[Variant]) ->
         # Get `N=simulations` samples from a Beta distribution with alpha = prior_success + variant_sucess,
         # and beta = prior_failure + variant_failure
         samples = random_sampler.beta(
-            variant.success_count + prior_success, variant.failure_count + prior_failure, simulations_count
+            variant.success_count + prior_success,
+            variant.failure_count + prior_failure,
+            simulations_count,
         )
         variant_samples.append(samples)
 
     target_variant_samples = random_sampler.beta(
-        target_variant.success_count + prior_success, target_variant.failure_count + prior_failure, simulations_count
+        target_variant.success_count + prior_success,
+        target_variant.failure_count + prior_failure,
+        simulations_count,
     )
 
     loss = 0
@@ -234,12 +253,16 @@ def simulate_winning_variant_for_conversion(target_variant: Variant, variants: L
         # Get `N=simulations` samples from a Beta distribution with alpha = prior_success + variant_sucess,
         # and beta = prior_failure + variant_failure
         samples = random_sampler.beta(
-            variant.success_count + prior_success, variant.failure_count + prior_failure, simulations_count
+            variant.success_count + prior_success,
+            variant.failure_count + prior_failure,
+            simulations_count,
         )
         variant_samples.append(samples)
 
     target_variant_samples = random_sampler.beta(
-        target_variant.success_count + prior_success, target_variant.failure_count + prior_failure, simulations_count
+        target_variant.success_count + prior_success,
+        target_variant.failure_count + prior_failure,
+        simulations_count,
     )
 
     winnings = 0
@@ -256,7 +279,10 @@ def calculate_probability_of_winning_for_each(variants: List[Variant]) -> List[P
     Calculates the probability of winning for each variant.
     """
     if len(variants) > 10:
-        raise ValidationError("Can't calculate A/B test results for more than 10 variants", code="too_much_data")
+        raise ValidationError(
+            "Can't calculate A/B test results for more than 10 variants",
+            code="too_much_data",
+        )
 
     probabilities = []
     # simulate winning for each test variant
diff --git a/ee/clickhouse/queries/experiments/secondary_experiment_result.py b/ee/clickhouse/queries/experiments/secondary_experiment_result.py
index 476e09dfd7c73..db4d03d8845fe 100644
--- a/ee/clickhouse/queries/experiments/secondary_experiment_result.py
+++ b/ee/clickhouse/queries/experiments/secondary_experiment_result.py
@@ -3,7 +3,9 @@
 from zoneinfo import ZoneInfo
 
 from rest_framework.exceptions import ValidationError
-from ee.clickhouse.queries.experiments.trend_experiment_result import uses_math_aggregation_by_user_or_property_value
+from ee.clickhouse.queries.experiments.trend_experiment_result import (
+    uses_math_aggregation_by_user_or_property_value,
+)
 
 from posthog.constants import INSIGHT_FUNNELS, INSIGHT_TRENDS, TRENDS_CUMULATIVE
 from posthog.models.feature_flag import FeatureFlag
diff --git a/ee/clickhouse/queries/experiments/test_experiment_result.py b/ee/clickhouse/queries/experiments/test_experiment_result.py
index 3cfd44f5a2019..d7a45509d3700 100644
--- a/ee/clickhouse/queries/experiments/test_experiment_result.py
+++ b/ee/clickhouse/queries/experiments/test_experiment_result.py
@@ -10,8 +10,12 @@
     Variant,
     calculate_expected_loss,
 )
-from ee.clickhouse.queries.experiments.trend_experiment_result import ClickhouseTrendExperimentResult
-from ee.clickhouse.queries.experiments.trend_experiment_result import Variant as CountVariant
+from ee.clickhouse.queries.experiments.trend_experiment_result import (
+    ClickhouseTrendExperimentResult,
+)
+from ee.clickhouse.queries.experiments.trend_experiment_result import (
+    Variant as CountVariant,
+)
 from ee.clickhouse.queries.experiments.trend_experiment_result import calculate_p_value
 from posthog.constants import ExperimentSignificanceCode
 
@@ -40,7 +44,12 @@ def calculate_probability_of_winning_for_target(target_variant: Variant, other_v
 
     elif len(variants) == 2:
         return probability_C_beats_A_and_B(
-            variants[0][0], variants[0][1], variants[1][0], variants[1][1], target[0], target[1]
+            variants[0][0],
+            variants[0][1],
+            variants[1][0],
+            variants[1][1],
+            target[0],
+            target[1],
         )
 
     elif len(variants) == 3:
@@ -72,9 +81,13 @@ def probability_B_beats_A(A_success: int, A_failure: int, B_success: int, B_fail
 
 
 def probability_C_beats_A_and_B(
-    A_success: int, A_failure: int, B_success: int, B_failure: int, C_success: int, C_failure: int
+    A_success: int,
+    A_failure: int,
+    B_success: int,
+    B_failure: int,
+    C_success: int,
+    C_failure: int,
 ):
-
     total: Probability = 0
     for i in range(A_success):
         for j in range(B_success):
@@ -110,7 +123,10 @@ def probability_D_beats_A_B_and_C(
         for j in range(B_success):
             for k in range(C_success):
                 total += exp(
-                    logbeta(D_success + i + j + k, D_failure + A_failure + B_failure + C_failure)
+                    logbeta(
+                        D_success + i + j + k,
+                        D_failure + A_failure + B_failure + C_failure,
+                    )
                     - log(A_failure + i)
                     - log(B_failure + j)
                     - log(C_failure + k)
@@ -135,7 +151,6 @@ def probability_D_beats_A_B_and_C(
 @flaky(max_runs=10, min_passes=1)
 class TestFunnelExperimentCalculator(unittest.TestCase):
     def test_calculate_results(self):
-
         variant_test = Variant("A", 100, 10)
         variant_control = Variant("B", 100, 18)
 
@@ -177,7 +192,9 @@ def test_calculate_results_for_two_test_variants(self):
         self.assertAlmostEqual(probabilities[0], alternative_probability_for_control, places=2)
 
         self.assertAlmostEqual(
-            calculate_expected_loss(variant_test_2, [variant_control, variant_test_1]), 0.0004, places=3
+            calculate_expected_loss(variant_test_2, [variant_control, variant_test_1]),
+            0.0004,
+            places=3,
         )
 
         # this loss only checks variant 2 against control
@@ -206,7 +223,9 @@ def test_calculate_results_for_two_test_variants_almost_equal(self):
         self.assertAlmostEqual(probabilities[0], alternative_probability_for_control, places=1)
 
         self.assertAlmostEqual(
-            calculate_expected_loss(variant_test_2, [variant_control, variant_test_1]), 0.022, places=2
+            calculate_expected_loss(variant_test_2, [variant_control, variant_test_1]),
+            0.022,
+            places=2,
         )
 
         significant, loss = ClickhouseFunnelExperimentResult.are_results_significant(
@@ -254,11 +273,15 @@ def test_calculate_results_for_three_test_variants(self):
         self.assertAlmostEqual(probabilities[0], alternative_probability_for_control, places=1)
 
         self.assertAlmostEqual(
-            calculate_expected_loss(variant_test_2, [variant_control, variant_test_1, variant_test_3]), 0.0004, places=2
+            calculate_expected_loss(variant_test_2, [variant_control, variant_test_1, variant_test_3]),
+            0.0004,
+            places=2,
         )
 
         significant, loss = ClickhouseFunnelExperimentResult.are_results_significant(
-            variant_control, [variant_test_1, variant_test_2, variant_test_3], probabilities
+            variant_control,
+            [variant_test_1, variant_test_2, variant_test_3],
+            probabilities,
         )
         self.assertAlmostEqual(loss, 0.0004, places=2)
         self.assertEqual(significant, ExperimentSignificanceCode.SIGNIFICANT)
@@ -284,7 +307,9 @@ def test_calculate_results_for_three_test_variants_almost_equal(self):
         self.assertAlmostEqual(probabilities[0], alternative_probability_for_control, places=1)
 
         self.assertAlmostEqual(
-            calculate_expected_loss(variant_test_2, [variant_control, variant_test_1, variant_test_3]), 0.033, places=2
+            calculate_expected_loss(variant_test_2, [variant_control, variant_test_1, variant_test_3]),
+            0.033,
+            places=2,
         )
 
         # passing in artificial probabilities to subvert the low_probability threshold
@@ -311,7 +336,9 @@ def test_calculate_results_for_three_test_variants_much_better_than_control(self
         self.assertAlmostEqual(probabilities[0], alternative_probability_for_control, places=1)
 
         significant, loss = ClickhouseFunnelExperimentResult.are_results_significant(
-            variant_control, [variant_test_1, variant_test_2, variant_test_3], probabilities
+            variant_control,
+            [variant_test_1, variant_test_2, variant_test_3],
+            probabilities,
         )
         self.assertAlmostEqual(loss, 0, places=2)
         self.assertEqual(significant, ExperimentSignificanceCode.SIGNIFICANT)
@@ -398,7 +425,12 @@ def calculate_probability_of_winning_for_target_count_data(
 
     elif len(variants) == 2:
         return probability_C_beats_A_and_B_count_data(
-            variants[0][0], variants[0][1], variants[1][0], variants[1][1], target[0], target[1]
+            variants[0][0],
+            variants[0][1],
+            variants[1][0],
+            variants[1][1],
+            target[0],
+            target[1],
         )
     else:
         return 0
@@ -419,7 +451,12 @@ def probability_B_beats_A_count_data(A_count: int, A_exposure: float, B_count: i
 
 
 def probability_C_beats_A_and_B_count_data(
-    A_count: int, A_exposure: float, B_count: int, B_exposure: float, C_count: int, C_exposure: float
+    A_count: int,
+    A_exposure: float,
+    B_count: int,
+    B_exposure: float,
+    C_count: int,
+    C_exposure: float,
 ) -> Probability:
     total: Probability = 0
 
diff --git a/ee/clickhouse/queries/experiments/test_utils.py b/ee/clickhouse/queries/experiments/test_utils.py
index eac2913e994a7..ab99819cd1e43 100644
--- a/ee/clickhouse/queries/experiments/test_utils.py
+++ b/ee/clickhouse/queries/experiments/test_utils.py
@@ -35,10 +35,16 @@ def test_with_feature_flag_properties_on_events(self):
             team=self.team,
             events_by_person={
                 "person1": [
-                    {"event": "user signed up", "properties": {"$os": "Windows", "$feature/aloha": "control"}},
+                    {
+                        "event": "user signed up",
+                        "properties": {"$os": "Windows", "$feature/aloha": "control"},
+                    },
                 ],
                 "person2": [
-                    {"event": "user signed up", "properties": {"$os": "Windows", "$feature/aloha": "test"}},
+                    {
+                        "event": "user signed up",
+                        "properties": {"$os": "Windows", "$feature/aloha": "test"},
+                    },
                 ],
             },
         )
@@ -57,10 +63,22 @@ def test_with_no_feature_flag_properties_on_actions(self):
         ActionStep.objects.create(
             action=action_credit_card,
             event="paid",
-            properties=[{"key": "$os", "type": "event", "value": ["Windows"], "operator": "exact"}],
+            properties=[
+                {
+                    "key": "$os",
+                    "type": "event",
+                    "value": ["Windows"],
+                    "operator": "exact",
+                }
+            ],
         )
 
-        ActionStep.objects.create(action=action_credit_card, event="$autocapture", tag_name="button", text="Pay $10")
+        ActionStep.objects.create(
+            action=action_credit_card,
+            event="$autocapture",
+            tag_name="button",
+            text="Pay $10",
+        )
 
         filter = Filter(
             data={
@@ -95,7 +113,14 @@ def test_with_feature_flag_properties_on_actions(self):
         ActionStep.objects.create(
             action=action_credit_card,
             event="paid",
-            properties=[{"key": "$os", "type": "event", "value": ["Windows"], "operator": "exact"}],
+            properties=[
+                {
+                    "key": "$os",
+                    "type": "event",
+                    "value": ["Windows"],
+                    "operator": "exact",
+                }
+            ],
         )
 
         filter = Filter(
@@ -116,7 +141,10 @@ def test_with_feature_flag_properties_on_actions(self):
                     {"event": "paid", "properties": {"$os": "Windows"}},
                 ],
                 "person2": [
-                    {"event": "paid", "properties": {"$os": "Windows", "$feature/aloha": "test"}},
+                    {
+                        "event": "paid",
+                        "properties": {"$os": "Windows", "$feature/aloha": "test"},
+                    },
                 ],
                 "person3": [
                     {"event": "user signed up", "properties": {"$os": "Windows"}},
diff --git a/ee/clickhouse/queries/experiments/trend_experiment_result.py b/ee/clickhouse/queries/experiments/trend_experiment_result.py
index 9252e6533ef7a..1cac73b3d6b85 100644
--- a/ee/clickhouse/queries/experiments/trend_experiment_result.py
+++ b/ee/clickhouse/queries/experiments/trend_experiment_result.py
@@ -101,7 +101,14 @@ def __init__(
                 "explicit_date": True,
                 "breakdown": breakdown_key,
                 "breakdown_type": "event",
-                "properties": [{"key": breakdown_key, "value": variants, "operator": "exact", "type": "event"}],
+                "properties": [
+                    {
+                        "key": breakdown_key,
+                        "value": variants,
+                        "operator": "exact",
+                        "type": "event",
+                    }
+                ],
                 # :TRICKY: We don't use properties set on filters, instead using experiment variant options
             }
         )
@@ -148,7 +155,14 @@ def __init__(
                         "explicit_date": True,
                         "breakdown": breakdown_key,
                         "breakdown_type": "event",
-                        "properties": [{"key": breakdown_key, "value": variants, "operator": "exact", "type": "event"}],
+                        "properties": [
+                            {
+                                "key": breakdown_key,
+                                "value": variants,
+                                "operator": "exact",
+                                "type": "event",
+                            }
+                        ],
                     }
                 )
             else:
@@ -171,8 +185,18 @@ def __init__(
                         "breakdown_type": "event",
                         "breakdown": "$feature_flag_response",
                         "properties": [
-                            {"key": "$feature_flag_response", "value": variants, "operator": "exact", "type": "event"},
-                            {"key": "$feature_flag", "value": [feature_flag.key], "operator": "exact", "type": "event"},
+                            {
+                                "key": "$feature_flag_response",
+                                "value": variants,
+                                "operator": "exact",
+                                "type": "event",
+                            },
+                            {
+                                "key": "$feature_flag",
+                                "value": [feature_flag.key],
+                                "operator": "exact",
+                                "type": "event",
+                            },
                         ],
                     }
                 )
@@ -272,16 +296,24 @@ def calculate_results(control_variant: Variant, test_variants: List[Variant]) ->
             raise ValidationError("No control variant data found", code="no_data")
 
         if len(test_variants) >= 10:
-            raise ValidationError("Can't calculate A/B test results for more than 10 variants", code="too_much_data")
+            raise ValidationError(
+                "Can't calculate A/B test results for more than 10 variants",
+                code="too_much_data",
+            )
 
         if len(test_variants) < 1:
-            raise ValidationError("Can't calculate A/B test results for less than 2 variants", code="no_data")
+            raise ValidationError(
+                "Can't calculate A/B test results for less than 2 variants",
+                code="no_data",
+            )
 
         return calculate_probability_of_winning_for_each([control_variant, *test_variants])
 
     @staticmethod
     def are_results_significant(
-        control_variant: Variant, test_variants: List[Variant], probabilities: List[Probability]
+        control_variant: Variant,
+        test_variants: List[Variant],
+        probabilities: List[Probability],
     ) -> Tuple[ExperimentSignificanceCode, Probability]:
         # TODO: Experiment with Expected Loss calculations for trend experiments
 
@@ -339,7 +371,10 @@ def calculate_probability_of_winning_for_each(variants: List[Variant]) -> List[P
     """
 
     if len(variants) > 10:
-        raise ValidationError("Can't calculate A/B test results for more than 10 variants", code="too_much_data")
+        raise ValidationError(
+            "Can't calculate A/B test results for more than 10 variants",
+            code="too_much_data",
+        )
 
     probabilities = []
     # simulate winning for each test variant
@@ -393,5 +428,8 @@ def calculate_p_value(control_variant: Variant, test_variants: List[Variant]) ->
     best_test_variant = max(test_variants, key=lambda variant: variant.count)
 
     return poisson_p_value(
-        control_variant.count, control_variant.exposure, best_test_variant.count, best_test_variant.exposure
+        control_variant.count,
+        control_variant.exposure,
+        best_test_variant.count,
+        best_test_variant.exposure,
     )
diff --git a/ee/clickhouse/queries/experiments/utils.py b/ee/clickhouse/queries/experiments/utils.py
index 092d779383c79..1a11df125c4ce 100644
--- a/ee/clickhouse/queries/experiments/utils.py
+++ b/ee/clickhouse/queries/experiments/utils.py
@@ -8,7 +8,6 @@
 
 
 def requires_flag_warning(filter: Filter, team: Team) -> bool:
-
     date_params = {}
     query_date_range = QueryDateRange(filter=filter, team=team, should_round=False)
     parsed_date_from, date_from_params = query_date_range.date_from
diff --git a/ee/clickhouse/queries/funnels/funnel_correlation.py b/ee/clickhouse/queries/funnels/funnel_correlation.py
index fe347862f9a73..00ebb685dc416 100644
--- a/ee/clickhouse/queries/funnels/funnel_correlation.py
+++ b/ee/clickhouse/queries/funnels/funnel_correlation.py
@@ -18,7 +18,11 @@
 from ee.clickhouse.queries.column_optimizer import EnterpriseColumnOptimizer
 from ee.clickhouse.queries.groups_join_query import GroupsJoinQuery
 from posthog.clickhouse.materialized_columns import get_materialized_columns
-from posthog.constants import AUTOCAPTURE_EVENT, TREND_FILTER_TYPE_ACTIONS, FunnelCorrelationType
+from posthog.constants import (
+    AUTOCAPTURE_EVENT,
+    TREND_FILTER_TYPE_ACTIONS,
+    FunnelCorrelationType,
+)
 from posthog.models.element.element import chain_to_elements
 from posthog.models.event.util import ElementSerializer
 from posthog.models.filters import Filter
@@ -96,7 +100,6 @@ class EventContingencyTable:
 
 
 class FunnelCorrelation:
-
     TOTAL_IDENTIFIER = "Total_Values_In_Query"
     ELEMENTS_DIVIDER = "__~~__"
     AUTOCAPTURE_EVENT_TYPE = "$event_type"
@@ -168,7 +171,10 @@ def properties_to_include(self) -> List[str]:
                         return [f"group{self._filter.aggregation_group_type_index}_properties"]
 
                     possible_mat_col = mat_event_cols.get(
-                        (property_name, f"group{self._filter.aggregation_group_type_index}_properties")
+                        (
+                            property_name,
+                            f"group{self._filter.aggregation_group_type_index}_properties",
+                        )
                     )
                     if possible_mat_col is not None:
                         props_to_include.append(possible_mat_col)
@@ -210,7 +216,6 @@ def get_contingency_table_query(self) -> Tuple[str, Dict[str, Any]]:
         return self.get_event_query()
 
     def get_event_query(self) -> Tuple[str, Dict[str, Any]]:
-
         funnel_persons_query, funnel_persons_params = self.get_funnel_actors_cte()
 
         event_join_query = self._get_events_join_query()
@@ -274,7 +279,6 @@ def get_event_query(self) -> Tuple[str, Dict[str, Any]]:
         return query, params
 
     def get_event_property_query(self) -> Tuple[str, Dict[str, Any]]:
-
         if not self._filter.correlation_event_names:
             raise ValidationError("Event Property Correlation expects atleast one event name to run correlation on")
 
@@ -284,7 +288,10 @@ def get_event_property_query(self) -> Tuple[str, Dict[str, Any]]:
 
         if self.support_autocapture_elements():
             event_type_expression, _ = get_property_string_expr(
-                "events", self.AUTOCAPTURE_EVENT_TYPE, f"'{self.AUTOCAPTURE_EVENT_TYPE}'", "properties"
+                "events",
+                self.AUTOCAPTURE_EVENT_TYPE,
+                f"'{self.AUTOCAPTURE_EVENT_TYPE}'",
+                "properties",
             )
             array_join_query = f"""
                 'elements_chain' as prop_key,
@@ -352,7 +359,6 @@ def get_event_property_query(self) -> Tuple[str, Dict[str, Any]]:
         return query, params
 
     def get_properties_query(self) -> Tuple[str, Dict[str, Any]]:
-
         if not self._filter.correlation_property_names:
             raise ValidationError("Property Correlation expects atleast one Property to run correlation on")
 
@@ -360,7 +366,10 @@ def get_properties_query(self) -> Tuple[str, Dict[str, Any]]:
 
         person_prop_query, person_prop_params = self._get_properties_prop_clause()
 
-        aggregation_join_query, aggregation_join_params = self._get_aggregation_join_query()
+        (
+            aggregation_join_query,
+            aggregation_join_params,
+        ) = self._get_aggregation_join_query()
 
         query = f"""
             WITH
@@ -426,7 +435,6 @@ def get_properties_query(self) -> Tuple[str, Dict[str, Any]]:
         return query, params
 
     def _get_aggregation_target_join_query(self) -> str:
-
         if self._team.person_on_events_mode == PersonOnEventsMode.V1_ENABLED:
             aggregation_person_join = f"""
                 JOIN funnel_actors as actors
@@ -498,7 +506,9 @@ def _get_aggregation_join_query(self):
                 return "", {}
 
             person_query, person_query_params = PersonQuery(
-                self._filter, self._team.pk, EnterpriseColumnOptimizer(self._filter, self._team.pk)
+                self._filter,
+                self._team.pk,
+                EnterpriseColumnOptimizer(self._filter, self._team.pk),
             ).get_query()
 
             return (
@@ -512,7 +522,6 @@ def _get_aggregation_join_query(self):
             return GroupsJoinQuery(self._filter, self._team.pk, join_key="funnel_actors.actor_id").get_join_query()
 
     def _get_properties_prop_clause(self):
-
         if self._team.person_on_events_mode != PersonOnEventsMode.DISABLED and groups_on_events_querying_enabled():
             group_properties_field = f"group{self._filter.aggregation_group_type_index}_properties"
             aggregation_properties_alias = (
@@ -640,7 +649,11 @@ def _run(self) -> Tuple[List[EventOddsRatio], bool]:
         """
         self._filter.team = self._team
 
-        event_contingency_tables, success_total, failure_total = self.get_partial_event_contingency_tables()
+        (
+            event_contingency_tables,
+            success_total,
+            failure_total,
+        ) = self.get_partial_event_contingency_tables()
 
         success_total = int(correct_result_for_sampling(success_total, self._filter.sampling_factor))
         failure_total = int(correct_result_for_sampling(failure_total, self._filter.sampling_factor))
@@ -678,7 +691,10 @@ def _run(self) -> Tuple[List[EventOddsRatio], bool]:
         return events, skewed_totals
 
     def construct_people_url(
-        self, success: bool, event_definition: EventDefinition, cache_invalidation_key: str
+        self,
+        success: bool,
+        event_definition: EventDefinition,
+        cache_invalidation_key: str,
     ) -> Optional[str]:
         """
         Given an event_definition and success/failure flag, returns a url that
@@ -688,23 +704,32 @@ def construct_people_url(
         """
         if not self._filter.correlation_type or self._filter.correlation_type == FunnelCorrelationType.EVENTS:
             return self.construct_event_correlation_people_url(
-                success=success, event_definition=event_definition, cache_invalidation_key=cache_invalidation_key
+                success=success,
+                event_definition=event_definition,
+                cache_invalidation_key=cache_invalidation_key,
             )
 
         elif self._filter.correlation_type == FunnelCorrelationType.EVENT_WITH_PROPERTIES:
             return self.construct_event_with_properties_people_url(
-                success=success, event_definition=event_definition, cache_invalidation_key=cache_invalidation_key
+                success=success,
+                event_definition=event_definition,
+                cache_invalidation_key=cache_invalidation_key,
             )
 
         elif self._filter.correlation_type == FunnelCorrelationType.PROPERTIES:
             return self.construct_person_properties_people_url(
-                success=success, event_definition=event_definition, cache_invalidation_key=cache_invalidation_key
+                success=success,
+                event_definition=event_definition,
+                cache_invalidation_key=cache_invalidation_key,
             )
 
         return None
 
     def construct_event_correlation_people_url(
-        self, success: bool, event_definition: EventDefinition, cache_invalidation_key: str
+        self,
+        success: bool,
+        event_definition: EventDefinition,
+        cache_invalidation_key: str,
     ) -> str:
         # NOTE: we need to convert certain params to strings. I don't think this
         # class should need to know these details, but shallow_clone is
@@ -714,13 +739,19 @@ def construct_event_correlation_people_url(
         params = self._filter.shallow_clone(
             {
                 "funnel_correlation_person_converted": "true" if success else "false",
-                "funnel_correlation_person_entity": {"id": event_definition["event"], "type": "events"},
+                "funnel_correlation_person_entity": {
+                    "id": event_definition["event"],
+                    "type": "events",
+                },
             }
         ).to_params()
         return f"{self._base_uri}api/person/funnel/correlation/?{urllib.parse.urlencode(params)}&cache_invalidation_key={cache_invalidation_key}"
 
     def construct_event_with_properties_people_url(
-        self, success: bool, event_definition: EventDefinition, cache_invalidation_key: str
+        self,
+        success: bool,
+        event_definition: EventDefinition,
+        cache_invalidation_key: str,
     ) -> str:
         if self.support_autocapture_elements():
             # If we have an $autocapture event, we need to special case the
@@ -741,7 +772,12 @@ def construct_event_with_properties_people_url(
                         "id": event_name,
                         "type": "events",
                         "properties": [
-                            {"key": property_key, "value": [property_value], "type": "element", "operator": "exact"}
+                            {
+                                "key": property_key,
+                                "value": [property_value],
+                                "type": "element",
+                                "operator": "exact",
+                            }
                             for property_key, property_value in elements_as_action.items()
                             if property_value is not None
                         ],
@@ -758,7 +794,12 @@ def construct_event_with_properties_people_url(
                     "id": event_name,
                     "type": "events",
                     "properties": [
-                        {"key": property_name, "value": property_value, "type": "event", "operator": "exact"}
+                        {
+                            "key": property_name,
+                            "value": property_value,
+                            "type": "event",
+                            "operator": "exact",
+                        }
                     ],
                 },
             }
@@ -766,7 +807,10 @@ def construct_event_with_properties_people_url(
         return f"{self._base_uri}api/person/funnel/correlation/?{urllib.parse.urlencode(params)}"
 
     def construct_person_properties_people_url(
-        self, success: bool, event_definition: EventDefinition, cache_invalidation_key: str
+        self,
+        success: bool,
+        event_definition: EventDefinition,
+        cache_invalidation_key: str,
     ) -> str:
         # NOTE: for property correlations, we just use the regular funnel
         # persons endpoint, with the breakdown value set, and we assume that
@@ -861,7 +905,8 @@ def are_results_insignificant(event_contingency_table: EventContingencyTable) ->
         total_count = event_contingency_table.success_total + event_contingency_table.failure_total
 
         if event_contingency_table.visited.success_count + event_contingency_table.visited.failure_count < min(
-            FunnelCorrelation.MIN_PERSON_COUNT, FunnelCorrelation.MIN_PERSON_PERCENTAGE * total_count
+            FunnelCorrelation.MIN_PERSON_COUNT,
+            FunnelCorrelation.MIN_PERSON_PERCENTAGE * total_count,
         ):
             return True
 
@@ -873,11 +918,15 @@ def serialize_event_odds_ratio(self, odds_ratio: EventOddsRatio) -> EventOddsRat
         return {
             "success_count": odds_ratio["success_count"],
             "success_people_url": self.construct_people_url(
-                success=True, event_definition=event_definition, cache_invalidation_key=cache_invalidation_key
+                success=True,
+                event_definition=event_definition,
+                cache_invalidation_key=cache_invalidation_key,
             ),
             "failure_count": odds_ratio["failure_count"],
             "failure_people_url": self.construct_people_url(
-                success=False, event_definition=event_definition, cache_invalidation_key=cache_invalidation_key
+                success=False,
+                event_definition=event_definition,
+                cache_invalidation_key=cache_invalidation_key,
             ),
             "odds_ratio": odds_ratio["odds_ratio"],
             "correlation_type": odds_ratio["correlation_type"],
@@ -893,19 +942,20 @@ def serialize_event_with_property(self, event: str) -> EventDefinition:
 
         event_name, property_name, property_value = event.split("::")
         if event_name == AUTOCAPTURE_EVENT and property_name == "elements_chain":
-
             event_type, elements_chain = property_value.split(self.ELEMENTS_DIVIDER)
             return EventDefinition(
                 event=event,
                 properties={self.AUTOCAPTURE_EVENT_TYPE: event_type},
-                elements=cast(list, ElementSerializer(chain_to_elements(elements_chain), many=True).data),
+                elements=cast(
+                    list,
+                    ElementSerializer(chain_to_elements(elements_chain), many=True).data,
+                ),
             )
 
         return EventDefinition(event=event, properties={}, elements=[])
 
 
 def get_entity_odds_ratio(event_contingency_table: EventContingencyTable, prior_counts: int) -> EventOddsRatio:
-
     # Add 1 to all values to prevent divide by zero errors, and introduce a [prior](https://en.wikipedia.org/wiki/Prior_probability)
     odds_ratio = (
         (event_contingency_table.visited.success_count + prior_counts)
diff --git a/ee/clickhouse/queries/funnels/funnel_correlation_persons.py b/ee/clickhouse/queries/funnels/funnel_correlation_persons.py
index dc682d4445bc3..3b83344d502aa 100644
--- a/ee/clickhouse/queries/funnels/funnel_correlation_persons.py
+++ b/ee/clickhouse/queries/funnels/funnel_correlation_persons.py
@@ -4,14 +4,22 @@
 from rest_framework.exceptions import ValidationError
 
 from ee.clickhouse.queries.funnels.funnel_correlation import FunnelCorrelation
-from posthog.constants import FUNNEL_CORRELATION_PERSON_LIMIT, FunnelCorrelationType, PropertyOperatorType
+from posthog.constants import (
+    FUNNEL_CORRELATION_PERSON_LIMIT,
+    FunnelCorrelationType,
+    PropertyOperatorType,
+)
 from posthog.models import Person
 from posthog.models.entity import Entity
 from posthog.models.filters.filter import Filter
 from posthog.models.filters.mixins.utils import cached_property
 from posthog.models.group import Group
 from posthog.models.team import Team
-from posthog.queries.actor_base_query import ActorBaseQuery, SerializedGroup, SerializedPerson
+from posthog.queries.actor_base_query import (
+    ActorBaseQuery,
+    SerializedGroup,
+    SerializedPerson,
+)
 from posthog.queries.funnels.funnel_event_query import FunnelEventQuery
 from posthog.queries.util import get_person_properties_mode
 
@@ -44,7 +52,7 @@ def actor_query(self, limit_actors: Optional[bool] = True):
 
     def get_actors(
         self,
-    ) -> Tuple[Union[QuerySet[Person], QuerySet[Group]], Union[List[SerializedGroup], List[SerializedPerson]], int]:
+    ) -> Tuple[Union[QuerySet[Person], QuerySet[Group]], Union[List[SerializedGroup], List[SerializedPerson]], int,]:
         if self._filter.correlation_type == FunnelCorrelationType.PROPERTIES:
             return _FunnelPropertyCorrelationActors(self._filter, self._team, self._base_uri).get_actors()
         else:
@@ -64,13 +72,15 @@ def aggregation_group_type_index(self):
         return self._filter.aggregation_group_type_index
 
     def actor_query(self, limit_actors: Optional[bool] = True):
-
         if not self._filter.correlation_person_entity:
             raise ValidationError("No entity for persons specified")
 
         assert isinstance(self._filter.correlation_person_entity, Entity)
 
-        funnel_persons_query, funnel_persons_params = self._funnel_correlation.get_funnel_actors_cte()
+        (
+            funnel_persons_query,
+            funnel_persons_params,
+        ) = self._funnel_correlation.get_funnel_actors_cte()
 
         prop_filters = self._filter.correlation_person_entity.property_groups
 
@@ -150,11 +160,18 @@ def __init__(self, filter: Filter, team: Team, base_uri: str = "/") -> None:
     def aggregation_group_type_index(self):
         return self._filter.aggregation_group_type_index
 
-    def actor_query(self, limit_actors: Optional[bool] = True, extra_fields: Optional[List[str]] = None):
+    def actor_query(
+        self,
+        limit_actors: Optional[bool] = True,
+        extra_fields: Optional[List[str]] = None,
+    ):
         if not self._filter.correlation_property_values:
             raise ValidationError("Property Correlation expects atleast one Property to get persons for")
 
-        funnel_persons_query, funnel_persons_params = self._funnel_correlation.get_funnel_actors_cte()
+        (
+            funnel_persons_query,
+            funnel_persons_params,
+        ) = self._funnel_correlation.get_funnel_actors_cte()
 
         conversion_filter = (
             f'funnel_actors.steps {"=" if self._filter.correlation_persons_converted else "<>"} target_step'
diff --git a/ee/clickhouse/queries/funnels/test/breakdown_cases.py b/ee/clickhouse/queries/funnels/test/breakdown_cases.py
index b3a41cb1da192..f4fb2689d87b7 100644
--- a/ee/clickhouse/queries/funnels/test/breakdown_cases.py
+++ b/ee/clickhouse/queries/funnels/test/breakdown_cases.py
@@ -7,7 +7,10 @@
 from posthog.models.group_type_mapping import GroupTypeMapping
 from posthog.models.instance_setting import override_instance_config
 from posthog.queries.funnels.funnel_unordered import ClickhouseFunnelUnordered
-from posthog.queries.funnels.test.breakdown_cases import FunnelStepResult, assert_funnel_results_equal
+from posthog.queries.funnels.test.breakdown_cases import (
+    FunnelStepResult,
+    assert_funnel_results_equal,
+)
 from posthog.test.base import (
     APIBaseTest,
     also_test_with_materialized_columns,
@@ -30,12 +33,23 @@ def _create_groups(self):
             GroupTypeMapping.objects.create(team=self.team, group_type="company", group_type_index=1)
 
             create_group(
-                team_id=self.team.pk, group_type_index=0, group_key="org:5", properties={"industry": "finance"}
+                team_id=self.team.pk,
+                group_type_index=0,
+                group_key="org:5",
+                properties={"industry": "finance"},
+            )
+            create_group(
+                team_id=self.team.pk,
+                group_type_index=0,
+                group_key="org:6",
+                properties={"industry": "technology"},
             )
             create_group(
-                team_id=self.team.pk, group_type_index=0, group_key="org:6", properties={"industry": "technology"}
+                team_id=self.team.pk,
+                group_type_index=1,
+                group_key="org:5",
+                properties={"industry": "random"},
             )
-            create_group(team_id=self.team.pk, group_type_index=1, group_key="org:5", properties={"industry": "random"})
 
         def _assert_funnel_breakdown_result_is_correct(self, result, steps: List[FunnelStepResult]):
             def funnel_result(step: FunnelStepResult, order: int) -> Dict[str, Any]:
@@ -52,7 +66,10 @@ def funnel_result(step: FunnelStepResult, order: int) -> Dict[str, Any]:
                     "breakdown": step.breakdown,
                     "breakdown_value": step.breakdown,
                     **(
-                        {"action_id": None, "name": f"Completed {order+1} step{'s' if order > 0 else ''}"}
+                        {
+                            "action_id": None,
+                            "name": f"Completed {order+1} step{'s' if order > 0 else ''}",
+                        }
                         if Funnel == ClickhouseFunnelUnordered
                         else {}
                     ),
@@ -111,7 +128,11 @@ def test_funnel_breakdown_group(self):
             )
 
             filters = {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -146,8 +167,14 @@ def test_funnel_breakdown_group(self):
             )
 
             # Querying persons when aggregating by persons should be ok, despite group breakdown
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "finance"), [people["person1"].uuid])
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, "finance"), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "finance"),
+                [people["person1"].uuid],
+            )
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2, "finance"),
+                [people["person1"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[1],
@@ -165,9 +192,13 @@ def test_funnel_breakdown_group(self):
             )
 
             self.assertCountEqual(
-                self._get_actor_ids_at_step(filter, 1, "technology"), [people["person2"].uuid, people["person3"].uuid]
+                self._get_actor_ids_at_step(filter, 1, "technology"),
+                [people["person2"].uuid, people["person3"].uuid],
+            )
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2, "technology"),
+                [people["person2"].uuid],
             )
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, "technology"), [people["person2"].uuid])
 
         # TODO: Delete this test when moved to person-on-events
         @also_test_with_person_on_events_v2
@@ -217,7 +248,11 @@ def test_funnel_aggregate_by_groups_breakdown_group(self):
             )
 
             filters = {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -273,7 +308,8 @@ def test_funnel_aggregate_by_groups_breakdown_group(self):
             )
 
         @also_test_with_materialized_columns(
-            group_properties=[(0, "industry")], materialize_only_with_person_on_events=True
+            group_properties=[(0, "industry")],
+            materialize_only_with_person_on_events=True,
         )
         @also_test_with_person_on_events_v2
         @snapshot_clickhouse_queries
@@ -323,7 +359,11 @@ def test_funnel_aggregate_by_groups_breakdown_group_person_on_events(self):
             )
 
             filters = {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
diff --git a/ee/clickhouse/queries/funnels/test/test_funnel.py b/ee/clickhouse/queries/funnels/test/test_funnel.py
index bd8122b16f7a0..9e28240d28ad6 100644
--- a/ee/clickhouse/queries/funnels/test/test_funnel.py
+++ b/ee/clickhouse/queries/funnels/test/test_funnel.py
@@ -1,6 +1,8 @@
 from datetime import datetime
 
-from ee.clickhouse.queries.funnels.test.breakdown_cases import funnel_breakdown_group_test_factory
+from ee.clickhouse.queries.funnels.test.breakdown_cases import (
+    funnel_breakdown_group_test_factory,
+)
 from posthog.constants import INSIGHT_FUNNELS
 from posthog.models.action import Action
 from posthog.models.action_step import ActionStep
@@ -11,21 +13,55 @@
 from posthog.queries.funnels.funnel import ClickhouseFunnel
 from posthog.queries.funnels.funnel_persons import ClickhouseFunnelActors
 from posthog.queries.funnels.funnel_strict_persons import ClickhouseFunnelStrictActors
-from posthog.queries.funnels.funnel_unordered_persons import ClickhouseFunnelUnorderedActors
+from posthog.queries.funnels.funnel_unordered_persons import (
+    ClickhouseFunnelUnorderedActors,
+)
 from posthog.queries.funnels.test.test_funnel import _create_action
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_event, _create_person
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    _create_event,
+    _create_person,
+)
 from posthog.test.test_journeys import journeys_for
 
 
-class TestFunnelGroupBreakdown(ClickhouseTestMixin, funnel_breakdown_group_test_factory(ClickhouseFunnel, ClickhouseFunnelActors, _create_event, _create_action, _create_person)):  # type: ignore
+class TestFunnelGroupBreakdown(
+    ClickhouseTestMixin,
+    funnel_breakdown_group_test_factory(
+        ClickhouseFunnel,
+        ClickhouseFunnelActors,
+        _create_event,
+        _create_action,
+        _create_person,
+    ),
+):  # type: ignore
     pass
 
 
-class TestUnorderedFunnelGroupBreakdown(ClickhouseTestMixin, funnel_breakdown_group_test_factory(ClickhouseFunnel, ClickhouseFunnelUnorderedActors, _create_event, _create_action, _create_person)):  # type: ignore
+class TestUnorderedFunnelGroupBreakdown(
+    ClickhouseTestMixin,
+    funnel_breakdown_group_test_factory(
+        ClickhouseFunnel,
+        ClickhouseFunnelUnorderedActors,
+        _create_event,
+        _create_action,
+        _create_person,
+    ),
+):  # type: ignore
     pass
 
 
-class TestStrictFunnelGroupBreakdown(ClickhouseTestMixin, funnel_breakdown_group_test_factory(ClickhouseFunnel, ClickhouseFunnelStrictActors, _create_event, _create_action, _create_person)):  # type: ignore
+class TestStrictFunnelGroupBreakdown(
+    ClickhouseTestMixin,
+    funnel_breakdown_group_test_factory(
+        ClickhouseFunnel,
+        ClickhouseFunnelStrictActors,
+        _create_event,
+        _create_action,
+        _create_person,
+    ),
+):  # type: ignore
     pass
 
 
@@ -33,19 +69,50 @@ class TestClickhouseFunnel(ClickhouseTestMixin, APIBaseTest):
     maxDiff = None
 
     def test_funnel_aggregation_with_groups_with_cohort_filtering(self):
-
         GroupTypeMapping.objects.create(team=self.team, group_type="organization", group_type_index=0)
         GroupTypeMapping.objects.create(team=self.team, group_type="company", group_type_index=1)
 
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:5", properties={"industry": "finance"})
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:6", properties={"industry": "technology"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:5",
+            properties={"industry": "finance"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:6",
+            properties={"industry": "technology"},
+        )
 
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="company:1", properties={})
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="company:2", properties={})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:1",
+            properties={},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:2",
+            properties={},
+        )
 
-        _create_person(distinct_ids=[f"user_1"], team=self.team, properties={"email": "fake@test.com"})
-        _create_person(distinct_ids=[f"user_2"], team=self.team, properties={"email": "fake@test.com"})
-        _create_person(distinct_ids=[f"user_3"], team=self.team, properties={"email": "fake_2@test.com"})
+        _create_person(
+            distinct_ids=[f"user_1"],
+            team=self.team,
+            properties={"email": "fake@test.com"},
+        )
+        _create_person(
+            distinct_ids=[f"user_2"],
+            team=self.team,
+            properties={"email": "fake@test.com"},
+        )
+        _create_person(
+            distinct_ids=[f"user_3"],
+            team=self.team,
+            properties={"email": "fake_2@test.com"},
+        )
 
         action1 = Action.objects.create(team=self.team, name="action1")
         ActionStep.objects.create(event="$pageview", action=action1)
@@ -53,14 +120,31 @@ def test_funnel_aggregation_with_groups_with_cohort_filtering(self):
         cohort = Cohort.objects.create(
             team=self.team,
             groups=[
-                {"properties": [{"key": "email", "operator": "icontains", "value": "fake@test.com", "type": "person"}]}
+                {
+                    "properties": [
+                        {
+                            "key": "email",
+                            "operator": "icontains",
+                            "value": "fake@test.com",
+                            "type": "person",
+                        }
+                    ]
+                }
             ],
         )
 
         events_by_person = {
             "user_1": [
-                {"event": "$pageview", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$group_0": "org:5"}},
-                {"event": "user signed up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$group_0": "org:5"}},
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2020, 1, 2, 14),
+                    "properties": {"$group_0": "org:5"},
+                },
+                {
+                    "event": "user signed up",
+                    "timestamp": datetime(2020, 1, 2, 14),
+                    "properties": {"$group_0": "org:5"},
+                },
                 {
                     "event": "user signed up",  # same person, different group, so should count as different step 1 in funnel
                     "timestamp": datetime(2020, 1, 10, 14),
@@ -75,7 +159,11 @@ def test_funnel_aggregation_with_groups_with_cohort_filtering(self):
                 }
             ],
             "user_3": [
-                {"event": "user signed up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$group_0": "org:7"}},
+                {
+                    "event": "user signed up",
+                    "timestamp": datetime(2020, 1, 2, 14),
+                    "properties": {"$group_0": "org:7"},
+                },
                 {  # person not in cohort so should be filtered out
                     "event": "paid",
                     "timestamp": datetime(2020, 1, 3, 14),
@@ -92,7 +180,13 @@ def test_funnel_aggregation_with_groups_with_cohort_filtering(self):
                     "id": "user signed up",
                     "type": "events",
                     "order": 0,
-                    "properties": [{"type": "precalculated-cohort", "key": "id", "value": cohort.pk}],
+                    "properties": [
+                        {
+                            "type": "precalculated-cohort",
+                            "key": "id",
+                            "value": cohort.pk,
+                        }
+                    ],
                 },
                 {"id": "paid", "type": "events", "order": 1},
             ],
diff --git a/ee/clickhouse/queries/funnels/test/test_funnel_correlation.py b/ee/clickhouse/queries/funnels/test/test_funnel_correlation.py
index 3355c5ad65627..12f4393bded9b 100644
--- a/ee/clickhouse/queries/funnels/test/test_funnel_correlation.py
+++ b/ee/clickhouse/queries/funnels/test/test_funnel_correlation.py
@@ -2,8 +2,14 @@
 
 from rest_framework.exceptions import ValidationError
 
-from ee.clickhouse.queries.funnels.funnel_correlation import EventContingencyTable, EventStats, FunnelCorrelation
-from ee.clickhouse.queries.funnels.funnel_correlation_persons import FunnelCorrelationActors
+from ee.clickhouse.queries.funnels.funnel_correlation import (
+    EventContingencyTable,
+    EventStats,
+    FunnelCorrelation,
+)
+from ee.clickhouse.queries.funnels.funnel_correlation_persons import (
+    FunnelCorrelationActors,
+)
 from posthog.constants import INSIGHT_FUNNELS
 from posthog.models.action import Action
 from posthog.models.action_step import ActionStep
@@ -35,13 +41,16 @@ def _create_action(**kwargs):
 
 
 class TestClickhouseFunnelCorrelation(ClickhouseTestMixin, APIBaseTest):
-
     maxDiff = None
 
     def _get_actors_for_event(self, filter: Filter, event_name: str, properties=None, success=True):
         actor_filter = filter.shallow_clone(
             {
-                "funnel_correlation_person_entity": {"id": event_name, "type": "events", "properties": properties},
+                "funnel_correlation_person_entity": {
+                    "id": event_name,
+                    "type": "events",
+                    "properties": properties,
+                },
                 "funnel_correlation_person_converted": "TrUe" if success else "falSE",
             }
         )
@@ -53,7 +62,12 @@ def _get_actors_for_property(self, filter: Filter, property_values: list, succes
         actor_filter = filter.shallow_clone(
             {
                 "funnel_correlation_property_values": [
-                    {"key": prop, "value": value, "type": type, "group_type_index": group_type_index}
+                    {
+                        "key": prop,
+                        "value": value,
+                        "type": type,
+                        "group_type_index": group_type_index,
+                    }
                     for prop, value, type, group_type_index in property_values
                 ],
                 "funnel_correlation_person_converted": "TrUe" if success else "falSE",
@@ -80,7 +94,10 @@ def test_basic_funnel_correlation_with_events(self):
         for i in range(10):
             _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
             if i % 2 == 0:
                 _create_event(
@@ -89,12 +106,20 @@ def test_basic_funnel_correlation_with_events(self):
                     distinct_id=f"user_{i}",
                     timestamp="2020-01-03T14:00:00Z",
                 )
-            _create_event(team=self.team, event="paid", distinct_id=f"user_{i}", timestamp="2020-01-04T14:00:00Z")
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-04T14:00:00Z",
+            )
 
         for i in range(10, 20):
             _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
             if i % 2 == 0:
                 _create_event(
@@ -133,8 +158,14 @@ def test_basic_funnel_correlation_with_events(self):
         )
 
         self.assertEqual(len(self._get_actors_for_event(filter, "positively_related")), 5)
-        self.assertEqual(len(self._get_actors_for_event(filter, "positively_related", success=False)), 0)
-        self.assertEqual(len(self._get_actors_for_event(filter, "negatively_related", success=False)), 5)
+        self.assertEqual(
+            len(self._get_actors_for_event(filter, "positively_related", success=False)),
+            0,
+        )
+        self.assertEqual(
+            len(self._get_actors_for_event(filter, "negatively_related", success=False)),
+            5,
+        )
         self.assertEqual(len(self._get_actors_for_event(filter, "negatively_related")), 0)
 
         # Now exclude positively_related
@@ -162,31 +193,50 @@ def test_basic_funnel_correlation_with_events(self):
         )
         # Getting specific people isn't affected by exclude_events
         self.assertEqual(len(self._get_actors_for_event(filter, "positively_related")), 5)
-        self.assertEqual(len(self._get_actors_for_event(filter, "positively_related", success=False)), 0)
-        self.assertEqual(len(self._get_actors_for_event(filter, "negatively_related", success=False)), 5)
+        self.assertEqual(
+            len(self._get_actors_for_event(filter, "positively_related", success=False)),
+            0,
+        )
+        self.assertEqual(
+            len(self._get_actors_for_event(filter, "negatively_related", success=False)),
+            5,
+        )
         self.assertEqual(len(self._get_actors_for_event(filter, "negatively_related")), 0)
 
     @snapshot_clickhouse_queries
     def test_action_events_are_excluded_from_correlations(self):
-
         journey = {}
 
         for i in range(3):
             person_id = f"user_{i}"
             events = [
-                {"event": "user signed up", "timestamp": "2020-01-02T14:00:00", "properties": {"key": "val"}},
+                {
+                    "event": "user signed up",
+                    "timestamp": "2020-01-02T14:00:00",
+                    "properties": {"key": "val"},
+                },
                 # same event, but missing property, so not part of action.
                 {"event": "user signed up", "timestamp": "2020-01-02T14:10:00"},
             ]
             if i % 2 == 0:
                 events.append({"event": "positively_related", "timestamp": "2020-01-03T14:00:00"})
-            events.append({"event": "paid", "timestamp": "2020-01-04T14:00:00", "properties": {"key": "val"}})
+            events.append(
+                {
+                    "event": "paid",
+                    "timestamp": "2020-01-04T14:00:00",
+                    "properties": {"key": "val"},
+                }
+            )
 
             journey[person_id] = events
 
         # one failure needed
         journey["failure"] = [
-            {"event": "user signed up", "timestamp": "2020-01-02T14:00:00", "properties": {"key": "val"}}
+            {
+                "event": "user signed up",
+                "timestamp": "2020-01-02T14:00:00",
+                "properties": {"key": "val"},
+            }
         ]
 
         journeys_for(events_by_person=journey, team=self.team)  # type: ignore
@@ -204,7 +254,10 @@ def test_action_events_are_excluded_from_correlations(self):
         )
         filters = {
             "events": [],
-            "actions": [{"id": sign_up_action.id, "order": 0}, {"id": paid_action.id, "order": 1}],
+            "actions": [
+                {"id": sign_up_action.id, "order": 0},
+                {"id": paid_action.id, "order": 1},
+            ],
             "insight": INSIGHT_FUNNELS,
             "date_from": "2020-01-01",
             "date_to": "2020-01-14",
@@ -233,11 +286,26 @@ def test_action_events_are_excluded_from_correlations(self):
     @snapshot_clickhouse_queries
     def test_funnel_correlation_with_events_and_groups(self):
         GroupTypeMapping.objects.create(team=self.team, group_type="organization", group_type_index=0)
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:5", properties={"industry": "finance"})
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:7", properties={"industry": "finance"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:5",
+            properties={"industry": "finance"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:7",
+            properties={"industry": "finance"},
+        )
 
         for i in range(10, 20):
-            create_group(team_id=self.team.pk, group_type_index=0, group_key=f"org:{i}", properties={})
+            create_group(
+                team_id=self.team.pk,
+                group_type_index=0,
+                group_key=f"org:{i}",
+                properties={},
+            )
             _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk)
             _create_event(
                 team=self.team,
@@ -352,13 +420,28 @@ def test_funnel_correlation_with_events_and_groups(self):
         )
 
         self.assertEqual(len(self._get_actors_for_event(filter, "positively_related")), 5)
-        self.assertEqual(len(self._get_actors_for_event(filter, "positively_related", success=False)), 0)
+        self.assertEqual(
+            len(self._get_actors_for_event(filter, "positively_related", success=False)),
+            0,
+        )
         self.assertEqual(len(self._get_actors_for_event(filter, "negatively_related")), 1)
-        self.assertEqual(len(self._get_actors_for_event(filter, "negatively_related", success=False)), 1)
+        self.assertEqual(
+            len(self._get_actors_for_event(filter, "negatively_related", success=False)),
+            1,
+        )
 
         # Now exclude all groups in positive
         filter = filter.shallow_clone(
-            {"properties": [{"key": "industry", "value": "finance", "type": "group", "group_type_index": 0}]}
+            {
+                "properties": [
+                    {
+                        "key": "industry",
+                        "value": "finance",
+                        "type": "group",
+                        "group_type_index": 0,
+                    }
+                ]
+            }
         )
         result = FunnelCorrelation(filter, self.team)._run()[0]
 
@@ -382,7 +465,10 @@ def test_funnel_correlation_with_events_and_groups(self):
         )
 
         self.assertEqual(len(self._get_actors_for_event(filter, "negatively_related")), 1)
-        self.assertEqual(len(self._get_actors_for_event(filter, "negatively_related", success=False)), 1)
+        self.assertEqual(
+            len(self._get_actors_for_event(filter, "negatively_related", success=False)),
+            1,
+        )
 
     @also_test_with_materialized_columns(event_properties=[], person_properties=["$browser"])
     @snapshot_clickhouse_queries
@@ -403,16 +489,35 @@ def test_basic_funnel_correlation_with_properties(self):
         correlation = FunnelCorrelation(filter, self.team)
 
         for i in range(10):
-            _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk, properties={"$browser": "Positive"})
+            _create_person(
+                distinct_ids=[f"user_{i}"],
+                team_id=self.team.pk,
+                properties={"$browser": "Positive"},
+            )
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
+            )
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="paid",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-04T14:00:00Z",
             )
-            _create_event(team=self.team, event="paid", distinct_id=f"user_{i}", timestamp="2020-01-04T14:00:00Z")
 
         for i in range(10, 20):
-            _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk, properties={"$browser": "Negative"})
+            _create_person(
+                distinct_ids=[f"user_{i}"],
+                team_id=self.team.pk,
+                properties={"$browser": "Negative"},
+            )
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
             if i % 2 == 0:
                 _create_event(
@@ -423,17 +528,36 @@ def test_basic_funnel_correlation_with_properties(self):
                 )
 
         # One Positive with failure
-        _create_person(distinct_ids=[f"user_fail"], team_id=self.team.pk, properties={"$browser": "Positive"})
+        _create_person(
+            distinct_ids=[f"user_fail"],
+            team_id=self.team.pk,
+            properties={"$browser": "Positive"},
+        )
         _create_event(
-            team=self.team, event="user signed up", distinct_id=f"user_fail", timestamp="2020-01-02T14:00:00Z"
+            team=self.team,
+            event="user signed up",
+            distinct_id=f"user_fail",
+            timestamp="2020-01-02T14:00:00Z",
         )
 
         # One Negative with success
-        _create_person(distinct_ids=[f"user_succ"], team_id=self.team.pk, properties={"$browser": "Negative"})
+        _create_person(
+            distinct_ids=[f"user_succ"],
+            team_id=self.team.pk,
+            properties={"$browser": "Negative"},
+        )
         _create_event(
-            team=self.team, event="user signed up", distinct_id=f"user_succ", timestamp="2020-01-02T14:00:00Z"
+            team=self.team,
+            event="user signed up",
+            distinct_id=f"user_succ",
+            timestamp="2020-01-02T14:00:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="paid",
+            distinct_id=f"user_succ",
+            timestamp="2020-01-04T14:00:00Z",
         )
-        _create_event(team=self.team, event="paid", distinct_id=f"user_succ", timestamp="2020-01-04T14:00:00Z")
 
         result = correlation._run()[0]
 
@@ -478,13 +602,21 @@ def test_basic_funnel_correlation_with_properties(self):
             ],
         )
 
-        self.assertEqual(len(self._get_actors_for_property(filter, [("$browser", "Positive", "person", None)])), 10)
         self.assertEqual(
-            len(self._get_actors_for_property(filter, [("$browser", "Positive", "person", None)], False)), 1
+            len(self._get_actors_for_property(filter, [("$browser", "Positive", "person", None)])),
+            10,
+        )
+        self.assertEqual(
+            len(self._get_actors_for_property(filter, [("$browser", "Positive", "person", None)], False)),
+            1,
         )
-        self.assertEqual(len(self._get_actors_for_property(filter, [("$browser", "Negative", "person", None)])), 1)
         self.assertEqual(
-            len(self._get_actors_for_property(filter, [("$browser", "Negative", "person", None)], False)), 10
+            len(self._get_actors_for_property(filter, [("$browser", "Negative", "person", None)])),
+            1,
+        )
+        self.assertEqual(
+            len(self._get_actors_for_property(filter, [("$browser", "Negative", "person", None)], False)),
+            10,
         )
 
     # TODO: Delete this test when moved to person-on-events
@@ -497,9 +629,16 @@ def test_funnel_correlation_with_properties_and_groups(self):
 
         for i in range(10):
             create_group(
-                team_id=self.team.pk, group_type_index=0, group_key=f"org:{i}", properties={"industry": "positive"}
+                team_id=self.team.pk,
+                group_type_index=0,
+                group_key=f"org:{i}",
+                properties={"industry": "positive"},
+            )
+            _create_person(
+                distinct_ids=[f"user_{i}"],
+                team_id=self.team.pk,
+                properties={"$browser": "Positive"},
             )
-            _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk, properties={"$browser": "Positive"})
             _create_event(
                 team=self.team,
                 event="user signed up",
@@ -517,9 +656,16 @@ def test_funnel_correlation_with_properties_and_groups(self):
 
         for i in range(10, 20):
             create_group(
-                team_id=self.team.pk, group_type_index=0, group_key=f"org:{i}", properties={"industry": "negative"}
+                team_id=self.team.pk,
+                group_type_index=0,
+                group_key=f"org:{i}",
+                properties={"industry": "negative"},
+            )
+            _create_person(
+                distinct_ids=[f"user_{i}"],
+                team_id=self.team.pk,
+                properties={"$browser": "Negative"},
             )
-            _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk, properties={"$browser": "Negative"})
             _create_event(
                 team=self.team,
                 event="user signed up",
@@ -538,9 +684,16 @@ def test_funnel_correlation_with_properties_and_groups(self):
 
         # One Positive with failure
         create_group(
-            team_id=self.team.pk, group_type_index=0, group_key=f"org:fail", properties={"industry": "positive"}
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key=f"org:fail",
+            properties={"industry": "positive"},
+        )
+        _create_person(
+            distinct_ids=[f"user_fail"],
+            team_id=self.team.pk,
+            properties={"$browser": "Positive"},
         )
-        _create_person(distinct_ids=[f"user_fail"], team_id=self.team.pk, properties={"$browser": "Positive"})
         _create_event(
             team=self.team,
             event="user signed up",
@@ -551,9 +704,16 @@ def test_funnel_correlation_with_properties_and_groups(self):
 
         # One Negative with success
         create_group(
-            team_id=self.team.pk, group_type_index=0, group_key=f"org:succ", properties={"industry": "negative"}
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key=f"org:succ",
+            properties={"industry": "negative"},
+        )
+        _create_person(
+            distinct_ids=[f"user_succ"],
+            team_id=self.team.pk,
+            properties={"$browser": "Negative"},
         )
-        _create_person(distinct_ids=[f"user_succ"], team_id=self.team.pk, properties={"$browser": "Negative"})
         _create_event(
             team=self.team,
             event="user signed up",
@@ -627,10 +787,22 @@ def test_funnel_correlation_with_properties_and_groups(self):
             ],
         )
 
-        self.assertEqual(len(self._get_actors_for_property(filter, [("industry", "positive", "group", 0)])), 10)
-        self.assertEqual(len(self._get_actors_for_property(filter, [("industry", "positive", "group", 0)], False)), 1)
-        self.assertEqual(len(self._get_actors_for_property(filter, [("industry", "negative", "group", 0)])), 1)
-        self.assertEqual(len(self._get_actors_for_property(filter, [("industry", "negative", "group", 0)], False)), 10)
+        self.assertEqual(
+            len(self._get_actors_for_property(filter, [("industry", "positive", "group", 0)])),
+            10,
+        )
+        self.assertEqual(
+            len(self._get_actors_for_property(filter, [("industry", "positive", "group", 0)], False)),
+            1,
+        )
+        self.assertEqual(
+            len(self._get_actors_for_property(filter, [("industry", "negative", "group", 0)])),
+            1,
+        )
+        self.assertEqual(
+            len(self._get_actors_for_property(filter, [("industry", "negative", "group", 0)], False)),
+            10,
+        )
 
         # test with `$all` as property
         # _run property correlation with filter on all properties
@@ -659,9 +831,16 @@ def test_funnel_correlation_with_properties_and_groups_person_on_events(self):
 
         for i in range(10):
             create_group(
-                team_id=self.team.pk, group_type_index=0, group_key=f"org:{i}", properties={"industry": "positive"}
+                team_id=self.team.pk,
+                group_type_index=0,
+                group_key=f"org:{i}",
+                properties={"industry": "positive"},
+            )
+            _create_person(
+                distinct_ids=[f"user_{i}"],
+                team_id=self.team.pk,
+                properties={"$browser": "Positive"},
             )
-            _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk, properties={"$browser": "Positive"})
             _create_event(
                 team=self.team,
                 event="user signed up",
@@ -679,9 +858,16 @@ def test_funnel_correlation_with_properties_and_groups_person_on_events(self):
 
         for i in range(10, 20):
             create_group(
-                team_id=self.team.pk, group_type_index=0, group_key=f"org:{i}", properties={"industry": "negative"}
+                team_id=self.team.pk,
+                group_type_index=0,
+                group_key=f"org:{i}",
+                properties={"industry": "negative"},
+            )
+            _create_person(
+                distinct_ids=[f"user_{i}"],
+                team_id=self.team.pk,
+                properties={"$browser": "Negative"},
             )
-            _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk, properties={"$browser": "Negative"})
             _create_event(
                 team=self.team,
                 event="user signed up",
@@ -700,9 +886,16 @@ def test_funnel_correlation_with_properties_and_groups_person_on_events(self):
 
         # One Positive with failure
         create_group(
-            team_id=self.team.pk, group_type_index=0, group_key=f"org:fail", properties={"industry": "positive"}
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key=f"org:fail",
+            properties={"industry": "positive"},
+        )
+        _create_person(
+            distinct_ids=[f"user_fail"],
+            team_id=self.team.pk,
+            properties={"$browser": "Positive"},
         )
-        _create_person(distinct_ids=[f"user_fail"], team_id=self.team.pk, properties={"$browser": "Positive"})
         _create_event(
             team=self.team,
             event="user signed up",
@@ -713,9 +906,16 @@ def test_funnel_correlation_with_properties_and_groups_person_on_events(self):
 
         # One Negative with success
         create_group(
-            team_id=self.team.pk, group_type_index=0, group_key=f"org:succ", properties={"industry": "negative"}
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key=f"org:succ",
+            properties={"industry": "negative"},
+        )
+        _create_person(
+            distinct_ids=[f"user_succ"],
+            team_id=self.team.pk,
+            properties={"$browser": "Negative"},
         )
-        _create_person(distinct_ids=[f"user_succ"], team_id=self.team.pk, properties={"$browser": "Negative"})
         _create_event(
             team=self.team,
             event="user signed up",
@@ -790,13 +990,21 @@ def test_funnel_correlation_with_properties_and_groups_person_on_events(self):
                 ],
             )
 
-            self.assertEqual(len(self._get_actors_for_property(filter, [("industry", "positive", "group", 0)])), 10)
             self.assertEqual(
-                len(self._get_actors_for_property(filter, [("industry", "positive", "group", 0)], False)), 1
+                len(self._get_actors_for_property(filter, [("industry", "positive", "group", 0)])),
+                10,
             )
-            self.assertEqual(len(self._get_actors_for_property(filter, [("industry", "negative", "group", 0)])), 1)
             self.assertEqual(
-                len(self._get_actors_for_property(filter, [("industry", "negative", "group", 0)], False)), 10
+                len(self._get_actors_for_property(filter, [("industry", "positive", "group", 0)], False)),
+                1,
+            )
+            self.assertEqual(
+                len(self._get_actors_for_property(filter, [("industry", "negative", "group", 0)])),
+                1,
+            )
+            self.assertEqual(
+                len(self._get_actors_for_property(filter, [("industry", "negative", "group", 0)], False)),
+                10,
             )
 
             # test with `$all` as property
@@ -828,18 +1036,42 @@ def test_no_divide_by_zero_errors(self):
         correlation = FunnelCorrelation(filter, self.team)
 
         for i in range(2):
-            _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk, properties={"$browser": "Positive"})
+            _create_person(
+                distinct_ids=[f"user_{i}"],
+                team_id=self.team.pk,
+                properties={"$browser": "Positive"},
+            )
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
             # failure count for this event is 0
-            _create_event(team=self.team, event="positive", distinct_id=f"user_{i}", timestamp="2020-01-03T14:00:00Z")
-            _create_event(team=self.team, event="paid", distinct_id=f"user_{i}", timestamp="2020-01-04T14:00:00Z")
+            _create_event(
+                team=self.team,
+                event="positive",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-03T14:00:00Z",
+            )
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-04T14:00:00Z",
+            )
 
         for i in range(2, 4):
-            _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk, properties={"$browser": "Negative"})
+            _create_person(
+                distinct_ids=[f"user_{i}"],
+                team_id=self.team.pk,
+                properties={"$browser": "Negative"},
+            )
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
             if i % 2 == 0:
                 # success count for this event is 0
@@ -897,10 +1129,29 @@ def test_correlation_with_properties_raises_validation_error(self):
         filter = Filter(data=filters)
         correlation = FunnelCorrelation(filter, self.team)
 
-        _create_person(distinct_ids=[f"user_1"], team_id=self.team.pk, properties={"$browser": "Positive"})
-        _create_event(team=self.team, event="user signed up", distinct_id=f"user_1", timestamp="2020-01-02T14:00:00Z")
-        _create_event(team=self.team, event="rick", distinct_id=f"user_1", timestamp="2020-01-03T14:00:00Z")
-        _create_event(team=self.team, event="paid", distinct_id=f"user_1", timestamp="2020-01-04T14:00:00Z")
+        _create_person(
+            distinct_ids=[f"user_1"],
+            team_id=self.team.pk,
+            properties={"$browser": "Positive"},
+        )
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id=f"user_1",
+            timestamp="2020-01-02T14:00:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="rick",
+            distinct_id=f"user_1",
+            timestamp="2020-01-03T14:00:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="paid",
+            distinct_id=f"user_1",
+            timestamp="2020-01-04T14:00:00Z",
+        )
         flush_persons_and_events()
 
         with self.assertRaises(ValidationError):
@@ -933,44 +1184,88 @@ def test_correlation_with_multiple_properties(self):
         #  5 successful people with both properties
         for i in range(5):
             _create_person(
-                distinct_ids=[f"user_{i}"], team_id=self.team.pk, properties={"$browser": "Positive", "$nice": "very"}
+                distinct_ids=[f"user_{i}"],
+                team_id=self.team.pk,
+                properties={"$browser": "Positive", "$nice": "very"},
+            )
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="paid",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-04T14:00:00Z",
             )
-            _create_event(team=self.team, event="paid", distinct_id=f"user_{i}", timestamp="2020-01-04T14:00:00Z")
 
         #  10 successful people with some different properties
         for i in range(5, 15):
             _create_person(
-                distinct_ids=[f"user_{i}"], team_id=self.team.pk, properties={"$browser": "Positive", "$nice": "not"}
+                distinct_ids=[f"user_{i}"],
+                team_id=self.team.pk,
+                properties={"$browser": "Positive", "$nice": "not"},
+            )
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="paid",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-04T14:00:00Z",
             )
-            _create_event(team=self.team, event="paid", distinct_id=f"user_{i}", timestamp="2020-01-04T14:00:00Z")
 
         # 5 Unsuccessful people with some common properties
         for i in range(15, 20):
             _create_person(
-                distinct_ids=[f"user_{i}"], team_id=self.team.pk, properties={"$browser": "Negative", "$nice": "smh"}
+                distinct_ids=[f"user_{i}"],
+                team_id=self.team.pk,
+                properties={"$browser": "Negative", "$nice": "smh"},
             )
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
 
         # One Positive with failure, no $nice property
-        _create_person(distinct_ids=[f"user_fail"], team_id=self.team.pk, properties={"$browser": "Positive"})
+        _create_person(
+            distinct_ids=[f"user_fail"],
+            team_id=self.team.pk,
+            properties={"$browser": "Positive"},
+        )
         _create_event(
-            team=self.team, event="user signed up", distinct_id=f"user_fail", timestamp="2020-01-02T14:00:00Z"
+            team=self.team,
+            event="user signed up",
+            distinct_id=f"user_fail",
+            timestamp="2020-01-02T14:00:00Z",
         )
 
         # One Negative with success, no $nice property
-        _create_person(distinct_ids=[f"user_succ"], team_id=self.team.pk, properties={"$browser": "Negative"})
+        _create_person(
+            distinct_ids=[f"user_succ"],
+            team_id=self.team.pk,
+            properties={"$browser": "Negative"},
+        )
         _create_event(
-            team=self.team, event="user signed up", distinct_id=f"user_succ", timestamp="2020-01-02T14:00:00Z"
+            team=self.team,
+            event="user signed up",
+            distinct_id=f"user_succ",
+            timestamp="2020-01-02T14:00:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="paid",
+            distinct_id=f"user_succ",
+            timestamp="2020-01-04T14:00:00Z",
         )
-        _create_event(team=self.team, event="paid", distinct_id=f"user_succ", timestamp="2020-01-04T14:00:00Z")
 
         result = correlation._run()[0]
 
@@ -1073,9 +1368,18 @@ def test_correlation_with_multiple_properties(self):
 
         self.assertEqual(new_result, new_expected_result)
 
-        self.assertEqual(len(self._get_actors_for_property(filter, [("$nice", "not", "person", None)])), 10)
-        self.assertEqual(len(self._get_actors_for_property(filter, [("$nice", "", "person", None)], False)), 1)
-        self.assertEqual(len(self._get_actors_for_property(filter, [("$nice", "very", "person", None)])), 5)
+        self.assertEqual(
+            len(self._get_actors_for_property(filter, [("$nice", "not", "person", None)])),
+            10,
+        )
+        self.assertEqual(
+            len(self._get_actors_for_property(filter, [("$nice", "", "person", None)], False)),
+            1,
+        )
+        self.assertEqual(
+            len(self._get_actors_for_property(filter, [("$nice", "very", "person", None)])),
+            5,
+        )
 
     def test_discarding_insignificant_events(self):
         filters = {
@@ -1095,7 +1399,10 @@ def test_discarding_insignificant_events(self):
         for i in range(10):
             _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
             if i % 2 == 0:
                 _create_event(
@@ -1111,12 +1418,20 @@ def test_discarding_insignificant_events(self):
                     distinct_id=f"user_{i}",
                     timestamp="2020-01-03T14:20:00Z",
                 )
-            _create_event(team=self.team, event="paid", distinct_id=f"user_{i}", timestamp="2020-01-04T14:00:00Z")
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-04T14:00:00Z",
+            )
 
         for i in range(10, 20):
             _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
             if i % 2 == 0:
                 _create_event(
@@ -1162,16 +1477,30 @@ def test_events_within_conversion_window_for_correlation(self):
 
         _create_person(distinct_ids=["user_successful"], team_id=self.team.pk)
         _create_event(
-            team=self.team, event="user signed up", distinct_id="user_successful", timestamp="2020-01-02T14:00:00Z"
+            team=self.team,
+            event="user signed up",
+            distinct_id="user_successful",
+            timestamp="2020-01-02T14:00:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="positively_related",
+            distinct_id="user_successful",
+            timestamp="2020-01-02T14:02:00Z",
         )
         _create_event(
-            team=self.team, event="positively_related", distinct_id="user_successful", timestamp="2020-01-02T14:02:00Z"
+            team=self.team,
+            event="paid",
+            distinct_id="user_successful",
+            timestamp="2020-01-02T14:06:00Z",
         )
-        _create_event(team=self.team, event="paid", distinct_id="user_successful", timestamp="2020-01-02T14:06:00Z")
 
         _create_person(distinct_ids=["user_dropoff"], team_id=self.team.pk)
         _create_event(
-            team=self.team, event="user signed up", distinct_id="user_dropoff", timestamp="2020-01-02T14:00:00Z"
+            team=self.team,
+            event="user signed up",
+            distinct_id="user_dropoff",
+            timestamp="2020-01-02T14:00:00Z",
         )
         _create_event(
             team=self.team,
@@ -1212,7 +1541,10 @@ def test_funnel_correlation_with_event_properties(self):
             "date_from": "2020-01-01",
             "date_to": "2020-01-14",
             "funnel_correlation_type": "event_with_properties",
-            "funnel_correlation_event_names": ["positively_related", "negatively_related"],
+            "funnel_correlation_event_names": [
+                "positively_related",
+                "negatively_related",
+            ],
         }
 
         filter = Filter(data=filters)
@@ -1221,7 +1553,10 @@ def test_funnel_correlation_with_event_properties(self):
         for i in range(10):
             _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
             if i % 2 == 0:
                 _create_event(
@@ -1229,15 +1564,26 @@ def test_funnel_correlation_with_event_properties(self):
                     event="positively_related",
                     distinct_id=f"user_{i}",
                     timestamp="2020-01-03T14:00:00Z",
-                    properties={"signup_source": "facebook" if i % 4 == 0 else "email", "blah": "value_bleh"},
+                    properties={
+                        "signup_source": "facebook" if i % 4 == 0 else "email",
+                        "blah": "value_bleh",
+                    },
                 )
                 # source: email occurs only twice, so would be discarded from result set
-            _create_event(team=self.team, event="paid", distinct_id=f"user_{i}", timestamp="2020-01-04T14:00:00Z")
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-04T14:00:00Z",
+            )
 
         for i in range(10, 20):
             _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
             if i % 2 == 0:
                 _create_event(
@@ -1284,15 +1630,21 @@ def test_funnel_correlation_with_event_properties(self):
             ],
         )
 
-        self.assertEqual(len(self._get_actors_for_event(filter, "positively_related", {"blah": "value_bleh"})), 5)
         self.assertEqual(
-            len(self._get_actors_for_event(filter, "positively_related", {"signup_source": "facebook"})), 3
+            len(self._get_actors_for_event(filter, "positively_related", {"blah": "value_bleh"})),
+            5,
+        )
+        self.assertEqual(
+            len(self._get_actors_for_event(filter, "positively_related", {"signup_source": "facebook"})),
+            3,
         )
         self.assertEqual(
-            len(self._get_actors_for_event(filter, "positively_related", {"signup_source": "facebook"}, False)), 0
+            len(self._get_actors_for_event(filter, "positively_related", {"signup_source": "facebook"}, False)),
+            0,
         )
         self.assertEqual(
-            len(self._get_actors_for_event(filter, "negatively_related", {"signup_source": "email"}, False)), 3
+            len(self._get_actors_for_event(filter, "negatively_related", {"signup_source": "email"}, False)),
+            3,
         )
 
     @also_test_with_materialized_columns(["blah", "signup_source"], verify_no_jsonextract=False)
@@ -1303,7 +1655,10 @@ def test_funnel_correlation_with_event_properties_and_groups(self):
 
         for i in range(10):
             create_group(
-                team_id=self.team.pk, group_type_index=1, group_key=f"org:{i}", properties={"industry": "positive"}
+                team_id=self.team.pk,
+                group_type_index=1,
+                group_key=f"org:{i}",
+                properties={"industry": "positive"},
             )
             _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk)
             _create_event(
@@ -1336,7 +1691,10 @@ def test_funnel_correlation_with_event_properties_and_groups(self):
 
         for i in range(10, 20):
             create_group(
-                team_id=self.team.pk, group_type_index=1, group_key=f"org:{i}", properties={"industry": "positive"}
+                team_id=self.team.pk,
+                group_type_index=1,
+                group_key=f"org:{i}",
+                properties={"industry": "positive"},
             )
             _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk)
             _create_event(
@@ -1352,7 +1710,10 @@ def test_funnel_correlation_with_event_properties_and_groups(self):
                     event="negatively_related",
                     distinct_id=f"user_{i}",
                     timestamp="2020-01-03T14:00:00Z",
-                    properties={"signup_source": "shazam" if i % 6 == 0 else "email", "$group_1": f"org:{i}"},
+                    properties={
+                        "signup_source": "shazam" if i % 6 == 0 else "email",
+                        "$group_1": f"org:{i}",
+                    },
                 )
                 # source: shazam occurs only once, so would be discarded from result set
 
@@ -1366,7 +1727,10 @@ def test_funnel_correlation_with_event_properties_and_groups(self):
             "date_to": "2020-01-14",
             "aggregation_group_type_index": 1,
             "funnel_correlation_type": "event_with_properties",
-            "funnel_correlation_event_names": ["positively_related", "negatively_related"],
+            "funnel_correlation_event_names": [
+                "positively_related",
+                "negatively_related",
+            ],
         }
 
         filter = Filter(data=filters)
@@ -1427,7 +1791,10 @@ def test_funnel_correlation_with_event_properties_exclusions(self):
         for i in range(3):
             _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
             _create_event(
                 team=self.team,
@@ -1436,12 +1803,20 @@ def test_funnel_correlation_with_event_properties_exclusions(self):
                 timestamp="2020-01-03T14:00:00Z",
                 properties={"signup_source": "facebook", "blah": "value_bleh"},
             )
-            _create_event(team=self.team, event="paid", distinct_id=f"user_{i}", timestamp="2020-01-04T14:00:00Z")
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-04T14:00:00Z",
+            )
 
         # Atleast one person that fails, to ensure we get results
         _create_person(distinct_ids=[f"user_fail"], team_id=self.team.pk)
         _create_event(
-            team=self.team, event="user signed up", distinct_id=f"user_fail", timestamp="2020-01-02T14:00:00Z"
+            team=self.team,
+            event="user signed up",
+            distinct_id=f"user_fail",
+            timestamp="2020-01-02T14:00:00Z",
         )
 
         result = correlation._run()[0]
@@ -1459,11 +1834,15 @@ def test_funnel_correlation_with_event_properties_exclusions(self):
             ],
         )
 
-        self.assertEqual(len(self._get_actors_for_event(filter, "positively_related", {"blah": "value_bleh"})), 3)
+        self.assertEqual(
+            len(self._get_actors_for_event(filter, "positively_related", {"blah": "value_bleh"})),
+            3,
+        )
 
         # If you search for persons with a specific property, even if excluded earlier, you should get them
         self.assertEqual(
-            len(self._get_actors_for_event(filter, "positively_related", {"signup_source": "facebook"})), 3
+            len(self._get_actors_for_event(filter, "positively_related", {"signup_source": "facebook"})),
+            3,
         )
 
     @also_test_with_materialized_columns(["$event_type", "signup_source"])
@@ -1487,7 +1866,10 @@ def test_funnel_correlation_with_event_properties_autocapture(self):
         for i in range(6):
             _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
             _create_event(
                 team=self.team,
@@ -1503,17 +1885,32 @@ def test_funnel_correlation_with_event_properties_autocapture(self):
                     team=self.team,
                     event="$autocapture",
                     distinct_id=f"user_{i}",
-                    elements=[Element(nth_of_type=1, nth_child=0, tag_name="button", text="Pay $10")],
+                    elements=[
+                        Element(
+                            nth_of_type=1,
+                            nth_child=0,
+                            tag_name="button",
+                            text="Pay $10",
+                        )
+                    ],
                     timestamp="2020-01-03T14:00:00Z",
                     properties={"signup_source": "facebook", "$event_type": "submit"},
                 )
 
-            _create_event(team=self.team, event="paid", distinct_id=f"user_{i}", timestamp="2020-01-04T14:00:00Z")
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-04T14:00:00Z",
+            )
 
         # Atleast one person that fails, to ensure we get results
         _create_person(distinct_ids=[f"user_fail"], team_id=self.team.pk)
         _create_event(
-            team=self.team, event="user signed up", distinct_id=f"user_fail", timestamp="2020-01-02T14:00:00Z"
+            team=self.team,
+            event="user signed up",
+            distinct_id=f"user_fail",
+            timestamp="2020-01-02T14:00:00Z",
         )
 
         result = correlation._run()[0]
@@ -1539,16 +1936,32 @@ def test_funnel_correlation_with_event_properties_autocapture(self):
             ],
         )
 
-        self.assertEqual(len(self._get_actors_for_event(filter, "$autocapture", {"signup_source": "facebook"})), 3)
-        self.assertEqual(len(self._get_actors_for_event(filter, "$autocapture", {"$event_type": "click"})), 6)
+        self.assertEqual(
+            len(self._get_actors_for_event(filter, "$autocapture", {"signup_source": "facebook"})),
+            3,
+        )
+        self.assertEqual(
+            len(self._get_actors_for_event(filter, "$autocapture", {"$event_type": "click"})),
+            6,
+        )
         self.assertEqual(
             len(
                 self._get_actors_for_event(
                     filter,
                     "$autocapture",
                     [
-                        {"key": "tag_name", "operator": "exact", "type": "element", "value": "button"},
-                        {"key": "text", "operator": "exact", "type": "element", "value": "Pay $10"},
+                        {
+                            "key": "tag_name",
+                            "operator": "exact",
+                            "type": "element",
+                            "value": "button",
+                        },
+                        {
+                            "key": "text",
+                            "operator": "exact",
+                            "type": "element",
+                            "value": "Pay $10",
+                        },
                     ],
                 )
             ),
@@ -1560,8 +1973,18 @@ def test_funnel_correlation_with_event_properties_autocapture(self):
                     filter,
                     "$autocapture",
                     [
-                        {"key": "tag_name", "operator": "exact", "type": "element", "value": "a"},
-                        {"key": "href", "operator": "exact", "type": "element", "value": "/movie"},
+                        {
+                            "key": "tag_name",
+                            "operator": "exact",
+                            "type": "element",
+                            "value": "a",
+                        },
+                        {
+                            "key": "href",
+                            "operator": "exact",
+                            "type": "element",
+                            "value": "/movie",
+                        },
                     ],
                 )
             ),
diff --git a/ee/clickhouse/queries/funnels/test/test_funnel_correlations_persons.py b/ee/clickhouse/queries/funnels/test/test_funnel_correlations_persons.py
index 81dd5cf6a3920..afb7edb977bc1 100644
--- a/ee/clickhouse/queries/funnels/test/test_funnel_correlations_persons.py
+++ b/ee/clickhouse/queries/funnels/test/test_funnel_correlations_persons.py
@@ -6,11 +6,15 @@
 from django.utils import timezone
 from freezegun import freeze_time
 
-from ee.clickhouse.queries.funnels.funnel_correlation_persons import FunnelCorrelationActors
+from ee.clickhouse.queries.funnels.funnel_correlation_persons import (
+    FunnelCorrelationActors,
+)
 from posthog.constants import INSIGHT_FUNNELS
 from posthog.models import Cohort, Filter
 from posthog.models.person import Person
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
 from posthog.tasks.calculate_cohort import insert_cohort_from_insight_filter
 from posthog.test.base import (
     APIBaseTest,
@@ -28,7 +32,6 @@
 
 
 class TestClickhouseFunnelCorrelationsActors(ClickhouseTestMixin, APIBaseTest):
-
     maxDiff = None
 
     def _setup_basic_test(self):
@@ -55,7 +58,10 @@ def _setup_basic_test(self):
 
             if i % 2 == 0:
                 events_by_person[person_id].append(
-                    {"event": "positively_related", "timestamp": datetime(2020, 1, 3, 14)}
+                    {
+                        "event": "positively_related",
+                        "timestamp": datetime(2020, 1, 3, 14),
+                    }
                 )
 
                 success_target_persons.append(str(person.uuid))
@@ -68,7 +74,10 @@ def _setup_basic_test(self):
             events_by_person[person_id] = [{"event": "user signed up", "timestamp": datetime(2020, 1, 2, 14)}]
             if i % 2 == 0:
                 events_by_person[person_id].append(
-                    {"event": "negatively_related", "timestamp": datetime(2020, 1, 3, 14)}
+                    {
+                        "event": "negatively_related",
+                        "timestamp": datetime(2020, 1, 3, 14),
+                    }
                 )
                 failure_target_persons.append(str(person.uuid))
 
@@ -90,15 +99,30 @@ def _setup_basic_test(self):
         ]
         journeys_for(events_by_person, self.team)
 
-        return filter, success_target_persons, failure_target_persons, person_fail, person_succ
+        return (
+            filter,
+            success_target_persons,
+            failure_target_persons,
+            person_fail,
+            person_succ,
+        )
 
     def test_basic_funnel_correlation_with_events(self):
-        filter, success_target_persons, failure_target_persons, person_fail, person_succ = self._setup_basic_test()
+        (
+            filter,
+            success_target_persons,
+            failure_target_persons,
+            person_fail,
+            person_succ,
+        ) = self._setup_basic_test()
 
         # test positively_related successes
         filter = filter.shallow_clone(
             {
-                "funnel_correlation_person_entity": {"id": "positively_related", "type": "events"},
+                "funnel_correlation_person_entity": {
+                    "id": "positively_related",
+                    "type": "events",
+                },
                 "funnel_correlation_person_converted": "TrUe",
             }
         )
@@ -109,7 +133,10 @@ def test_basic_funnel_correlation_with_events(self):
         # test negatively_related failures
         filter = filter.shallow_clone(
             {
-                "funnel_correlation_person_entity": {"id": "negatively_related", "type": "events"},
+                "funnel_correlation_person_entity": {
+                    "id": "negatively_related",
+                    "type": "events",
+                },
                 "funnel_correlation_person_converted": "falsE",
             }
         )
@@ -121,7 +148,10 @@ def test_basic_funnel_correlation_with_events(self):
         # test positively_related failures
         filter = filter.shallow_clone(
             {
-                "funnel_correlation_person_entity": {"id": "positively_related", "type": "events"},
+                "funnel_correlation_person_entity": {
+                    "id": "positively_related",
+                    "type": "events",
+                },
                 "funnel_correlation_person_converted": "False",
             }
         )
@@ -132,7 +162,10 @@ def test_basic_funnel_correlation_with_events(self):
         # test negatively_related successes
         filter = filter.shallow_clone(
             {
-                "funnel_correlation_person_entity": {"id": "negatively_related", "type": "events"},
+                "funnel_correlation_person_entity": {
+                    "id": "negatively_related",
+                    "type": "events",
+                },
                 "funnel_correlation_person_converted": "trUE",
             }
         )
@@ -143,32 +176,46 @@ def test_basic_funnel_correlation_with_events(self):
         # test all positively_related
         filter = filter.shallow_clone(
             {
-                "funnel_correlation_person_entity": {"id": "positively_related", "type": "events"},
+                "funnel_correlation_person_entity": {
+                    "id": "positively_related",
+                    "type": "events",
+                },
                 "funnel_correlation_person_converted": None,
             }
         )
         _, serialized_actors, _ = FunnelCorrelationActors(filter, self.team).get_actors()
 
         self.assertCountEqual(
-            [str(val["id"]) for val in serialized_actors], [*success_target_persons, str(person_fail.uuid)]
+            [str(val["id"]) for val in serialized_actors],
+            [*success_target_persons, str(person_fail.uuid)],
         )
 
         # test all negatively_related
         filter = filter.shallow_clone(
             {
-                "funnel_correlation_person_entity": {"id": "negatively_related", "type": "events"},
+                "funnel_correlation_person_entity": {
+                    "id": "negatively_related",
+                    "type": "events",
+                },
                 "funnel_correlation_person_converted": None,
             }
         )
         _, serialized_actors, _ = FunnelCorrelationActors(filter, self.team).get_actors()
 
         self.assertCountEqual(
-            [str(val["id"]) for val in serialized_actors], [*failure_target_persons, str(person_succ.uuid)]
+            [str(val["id"]) for val in serialized_actors],
+            [*failure_target_persons, str(person_succ.uuid)],
         )
 
     @patch("posthog.tasks.calculate_cohort.insert_cohort_from_insight_filter.delay")
     def test_create_funnel_correlation_cohort(self, _insert_cohort_from_insight_filter):
-        filter, success_target_persons, failure_target_persons, person_fail, person_succ = self._setup_basic_test()
+        (
+            filter,
+            success_target_persons,
+            failure_target_persons,
+            person_fail,
+            person_succ,
+        ) = self._setup_basic_test()
 
         params = {
             "events": [
@@ -179,7 +226,10 @@ def test_create_funnel_correlation_cohort(self, _insert_cohort_from_insight_filt
             "date_from": "2020-01-01",
             "date_to": "2020-01-14",
             "funnel_correlation_type": "events",
-            "funnel_correlation_person_entity": {"id": "positively_related", "type": "events"},
+            "funnel_correlation_person_entity": {
+                "id": "positively_related",
+                "type": "events",
+            },
             "funnel_correlation_person_converted": "TrUe",
         }
 
@@ -212,14 +262,19 @@ def test_create_funnel_correlation_cohort(self, _insert_cohort_from_insight_filt
         self.assertEqual(cohort.count, 5)
 
     def test_people_arent_returned_multiple_times(self):
-
         people = journeys_for(
             {
                 "user_1": [
                     {"event": "user signed up", "timestamp": datetime(2020, 1, 2, 14)},
-                    {"event": "positively_related", "timestamp": datetime(2020, 1, 3, 14)},
+                    {
+                        "event": "positively_related",
+                        "timestamp": datetime(2020, 1, 3, 14),
+                    },
                     # duplicate event
-                    {"event": "positively_related", "timestamp": datetime(2020, 1, 3, 14)},
+                    {
+                        "event": "positively_related",
+                        "timestamp": datetime(2020, 1, 3, 14),
+                    },
                     {"event": "paid", "timestamp": datetime(2020, 1, 4, 14)},
                 ]
             },
@@ -236,7 +291,10 @@ def test_people_arent_returned_multiple_times(self):
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-14",
                 "funnel_correlation_type": "events",
-                "funnel_correlation_person_entity": {"id": "positively_related", "type": "events"},
+                "funnel_correlation_person_entity": {
+                    "id": "positively_related",
+                    "type": "events",
+                },
                 "funnel_correlation_person_converted": "TrUe",
             }
         )
@@ -289,9 +347,15 @@ def test_funnel_correlation_on_event_with_recordings(self):
                 "date_from": "2021-01-01",
                 "date_to": "2021-01-08",
                 "funnel_correlation_type": "events",
-                "events": [{"id": "$pageview", "order": 0}, {"id": "insight analyzed", "order": 1}],
+                "events": [
+                    {"id": "$pageview", "order": 0},
+                    {"id": "insight analyzed", "order": 1},
+                ],
                 "include_recordings": "true",
-                "funnel_correlation_person_entity": {"id": "insight loaded", "type": "events"},
+                "funnel_correlation_person_entity": {
+                    "id": "insight loaded",
+                    "type": "events",
+                },
                 "funnel_correlation_person_converted": "True",
             }
         )
@@ -327,7 +391,10 @@ def test_funnel_correlation_on_event_with_recordings(self):
                     {"id": "insight updated", "order": 2},
                 ],
                 "include_recordings": "true",
-                "funnel_correlation_person_entity": {"id": "insight loaded", "type": "events"},
+                "funnel_correlation_person_entity": {
+                    "id": "insight loaded",
+                    "type": "events",
+                },
                 "funnel_correlation_person_converted": "False",
             }
         )
@@ -387,10 +454,18 @@ def test_funnel_correlation_on_properties_with_recordings(self):
                 "date_from": "2021-01-01",
                 "date_to": "2021-01-08",
                 "funnel_correlation_type": "properties",
-                "events": [{"id": "$pageview", "order": 0}, {"id": "insight analyzed", "order": 1}],
+                "events": [
+                    {"id": "$pageview", "order": 0},
+                    {"id": "insight analyzed", "order": 1},
+                ],
                 "include_recordings": "true",
                 "funnel_correlation_property_values": [
-                    {"key": "foo", "value": "bar", "operator": "exact", "type": "person"}
+                    {
+                        "key": "foo",
+                        "value": "bar",
+                        "operator": "exact",
+                        "type": "person",
+                    }
                 ],
                 "funnel_correlation_person_converted": "True",
             }
@@ -417,7 +492,6 @@ def test_funnel_correlation_on_properties_with_recordings(self):
     @snapshot_clickhouse_queries
     @freeze_time("2021-01-02 00:00:00.000Z")
     def test_strict_funnel_correlation_with_recordings(self):
-
         # First use that successfully completes the strict funnel
         p1 = _create_person(distinct_ids=["user_1"], team=self.team, properties={"foo": "bar"})
         _create_event(
@@ -496,10 +570,18 @@ def test_strict_funnel_correlation_with_recordings(self):
                 "date_to": "2021-01-08",
                 "funnel_order_type": "strict",
                 "funnel_correlation_type": "properties",
-                "events": [{"id": "$pageview", "order": 0}, {"id": "insight analyzed", "order": 1}],
+                "events": [
+                    {"id": "$pageview", "order": 0},
+                    {"id": "insight analyzed", "order": 1},
+                ],
                 "include_recordings": "true",
                 "funnel_correlation_property_values": [
-                    {"key": "foo", "value": "bar", "operator": "exact", "type": "person"}
+                    {
+                        "key": "foo",
+                        "value": "bar",
+                        "operator": "exact",
+                        "type": "person",
+                    }
                 ],
                 "funnel_correlation_person_converted": "True",
             }
@@ -532,10 +614,18 @@ def test_strict_funnel_correlation_with_recordings(self):
                 "date_to": "2021-01-08",
                 "funnel_order_type": "strict",
                 "funnel_correlation_type": "properties",
-                "events": [{"id": "$pageview", "order": 0}, {"id": "insight analyzed", "order": 1}],
+                "events": [
+                    {"id": "$pageview", "order": 0},
+                    {"id": "insight analyzed", "order": 1},
+                ],
                 "include_recordings": "true",
                 "funnel_correlation_property_values": [
-                    {"key": "foo", "value": "bar", "operator": "exact", "type": "person"}
+                    {
+                        "key": "foo",
+                        "value": "bar",
+                        "operator": "exact",
+                        "type": "person",
+                    }
                 ],
                 "funnel_correlation_person_converted": "False",
             }
diff --git a/ee/clickhouse/queries/paths/paths.py b/ee/clickhouse/queries/paths/paths.py
index 053bf982c6082..a5b9968da589e 100644
--- a/ee/clickhouse/queries/paths/paths.py
+++ b/ee/clickhouse/queries/paths/paths.py
@@ -61,10 +61,18 @@ def get_target_point_filter(self) -> str:
             return ""
 
     def get_target_clause(self) -> Tuple[str, Dict]:
-        params: Dict[str, Union[str, None]] = {"target_point": None, "secondary_target_point": None}
+        params: Dict[str, Union[str, None]] = {
+            "target_point": None,
+            "secondary_target_point": None,
+        }
 
         if self._filter.end_point and self._filter.start_point:
-            params.update({"target_point": self._filter.end_point, "secondary_target_point": self._filter.start_point})
+            params.update(
+                {
+                    "target_point": self._filter.end_point,
+                    "secondary_target_point": self._filter.start_point,
+                }
+            )
 
             clause = f"""
             , indexOf(compact_path, %(secondary_target_point)s) as start_target_index
@@ -101,7 +109,10 @@ def get_path_query_funnel_cte(self, funnel_filter: Filter):
             include_timestamp=bool(self._filter.funnel_paths),
             include_preceding_timestamp=self._filter.funnel_paths == FUNNEL_PATH_BETWEEN_STEPS,
         )
-        funnel_persons_query, funnel_persons_param = funnel_persons_generator.actor_query(limit_actors=False)
+        (
+            funnel_persons_query,
+            funnel_persons_param,
+        ) = funnel_persons_generator.actor_query(limit_actors=False)
         funnel_persons_query_new_params = funnel_persons_query.replace("%(", "%(funnel_")
         new_funnel_params = {"funnel_" + str(key): val for key, val in funnel_persons_param.items()}
         self.params.update(new_funnel_params)
@@ -112,7 +123,6 @@ def get_path_query_funnel_cte(self, funnel_filter: Filter):
         """
 
     def get_session_threshold_clause(self) -> str:
-
         if self.should_query_funnel():
             self._funnel_filter = cast(Filter, self._funnel_filter)  # typing mess
 
diff --git a/ee/clickhouse/queries/related_actors_query.py b/ee/clickhouse/queries/related_actors_query.py
index bf0c8431c7ef2..9c031a3b66221 100644
--- a/ee/clickhouse/queries/related_actors_query.py
+++ b/ee/clickhouse/queries/related_actors_query.py
@@ -9,7 +9,13 @@
 from posthog.models.filters.utils import validate_group_type_index
 from posthog.models.group_type_mapping import GroupTypeMapping
 from posthog.models.property import GroupTypeIndex
-from posthog.queries.actor_base_query import SerializedActor, SerializedGroup, SerializedPerson, get_groups, get_people
+from posthog.queries.actor_base_query import (
+    SerializedActor,
+    SerializedGroup,
+    SerializedPerson,
+    get_groups,
+    get_people,
+)
 from posthog.queries.person_distinct_id_query import get_team_distinct_ids_query
 
 
@@ -22,7 +28,12 @@ class RelatedActorsQuery:
     Two actors are considered related if they have had shared events in the past 90 days.
     """
 
-    def __init__(self, team: Team, group_type_index: Optional[Union[GroupTypeIndex, str]], id: str):
+    def __init__(
+        self,
+        team: Team,
+        group_type_index: Optional[Union[GroupTypeIndex, str]],
+        id: str,
+    ):
         self.team = team
         self.group_type_index = validate_group_type_index("group_type_index", group_type_index)
         self.id = id
diff --git a/ee/clickhouse/queries/retention/retention.py b/ee/clickhouse/queries/retention/retention.py
index 249ff103f4086..6d97b9bcae71b 100644
--- a/ee/clickhouse/queries/retention/retention.py
+++ b/ee/clickhouse/queries/retention/retention.py
@@ -1,5 +1,9 @@
-from ee.clickhouse.queries.retention.retention_actors import ClickhouseRetentionActorsByPeriod
-from ee.clickhouse.queries.retention.retention_event_query import ClickhouseRetentionEventsQuery
+from ee.clickhouse.queries.retention.retention_actors import (
+    ClickhouseRetentionActorsByPeriod,
+)
+from ee.clickhouse.queries.retention.retention_event_query import (
+    ClickhouseRetentionEventsQuery,
+)
 from posthog.queries.retention.retention import Retention
 
 
diff --git a/ee/clickhouse/queries/retention/retention_actors.py b/ee/clickhouse/queries/retention/retention_actors.py
index 4215604be90b2..48c16c67973b6 100644
--- a/ee/clickhouse/queries/retention/retention_actors.py
+++ b/ee/clickhouse/queries/retention/retention_actors.py
@@ -1,4 +1,6 @@
-from ee.clickhouse.queries.retention.retention_event_query import ClickhouseRetentionEventsQuery
+from ee.clickhouse.queries.retention.retention_event_query import (
+    ClickhouseRetentionEventsQuery,
+)
 from posthog.models.filters.mixins.utils import cached_property
 from posthog.queries.retention.actors_query import RetentionActorsByPeriod
 
diff --git a/ee/clickhouse/queries/stickiness/stickiness.py b/ee/clickhouse/queries/stickiness/stickiness.py
index f311808ef3c08..65f48c57e3ef7 100644
--- a/ee/clickhouse/queries/stickiness/stickiness.py
+++ b/ee/clickhouse/queries/stickiness/stickiness.py
@@ -1,5 +1,9 @@
-from ee.clickhouse.queries.stickiness.stickiness_actors import ClickhouseStickinessActors
-from ee.clickhouse.queries.stickiness.stickiness_event_query import ClickhouseStickinessEventsQuery
+from ee.clickhouse.queries.stickiness.stickiness_actors import (
+    ClickhouseStickinessActors,
+)
+from ee.clickhouse.queries.stickiness.stickiness_event_query import (
+    ClickhouseStickinessEventsQuery,
+)
 from posthog.queries.stickiness.stickiness import Stickiness
 
 
diff --git a/ee/clickhouse/queries/stickiness/stickiness_actors.py b/ee/clickhouse/queries/stickiness/stickiness_actors.py
index f62b9f479b9f5..0405aa8674295 100644
--- a/ee/clickhouse/queries/stickiness/stickiness_actors.py
+++ b/ee/clickhouse/queries/stickiness/stickiness_actors.py
@@ -1,4 +1,6 @@
-from ee.clickhouse.queries.stickiness.stickiness_event_query import ClickhouseStickinessEventsQuery
+from ee.clickhouse.queries.stickiness.stickiness_event_query import (
+    ClickhouseStickinessEventsQuery,
+)
 from posthog.models.filters.mixins.utils import cached_property
 from posthog.queries.stickiness.stickiness_actors import StickinessActors
 
diff --git a/ee/clickhouse/queries/test/test_breakdown_props.py b/ee/clickhouse/queries/test/test_breakdown_props.py
index e0442cffadcb1..b937c63fed66f 100644
--- a/ee/clickhouse/queries/test/test_breakdown_props.py
+++ b/ee/clickhouse/queries/test/test_breakdown_props.py
@@ -6,7 +6,10 @@
 from posthog.models.filters import Filter
 from posthog.models.group.util import create_group
 from posthog.models.group_type_mapping import GroupTypeMapping
-from posthog.queries.breakdown_props import _to_bucketing_expression, get_breakdown_prop_values
+from posthog.queries.breakdown_props import (
+    _to_bucketing_expression,
+    get_breakdown_prop_values,
+)
 from posthog.queries.trends.util import process_math
 from posthog.test.base import (
     APIBaseTest,
@@ -20,7 +23,8 @@
 
 class TestBreakdownProps(ClickhouseTestMixin, APIBaseTest):
     @also_test_with_materialized_columns(
-        event_properties=["$host", "distinct_id"], person_properties=["$browser", "email"]
+        event_properties=["$host", "distinct_id"],
+        person_properties=["$browser", "email"],
     )
     @snapshot_clickhouse_queries
     def test_breakdown_person_props(self):
@@ -34,14 +38,29 @@ def test_breakdown_person_props(self):
         )
 
         self.team.test_account_filters = [
-            {"key": "email", "type": "person", "value": "posthog.com", "operator": "not_icontains"},
+            {
+                "key": "email",
+                "type": "person",
+                "value": "posthog.com",
+                "operator": "not_icontains",
+            },
             {
                 "key": "$host",
                 "type": "event",
-                "value": ["127.0.0.1:3000", "127.0.0.1:5000", "localhost:5000", "localhost:8000"],
+                "value": [
+                    "127.0.0.1:3000",
+                    "127.0.0.1:5000",
+                    "localhost:5000",
+                    "localhost:8000",
+                ],
                 "operator": "is_not",
             },
-            {"key": "distinct_id", "type": "event", "value": "posthog.com", "operator": "not_icontains"},
+            {
+                "key": "distinct_id",
+                "type": "event",
+                "value": "posthog.com",
+                "operator": "not_icontains",
+            },
         ]
         self.team.save()
         with freeze_time("2020-01-04T13:01:01Z"):
@@ -50,7 +69,14 @@ def test_breakdown_person_props(self):
                     "insight": "FUNNELS",
                     "properties": [],
                     "filter_test_accounts": True,
-                    "events": [{"id": "$pageview", "name": "$pageview", "type": "events", "order": 0}],
+                    "events": [
+                        {
+                            "id": "$pageview",
+                            "name": "$pageview",
+                            "type": "events",
+                            "order": 0,
+                        }
+                    ],
                     "actions": [],
                     "funnel_viz_type": "steps",
                     "display": "FunnelViz",
@@ -63,7 +89,10 @@ def test_breakdown_person_props(self):
                 }
             )
             res = get_breakdown_prop_values(
-                filter, Entity({"id": "$pageview", "type": "events"}), "count(*)", self.team
+                filter,
+                Entity({"id": "$pageview", "type": "events"}),
+                "count(*)",
+                self.team,
             )
             self.assertEqual(res, ["test"])
 
@@ -86,7 +115,9 @@ def test_breakdown_person_props_with_entity_filter(self):
         )
 
         cohort = Cohort.objects.create(
-            team=self.team, name="a", groups=[{"properties": [{"key": "$browser", "value": "test", "type": "person"}]}]
+            team=self.team,
+            name="a",
+            groups=[{"properties": [{"key": "$browser", "value": "test", "type": "person"}]}],
         )
         cohort.calculate_people_ch(pending_version=0)
 
@@ -123,7 +154,11 @@ def test_breakdown_person_props_with_entity_filter(self):
 
     @snapshot_clickhouse_queries
     def test_breakdown_person_props_with_entity_filter_and_or_props_with_partial_pushdown(self):
-        _create_person(team_id=self.team.pk, distinct_ids=["p1"], properties={"$browser": "test", "$os": "test"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"$browser": "test", "$os": "test"},
+        )
         _create_event(
             team=self.team,
             event="$pageview",
@@ -131,7 +166,11 @@ def test_breakdown_person_props_with_entity_filter_and_or_props_with_partial_pus
             timestamp="2020-01-02T12:00:00Z",
             properties={"key": "val"},
         )
-        _create_person(team_id=self.team.pk, distinct_ids=["p2"], properties={"$browser": "test2", "$os": "test2"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"$browser": "test2", "$os": "test2"},
+        )
         _create_event(
             team=self.team,
             event="$pageview",
@@ -139,7 +178,11 @@ def test_breakdown_person_props_with_entity_filter_and_or_props_with_partial_pus
             timestamp="2020-01-02T12:00:00Z",
             properties={"key": "val2"},
         )
-        _create_person(team_id=self.team.pk, distinct_ids=["p3"], properties={"$browser": "test3", "$os": "test3"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p3"],
+            properties={"$browser": "test3", "$os": "test3"},
+        )
         _create_event(
             team=self.team,
             event="$pageview",
@@ -154,7 +197,14 @@ def test_breakdown_person_props_with_entity_filter_and_or_props_with_partial_pus
                 "name": "$pageview",
                 "type": "events",
                 "order": 0,
-                "properties": [{"key": "$browser", "type": "person", "value": "test", "operator": "icontains"}],
+                "properties": [
+                    {
+                        "key": "$browser",
+                        "type": "person",
+                        "value": "test",
+                        "operator": "icontains",
+                    }
+                ],
             }
         ]
         with self.settings(USE_PRECALCULATED_CH_COHORT_PEOPLE=True):
@@ -165,8 +215,18 @@ def test_breakdown_person_props_with_entity_filter_and_or_props_with_partial_pus
                         "properties": {
                             "type": "OR",
                             "values": [
-                                {"key": "$os", "type": "person", "value": "test2", "operator": "exact"},
-                                {"key": "key", "type": "event", "value": "val", "operator": "exact"},
+                                {
+                                    "key": "$os",
+                                    "type": "person",
+                                    "value": "test2",
+                                    "operator": "exact",
+                                },
+                                {
+                                    "key": "key",
+                                    "type": "event",
+                                    "value": "val",
+                                    "operator": "exact",
+                                },
                             ],
                         },
                         "filter_test_accounts": False,
@@ -190,17 +250,43 @@ def test_breakdown_group_props(self):
         GroupTypeMapping.objects.create(team=self.team, group_type="organization", group_type_index=0)
         GroupTypeMapping.objects.create(team=self.team, group_type="company", group_type_index=1)
 
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:5", properties={"industry": "finance"})
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:6", properties={"industry": "technology"})
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:7", properties={"industry": "finance"})
         create_group(
-            team_id=self.team.pk, group_type_index=0, group_key="org:8", properties={"industry": "another", "out": 1}
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:5",
+            properties={"industry": "finance"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:6",
+            properties={"industry": "technology"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:7",
+            properties={"industry": "finance"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:8",
+            properties={"industry": "another", "out": 1},
         )
         create_group(
-            team_id=self.team.pk, group_type_index=1, group_key="company:10", properties={"industry": "foobar"}
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:10",
+            properties={"industry": "foobar"},
         )
         # :TRICKY: Test group type overlapping
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="org:8", properties={"industry": "foobar"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="org:8",
+            properties={"industry": "foobar"},
+        )
 
         for org_index in range(5, 9):
             _create_event(
@@ -221,7 +307,13 @@ def test_breakdown_group_props(self):
                 "breakdown_limit": 5,
                 "events": [{"id": "$pageview", "type": "events", "order": 0}],
                 "properties": [
-                    {"key": "out", "value": "", "type": "group", "group_type_index": 0, "operator": "is_not_set"}
+                    {
+                        "key": "out",
+                        "value": "",
+                        "type": "group",
+                        "group_type_index": 0,
+                        "operator": "is_not_set",
+                    }
                 ],
             },
             team=self.team,
@@ -241,7 +333,13 @@ def test_breakdown_group_props(self):
                 "properties": {
                     "type": "AND",
                     "values": [
-                        {"key": "out", "value": "", "type": "group", "group_type_index": 0, "operator": "is_not_set"}
+                        {
+                            "key": "out",
+                            "value": "",
+                            "type": "group",
+                            "group_type_index": 0,
+                            "operator": "is_not_set",
+                        }
                     ],
                 },
             }
@@ -251,7 +349,11 @@ def test_breakdown_group_props(self):
 
     @snapshot_clickhouse_queries
     def test_breakdown_session_props(self):
-        _create_person(team_id=self.team.pk, distinct_ids=["p1"], properties={"$browser": "test", "$os": "test"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"$browser": "test", "$os": "test"},
+        )
 
         # 20 second session that starts before the time range
         _create_event(
@@ -299,8 +401,16 @@ def test_breakdown_session_props(self):
 
     @snapshot_clickhouse_queries
     def test_breakdown_with_math_property_session(self):
-        _create_person(team_id=self.team.pk, distinct_ids=["p1"], properties={"$browser": "test", "$os": "test"})
-        _create_person(team_id=self.team.pk, distinct_ids=["p2"], properties={"$browser": "mac", "$os": "test"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"$browser": "test", "$os": "test"},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"$browser": "mac", "$os": "test"},
+        )
 
         # 20 second session that starts before the time range
         _create_event(
@@ -412,10 +522,22 @@ def test_breakdown_with_math_property_session(self):
     [
         (0, "arrayCompact(arrayMap(x -> floor(x, 2), quantiles(0,1)(value)))"),
         (1, "arrayCompact(arrayMap(x -> floor(x, 2), quantiles(0,1)(value)))"),
-        (2, "arrayCompact(arrayMap(x -> floor(x, 2), quantiles(0.00,0.50,1.00)(value)))"),
-        (3, "arrayCompact(arrayMap(x -> floor(x, 2), quantiles(0.00,0.33,0.67,1.00)(value)))"),
-        (5, "arrayCompact(arrayMap(x -> floor(x, 2), quantiles(0.00,0.20,0.40,0.60,0.80,1.00)(value)))"),
-        (7, "arrayCompact(arrayMap(x -> floor(x, 2), quantiles(0.00,0.14,0.29,0.43,0.57,0.71,0.86,1.00)(value)))"),
+        (
+            2,
+            "arrayCompact(arrayMap(x -> floor(x, 2), quantiles(0.00,0.50,1.00)(value)))",
+        ),
+        (
+            3,
+            "arrayCompact(arrayMap(x -> floor(x, 2), quantiles(0.00,0.33,0.67,1.00)(value)))",
+        ),
+        (
+            5,
+            "arrayCompact(arrayMap(x -> floor(x, 2), quantiles(0.00,0.20,0.40,0.60,0.80,1.00)(value)))",
+        ),
+        (
+            7,
+            "arrayCompact(arrayMap(x -> floor(x, 2), quantiles(0.00,0.14,0.29,0.43,0.57,0.71,0.86,1.00)(value)))",
+        ),
         (
             10,
             "arrayCompact(arrayMap(x -> floor(x, 2), quantiles(0.00,0.10,0.20,0.30,0.40,0.50,0.60,0.70,0.80,0.90,1.00)(value)))",
@@ -423,7 +545,6 @@ def test_breakdown_with_math_property_session(self):
     ],
 )
 def test_bucketing_expression(test_input, expected):
-
     result = _to_bucketing_expression(test_input)
 
     assert result == expected
diff --git a/ee/clickhouse/queries/test/test_cohort_query.py b/ee/clickhouse/queries/test/test_cohort_query.py
index 8db8b1daea391..6b9d4cf7ce116 100644
--- a/ee/clickhouse/queries/test/test_cohort_query.py
+++ b/ee/clickhouse/queries/test/test_cohort_query.py
@@ -20,7 +20,14 @@
 )
 
 
-def _make_event_sequence(team, distinct_id, interval_days, period_event_counts, event="$pageview", properties={}):
+def _make_event_sequence(
+    team,
+    distinct_id,
+    interval_days,
+    period_event_counts,
+    event="$pageview",
+    properties={},
+):
     for period_index, event_count in enumerate(period_event_counts):
         for i in range(event_count):
             _create_event(
@@ -44,15 +51,19 @@ def _create_cohort(**kwargs):
 class TestCohortQuery(ClickhouseTestMixin, BaseTest):
     @snapshot_clickhouse_queries
     def test_basic_query(self):
-
         action1 = Action.objects.create(team=self.team, name="action1")
         ActionStep.objects.create(
-            event="$autocapture", action=action1, url="https://posthog.com/feedback/123", url_matching=ActionStep.EXACT
+            event="$autocapture",
+            action=action1,
+            url="https://posthog.com/feedback/123",
+            url_matching=ActionStep.EXACT,
         )
 
         # satiesfies all conditions
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -71,7 +82,9 @@ def test_basic_query(self):
 
         # doesn't satisfy action
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -90,7 +103,9 @@ def test_basic_query(self):
 
         # doesn't satisfy property condition
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p3"], properties={"name": "test", "email": "testXX@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p3"],
+            properties={"name": "test", "email": "testXX@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -145,7 +160,11 @@ def test_basic_query(self):
                                     "value": "performed_event_first_time",
                                     "type": "behavioral",
                                 },
-                                {"key": "email", "value": "test@posthog.com", "type": "person"},
+                                {
+                                    "key": "email",
+                                    "value": "test@posthog.com",
+                                    "type": "person",
+                                },
                             ],
                         },
                     ],
@@ -163,7 +182,9 @@ def test_basic_query(self):
 
     def test_performed_event(self):
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -174,7 +195,9 @@ def test_performed_event(self):
         )
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -210,7 +233,9 @@ def test_performed_event(self):
 
     def test_performed_event_multiple(self):
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -229,7 +254,9 @@ def test_performed_event_multiple(self):
         )
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -267,11 +294,15 @@ def test_performed_event_multiple(self):
 
     def test_performed_event_lte_1_times(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         p2 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -282,7 +313,9 @@ def test_performed_event_lte_1_times(self):
         )
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p3"], properties={"name": "test3", "email": "test3@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p3"],
+            properties={"name": "test3", "email": "test3@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -327,7 +360,9 @@ def test_performed_event_lte_1_times(self):
 
     def test_can_handle_many_performed_multiple_filters(self):
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -338,7 +373,9 @@ def test_can_handle_many_performed_multiple_filters(self):
         )
 
         p2 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -349,7 +386,9 @@ def test_can_handle_many_performed_multiple_filters(self):
         )
 
         p3 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p3"], properties={"name": "test3", "email": "test3@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p3"],
+            properties={"name": "test3", "email": "test3@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -427,7 +466,9 @@ def test_performed_event_zero_times_(self):
 
     def test_stopped_performing_event(self):
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -438,7 +479,9 @@ def test_stopped_performing_event(self):
         )
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -500,13 +543,19 @@ def test_stopped_performing_event_raises_if_seq_date_later_than_date(self):
 
     def test_restarted_performing_event(self):
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test2", "email": "test2@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test2", "email": "test2@posthog.com"},
         )
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p3"], properties={"name": "test3", "email": "test3@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p3"],
+            properties={"name": "test3", "email": "test3@posthog.com"},
         )
 
         # P1 events (proper restarting sequence)
@@ -609,10 +658,14 @@ def test_restarted_performing_event_raises_if_seq_date_later_than_date(self):
 
     def test_performed_event_first_time(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         p2 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test2", "email": "test2@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test2", "email": "test2@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -660,7 +713,9 @@ def test_performed_event_first_time(self):
 
     def test_performed_event_regularly(self):
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         _make_event_sequence(self.team, "p1", 3, [1, 1, 1])
@@ -697,10 +752,14 @@ def test_performed_event_regularly(self):
 
     def test_performed_event_regularly_with_variable_event_counts_in_each_period(self):
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         p2 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test2", "email": "test2@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test2", "email": "test2@posthog.com"},
         )
         # p1 gets variable number of events in each period
         _make_event_sequence(self.team, "p1", 3, [0, 1, 2])
@@ -769,17 +828,25 @@ def test_performed_event_regularly_with_variable_event_counts_in_each_period(sel
     @snapshot_clickhouse_queries
     def test_person_props_only(self):
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test1@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test1@posthog.com"},
         )
         p2 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test2@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test2@posthog.com"},
         )
         p3 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p3"], properties={"name": "test3", "email": "test3@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p3"],
+            properties={"name": "test3", "email": "test3@posthog.com"},
         )
         # doesn't match
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p4"], properties={"name": "test3", "email": "test4@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p4"],
+            properties={"name": "test3", "email": "test4@posthog.com"},
         )
 
         filter = Filter(
@@ -790,15 +857,27 @@ def test_person_props_only(self):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "email", "value": "test1@posthog.com", "type": "person"},
-                                {"key": "email", "value": "test2@posthog.com", "type": "person"},
+                                {
+                                    "key": "email",
+                                    "value": "test1@posthog.com",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "email",
+                                    "value": "test2@posthog.com",
+                                    "type": "person",
+                                },
                             ],
                         },
                         {
                             "type": "AND",
                             "values": [
                                 {"key": "name", "value": "test3", "type": "person"},
-                                {"key": "email", "value": "test3@posthog.com", "type": "person"},
+                                {
+                                    "key": "email",
+                                    "value": "test3@posthog.com",
+                                    "type": "person",
+                                },
                             ],
                         },
                     ],
@@ -816,15 +895,19 @@ def test_person_props_only(self):
 
     @snapshot_clickhouse_queries
     def test_person_properties_with_pushdowns(self):
-
         action1 = Action.objects.create(team=self.team, name="action1")
         ActionStep.objects.create(
-            event="$autocapture", action=action1, url="https://posthog.com/feedback/123", url_matching=ActionStep.EXACT
+            event="$autocapture",
+            action=action1,
+            url="https://posthog.com/feedback/123",
+            url_matching=ActionStep.EXACT,
         )
 
         # satiesfies all conditions
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -843,7 +926,9 @@ def test_person_properties_with_pushdowns(self):
 
         # doesn't satisfy action
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -862,7 +947,9 @@ def test_person_properties_with_pushdowns(self):
 
         # satisfies special condition (not pushed down person property in OR group)
         p3 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p3"], properties={"name": "special", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p3"],
+            properties={"name": "special", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -897,7 +984,11 @@ def test_person_properties_with_pushdowns(self):
                                     "value": "performed_event",
                                     "type": "behavioral",
                                 },
-                                {"key": "name", "value": "special", "type": "person"},  # this is NOT pushed down
+                                {
+                                    "key": "name",
+                                    "value": "special",
+                                    "type": "person",
+                                },  # this is NOT pushed down
                             ],
                         },
                         {
@@ -911,7 +1002,11 @@ def test_person_properties_with_pushdowns(self):
                                     "value": "performed_event_first_time",
                                     "type": "behavioral",
                                 },
-                                {"key": "email", "value": "test@posthog.com", "type": "person"},  # this is pushed down
+                                {
+                                    "key": "email",
+                                    "value": "test@posthog.com",
+                                    "type": "person",
+                                },  # this is pushed down
                             ],
                         },
                     ],
@@ -927,10 +1022,11 @@ def test_person_properties_with_pushdowns(self):
     @also_test_with_materialized_columns(person_properties=["$sample_field"])
     @snapshot_clickhouse_queries
     def test_person(self):
-
         # satiesfies all conditions
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "$sample_field": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "$sample_field": "test@posthog.com"},
         )
         filter = Filter(
             data={
@@ -945,7 +1041,11 @@ def test_person(self):
                             "value": "performed_event",
                             "type": "behavioral",
                         },
-                        {"key": "$sample_field", "value": "test@posthog.com", "type": "person"},
+                        {
+                            "key": "$sample_field",
+                            "value": "test@posthog.com",
+                            "type": "person",
+                        },
                     ],
                 }
             }
@@ -1057,7 +1157,9 @@ def test_earliest_date_clause_removed_for_started_at_query(self):
 
     def test_negation(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -1068,7 +1170,9 @@ def test_negation(self):
         )
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -1102,7 +1206,9 @@ def test_negation(self):
 
     def test_negation_with_simplify_filters(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -1113,7 +1219,9 @@ def test_negation_with_simplify_filters(self):
         )
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -1124,7 +1232,9 @@ def test_negation_with_simplify_filters(self):
         )
 
         p3 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p3"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p3"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -1171,7 +1281,9 @@ def test_negation_with_simplify_filters(self):
     def test_negation_dynamic_time_bound_with_performed_event(self):
         # invalid dude because $pageview happened too early
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -1191,7 +1303,9 @@ def test_negation_dynamic_time_bound_with_performed_event(self):
 
         # invalid dude because no new_view event
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -1203,7 +1317,9 @@ def test_negation_dynamic_time_bound_with_performed_event(self):
 
         # valid dude because $pageview happened a long time ago
         p3 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p3"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p3"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -1223,7 +1339,9 @@ def test_negation_dynamic_time_bound_with_performed_event(self):
 
         # valid dude because $pageview did not happen
         p4 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p4"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p4"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -1269,7 +1387,9 @@ def test_negation_dynamic_time_bound_with_performed_event(self):
     def test_negation_dynamic_time_bound_with_performed_event_sequence(self):
         # invalid dude because $pageview sequence happened too early
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         # pageview sequence that happens today, and 2 days ago
         _make_event_sequence(self.team, "p1", 2, [1, 1])
@@ -1283,13 +1403,17 @@ def test_negation_dynamic_time_bound_with_performed_event_sequence(self):
 
         # invalid dude because no new_view event
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _make_event_sequence(self.team, "p2", 2, [1, 1])
 
         # valid dude because $pageview sequence happened a long time ago
         p3 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p3"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p3"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -1315,7 +1439,9 @@ def test_negation_dynamic_time_bound_with_performed_event_sequence(self):
 
         # valid dude because $pageview sequence did not happen
         p4 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p4"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p4"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -1327,7 +1453,9 @@ def test_negation_dynamic_time_bound_with_performed_event_sequence(self):
 
         # valid dude because $pageview sequence did not complete, even if one pageview happened
         p5 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p5"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p5"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -1346,7 +1474,9 @@ def test_negation_dynamic_time_bound_with_performed_event_sequence(self):
 
         # valid dude because $pageview sequence delay was long enough, even if it happened too early
         p6 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p6"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p6"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         # pageview sequence that happens today, and 4 days ago
         _make_event_sequence(self.team, "p6", 4, [1, 1])
@@ -1395,7 +1525,11 @@ def test_negation_dynamic_time_bound_with_performed_event_sequence(self):
         self.assertCountEqual([p3.uuid, p4.uuid, p5.uuid, p6.uuid], [r[0] for r in res])
 
     def test_cohort_filter(self):
-        p1 = _create_person(team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "name": "test"})
+        p1 = _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "name": "test"},
+        )
         cohort = _create_cohort(
             team=self.team,
             name="cohort1",
@@ -1404,7 +1538,12 @@ def test_cohort_filter(self):
         flush_persons_and_events()
 
         filter = Filter(
-            data={"properties": {"type": "AND", "values": [{"key": "id", "value": cohort.pk, "type": "cohort"}]}}
+            data={
+                "properties": {
+                    "type": "AND",
+                    "values": [{"key": "id", "value": cohort.pk, "type": "cohort"}],
+                }
+            }
         )
 
         q, params = CohortQuery(filter=filter, team=self.team).get_query()
@@ -1417,7 +1556,16 @@ def test_faulty_type(self):
             team=self.team,
             name="cohort1",
             groups=[
-                {"properties": [{"key": "email", "type": "event", "value": ["fake@test.com"], "operator": "exact"}]}
+                {
+                    "properties": [
+                        {
+                            "key": "email",
+                            "type": "event",
+                            "value": ["fake@test.com"],
+                            "operator": "exact",
+                        }
+                    ]
+                }
             ],
         )
 
@@ -1428,7 +1576,14 @@ def test_faulty_type(self):
                 "values": [
                     {
                         "type": "AND",
-                        "values": [{"key": "email", "value": ["fake@test.com"], "operator": "exact", "type": "person"}],
+                        "values": [
+                            {
+                                "key": "email",
+                                "value": ["fake@test.com"],
+                                "operator": "exact",
+                                "type": "person",
+                            }
+                        ],
                     }
                 ],
             },
@@ -1438,7 +1593,17 @@ def test_missing_type(self):
         cohort = _create_cohort(
             team=self.team,
             name="cohort1",
-            groups=[{"properties": [{"key": "email", "value": ["fake@test.com"], "operator": "exact"}]}],
+            groups=[
+                {
+                    "properties": [
+                        {
+                            "key": "email",
+                            "value": ["fake@test.com"],
+                            "operator": "exact",
+                        }
+                    ]
+                }
+            ],
         )
 
         self.assertEqual(
@@ -1448,7 +1613,14 @@ def test_missing_type(self):
                 "values": [
                     {
                         "type": "AND",
-                        "values": [{"key": "email", "value": ["fake@test.com"], "operator": "exact", "type": "person"}],
+                        "values": [
+                            {
+                                "key": "email",
+                                "value": ["fake@test.com"],
+                                "operator": "exact",
+                                "type": "person",
+                            }
+                        ],
                     }
                 ],
             },
@@ -1459,7 +1631,15 @@ def test_old_old_style_properties(self):
             team=self.team,
             name="cohort1",
             groups=[
-                {"properties": [{"key": "email", "value": ["fake@test.com"], "operator": "exact"}]},
+                {
+                    "properties": [
+                        {
+                            "key": "email",
+                            "value": ["fake@test.com"],
+                            "operator": "exact",
+                        }
+                    ]
+                },
                 {"properties": {"abra": "cadabra", "name": "alakazam"}},
             ],
         )
@@ -1471,7 +1651,14 @@ def test_old_old_style_properties(self):
                 "values": [
                     {
                         "type": "AND",
-                        "values": [{"key": "email", "value": ["fake@test.com"], "operator": "exact", "type": "person"}],
+                        "values": [
+                            {
+                                "key": "email",
+                                "value": ["fake@test.com"],
+                                "operator": "exact",
+                                "type": "person",
+                            }
+                        ],
                     },
                     {
                         "type": "AND",
@@ -1485,7 +1672,11 @@ def test_old_old_style_properties(self):
         )
 
     def test_precalculated_cohort_filter(self):
-        p1 = _create_person(team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "name": "test"})
+        p1 = _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "name": "test"},
+        )
         cohort = _create_cohort(
             team=self.team,
             name="cohort1",
@@ -1497,7 +1688,13 @@ def test_precalculated_cohort_filter(self):
             data={
                 "properties": {
                     "type": "OR",
-                    "values": [{"key": "id", "value": cohort.pk, "type": "precalculated-cohort"}],
+                    "values": [
+                        {
+                            "key": "id",
+                            "value": cohort.pk,
+                            "type": "precalculated-cohort",
+                        }
+                    ],
                 }
             }
         )
@@ -1531,7 +1728,11 @@ def test_precalculated_cohort_filter_with_extra_filters(self):
                 "properties": {
                     "type": "OR",
                     "values": [
-                        {"key": "id", "value": cohort.pk, "type": "precalculated-cohort"},
+                        {
+                            "key": "id",
+                            "value": cohort.pk,
+                            "type": "precalculated-cohort",
+                        },
                         {"key": "name", "value": "test2", "type": "person"},
                     ],
                 }
@@ -1550,7 +1751,11 @@ def test_precalculated_cohort_filter_with_extra_filters(self):
 
     @snapshot_clickhouse_queries
     def test_cohort_filter_with_extra(self):
-        p1 = _create_person(team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "name": "test"})
+        p1 = _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "name": "test"},
+        )
         cohort = _create_cohort(
             team=self.team,
             name="cohort1",
@@ -1558,7 +1763,9 @@ def test_cohort_filter_with_extra(self):
         )
 
         p2 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -1622,24 +1829,34 @@ def test_cohort_filter_with_extra(self):
     def test_cohort_filter_with_another_cohort_with_event_sequence(self):
         # passes filters for cohortCeption, but not main cohort
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@gmail.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@gmail.com"},
         )
         _make_event_sequence(self.team, "p1", 2, [1, 1])
 
         # passes filters for cohortCeption and main cohort
         p2 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _make_event_sequence(self.team, "p2", 2, [1, 1])
         _make_event_sequence(self.team, "p2", 6, [1, 1], event="$new_view")
 
         # passes filters for neither cohortCeption nor main cohort
-        _create_person(team_id=self.team.pk, distinct_ids=["p3"], properties={"email": "test@posthog.com"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p3"],
+            properties={"email": "test@posthog.com"},
+        )
         _make_event_sequence(self.team, "p3", 2, [1, 1])
 
         # passes filters for mainCohort but not cohortCeption
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p4"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p4"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _make_event_sequence(self.team, "p4", 6, [1, 1])
         _make_event_sequence(self.team, "p4", 6, [1, 1], event="$new_view")
@@ -1700,14 +1917,22 @@ def test_cohort_filter_with_another_cohort_with_event_sequence(self):
 
     @snapshot_clickhouse_queries
     def test_static_cohort_filter(self):
-
-        p1 = _create_person(team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "name": "test"})
+        p1 = _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "name": "test"},
+        )
         cohort = _create_cohort(team=self.team, name="cohort1", groups=[], is_static=True)
         flush_persons_and_events()
         cohort.insert_users_by_list(["p1"])
 
         filter = Filter(
-            data={"properties": {"type": "OR", "values": [{"key": "id", "value": cohort.pk, "type": "static-cohort"}]}}
+            data={
+                "properties": {
+                    "type": "OR",
+                    "values": [{"key": "id", "value": cohort.pk, "type": "static-cohort"}],
+                }
+            }
         )
 
         q, params = CohortQuery(filter=filter, team=self.team).get_query()
@@ -1717,11 +1942,17 @@ def test_static_cohort_filter(self):
 
     @snapshot_clickhouse_queries
     def test_static_cohort_filter_with_extra(self):
-        p1 = _create_person(team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "name": "test"})
+        p1 = _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "name": "test"},
+        )
         cohort = _create_cohort(team=self.team, name="cohort1", groups=[], is_static=True)
 
         p2 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -1785,13 +2016,17 @@ def test_static_cohort_filter_with_extra(self):
     @snapshot_clickhouse_queries
     def test_performed_event_sequence(self):
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         _make_event_sequence(self.team, "p1", 2, [1, 1])
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         _create_event(
@@ -1833,20 +2068,31 @@ def test_performed_event_sequence(self):
     @also_test_with_materialized_columns(event_properties=["$current_url"])
     def test_performed_event_sequence_with_action(self):
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         action1 = Action.objects.create(team=self.team, name="action1")
         ActionStep.objects.create(
-            event="$pageview", action=action1, url="https://posthog.com/feedback/123", url_matching=ActionStep.EXACT
+            event="$pageview",
+            action=action1,
+            url="https://posthog.com/feedback/123",
+            url_matching=ActionStep.EXACT,
         )
 
         _make_event_sequence(
-            self.team, "p1", 2, [1, 1], properties={"$current_url": "https://posthog.com/feedback/123"}
+            self.team,
+            "p1",
+            2,
+            [1, 1],
+            properties={"$current_url": "https://posthog.com/feedback/123"},
         )
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         _create_event(
@@ -1887,13 +2133,17 @@ def test_performed_event_sequence_with_action(self):
 
     def test_performed_event_sequence_with_restarted(self):
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         _make_event_sequence(self.team, "p1", 2, [1, 1])
 
         p2 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         _create_event(
@@ -1951,7 +2201,9 @@ def test_performed_event_sequence_with_restarted(self):
 
     def test_performed_event_sequence_with_extra_conditions(self):
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         _make_event_sequence(self.team, "p1", 2, [1, 1])
@@ -1973,7 +2225,9 @@ def test_performed_event_sequence_with_extra_conditions(self):
         )
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         _create_event(
@@ -2025,7 +2279,9 @@ def test_performed_event_sequence_with_extra_conditions(self):
     @snapshot_clickhouse_queries
     def test_performed_event_sequence_with_person_properties(self):
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         _make_event_sequence(self.team, "p1", 2, [1, 1])
@@ -2047,7 +2303,9 @@ def test_performed_event_sequence_with_person_properties(self):
         )
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         _create_event(
@@ -2059,7 +2317,9 @@ def test_performed_event_sequence_with_person_properties(self):
         )
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p3"], properties={"name": "test22", "email": "test22@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p3"],
+            properties={"name": "test22", "email": "test22@posthog.com"},
         )
 
         _make_event_sequence(self.team, "p3", 2, [1, 1])
@@ -2109,7 +2369,11 @@ def test_performed_event_sequence_with_person_properties(self):
                             "value": "performed_event_multiple",
                             "type": "behavioral",
                         },
-                        {"key": "email", "value": "test@posthog.com", "type": "person"},  # pushed down
+                        {
+                            "key": "email",
+                            "value": "test@posthog.com",
+                            "type": "person",
+                        },  # pushed down
                     ],
                 }
             }
@@ -2122,7 +2386,9 @@ def test_performed_event_sequence_with_person_properties(self):
 
     def test_multiple_performed_event_sequence(self):
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         _make_event_sequence(self.team, "p1", 2, [1, 1])
@@ -2144,7 +2410,9 @@ def test_multiple_performed_event_sequence(self):
         )
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         _create_event(
@@ -2206,7 +2474,9 @@ def test_multiple_performed_event_sequence(self):
     @snapshot_clickhouse_queries
     def test_performed_event_sequence_and_clause_with_additional_event(self):
         p1 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         _create_event(
@@ -2226,7 +2496,9 @@ def test_performed_event_sequence_and_clause_with_additional_event(self):
         )
 
         p2 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         _create_event(
@@ -2277,11 +2549,17 @@ def test_performed_event_sequence_and_clause_with_additional_event(self):
 
     @snapshot_clickhouse_queries
     def test_unwrapping_static_cohort_filter_hidden_in_layers_of_cohorts(self):
-        _create_person(team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "name": "test"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "name": "test"},
+        )
         cohort_static = _create_cohort(team=self.team, name="cohort static", groups=[], is_static=True)
 
         p2 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
         _create_event(
             team=self.team,
@@ -2346,7 +2624,11 @@ def test_unwrapping_static_cohort_filter_hidden_in_layers_of_cohorts(self):
                 "properties": {
                     "type": "OR",
                     "values": [
-                        {"key": "id", "value": other_cohort.pk, "type": "cohort"},  # p3 fits in here
+                        {
+                            "key": "id",
+                            "value": other_cohort.pk,
+                            "type": "cohort",
+                        },  # p3 fits in here
                         {
                             "key": "$pageview",
                             "event_type": "events",
@@ -2368,7 +2650,9 @@ def test_unwrapping_static_cohort_filter_hidden_in_layers_of_cohorts(self):
 
     def test_unwrap_with_negated_cohort(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test2", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test2", "email": "test@posthog.com"},
         )
 
         _create_event(
@@ -2387,7 +2671,9 @@ def test_unwrap_with_negated_cohort(self):
         )
 
         p2 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         _create_event(
@@ -2399,7 +2685,9 @@ def test_unwrap_with_negated_cohort(self):
         )
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p3"], properties={"name": "test2", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p3"],
+            properties={"name": "test2", "email": "test@posthog.com"},
         )
 
         _create_event(
@@ -2446,8 +2734,18 @@ def test_unwrap_with_negated_cohort(self):
                             "value": "performed_event",
                             "type": "behavioral",
                         },
-                        {"key": "name", "value": "test2", "type": "person", "negation": True},
-                        {"key": "id", "value": cohort1.pk, "type": "cohort", "negation": True},
+                        {
+                            "key": "name",
+                            "value": "test2",
+                            "type": "person",
+                            "negation": True,
+                        },
+                        {
+                            "key": "id",
+                            "value": cohort1.pk,
+                            "type": "cohort",
+                            "negation": True,
+                        },
                     ],
                 }
             },
@@ -2470,7 +2768,9 @@ def test_unwrap_with_negated_cohort(self):
 
     def test_unwrap_multiple_levels(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test2", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test2", "email": "test@posthog.com"},
         )
 
         _create_event(
@@ -2489,7 +2789,9 @@ def test_unwrap_multiple_levels(self):
         )
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "test", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"name": "test", "email": "test@posthog.com"},
         )
 
         _create_event(
@@ -2501,7 +2803,9 @@ def test_unwrap_multiple_levels(self):
         )
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["p3"], properties={"name": "test2", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p3"],
+            properties={"name": "test2", "email": "test@posthog.com"},
         )
 
         _create_event(
@@ -2513,7 +2817,9 @@ def test_unwrap_multiple_levels(self):
         )
 
         p4 = _create_person(
-            team_id=self.team.pk, distinct_ids=["p4"], properties={"name": "test3", "email": "test@posthog.com"}
+            team_id=self.team.pk,
+            distinct_ids=["p4"],
+            properties={"name": "test3", "email": "test@posthog.com"},
         )
 
         _create_event(
@@ -2560,8 +2866,18 @@ def test_unwrap_multiple_levels(self):
                             "value": "performed_event",
                             "type": "behavioral",
                         },
-                        {"key": "name", "value": "test2", "type": "person", "negation": True},
-                        {"key": "id", "value": cohort1.pk, "type": "cohort", "negation": True},
+                        {
+                            "key": "name",
+                            "value": "test2",
+                            "type": "person",
+                            "negation": True,
+                        },
+                        {
+                            "key": "id",
+                            "value": cohort1.pk,
+                            "type": "cohort",
+                            "negation": True,
+                        },
                     ],
                 }
             },
@@ -2576,14 +2892,24 @@ def test_unwrap_multiple_levels(self):
                     "type": "AND",
                     "values": [
                         {"key": "name", "value": "test3", "type": "person"},
-                        {"key": "id", "value": cohort2.pk, "type": "cohort", "negation": True},
+                        {
+                            "key": "id",
+                            "value": cohort2.pk,
+                            "type": "cohort",
+                            "negation": True,
+                        },
                     ],
                 }
             },
         )
 
         filter = Filter(
-            data={"properties": {"type": "OR", "values": [{"key": "id", "value": cohort3.pk, "type": "cohort"}]}},
+            data={
+                "properties": {
+                    "type": "OR",
+                    "values": [{"key": "id", "value": cohort3.pk, "type": "cohort"}],
+                }
+            },
             team=self.team,
         )
 
@@ -2595,7 +2921,6 @@ def test_unwrap_multiple_levels(self):
 
 class TestCohortNegationValidation(BaseTest):
     def test_basic_valid_negation_tree(self):
-
         property_group = PropertyGroup(
             type=PropertyOperatorType.AND,
             values=[
@@ -2609,22 +2934,30 @@ def test_basic_valid_negation_tree(self):
         self.assertEqual(has_reg, True)
 
     def test_valid_negation_tree_with_extra_layers(self):
-
         property_group = PropertyGroup(
             type=PropertyOperatorType.OR,
             values=[
                 PropertyGroup(
-                    type=PropertyOperatorType.AND, values=[Property(key="name", value="test", type="person")]
+                    type=PropertyOperatorType.AND,
+                    values=[Property(key="name", value="test", type="person")],
                 ),
                 PropertyGroup(
                     type=PropertyOperatorType.AND,
                     values=[
                         PropertyGroup(
                             type=PropertyOperatorType.OR,
-                            values=[Property(key="email", value="xxx", type="person", negation=True)],
+                            values=[
+                                Property(
+                                    key="email",
+                                    value="xxx",
+                                    type="person",
+                                    negation=True,
+                                )
+                            ],
                         ),
                         PropertyGroup(
-                            type=PropertyOperatorType.OR, values=[Property(key="email", value="xxx", type="person")]
+                            type=PropertyOperatorType.OR,
+                            values=[Property(key="email", value="xxx", type="person")],
                         ),
                     ],
                 ),
@@ -2636,23 +2969,37 @@ def test_valid_negation_tree_with_extra_layers(self):
         self.assertEqual(has_reg, True)
 
     def test_invalid_negation_tree_with_extra_layers(self):
-
         property_group = PropertyGroup(
             type=PropertyOperatorType.OR,
             values=[
                 PropertyGroup(
-                    type=PropertyOperatorType.AND, values=[Property(key="name", value="test", type="person")]
+                    type=PropertyOperatorType.AND,
+                    values=[Property(key="name", value="test", type="person")],
                 ),
                 PropertyGroup(
                     type=PropertyOperatorType.AND,
                     values=[
                         PropertyGroup(
                             type=PropertyOperatorType.OR,
-                            values=[Property(key="email", value="xxx", type="person", negation=True)],
+                            values=[
+                                Property(
+                                    key="email",
+                                    value="xxx",
+                                    type="person",
+                                    negation=True,
+                                )
+                            ],
                         ),
                         PropertyGroup(
                             type=PropertyOperatorType.OR,
-                            values=[Property(key="email", value="xxx", type="person", negation=True)],
+                            values=[
+                                Property(
+                                    key="email",
+                                    value="xxx",
+                                    type="person",
+                                    negation=True,
+                                )
+                            ],
                         ),
                     ],
                 ),
@@ -2664,21 +3011,37 @@ def test_invalid_negation_tree_with_extra_layers(self):
         self.assertEqual(has_reg, True)
 
     def test_valid_negation_tree_with_extra_layers_recombining_at_top(self):
-
         property_group = PropertyGroup(
             type=PropertyOperatorType.AND,  # top level AND protects the 2 negations from being invalid
             values=[
-                PropertyGroup(type=PropertyOperatorType.OR, values=[Property(key="name", value="test", type="person")]),
+                PropertyGroup(
+                    type=PropertyOperatorType.OR,
+                    values=[Property(key="name", value="test", type="person")],
+                ),
                 PropertyGroup(
                     type=PropertyOperatorType.AND,
                     values=[
                         PropertyGroup(
                             type=PropertyOperatorType.OR,
-                            values=[Property(key="email", value="xxx", type="person", negation=True)],
+                            values=[
+                                Property(
+                                    key="email",
+                                    value="xxx",
+                                    type="person",
+                                    negation=True,
+                                )
+                            ],
                         ),
                         PropertyGroup(
                             type=PropertyOperatorType.OR,
-                            values=[Property(key="email", value="xxx", type="person", negation=True)],
+                            values=[
+                                Property(
+                                    key="email",
+                                    value="xxx",
+                                    type="person",
+                                    negation=True,
+                                )
+                            ],
                         ),
                     ],
                 ),
@@ -2690,7 +3053,6 @@ def test_valid_negation_tree_with_extra_layers_recombining_at_top(self):
         self.assertEqual(has_reg, True)
 
     def test_invalid_negation_tree_no_positive_filter(self):
-
         property_group = PropertyGroup(
             type=PropertyOperatorType.AND,
             values=[
@@ -2703,11 +3065,25 @@ def test_invalid_negation_tree_no_positive_filter(self):
                     values=[
                         PropertyGroup(
                             type=PropertyOperatorType.OR,
-                            values=[Property(key="email", value="xxx", type="person", negation=True)],
+                            values=[
+                                Property(
+                                    key="email",
+                                    value="xxx",
+                                    type="person",
+                                    negation=True,
+                                )
+                            ],
                         ),
                         PropertyGroup(
                             type=PropertyOperatorType.OR,
-                            values=[Property(key="email", value="xxx", type="person", negation=True)],
+                            values=[
+                                Property(
+                                    key="email",
+                                    value="xxx",
+                                    type="person",
+                                    negation=True,
+                                )
+                            ],
                         ),
                     ],
                 ),
@@ -2719,7 +3095,6 @@ def test_invalid_negation_tree_no_positive_filter(self):
         self.assertEqual(has_reg, False)
 
     def test_empty_property_group(self):
-
         property_group = PropertyGroup(type=PropertyOperatorType.AND, values=[])  # type: ignore
 
         has_pending_neg, has_reg = check_negation_clause(property_group)
@@ -2727,9 +3102,9 @@ def test_empty_property_group(self):
         self.assertEqual(has_reg, False)
 
     def test_basic_invalid_negation_tree(self):
-
         property_group = PropertyGroup(
-            type=PropertyOperatorType.AND, values=[Property(key="email", value="xxx", type="person", negation=True)]
+            type=PropertyOperatorType.AND,
+            values=[Property(key="email", value="xxx", type="person", negation=True)],
         )
 
         has_pending_neg, has_reg = check_negation_clause(property_group)
@@ -2737,9 +3112,9 @@ def test_basic_invalid_negation_tree(self):
         self.assertEqual(has_reg, False)
 
     def test_basic_valid_negation_tree_with_no_negations(self):
-
         property_group = PropertyGroup(
-            type=PropertyOperatorType.AND, values=[Property(key="name", value="test", type="person")]
+            type=PropertyOperatorType.AND,
+            values=[Property(key="name", value="test", type="person")],
         )
 
         has_pending_neg, has_reg = check_negation_clause(property_group)
diff --git a/ee/clickhouse/queries/test/test_column_optimizer.py b/ee/clickhouse/queries/test/test_column_optimizer.py
index 1ba0a221eadfe..e30ed400614e6 100644
--- a/ee/clickhouse/queries/test/test_column_optimizer.py
+++ b/ee/clickhouse/queries/test/test_column_optimizer.py
@@ -2,14 +2,24 @@
 from ee.clickhouse.queries.column_optimizer import EnterpriseColumnOptimizer
 from posthog.models import Action, ActionStep
 from posthog.models.filters import Filter, RetentionFilter
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, cleanup_materialized_columns
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    cleanup_materialized_columns,
+)
 
 PROPERTIES_OF_ALL_TYPES = [
     {"key": "event_prop", "value": ["foo", "bar"], "type": "event"},
     {"key": "person_prop", "value": "efg", "type": "person"},
     {"key": "id", "value": 1, "type": "cohort"},
     {"key": "tag_name", "value": ["label"], "operator": "exact", "type": "element"},
-    {"key": "group_prop", "value": ["value"], "operator": "exact", "type": "group", "group_type_index": 2},
+    {
+        "key": "group_prop",
+        "value": ["value"],
+        "operator": "exact",
+        "type": "group",
+        "group_type_index": 2,
+    },
 ]
 
 BASE_FILTER = Filter({"events": [{"id": "$pageview", "type": "events", "order": 0}]})
@@ -63,21 +73,32 @@ def test_properties_used_in_filter(self):
         self.assertEqual(properties_used_in_filter(filter), {})
 
         filter = BASE_FILTER.shallow_clone(
-            {"breakdown": "some_prop", "breakdown_type": "group", "breakdown_group_type_index": 1}
+            {
+                "breakdown": "some_prop",
+                "breakdown_type": "group",
+                "breakdown_group_type_index": 1,
+            }
         )
         self.assertEqual(properties_used_in_filter(filter), {("some_prop", "group", 1): 1})
 
         # Funnel Correlation cases
         filter = BASE_FILTER.shallow_clone(
-            {"funnel_correlation_type": "events", "funnel_correlation_names": ["random_column"]}
+            {
+                "funnel_correlation_type": "events",
+                "funnel_correlation_names": ["random_column"],
+            }
         )
         self.assertEqual(properties_used_in_filter(filter), {})
 
         filter = BASE_FILTER.shallow_clone(
-            {"funnel_correlation_type": "properties", "funnel_correlation_names": ["random_column", "$browser"]}
+            {
+                "funnel_correlation_type": "properties",
+                "funnel_correlation_names": ["random_column", "$browser"],
+            }
         )
         self.assertEqual(
-            properties_used_in_filter(filter), {("random_column", "person", None): 1, ("$browser", "person", None): 1}
+            properties_used_in_filter(filter),
+            {("random_column", "person", None): 1, ("$browser", "person", None): 1},
         )
 
         filter = BASE_FILTER.shallow_clone(
@@ -88,7 +109,8 @@ def test_properties_used_in_filter(self):
             }
         )
         self.assertEqual(
-            properties_used_in_filter(filter), {("random_column", "group", 2): 1, ("$browser", "group", 2): 1}
+            properties_used_in_filter(filter),
+            {("random_column", "group", 2): 1, ("$browser", "group", 2): 1},
         )
 
         filter = BASE_FILTER.shallow_clone({"funnel_correlation_type": "properties"})
@@ -135,13 +157,27 @@ def test_properties_used_in_filter(self):
         )
         self.assertEqual(properties_used_in_filter(filter), {("$group_1", "event", None): 1})
 
-        filter = Filter(data={"events": [{"id": "$pageview", "type": "events", "order": 0, "math": "unique_session"}]})
+        filter = Filter(
+            data={
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "math": "unique_session",
+                    }
+                ]
+            }
+        )
         self.assertEqual(properties_used_in_filter(filter), {("$session_id", "event", None): 1})
 
     def test_properties_used_in_filter_with_actions(self):
         action = Action.objects.create(team=self.team)
         ActionStep.objects.create(
-            event="$autocapture", action=action, url="https://example.com/donate", url_matching=ActionStep.EXACT
+            event="$autocapture",
+            action=action,
+            url="https://example.com/donate",
+            url_matching=ActionStep.EXACT,
         )
         ActionStep.objects.create(
             action=action,
@@ -205,7 +241,12 @@ def test_materialized_columns_checks_person_on_events(self):
                             "type": "group",
                             "group_type_index": 0,
                         },
-                        {"key": "person_prop", "value": ["value"], "operator": "exact", "type": "person"},
+                        {
+                            "key": "person_prop",
+                            "value": ["value"],
+                            "operator": "exact",
+                            "type": "person",
+                        },
                     ]
                 }
             ),
@@ -213,23 +254,35 @@ def test_materialized_columns_checks_person_on_events(self):
         )
 
         self.assertEqual(optimizer().person_on_event_columns_to_query, {"person_properties"})
-        self.assertEqual(optimizer().group_on_event_columns_to_query, {"group0_properties", "group2_properties"})
+        self.assertEqual(
+            optimizer().group_on_event_columns_to_query,
+            {"group0_properties", "group2_properties"},
+        )
 
         # materialising the props on `person` or `group` table should make no difference
         materialize("person", "person_prop")
         materialize("groups", "group_prop", table_column="group_properties")
 
         self.assertEqual(optimizer().person_on_event_columns_to_query, {"person_properties"})
-        self.assertEqual(optimizer().group_on_event_columns_to_query, {"group0_properties", "group2_properties"})
+        self.assertEqual(
+            optimizer().group_on_event_columns_to_query,
+            {"group0_properties", "group2_properties"},
+        )
 
         materialize("events", "person_prop", table_column="person_properties")
         materialize("events", "group_prop", table_column="group0_properties")
 
         self.assertEqual(optimizer().person_on_event_columns_to_query, {"mat_pp_person_prop"})
-        self.assertEqual(optimizer().group_on_event_columns_to_query, {"mat_gp0_group_prop", "group2_properties"})
+        self.assertEqual(
+            optimizer().group_on_event_columns_to_query,
+            {"mat_gp0_group_prop", "group2_properties"},
+        )
 
         materialize("events", "group_prop", table_column="group2_properties")
-        self.assertEqual(optimizer().group_on_event_columns_to_query, {"mat_gp0_group_prop", "mat_gp2_group_prop"})
+        self.assertEqual(
+            optimizer().group_on_event_columns_to_query,
+            {"mat_gp0_group_prop", "mat_gp2_group_prop"},
+        )
 
     def test_should_query_element_chain_column(self):
         should_query_elements_chain_column = lambda filter: EnterpriseColumnOptimizer(
@@ -241,25 +294,46 @@ def test_should_query_element_chain_column(self):
         self.assertEqual(should_query_elements_chain_column(FILTER_WITH_GROUPS), True)
 
         filter = Filter(
-            data={"events": [{"id": "$pageview", "type": "events", "order": 0, "properties": PROPERTIES_OF_ALL_TYPES}]}
+            data={
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "properties": PROPERTIES_OF_ALL_TYPES,
+                    }
+                ]
+            }
         )
         self.assertEqual(should_query_elements_chain_column(filter), True)
 
     def test_should_query_element_chain_column_with_actions(self):
         action = Action.objects.create(team=self.team)
         ActionStep.objects.create(
-            event="$autocapture", action=action, url="https://example.com/donate", url_matching=ActionStep.EXACT
+            event="$autocapture",
+            action=action,
+            url="https://example.com/donate",
+            url_matching=ActionStep.EXACT,
         )
 
         filter = Filter(data={"actions": [{"id": action.id, "math": "dau"}]})
-        self.assertEqual(EnterpriseColumnOptimizer(filter, self.team.id).should_query_elements_chain_column, False)
+        self.assertEqual(
+            EnterpriseColumnOptimizer(filter, self.team.id).should_query_elements_chain_column,
+            False,
+        )
 
         ActionStep.objects.create(action=action, event="$autocapture", tag_name="button", text="Pay $10")
 
-        self.assertEqual(EnterpriseColumnOptimizer(filter, self.team.id).should_query_elements_chain_column, True)
+        self.assertEqual(
+            EnterpriseColumnOptimizer(filter, self.team.id).should_query_elements_chain_column,
+            True,
+        )
 
         filter = BASE_FILTER.shallow_clone({"exclusions": [{"id": action.id, "type": "actions"}]})
-        self.assertEqual(EnterpriseColumnOptimizer(filter, self.team.id).should_query_elements_chain_column, True)
+        self.assertEqual(
+            EnterpriseColumnOptimizer(filter, self.team.id).should_query_elements_chain_column,
+            True,
+        )
 
     def test_group_types_to_query(self):
         group_types_to_query = lambda filter: EnterpriseColumnOptimizer(filter, self.team.id).group_types_to_query
diff --git a/ee/clickhouse/queries/test/test_event_query.py b/ee/clickhouse/queries/test/test_event_query.py
index bc75851d778d1..767dc237bd252 100644
--- a/ee/clickhouse/queries/test/test_event_query.py
+++ b/ee/clickhouse/queries/test/test_event_query.py
@@ -38,7 +38,12 @@ def _create_sample_data(self):
         distinct_id = "user_one_{}".format(self.team.pk)
         _create_person(distinct_ids=[distinct_id], team=self.team)
 
-        _create_event(event="viewed", distinct_id=distinct_id, team=self.team, timestamp="2021-05-01 00:00:00")
+        _create_event(
+            event="viewed",
+            distinct_id=distinct_id,
+            team=self.team,
+            timestamp="2021-05-01 00:00:00",
+        )
 
     def _run_query(self, filter: Filter, entity=None):
         entity = entity or filter.entities[0]
@@ -73,7 +78,12 @@ def test_person_properties_filter(self):
                 "date_to": "2021-05-07 00:00:00",
                 "events": [{"id": "viewed", "order": 0}],
                 "properties": [
-                    {"key": "email", "value": "@posthog.com", "operator": "not_icontains", "type": "person"},
+                    {
+                        "key": "email",
+                        "value": "@posthog.com",
+                        "operator": "not_icontains",
+                        "type": "person",
+                    },
                     {"key": "key", "value": "val"},
                 ],
             }
@@ -88,14 +98,23 @@ def test_person_properties_filter(self):
                 "id": "viewed",
                 "type": "events",
                 "properties": [
-                    {"key": "email", "value": "@posthog.com", "operator": "not_icontains", "type": "person"},
+                    {
+                        "key": "email",
+                        "value": "@posthog.com",
+                        "operator": "not_icontains",
+                        "type": "person",
+                    },
                     {"key": "key", "value": "val"},
                 ],
             }
         )
 
         filter = Filter(
-            data={"date_from": "2021-05-01 00:00:00", "date_to": "2021-05-07 00:00:00", "events": [entity.to_dict()]}
+            data={
+                "date_from": "2021-05-01 00:00:00",
+                "date_to": "2021-05-07 00:00:00",
+                "events": [entity.to_dict()],
+            }
         )
 
         self._run_query(filter, entity)
@@ -107,7 +126,14 @@ def test_event_properties_filter(self):
                 "date_from": "2021-05-01 00:00:00",
                 "date_to": "2021-05-07 00:00:00",
                 "events": [{"id": "viewed", "order": 0}],
-                "properties": [{"key": "some_key", "value": "test_val", "operator": "exact", "type": "event"}],
+                "properties": [
+                    {
+                        "key": "some_key",
+                        "value": "test_val",
+                        "operator": "exact",
+                        "type": "event",
+                    }
+                ],
             }
         )
 
@@ -127,7 +153,14 @@ def test_event_properties_filter(self):
             {
                 "id": "viewed",
                 "type": "events",
-                "properties": [{"key": "some_key", "value": "test_val", "operator": "exact", "type": "event"}],
+                "properties": [
+                    {
+                        "key": "some_key",
+                        "value": "test_val",
+                        "operator": "exact",
+                        "type": "event",
+                    }
+                ],
             }
         )
 
@@ -167,16 +200,30 @@ def test_entity_filtered_by_cohort(self):
                 "date_from": "2021-05-01 00:00:00",
                 "date_to": "2021-05-07 00:00:00",
                 "events": [
-                    {"id": "$pageview", "order": 0, "properties": [{"key": "id", "type": "cohort", "value": cohort.pk}]}
+                    {
+                        "id": "$pageview",
+                        "order": 0,
+                        "properties": [{"key": "id", "type": "cohort", "value": cohort.pk}],
+                    }
                 ],
             }
         )
 
         Person.objects.create(team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test"})
-        _create_event(team=self.team, event="$pageview", distinct_id="p1", timestamp="2020-01-02T12:00:00Z")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p1",
+            timestamp="2020-01-02T12:00:00Z",
+        )
 
         Person.objects.create(team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "foo"})
-        _create_event(team=self.team, event="$pageview", distinct_id="p2", timestamp="2020-01-02T12:01:00Z")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p2",
+            timestamp="2020-01-02T12:01:00Z",
+        )
 
         self._run_query(filter)
 
@@ -218,7 +265,11 @@ def test_account_filters(self):
         self.team.save()
 
         filter = Filter(
-            data={"events": [{"id": "event_name", "order": 0}], "filter_test_accounts": True}, team=self.team
+            data={
+                "events": [{"id": "event_name", "order": 0}],
+                "filter_test_accounts": True,
+            },
+            team=self.team,
         )
 
         self._run_query(filter)
@@ -233,7 +284,9 @@ def test_action_with_person_property_filter(self):
 
         action = Action.objects.create(team=self.team, name="action1")
         ActionStep.objects.create(
-            event="event_name", action=action, properties=[{"key": "name", "type": "person", "value": "John"}]
+            event="event_name",
+            action=action,
+            properties=[{"key": "name", "type": "person", "value": "John"}],
         )
 
         filter = Filter(data={"actions": [{"id": action.id, "type": "actions", "order": 0}]})
@@ -298,7 +351,12 @@ def test_element(self):
                     nth_child=1,
                     nth_of_type=0,
                 ),
-                Element(tag_name="button", attr_class=["btn", "btn-primary"], nth_child=0, nth_of_type=0),
+                Element(
+                    tag_name="button",
+                    attr_class=["btn", "btn-primary"],
+                    nth_child=0,
+                    nth_of_type=0,
+                ),
                 Element(tag_name="div", nth_child=0, nth_of_type=0),
                 Element(tag_name="label", nth_child=0, nth_of_type=0, attr_id="nested"),
             ],
@@ -318,7 +376,12 @@ def test_element(self):
                     nth_child=1,
                     nth_of_type=0,
                 ),
-                Element(tag_name="button", attr_class=["btn", "btn-secondary"], nth_child=0, nth_of_type=0),
+                Element(
+                    tag_name="button",
+                    attr_class=["btn", "btn-secondary"],
+                    nth_child=0,
+                    nth_of_type=0,
+                ),
                 Element(tag_name="div", nth_child=0, nth_of_type=0),
                 Element(tag_name="img", nth_child=0, nth_of_type=0, attr_id="nested"),
             ],
@@ -327,7 +390,14 @@ def test_element(self):
         filter = Filter(
             data={
                 "events": [{"id": "event_name", "order": 0}],
-                "properties": [{"key": "tag_name", "value": ["label"], "operator": "exact", "type": "element"}],
+                "properties": [
+                    {
+                        "key": "tag_name",
+                        "value": ["label"],
+                        "operator": "exact",
+                        "type": "element",
+                    }
+                ],
             }
         )
 
@@ -335,7 +405,16 @@ def test_element(self):
 
         self._run_query(
             filter.shallow_clone(
-                {"properties": [{"key": "tag_name", "value": [], "operator": "exact", "type": "element"}]}
+                {
+                    "properties": [
+                        {
+                            "key": "tag_name",
+                            "value": [],
+                            "operator": "exact",
+                            "type": "element",
+                        }
+                    ]
+                }
             )
         )
 
@@ -343,9 +422,24 @@ def _create_groups_test_data(self):
         GroupTypeMapping.objects.create(team=self.team, group_type="organization", group_type_index=0)
         GroupTypeMapping.objects.create(team=self.team, group_type="company", group_type_index=1)
 
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:5", properties={"industry": "finance"})
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:6", properties={"industry": "technology"})
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="company:1", properties={"another": "value"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:5",
+            properties={"industry": "finance"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:6",
+            properties={"industry": "technology"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:1",
+            properties={"another": "value"},
+        )
 
         Person.objects.create(team_id=self.team.pk, distinct_ids=["p1"], properties={"$browser": "test"})
         Person.objects.create(team_id=self.team.pk, distinct_ids=["p2"], properties={"$browser": "foobar"})
@@ -390,8 +484,18 @@ def test_groups_filters(self):
                 "date_to": "2020-01-12T00:00:00Z",
                 "events": [{"id": "$pageview", "type": "events", "order": 0}],
                 "properties": [
-                    {"key": "industry", "value": "finance", "type": "group", "group_type_index": 0},
-                    {"key": "another", "value": "value", "type": "group", "group_type_index": 1},
+                    {
+                        "key": "industry",
+                        "value": "finance",
+                        "type": "group",
+                        "group_type_index": 0,
+                    },
+                    {
+                        "key": "another",
+                        "value": "value",
+                        "type": "group",
+                        "group_type_index": 1,
+                    },
                 ],
             },
             team=self.team,
@@ -410,7 +514,12 @@ def test_groups_filters_mixed(self):
                 "date_to": "2020-01-12T00:00:00Z",
                 "events": [{"id": "$pageview", "type": "events", "order": 0}],
                 "properties": [
-                    {"key": "industry", "value": "finance", "type": "group", "group_type_index": 0},
+                    {
+                        "key": "industry",
+                        "value": "finance",
+                        "type": "group",
+                        "group_type_index": 0,
+                    },
                     {"key": "$browser", "value": "test", "type": "person"},
                 ],
             },
@@ -422,7 +531,6 @@ def test_groups_filters_mixed(self):
 
     @snapshot_clickhouse_queries
     def test_entity_filtered_by_session_duration(self):
-
         filter = Filter(
             data={
                 "date_from": "2021-05-02 00:00:00",
@@ -431,7 +539,14 @@ def test_entity_filtered_by_session_duration(self):
                     {
                         "id": "$pageview",
                         "order": 0,
-                        "properties": [{"key": "$session_duration", "type": "session", "operator": "gt", "value": 90}],
+                        "properties": [
+                            {
+                                "key": "$session_duration",
+                                "type": "session",
+                                "operator": "gt",
+                                "value": 90,
+                            }
+                        ],
                     }
                 ],
             }
@@ -473,7 +588,12 @@ def test_entity_filtered_by_session_duration(self):
         )
 
         # Event with no session
-        _create_event(team=self.team, event="$pageview", distinct_id="p2", timestamp="2021-05-02 00:02:00")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p2",
+            timestamp="2021-05-02 00:02:00",
+        )
 
         results, _ = self._run_query(filter)
         self.assertEqual(len(results), 1)
@@ -481,7 +601,6 @@ def test_entity_filtered_by_session_duration(self):
 
     @snapshot_clickhouse_queries
     def test_entity_filtered_by_multiple_session_duration_filters(self):
-
         filter = Filter(
             data={
                 "date_from": "2021-05-02 00:00:00",
@@ -491,8 +610,18 @@ def test_entity_filtered_by_multiple_session_duration_filters(self):
                         "id": "$pageview",
                         "order": 0,
                         "properties": [
-                            {"key": "$session_duration", "type": "session", "operator": "gt", "value": 90},
-                            {"key": "$session_duration", "type": "session", "operator": "lt", "value": 150},
+                            {
+                                "key": "$session_duration",
+                                "type": "session",
+                                "operator": "gt",
+                                "value": 90,
+                            },
+                            {
+                                "key": "$session_duration",
+                                "type": "session",
+                                "operator": "lt",
+                                "value": 150,
+                            },
                         ],
                     }
                 ],
@@ -555,7 +684,6 @@ def test_entity_filtered_by_multiple_session_duration_filters(self):
 
     @snapshot_clickhouse_queries
     def test_unique_session_math_filtered_by_session_duration(self):
-
         filter = Filter(
             data={
                 "date_from": "2021-05-02 00:00:00",
@@ -565,7 +693,14 @@ def test_unique_session_math_filtered_by_session_duration(self):
                         "id": "$pageview",
                         "math": "unique_session",
                         "order": 0,
-                        "properties": [{"key": "$session_duration", "type": "session", "operator": "gt", "value": 30}],
+                        "properties": [
+                            {
+                                "key": "$session_duration",
+                                "type": "session",
+                                "operator": "gt",
+                                "value": 30,
+                            }
+                        ],
                     }
                 ],
             }
diff --git a/ee/clickhouse/queries/test/test_groups_join_query.py b/ee/clickhouse/queries/test/test_groups_join_query.py
index 2b14442d8fa02..1564cf8f50a50 100644
--- a/ee/clickhouse/queries/test/test_groups_join_query.py
+++ b/ee/clickhouse/queries/test/test_groups_join_query.py
@@ -10,7 +10,16 @@ def test_groups_join_query_blank():
 
 def test_groups_join_query_filtering(snapshot):
     filter = Filter(
-        data={"properties": [{"key": "industry", "value": "finance", "type": "group", "group_type_index": 0}]}
+        data={
+            "properties": [
+                {
+                    "key": "industry",
+                    "value": "finance",
+                    "type": "group",
+                    "group_type_index": 0,
+                }
+            ]
+        }
     )
 
     assert GroupsJoinQuery(filter, 2).get_join_query() == snapshot
@@ -20,8 +29,18 @@ def test_groups_join_query_filtering_with_custom_key_names(snapshot):
     filter = Filter(
         data={
             "properties": [
-                {"key": "industry", "value": "finance", "type": "group", "group_type_index": 0},
-                {"key": "company", "value": "crashed", "type": "group", "group_type_index": 2},
+                {
+                    "key": "industry",
+                    "value": "finance",
+                    "type": "group",
+                    "group_type_index": 0,
+                },
+                {
+                    "key": "company",
+                    "value": "crashed",
+                    "type": "group",
+                    "group_type_index": 2,
+                },
             ]
         }
     )
diff --git a/ee/clickhouse/queries/test/test_lifecycle.py b/ee/clickhouse/queries/test/test_lifecycle.py
index af43cb05d2655..ea0561fc8acb8 100644
--- a/ee/clickhouse/queries/test/test_lifecycle.py
+++ b/ee/clickhouse/queries/test/test_lifecycle.py
@@ -36,8 +36,18 @@ def test_test_account_filters_with_groups(self):
         self.team.save()
 
         GroupTypeMapping.objects.create(team=self.team, group_type="organization", group_type_index=0)
-        create_group(self.team.pk, group_type_index=0, group_key="in", properties={"key": "value"})
-        create_group(self.team.pk, group_type_index=0, group_key="out", properties={"key": "othervalue"})
+        create_group(
+            self.team.pk,
+            group_type_index=0,
+            group_key="in",
+            properties={"key": "value"},
+        )
+        create_group(
+            self.team.pk,
+            group_type_index=0,
+            group_key="out",
+            properties={"key": "othervalue"},
+        )
 
         with freeze_time("2020-01-11T12:00:00Z"):
             Person.objects.create(distinct_ids=["person1"], team_id=self.team.pk)
@@ -48,12 +58,28 @@ def test_test_account_filters_with_groups(self):
         journeys_for(
             {
                 "person1": [
-                    {"event": "$pageview", "timestamp": datetime(2020, 1, 11, 12), "properties": {"$group_0": "out"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": datetime(2020, 1, 11, 12),
+                        "properties": {"$group_0": "out"},
+                    }
                 ],
                 "person2": [
-                    {"event": "$pageview", "timestamp": datetime(2020, 1, 9, 12), "properties": {"$group_0": "in"}},
-                    {"event": "$pageview", "timestamp": datetime(2020, 1, 12, 12), "properties": {"$group_0": "in"}},
-                    {"event": "$pageview", "timestamp": datetime(2020, 1, 15, 12), "properties": {"$group_0": "in"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": datetime(2020, 1, 9, 12),
+                        "properties": {"$group_0": "in"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": datetime(2020, 1, 12, 12),
+                        "properties": {"$group_0": "in"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": datetime(2020, 1, 15, 12),
+                        "properties": {"$group_0": "in"},
+                    },
                 ],
             },
             self.team,
@@ -169,7 +195,10 @@ def test_interval_dates_weeks(self):
                 {"status": "returning", "data": [1] * 5},
             ],
         )
-        self.assertEqual(result[0]["days"], ["2021-04-05", "2021-04-12", "2021-04-19", "2021-04-26", "2021-05-03"])
+        self.assertEqual(
+            result[0]["days"],
+            ["2021-04-05", "2021-04-12", "2021-04-19", "2021-04-26", "2021-05-03"],
+        )
 
     @snapshot_clickhouse_queries
     def test_interval_dates_months(self):
@@ -199,7 +228,10 @@ def test_lifecycle_hogql_event_properties(self):
                     "date_from": "-7d",
                     "interval": "day",
                     "properties": [
-                        {"key": "like(properties.$current_url, '%example%') and 'bla' != 'a%sd'", "type": "hogql"},
+                        {
+                            "key": "like(properties.$current_url, '%example%') and 'bla' != 'a%sd'",
+                            "type": "hogql",
+                        },
                     ],
                 }
             )
@@ -223,7 +255,10 @@ def test_lifecycle_hogql_person_properties(self):
                     "date_from": "-7d",
                     "interval": "day",
                     "properties": [
-                        {"key": "like(person.properties.email, '%test.com')", "type": "hogql"},
+                        {
+                            "key": "like(person.properties.email, '%test.com')",
+                            "type": "hogql",
+                        },
                     ],
                 }
             )
@@ -241,7 +276,9 @@ def test_lifecycle_hogql_person_properties(self):
     def _setup_returning_lifecycle_data(self, days):
         with freeze_time("2019-01-01T12:00:00Z"):
             Person.objects.create(
-                distinct_ids=["person1"], team_id=self.team.pk, properties={"email": "person@test.com"}
+                distinct_ids=["person1"],
+                team_id=self.team.pk,
+                properties={"email": "person@test.com"},
             )
 
         journeys_for(
@@ -261,7 +298,11 @@ def _setup_returning_lifecycle_data(self, days):
 
     def _run_lifecycle(self, data):
         filter = Filter(
-            data={"events": [{"id": "$pageview", "type": "events", "order": 0}], "shown_as": TRENDS_LIFECYCLE, **data},
+            data={
+                "events": [{"id": "$pageview", "type": "events", "order": 0}],
+                "shown_as": TRENDS_LIFECYCLE,
+                **data,
+            },
             team=self.team,
         )
         return Trends().run(filter, self.team)
diff --git a/ee/clickhouse/queries/test/test_paths.py b/ee/clickhouse/queries/test/test_paths.py
index 03e4203092377..fdaf25a043a6d 100644
--- a/ee/clickhouse/queries/test/test_paths.py
+++ b/ee/clickhouse/queries/test/test_paths.py
@@ -19,7 +19,9 @@
 from posthog.models.instance_setting import override_instance_config
 from posthog.queries.paths import Paths, PathsActors
 from posthog.queries.paths.paths_event_query import PathEventQuery
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
 from posthog.test.base import (
     APIBaseTest,
     ClickhouseTestMixin,
@@ -36,24 +38,52 @@
 
 
 class TestClickhousePaths(ClickhouseTestMixin, APIBaseTest):
-
     maxDiff = None
 
     def _create_groups(self):
         GroupTypeMapping.objects.create(team=self.team, group_type="organization", group_type_index=0)
         GroupTypeMapping.objects.create(team=self.team, group_type="company", group_type_index=1)
 
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:5", properties={"industry": "finance"})
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:6", properties={"industry": "technology"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:5",
+            properties={"industry": "finance"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:6",
+            properties={"industry": "technology"},
+        )
 
         create_group(
-            team_id=self.team.pk, group_type_index=1, group_key="company:1", properties={"industry": "technology"}
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:1",
+            properties={"industry": "technology"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:2",
+            properties={},
         )
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="company:2", properties={})
 
-    def _get_people_at_path(self, filter, path_start=None, path_end=None, funnel_filter=None, path_dropoff=None):
+    def _get_people_at_path(
+        self,
+        filter,
+        path_start=None,
+        path_end=None,
+        funnel_filter=None,
+        path_dropoff=None,
+    ):
         person_filter = filter.shallow_clone(
-            {"path_start_key": path_start, "path_end_key": path_end, "path_dropoff_key": path_dropoff}
+            {
+                "path_start_key": path_start,
+                "path_end_key": path_end,
+                "path_dropoff_key": path_dropoff,
+            }
         )
         _, serialized_actors, _ = PathsActors(person_filter, self.team, funnel_filter).get_actors()
         return [row["id"] for row in serialized_actors]
@@ -62,41 +92,57 @@ def _get_people_at_path(self, filter, path_start=None, path_end=None, funnel_fil
     def test_step_limit(self):
         p1 = _create_person(team_id=self.team.pk, distinct_ids=["fake"])
 
-        _create_event(
-            properties={"$current_url": "/1"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:21:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/2"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:22:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/3"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:24:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/4"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:27:34",
-        ),
+        (
+            _create_event(
+                properties={"$current_url": "/1"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:21:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/2"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:22:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/3"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:24:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/4"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:27:34",
+            ),
+        )
 
         with freeze_time("2012-01-7T03:21:34.000Z"):
             filter = PathFilter(team=self.team, data={"step_limit": 2})
             response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
 
             self.assertEqual(
-                response, [{"source": "1_/1", "target": "2_/2", "value": 1, "average_conversion_time": ONE_MINUTE}]
+                response,
+                [
+                    {
+                        "source": "1_/1",
+                        "target": "2_/2",
+                        "value": 1,
+                        "average_conversion_time": ONE_MINUTE,
+                    }
+                ],
             )
             self.assertEqual([p1.uuid], self._get_people_at_path(filter, "1_/1", "2_/2"))
             self.assertEqual([], self._get_people_at_path(filter, "2_/2", "3_/3"))
@@ -108,8 +154,18 @@ def test_step_limit(self):
             self.assertEqual(
                 response,
                 [
-                    {"source": "1_/1", "target": "2_/2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                    {"source": "2_/2", "target": "3_/3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
+                    {
+                        "source": "1_/1",
+                        "target": "2_/2",
+                        "value": 1,
+                        "average_conversion_time": ONE_MINUTE,
+                    },
+                    {
+                        "source": "2_/2",
+                        "target": "3_/3",
+                        "value": 1,
+                        "average_conversion_time": 2 * ONE_MINUTE,
+                    },
                 ],
             )
             self.assertEqual([p1.uuid], self._get_people_at_path(filter, "2_/2", "3_/3"))
@@ -121,9 +177,24 @@ def test_step_limit(self):
             self.assertEqual(
                 response,
                 [
-                    {"source": "1_/1", "target": "2_/2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                    {"source": "2_/2", "target": "3_/3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
-                    {"source": "3_/3", "target": "4_/4", "value": 1, "average_conversion_time": 3 * ONE_MINUTE},
+                    {
+                        "source": "1_/1",
+                        "target": "2_/2",
+                        "value": 1,
+                        "average_conversion_time": ONE_MINUTE,
+                    },
+                    {
+                        "source": "2_/2",
+                        "target": "3_/3",
+                        "value": 1,
+                        "average_conversion_time": 2 * ONE_MINUTE,
+                    },
+                    {
+                        "source": "3_/3",
+                        "target": "4_/4",
+                        "value": 1,
+                        "average_conversion_time": 3 * ONE_MINUTE,
+                    },
                 ],
             )
             self.assertEqual([p1.uuid], self._get_people_at_path(filter, "1_/1", "2_/2"))
@@ -135,70 +206,104 @@ def test_step_limit(self):
     def test_step_conversion_times(self):
         _create_person(team_id=self.team.pk, distinct_ids=["fake"])
 
-        _create_event(
-            properties={"$current_url": "/1"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:21:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/2"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:22:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/3"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:24:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/4"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:27:34",
-        ),
+        (
+            _create_event(
+                properties={"$current_url": "/1"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:21:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/2"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:22:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/3"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:24:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/4"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:27:34",
+            ),
+        )
 
         _create_person(team_id=self.team.pk, distinct_ids=["fake2"])
 
-        _create_event(
-            properties={"$current_url": "/1"},
-            distinct_id="fake2",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:21:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/2"},
-            distinct_id="fake2",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:23:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/3"},
-            distinct_id="fake2",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:27:34",
-        ),
+        (
+            _create_event(
+                properties={"$current_url": "/1"},
+                distinct_id="fake2",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:21:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/2"},
+                distinct_id="fake2",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:23:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/3"},
+                distinct_id="fake2",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:27:34",
+            ),
+        )
 
         filter = PathFilter(
-            team=self.team, data={"step_limit": 4, "date_from": "2012-01-01", "include_event_types": ["$pageview"]}
+            team=self.team,
+            data={
+                "step_limit": 4,
+                "date_from": "2012-01-01",
+                "include_event_types": ["$pageview"],
+            },
         )
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
 
         self.assertEqual(
             response,
             [
-                {"source": "1_/1", "target": "2_/2", "value": 2, "average_conversion_time": 1.5 * ONE_MINUTE},
-                {"source": "2_/2", "target": "3_/3", "value": 2, "average_conversion_time": 3 * ONE_MINUTE},
-                {"source": "3_/3", "target": "4_/4", "value": 1, "average_conversion_time": 3 * ONE_MINUTE},
+                {
+                    "source": "1_/1",
+                    "target": "2_/2",
+                    "value": 2,
+                    "average_conversion_time": 1.5 * ONE_MINUTE,
+                },
+                {
+                    "source": "2_/2",
+                    "target": "3_/3",
+                    "value": 2,
+                    "average_conversion_time": 3 * ONE_MINUTE,
+                },
+                {
+                    "source": "3_/3",
+                    "target": "4_/4",
+                    "value": 1,
+                    "average_conversion_time": 3 * ONE_MINUTE,
+                },
             ],
         )
 
@@ -246,15 +351,34 @@ def test_event_ordering(self):
 
         filter = PathFilter(
             team=self.team,
-            data={"date_from": "2021-05-01", "date_to": "2021-05-03", "include_event_types": ["custom_event"]},
+            data={
+                "date_from": "2021-05-01",
+                "date_to": "2021-05-03",
+                "include_event_types": ["custom_event"],
+            },
         )
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
         self.assertEqual(
             response,
             [
-                {"source": "1_step one", "target": "2_step two", "value": 50, "average_conversion_time": 60000.0},
-                {"source": "2_step two", "target": "3_step three", "value": 50, "average_conversion_time": 60000.0},
-                {"source": "3_step three", "target": "4_step branch", "value": 25, "average_conversion_time": 60000.0},
+                {
+                    "source": "1_step one",
+                    "target": "2_step two",
+                    "value": 50,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "2_step two",
+                    "target": "3_step three",
+                    "value": 50,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "3_step three",
+                    "target": "4_step branch",
+                    "value": 25,
+                    "average_conversion_time": 60000.0,
+                },
             ],
         )
 
@@ -444,7 +568,12 @@ def test_wildcard_groups(self):
                     "value": 10,
                     "average_conversion_time": 160000,
                 },
-                {"source": "3_step two", "target": "4_step three", "value": 5, "average_conversion_time": ONE_MINUTE},
+                {
+                    "source": "3_step two",
+                    "target": "4_step three",
+                    "value": 5,
+                    "average_conversion_time": ONE_MINUTE,
+                },
             ],
         )
 
@@ -454,87 +583,105 @@ def test_team_path_cleaning_rules(self):
         _create_person(distinct_ids=[f"user_2"], team=self.team)
         _create_person(distinct_ids=[f"user_3"], team=self.team)
 
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_1",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:00:00",
-                "properties": {"$current_url": "test.com/step1"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_1",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:01:00",
-                "properties": {"$current_url": "test.com/step2"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_1",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:02:00",
-                "properties": {"$current_url": "test.com/step3?key=value1"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_2",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:00:00",
-                "properties": {"$current_url": "test.com/step1"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_2",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:01:00",
-                "properties": {"$current_url": "test.com/step2"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_2",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:02:00",
-                "properties": {"$current_url": "test.com/step3?key=value2"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_3",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:00:00",
-                "properties": {"$current_url": "test.com/step1"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_3",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:01:00",
-                "properties": {"$current_url": "test.com/step2"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_3",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:02:00",
-                "properties": {"$current_url": "test.com/step3?key=value3"},
-            }
-        ),
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_1",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:00:00",
+                    "properties": {"$current_url": "test.com/step1"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_1",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:01:00",
+                    "properties": {"$current_url": "test.com/step2"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_1",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:02:00",
+                    "properties": {"$current_url": "test.com/step3?key=value1"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_2",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:00:00",
+                    "properties": {"$current_url": "test.com/step1"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_2",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:01:00",
+                    "properties": {"$current_url": "test.com/step2"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_2",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:02:00",
+                    "properties": {"$current_url": "test.com/step3?key=value2"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_3",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:00:00",
+                    "properties": {"$current_url": "test.com/step1"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_3",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:01:00",
+                    "properties": {"$current_url": "test.com/step2"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_3",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:02:00",
+                    "properties": {"$current_url": "test.com/step3?key=value3"},
+                }
+            ),
+        )
 
         self.team.path_cleaning_filters = [{"alias": "?<param>", "regex": "\\?(.*)"}]
         self.team.save()
@@ -590,87 +737,105 @@ def test_team_path_cleaning_rules(self):
 
     @snapshot_clickhouse_queries
     def test_team_and_local_path_cleaning_rules(self):
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_1",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:00:00",
-                "properties": {"$current_url": "test.com/step1"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_1",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:01:00",
-                "properties": {"$current_url": "test.com/step2/5"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_1",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:02:00",
-                "properties": {"$current_url": "test.com/step2/5?key=value1"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_2",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:00:00",
-                "properties": {"$current_url": "test.com/step1"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_2",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:01:00",
-                "properties": {"$current_url": "test.com/step2/5"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_2",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:02:00",
-                "properties": {"$current_url": "test.com/step2/5?key=value2"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_3",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:00:00",
-                "properties": {"$current_url": "test.com/step1"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_3",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:01:00",
-                "properties": {"$current_url": "test.com/step2/5"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_3",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:02:00",
-                "properties": {"$current_url": "test.com/step2/5?key=value3"},
-            }
-        ),
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_1",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:00:00",
+                    "properties": {"$current_url": "test.com/step1"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_1",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:01:00",
+                    "properties": {"$current_url": "test.com/step2/5"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_1",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:02:00",
+                    "properties": {"$current_url": "test.com/step2/5?key=value1"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_2",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:00:00",
+                    "properties": {"$current_url": "test.com/step1"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_2",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:01:00",
+                    "properties": {"$current_url": "test.com/step2/5"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_2",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:02:00",
+                    "properties": {"$current_url": "test.com/step2/5?key=value2"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_3",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:00:00",
+                    "properties": {"$current_url": "test.com/step1"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_3",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:01:00",
+                    "properties": {"$current_url": "test.com/step2/5"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_3",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:02:00",
+                    "properties": {"$current_url": "test.com/step2/5?key=value3"},
+                }
+            ),
+        )
 
         _create_person(distinct_ids=[f"user_1"], team=self.team)
 
@@ -739,109 +904,127 @@ def test_path_cleaning_rules_with_wildcard_groups(self):
         _create_person(distinct_ids=[f"user_2"], team=self.team)
         _create_person(distinct_ids=[f"user_3"], team=self.team)
 
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_1",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:00:00",
-                "properties": {"$current_url": "test.com/step1/foo"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_1",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:01:00",
-                "properties": {"$current_url": "test.com/step2"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_1",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:02:00",
-                "properties": {"$current_url": "test.com/step3?key=value1"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_2",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:00:00",
-                "properties": {"$current_url": "test.com/step1/bar"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_2",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:01:00",
-                "properties": {"$current_url": "test.com/step2"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_2",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:02:00",
-                "properties": {"$current_url": "test.com/step3?key=value2"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_3",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:00:00",
-                "properties": {"$current_url": "test.com/step1/baz"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_3",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:01:00",
-                "properties": {"$current_url": "test.com/step2"},
-            }
-        ),
-        _create_event(
-            **{
-                "event": "$pageview",
-                "distinct_id": f"user_3",
-                "team": self.team,
-                "timestamp": "2021-05-01 00:02:00",
-                "properties": {"$current_url": "test.com/step3?key=value3"},
-            }
-        ),
-
-        data = {
-            "insight": INSIGHT_FUNNELS,
-            "include_event_types": ["$pageview"],
-            "path_groupings": ["/step1"],
-            "date_from": "2021-05-01 00:00:00",
-            "date_to": "2021-05-07 00:00:00",
-            "local_path_cleaning_filters": [{"alias": "?<param>", "regex": "\\?(.*)"}],
-            "start_point": "/step1",
-        }
-        path_filter = PathFilter(data=data, team=self.team)
-        response = Paths(team=self.team, filter=path_filter).run()
-
-        self.assertEqual(
-            response,
-            [
-                {
-                    "source": "1_/step1",
-                    "target": "2_test.com/step2",
-                    "value": 3,
-                    "average_conversion_time": 60000.0,
-                },
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_1",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:00:00",
+                    "properties": {"$current_url": "test.com/step1/foo"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_1",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:01:00",
+                    "properties": {"$current_url": "test.com/step2"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_1",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:02:00",
+                    "properties": {"$current_url": "test.com/step3?key=value1"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_2",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:00:00",
+                    "properties": {"$current_url": "test.com/step1/bar"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_2",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:01:00",
+                    "properties": {"$current_url": "test.com/step2"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_2",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:02:00",
+                    "properties": {"$current_url": "test.com/step3?key=value2"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_3",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:00:00",
+                    "properties": {"$current_url": "test.com/step1/baz"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_3",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:01:00",
+                    "properties": {"$current_url": "test.com/step2"},
+                }
+            ),
+        )
+        (
+            _create_event(
+                **{
+                    "event": "$pageview",
+                    "distinct_id": f"user_3",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:02:00",
+                    "properties": {"$current_url": "test.com/step3?key=value3"},
+                }
+            ),
+        )
+
+        data = {
+            "insight": INSIGHT_FUNNELS,
+            "include_event_types": ["$pageview"],
+            "path_groupings": ["/step1"],
+            "date_from": "2021-05-01 00:00:00",
+            "date_to": "2021-05-07 00:00:00",
+            "local_path_cleaning_filters": [{"alias": "?<param>", "regex": "\\?(.*)"}],
+            "start_point": "/step1",
+        }
+        path_filter = PathFilter(data=data, team=self.team)
+        response = Paths(team=self.team, filter=path_filter).run()
+
+        self.assertEqual(
+            response,
+            [
+                {
+                    "source": "1_/step1",
+                    "target": "2_test.com/step2",
+                    "value": 3,
+                    "average_conversion_time": 60000.0,
+                },
                 {
                     "source": "2_test.com/step2",
                     "target": "3_test.com/step3?<param>",
@@ -875,7 +1058,12 @@ def test_by_funnel_after_dropoff(self):
         self.assertEqual(
             response,
             [
-                {"source": "1_step one", "target": "2_step dropoff1", "value": 20, "average_conversion_time": 60000.0},
+                {
+                    "source": "1_step one",
+                    "target": "2_step dropoff1",
+                    "value": 20,
+                    "average_conversion_time": 60000.0,
+                },
                 {
                     "source": "2_step dropoff1",
                     "target": "3_step dropoff2",
@@ -890,15 +1078,21 @@ def test_by_funnel_after_dropoff(self):
                 },
             ],
         )
-        self.assertEqual(20, len(self._get_people_at_path(path_filter, "1_step one", "2_step dropoff1", funnel_filter)))
         self.assertEqual(
-            20, len(self._get_people_at_path(path_filter, "2_step dropoff1", "3_step dropoff2", funnel_filter))
+            20,
+            len(self._get_people_at_path(path_filter, "1_step one", "2_step dropoff1", funnel_filter)),
+        )
+        self.assertEqual(
+            20,
+            len(self._get_people_at_path(path_filter, "2_step dropoff1", "3_step dropoff2", funnel_filter)),
         )
         self.assertEqual(
-            10, len(self._get_people_at_path(path_filter, "3_step dropoff2", "4_step branch", funnel_filter))
+            10,
+            len(self._get_people_at_path(path_filter, "3_step dropoff2", "4_step branch", funnel_filter)),
         )
         self.assertEqual(
-            0, len(self._get_people_at_path(path_filter, "4_step branch", "3_step dropoff2", funnel_filter))
+            0,
+            len(self._get_people_at_path(path_filter, "4_step branch", "3_step dropoff2", funnel_filter)),
         )
 
     @snapshot_clickhouse_queries
@@ -923,13 +1117,27 @@ def test_by_funnel_after_dropoff_with_group_filter(self):
         funnel_filter = Filter(data=data, team=self.team)
         # passing group properties to funnel filter defeats purpose of test
         path_filter = PathFilter(data=data, team=self.team).shallow_clone(
-            {"properties": [{"key": "industry", "value": "technology", "type": "group", "group_type_index": 0}]}
+            {
+                "properties": [
+                    {
+                        "key": "industry",
+                        "value": "technology",
+                        "type": "group",
+                        "group_type_index": 0,
+                    }
+                ]
+            }
         )
         response = Paths(team=self.team, filter=path_filter, funnel_filter=funnel_filter).run()
         self.assertEqual(
             response,
             [
-                {"source": "1_step one", "target": "2_step dropoff1", "value": 20, "average_conversion_time": 60000.0},
+                {
+                    "source": "1_step one",
+                    "target": "2_step dropoff1",
+                    "value": 20,
+                    "average_conversion_time": 60000.0,
+                },
                 {
                     "source": "2_step dropoff1",
                     "target": "3_step dropoff2",
@@ -944,15 +1152,21 @@ def test_by_funnel_after_dropoff_with_group_filter(self):
                 },
             ],
         )
-        self.assertEqual(20, len(self._get_people_at_path(path_filter, "1_step one", "2_step dropoff1", funnel_filter)))
         self.assertEqual(
-            20, len(self._get_people_at_path(path_filter, "2_step dropoff1", "3_step dropoff2", funnel_filter))
+            20,
+            len(self._get_people_at_path(path_filter, "1_step one", "2_step dropoff1", funnel_filter)),
         )
         self.assertEqual(
-            10, len(self._get_people_at_path(path_filter, "3_step dropoff2", "4_step branch", funnel_filter))
+            20,
+            len(self._get_people_at_path(path_filter, "2_step dropoff1", "3_step dropoff2", funnel_filter)),
         )
         self.assertEqual(
-            0, len(self._get_people_at_path(path_filter, "4_step branch", "3_step dropoff2", funnel_filter))
+            10,
+            len(self._get_people_at_path(path_filter, "3_step dropoff2", "4_step branch", funnel_filter)),
+        )
+        self.assertEqual(
+            0,
+            len(self._get_people_at_path(path_filter, "4_step branch", "3_step dropoff2", funnel_filter)),
         )
 
     def test_by_funnel_after_step_respects_conversion_window(self):
@@ -1107,15 +1321,21 @@ def test_by_funnel_after_step_respects_conversion_window(self):
                 },
             ],
         )
-        self.assertEqual(20, len(self._get_people_at_path(path_filter, "1_step one", "2_step dropoff1", funnel_filter)))
         self.assertEqual(
-            20, len(self._get_people_at_path(path_filter, "2_step dropoff1", "3_step dropoff2", funnel_filter))
+            20,
+            len(self._get_people_at_path(path_filter, "1_step one", "2_step dropoff1", funnel_filter)),
+        )
+        self.assertEqual(
+            20,
+            len(self._get_people_at_path(path_filter, "2_step dropoff1", "3_step dropoff2", funnel_filter)),
         )
         self.assertEqual(
-            10, len(self._get_people_at_path(path_filter, "3_step dropoff2", "4_step branch", funnel_filter))
+            10,
+            len(self._get_people_at_path(path_filter, "3_step dropoff2", "4_step branch", funnel_filter)),
         )
         self.assertEqual(
-            0, len(self._get_people_at_path(path_filter, "4_step branch", "3_step dropoff2", funnel_filter))
+            0,
+            len(self._get_people_at_path(path_filter, "4_step branch", "3_step dropoff2", funnel_filter)),
         )
 
     @snapshot_clickhouse_queries
@@ -1154,7 +1374,12 @@ def test_by_funnel_after_step(self):
                     "value": 10,
                     "average_conversion_time": 80000.0,
                 },
-                {"source": "1_step two", "target": "2_step three", "value": 5, "average_conversion_time": 60000.0},
+                {
+                    "source": "1_step two",
+                    "target": "2_step three",
+                    "value": 5,
+                    "average_conversion_time": 60000.0,
+                },
             ],
         )
 
@@ -1232,7 +1457,12 @@ def test_by_funnel_after_step_limit(self):
         self.assertEqual(
             response,
             [
-                {"source": "1_step two", "target": "2_step three", "value": 105, "average_conversion_time": 60000.0},
+                {
+                    "source": "1_step two",
+                    "target": "2_step three",
+                    "value": 105,
+                    "average_conversion_time": 60000.0,
+                },
                 {
                     "source": "1_step two",
                     "target": "2_between_step_2_a",
@@ -1413,19 +1643,38 @@ def test_by_funnel_between_step(self):
             ],
         )
         self.assertEqual(
-            15, len(self._get_people_at_path(path_filter, "1_step one", "2_between_step_1_a", funnel_filter))
+            15,
+            len(self._get_people_at_path(path_filter, "1_step one", "2_between_step_1_a", funnel_filter)),
         )
         self.assertEqual(
-            15, len(self._get_people_at_path(path_filter, "2_between_step_1_a", "3_between_step_1_b", funnel_filter))
+            15,
+            len(
+                self._get_people_at_path(
+                    path_filter,
+                    "2_between_step_1_a",
+                    "3_between_step_1_b",
+                    funnel_filter,
+                )
+            ),
         )
         self.assertEqual(
-            10, len(self._get_people_at_path(path_filter, "3_between_step_1_b", "4_step two", funnel_filter))
+            10,
+            len(self._get_people_at_path(path_filter, "3_between_step_1_b", "4_step two", funnel_filter)),
         )
         self.assertEqual(
-            5, len(self._get_people_at_path(path_filter, "3_between_step_1_b", "4_between_step_1_c", funnel_filter))
+            5,
+            len(
+                self._get_people_at_path(
+                    path_filter,
+                    "3_between_step_1_b",
+                    "4_between_step_1_c",
+                    funnel_filter,
+                )
+            ),
         )
         self.assertEqual(
-            5, len(self._get_people_at_path(path_filter, "4_between_step_1_c", "5_step two", funnel_filter))
+            5,
+            len(self._get_people_at_path(path_filter, "4_between_step_1_c", "5_step two", funnel_filter)),
         )
 
     @also_test_with_materialized_columns(["$current_url", "$screen_name"])
@@ -1549,13 +1798,48 @@ def test_end(self):
         self.assertEqual(
             response,
             [
-                {"source": "1_/2", "target": "2_/3", "value": 1, "average_conversion_time": 60000.0},
-                {"source": "1_/3", "target": "2_/4", "value": 1, "average_conversion_time": 60000.0},
-                {"source": "1_/5", "target": "2_/about", "value": 1, "average_conversion_time": 60000.0},
-                {"source": "2_/3", "target": "3_/4", "value": 1, "average_conversion_time": 60000.0},
-                {"source": "2_/4", "target": "3_/about", "value": 1, "average_conversion_time": 60000.0},
-                {"source": "3_/4", "target": "4_/5", "value": 1, "average_conversion_time": 60000.0},
-                {"source": "4_/5", "target": "5_/about", "value": 1, "average_conversion_time": 60000.0},
+                {
+                    "source": "1_/2",
+                    "target": "2_/3",
+                    "value": 1,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "1_/3",
+                    "target": "2_/4",
+                    "value": 1,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "1_/5",
+                    "target": "2_/about",
+                    "value": 1,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "2_/3",
+                    "target": "3_/4",
+                    "value": 1,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "2_/4",
+                    "target": "3_/about",
+                    "value": 1,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "3_/4",
+                    "target": "4_/5",
+                    "value": 1,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "4_/5",
+                    "target": "5_/about",
+                    "value": 1,
+                    "average_conversion_time": 60000.0,
+                },
             ],
         )
 
@@ -1573,13 +1857,48 @@ def test_end(self):
         self.assertEqual(
             response,
             [
-                {"source": "1_/2", "target": "2_/3", "value": 1, "average_conversion_time": 60000.0},
-                {"source": "1_/3", "target": "2_/4", "value": 1, "average_conversion_time": 60000.0},
-                {"source": "1_/5", "target": "2_/about", "value": 1, "average_conversion_time": 60000.0},
-                {"source": "2_/3", "target": "3_/4", "value": 1, "average_conversion_time": 60000.0},
-                {"source": "2_/4", "target": "3_/about", "value": 1, "average_conversion_time": 60000.0},
-                {"source": "3_/4", "target": "4_/5", "value": 1, "average_conversion_time": 60000.0},
-                {"source": "4_/5", "target": "5_/about", "value": 1, "average_conversion_time": 60000.0},
+                {
+                    "source": "1_/2",
+                    "target": "2_/3",
+                    "value": 1,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "1_/3",
+                    "target": "2_/4",
+                    "value": 1,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "1_/5",
+                    "target": "2_/about",
+                    "value": 1,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "2_/3",
+                    "target": "3_/4",
+                    "value": 1,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "2_/4",
+                    "target": "3_/about",
+                    "value": 1,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "3_/4",
+                    "target": "4_/5",
+                    "value": 1,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "4_/5",
+                    "target": "5_/about",
+                    "value": 1,
+                    "average_conversion_time": 60000.0,
+                },
             ],
         )
 
@@ -1641,23 +1960,53 @@ def test_event_inclusion_exclusion_filters(self):
         # P3 for custom event
         _create_person(team_id=self.team.pk, distinct_ids=["p3"])
         p3 = [
-            _create_event(distinct_id="p3", event="/custom1", team=self.team, timestamp="2012-01-01 03:21:34"),
-            _create_event(distinct_id="p3", event="/custom2", team=self.team, timestamp="2012-01-01 03:22:34"),
-            _create_event(distinct_id="p3", event="/custom3", team=self.team, timestamp="2012-01-01 03:24:34"),
+            _create_event(
+                distinct_id="p3",
+                event="/custom1",
+                team=self.team,
+                timestamp="2012-01-01 03:21:34",
+            ),
+            _create_event(
+                distinct_id="p3",
+                event="/custom2",
+                team=self.team,
+                timestamp="2012-01-01 03:22:34",
+            ),
+            _create_event(
+                distinct_id="p3",
+                event="/custom3",
+                team=self.team,
+                timestamp="2012-01-01 03:24:34",
+            ),
         ]
 
         _ = [*p1, *p2, *p3]
 
         filter = PathFilter(
-            team=self.team, data={"step_limit": 4, "date_from": "2012-01-01", "include_event_types": ["$pageview"]}
+            team=self.team,
+            data={
+                "step_limit": 4,
+                "date_from": "2012-01-01",
+                "include_event_types": ["$pageview"],
+            },
         )
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
 
         self.assertEqual(
             response,
             [
-                {"source": "1_/1", "target": "2_/2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "2_/2", "target": "3_/3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
+                {
+                    "source": "1_/1",
+                    "target": "2_/2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "2_/2",
+                    "target": "3_/3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
             ],
         )
 
@@ -1667,8 +2016,18 @@ def test_event_inclusion_exclusion_filters(self):
         self.assertEqual(
             response,
             [
-                {"source": "1_/screen1", "target": "2_/screen2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "2_/screen2", "target": "3_/screen3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
+                {
+                    "source": "1_/screen1",
+                    "target": "2_/screen2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "2_/screen2",
+                    "target": "3_/screen3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
             ],
         )
 
@@ -1678,17 +2037,39 @@ def test_event_inclusion_exclusion_filters(self):
         self.assertEqual(
             response,
             [
-                {"source": "1_/custom1", "target": "2_/custom2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "2_/custom2", "target": "3_/custom3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
+                {
+                    "source": "1_/custom1",
+                    "target": "2_/custom2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "2_/custom2",
+                    "target": "3_/custom3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
             ],
         )
 
-        filter = filter.shallow_clone({"include_event_types": [], "include_custom_events": ["/custom1", "/custom2"]})
+        filter = filter.shallow_clone(
+            {
+                "include_event_types": [],
+                "include_custom_events": ["/custom1", "/custom2"],
+            }
+        )
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
 
         self.assertEqual(
             response,
-            [{"source": "1_/custom1", "target": "2_/custom2", "value": 1, "average_conversion_time": ONE_MINUTE}],
+            [
+                {
+                    "source": "1_/custom1",
+                    "target": "2_/custom2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                }
+            ],
         )
 
         filter = filter.shallow_clone({"include_event_types": [], "include_custom_events": ["/custom3", "blah"]})
@@ -1697,19 +2078,52 @@ def test_event_inclusion_exclusion_filters(self):
         self.assertEqual(response, [])
 
         filter = filter.shallow_clone(
-            {"include_event_types": ["$pageview", "$screen", "custom_event"], "include_custom_events": []}
+            {
+                "include_event_types": ["$pageview", "$screen", "custom_event"],
+                "include_custom_events": [],
+            }
         )
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
 
         self.assertEqual(
             response,
             [
-                {"source": "1_/1", "target": "2_/2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "1_/custom1", "target": "2_/custom2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "1_/screen1", "target": "2_/screen2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "2_/2", "target": "3_/3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
-                {"source": "2_/custom2", "target": "3_/custom3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
-                {"source": "2_/screen2", "target": "3_/screen3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
+                {
+                    "source": "1_/1",
+                    "target": "2_/2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "1_/custom1",
+                    "target": "2_/custom2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "1_/screen1",
+                    "target": "2_/screen2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "2_/2",
+                    "target": "3_/3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
+                {
+                    "source": "2_/custom2",
+                    "target": "3_/custom3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
+                {
+                    "source": "2_/screen2",
+                    "target": "3_/screen3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
             ],
         )
 
@@ -1724,9 +2138,24 @@ def test_event_inclusion_exclusion_filters(self):
         self.assertEqual(
             response,
             [
-                {"source": "1_/custom2", "target": "2_/custom3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
-                {"source": "1_/screen1", "target": "2_/screen2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "2_/screen2", "target": "3_/screen3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
+                {
+                    "source": "1_/custom2",
+                    "target": "2_/custom3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
+                {
+                    "source": "1_/screen1",
+                    "target": "2_/screen2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "2_/screen2",
+                    "target": "3_/screen3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
             ],
         )
 
@@ -1826,7 +2255,15 @@ def test_event_exclusion_filters_with_wildcard_groups(self):
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
 
         self.assertEqual(
-            response, [{"source": "1_/1", "target": "2_/3", "value": 3, "average_conversion_time": 3 * ONE_MINUTE}]
+            response,
+            [
+                {
+                    "source": "1_/1",
+                    "target": "2_/3",
+                    "value": 3,
+                    "average_conversion_time": 3 * ONE_MINUTE,
+                }
+            ],
         )
 
         filter = filter.shallow_clone({"path_groupings": ["/xxx/invalid/*"]})
@@ -1835,55 +2272,87 @@ def test_event_exclusion_filters_with_wildcard_groups(self):
         self.assertEqual(len(response), 6)
 
     def test_event_inclusion_exclusion_filters_across_single_person(self):
-
         # P1 for pageview event, screen event, and custom event all together
         _create_person(team_id=self.team.pk, distinct_ids=["p1"])
 
-        _create_event(
-            properties={"$current_url": "/1"},
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:21:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/2"},
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:22:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/3"},
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:24:34",
-        ),
-        _create_event(
-            properties={"$screen_name": "/screen1"},
-            distinct_id="p1",
-            event="$screen",
-            team=self.team,
-            timestamp="2012-01-01 03:25:34",
-        ),
-        _create_event(
-            properties={"$screen_name": "/screen2"},
-            distinct_id="p1",
-            event="$screen",
-            team=self.team,
-            timestamp="2012-01-01 03:26:34",
-        ),
-        _create_event(
-            properties={"$screen_name": "/screen3"},
-            distinct_id="p1",
-            event="$screen",
-            team=self.team,
-            timestamp="2012-01-01 03:28:34",
-        ),
-        _create_event(distinct_id="p1", event="/custom1", team=self.team, timestamp="2012-01-01 03:29:34"),
-        _create_event(distinct_id="p1", event="/custom2", team=self.team, timestamp="2012-01-01 03:30:34"),
-        _create_event(distinct_id="p1", event="/custom3", team=self.team, timestamp="2012-01-01 03:32:34"),
+        (
+            _create_event(
+                properties={"$current_url": "/1"},
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:21:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/2"},
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:22:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/3"},
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:24:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$screen_name": "/screen1"},
+                distinct_id="p1",
+                event="$screen",
+                team=self.team,
+                timestamp="2012-01-01 03:25:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$screen_name": "/screen2"},
+                distinct_id="p1",
+                event="$screen",
+                team=self.team,
+                timestamp="2012-01-01 03:26:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$screen_name": "/screen3"},
+                distinct_id="p1",
+                event="$screen",
+                team=self.team,
+                timestamp="2012-01-01 03:28:34",
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="p1",
+                event="/custom1",
+                team=self.team,
+                timestamp="2012-01-01 03:29:34",
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="p1",
+                event="/custom2",
+                team=self.team,
+                timestamp="2012-01-01 03:30:34",
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="p1",
+                event="/custom3",
+                team=self.team,
+                timestamp="2012-01-01 03:32:34",
+            ),
+        )
 
         filter = PathFilter(
             team=self.team, data={"step_limit": 10, "date_from": "2012-01-01"}
@@ -1893,14 +2362,54 @@ def test_event_inclusion_exclusion_filters_across_single_person(self):
         self.assertEqual(
             response,
             [
-                {"source": "1_/1", "target": "2_/2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "2_/2", "target": "3_/3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
-                {"source": "3_/3", "target": "4_/screen1", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "4_/screen1", "target": "5_/screen2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "5_/screen2", "target": "6_/screen3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
-                {"source": "6_/screen3", "target": "7_/custom1", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "7_/custom1", "target": "8_/custom2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "8_/custom2", "target": "9_/custom3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
+                {
+                    "source": "1_/1",
+                    "target": "2_/2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "2_/2",
+                    "target": "3_/3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
+                {
+                    "source": "3_/3",
+                    "target": "4_/screen1",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "4_/screen1",
+                    "target": "5_/screen2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "5_/screen2",
+                    "target": "6_/screen3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
+                {
+                    "source": "6_/screen3",
+                    "target": "7_/custom1",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "7_/custom1",
+                    "target": "8_/custom2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "8_/custom2",
+                    "target": "9_/custom3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
             ],
         )
 
@@ -1910,28 +2419,86 @@ def test_event_inclusion_exclusion_filters_across_single_person(self):
         self.assertEqual(
             response,
             [
-                {"source": "1_/1", "target": "2_/2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "2_/2", "target": "3_/3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
-                {"source": "3_/3", "target": "4_/screen1", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "4_/screen1", "target": "5_/screen2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "5_/screen2", "target": "6_/screen3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
+                {
+                    "source": "1_/1",
+                    "target": "2_/2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "2_/2",
+                    "target": "3_/3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
+                {
+                    "source": "3_/3",
+                    "target": "4_/screen1",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "4_/screen1",
+                    "target": "5_/screen2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "5_/screen2",
+                    "target": "6_/screen3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
             ],
         )
 
         filter = filter.shallow_clone(
-            {"include_event_types": ["$pageview", "$screen"], "include_custom_events": ["/custom2"]}
+            {
+                "include_event_types": ["$pageview", "$screen"],
+                "include_custom_events": ["/custom2"],
+            }
         )
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
 
         self.assertEqual(
             response,
             [
-                {"source": "1_/1", "target": "2_/2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "2_/2", "target": "3_/3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
-                {"source": "3_/3", "target": "4_/screen1", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "4_/screen1", "target": "5_/screen2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "5_/screen2", "target": "6_/screen3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
-                {"source": "6_/screen3", "target": "7_/custom2", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
+                {
+                    "source": "1_/1",
+                    "target": "2_/2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "2_/2",
+                    "target": "3_/3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
+                {
+                    "source": "3_/3",
+                    "target": "4_/screen1",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "4_/screen1",
+                    "target": "5_/screen2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "5_/screen2",
+                    "target": "6_/screen3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
+                {
+                    "source": "6_/screen3",
+                    "target": "7_/custom2",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
             ],
         )
 
@@ -1947,9 +2514,24 @@ def test_event_inclusion_exclusion_filters_across_single_person(self):
         self.assertEqual(
             response,
             [
-                {"source": "1_/1", "target": "2_/2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "2_/2", "target": "3_/3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
-                {"source": "3_/3", "target": "4_/custom2", "value": 1, "average_conversion_time": 6 * ONE_MINUTE},
+                {
+                    "source": "1_/1",
+                    "target": "2_/2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "2_/2",
+                    "target": "3_/3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
+                {
+                    "source": "3_/3",
+                    "target": "4_/custom2",
+                    "value": 1,
+                    "average_conversion_time": 6 * ONE_MINUTE,
+                },
             ],
         )
 
@@ -1958,48 +2540,60 @@ def test_event_inclusion_exclusion_filters_across_single_person(self):
     def test_respect_session_limits(self):
         _create_person(team_id=self.team.pk, distinct_ids=["fake"])
 
-        _create_event(
-            properties={"$current_url": "/1"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:21:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/2"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:22:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/3"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:24:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/1"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-02 03:21:54",  # new day, new session
-        ),
-        _create_event(
-            properties={"$current_url": "/2/"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-02 03:22:54",
-        ),
-        _create_event(
-            properties={"$current_url": "/3"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-02 03:26:54",
-        ),
+        (
+            _create_event(
+                properties={"$current_url": "/1"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:21:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/2"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:22:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/3"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:24:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/1"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-02 03:21:54",  # new day, new session
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/2/"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-02 03:22:54",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/3"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-02 03:26:54",
+            ),
+        )
 
         filter = PathFilter(team=self.team, data={"date_from": "2012-01-01"})
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
@@ -2007,73 +2601,99 @@ def test_respect_session_limits(self):
         self.assertEqual(
             response,
             [
-                {"source": "1_/1", "target": "2_/2", "value": 2, "average_conversion_time": ONE_MINUTE},
-                {"source": "2_/2", "target": "3_/3", "value": 2, "average_conversion_time": 3 * ONE_MINUTE},
+                {
+                    "source": "1_/1",
+                    "target": "2_/2",
+                    "value": 2,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "2_/2",
+                    "target": "3_/3",
+                    "value": 2,
+                    "average_conversion_time": 3 * ONE_MINUTE,
+                },
             ],
         )
 
     def test_removes_duplicates(self):
         _create_person(team_id=self.team.pk, distinct_ids=["fake"])
 
-        _create_event(
-            properties={"$current_url": "/1"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:21:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/1"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:21:54",
-        ),
-        _create_event(
-            properties={"$current_url": "/2"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:22:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/2/"},  # trailing slash should be removed
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:22:54",
-        ),
-        _create_event(
-            properties={"$current_url": "/3"},
-            distinct_id="fake",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:24:54",
-        ),
+        (
+            _create_event(
+                properties={"$current_url": "/1"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:21:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/1"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:21:54",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/2"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:22:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/2/"},  # trailing slash should be removed
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:22:54",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/3"},
+                distinct_id="fake",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:24:54",
+            ),
+        )
 
         _create_person(team_id=self.team.pk, distinct_ids=["fake2"])
 
-        _create_event(
-            properties={"$current_url": "/1"},
-            distinct_id="fake2",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:21:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/2/"},
-            distinct_id="fake2",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:23:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/3"},
-            distinct_id="fake2",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:27:34",
-        ),
+        (
+            _create_event(
+                properties={"$current_url": "/1"},
+                distinct_id="fake2",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:21:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/2/"},
+                distinct_id="fake2",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:23:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/3"},
+                distinct_id="fake2",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:27:34",
+            ),
+        )
 
         filter = PathFilter(team=self.team, data={"date_from": "2012-01-01"})
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
@@ -2081,8 +2701,18 @@ def test_removes_duplicates(self):
         self.assertEqual(
             response,
             [
-                {"source": "1_/1", "target": "2_/2", "value": 2, "average_conversion_time": 1.5 * ONE_MINUTE},
-                {"source": "2_/2", "target": "3_/3", "value": 2, "average_conversion_time": 3 * ONE_MINUTE},
+                {
+                    "source": "1_/1",
+                    "target": "2_/2",
+                    "value": 2,
+                    "average_conversion_time": 1.5 * ONE_MINUTE,
+                },
+                {
+                    "source": "2_/2",
+                    "target": "3_/3",
+                    "value": 2,
+                    "average_conversion_time": 3 * ONE_MINUTE,
+                },
             ],
         )
 
@@ -2091,103 +2721,129 @@ def test_removes_duplicates(self):
     def test_start_and_end(self):
         p1 = _create_person(team_id=self.team.pk, distinct_ids=["person_1"])
 
-        _create_event(
-            properties={"$current_url": "/1"},
-            distinct_id="person_1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2021-05-01 00:01:00",
-        ),
-        _create_event(
-            properties={"$current_url": "/2"},
-            distinct_id="person_1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2021-05-01 00:02:00",
-        ),
-        _create_event(
-            properties={"$current_url": "/3"},
-            distinct_id="person_1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2021-05-01 00:03:00",
-        ),
-        _create_event(
-            properties={"$current_url": "/4"},
-            distinct_id="person_1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2021-05-01 00:04:00",
-        ),
-        _create_event(
-            properties={"$current_url": "/5"},
-            distinct_id="person_1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2021-05-01 00:05:00",
-        ),
-        _create_event(
-            properties={"$current_url": "/about"},
-            distinct_id="person_1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2021-05-01 00:06:00",
-        ),
-        _create_event(
-            properties={"$current_url": "/after"},
-            distinct_id="person_1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2021-05-01 00:07:00",
-        ),
+        (
+            _create_event(
+                properties={"$current_url": "/1"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2021-05-01 00:01:00",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/2"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2021-05-01 00:02:00",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/3"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2021-05-01 00:03:00",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/4"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2021-05-01 00:04:00",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/5"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2021-05-01 00:05:00",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/about"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2021-05-01 00:06:00",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/after"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2021-05-01 00:07:00",
+            ),
+        )
 
         p2 = _create_person(team_id=self.team.pk, distinct_ids=["person_2"])
 
-        _create_event(
-            properties={"$current_url": "/5"},
-            distinct_id="person_2",
-            event="$pageview",
-            team=self.team,
-            timestamp="2021-05-01 00:01:00",
-        ),
-        _create_event(
-            properties={"$current_url": "/about"},
-            distinct_id="person_2",
-            event="$pageview",
-            team=self.team,
-            timestamp="2021-05-01 00:02:00",
-        ),
+        (
+            _create_event(
+                properties={"$current_url": "/5"},
+                distinct_id="person_2",
+                event="$pageview",
+                team=self.team,
+                timestamp="2021-05-01 00:01:00",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/about"},
+                distinct_id="person_2",
+                event="$pageview",
+                team=self.team,
+                timestamp="2021-05-01 00:02:00",
+            ),
+        )
 
         _create_person(team_id=self.team.pk, distinct_ids=["person_3"])
 
-        _create_event(
-            properties={"$current_url": "/3"},
-            distinct_id="person_3",
-            event="$pageview",
-            team=self.team,
-            timestamp="2021-05-01 00:01:00",
-        ),
-        _create_event(
-            properties={"$current_url": "/4"},
-            distinct_id="person_3",
-            event="$pageview",
-            team=self.team,
-            timestamp="2021-05-01 00:02:00",
-        ),
-        _create_event(
-            properties={"$current_url": "/about"},
-            distinct_id="person_3",
-            event="$pageview",
-            team=self.team,
-            timestamp="2021-05-01 00:03:00",
-        ),
-        _create_event(
-            properties={"$current_url": "/after"},
-            distinct_id="person_3",
-            event="$pageview",
-            team=self.team,
-            timestamp="2021-05-01 00:04:00",
-        ),
+        (
+            _create_event(
+                properties={"$current_url": "/3"},
+                distinct_id="person_3",
+                event="$pageview",
+                team=self.team,
+                timestamp="2021-05-01 00:01:00",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/4"},
+                distinct_id="person_3",
+                event="$pageview",
+                team=self.team,
+                timestamp="2021-05-01 00:02:00",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/about"},
+                distinct_id="person_3",
+                event="$pageview",
+                team=self.team,
+                timestamp="2021-05-01 00:03:00",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/after"},
+                distinct_id="person_3",
+                event="$pageview",
+                team=self.team,
+                timestamp="2021-05-01 00:04:00",
+            ),
+        )
 
         filter = PathFilter(
             team=self.team,
@@ -2201,7 +2857,15 @@ def test_start_and_end(self):
         )
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
         self.assertEqual(
-            response, [{"source": "1_/5", "target": "2_/about", "value": 2, "average_conversion_time": 60000.0}]
+            response,
+            [
+                {
+                    "source": "1_/5",
+                    "target": "2_/about",
+                    "value": 2,
+                    "average_conversion_time": 60000.0,
+                }
+            ],
         )
         self.assertCountEqual(self._get_people_at_path(filter, "1_/5", "2_/about"), [p1.uuid, p2.uuid])
 
@@ -2211,10 +2875,30 @@ def test_start_and_end(self):
         self.assertEqual(
             response,
             [
-                {"source": "1_/2", "target": "2_/3", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "2_/3", "target": "3_...", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "3_...", "target": "4_/5", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "4_/5", "target": "5_/about", "value": 1, "average_conversion_time": ONE_MINUTE},
+                {
+                    "source": "1_/2",
+                    "target": "2_/3",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "2_/3",
+                    "target": "3_...",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "3_...",
+                    "target": "4_/5",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "4_/5",
+                    "target": "5_/about",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
             ],
         )
         self.assertCountEqual(self._get_people_at_path(filter, "3_...", "4_/5"), [p1.uuid])
@@ -2234,11 +2918,19 @@ def should_query_list(filter) -> Tuple[bool, bool]:
         filter = PathFilter({"include_event_types": ["$screen"]})
         self.assertEqual(should_query_list(filter), (False, True))
 
-        filter = filter.shallow_clone({"include_event_types": [], "include_custom_events": ["/custom1", "/custom2"]})
+        filter = filter.shallow_clone(
+            {
+                "include_event_types": [],
+                "include_custom_events": ["/custom1", "/custom2"],
+            }
+        )
         self.assertEqual(should_query_list(filter), (False, False))
 
         filter = filter.shallow_clone(
-            {"include_event_types": ["$pageview", "$screen", "custom_event"], "include_custom_events": []}
+            {
+                "include_event_types": ["$pageview", "$screen", "custom_event"],
+                "include_custom_events": [],
+            }
         )
         self.assertEqual(should_query_list(filter), (True, True))
 
@@ -2252,7 +2944,11 @@ def should_query_list(filter) -> Tuple[bool, bool]:
         self.assertEqual(should_query_list(filter), (True, True))
 
         filter = filter.shallow_clone(
-            {"include_event_types": [], "include_custom_events": [], "exclude_events": ["$pageview"]}
+            {
+                "include_event_types": [],
+                "include_custom_events": [],
+                "exclude_events": ["$pageview"],
+            }
         )
         self.assertEqual(should_query_list(filter), (False, True))
 
@@ -2262,77 +2958,95 @@ def test_wildcard_groups_across_people(self):
         # P1 for pageview event /2/bar/1/foo
         _create_person(team_id=self.team.pk, distinct_ids=["p1"])
 
-        _create_event(
-            properties={"$current_url": "/1"},
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:21:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/2/bar/1/foo"},  # regex matches, despite beginning with `/2/`
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:22:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/3"},
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:24:34",
-        ),
+        (
+            _create_event(
+                properties={"$current_url": "/1"},
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:21:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/2/bar/1/foo"},  # regex matches, despite beginning with `/2/`
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:22:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/3"},
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:24:34",
+            ),
+        )
 
         # P2 for pageview event /bar/2/foo
         _create_person(team_id=self.team.pk, distinct_ids=["p2"])
 
-        _create_event(
-            properties={"$current_url": "/1"},
-            distinct_id="p2",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:21:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/bar/2/foo"},
-            distinct_id="p2",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:22:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/3"},
-            distinct_id="p2",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:24:34",
-        ),
+        (
+            _create_event(
+                properties={"$current_url": "/1"},
+                distinct_id="p2",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:21:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/bar/2/foo"},
+                distinct_id="p2",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:22:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/3"},
+                distinct_id="p2",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:24:34",
+            ),
+        )
 
         # P3 for pageview event /bar/3/foo
         _create_person(team_id=self.team.pk, distinct_ids=["p3"])
 
-        _create_event(
-            properties={"$current_url": "/1"},
-            distinct_id="p3",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:21:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/bar/33/foo"},
-            distinct_id="p3",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:22:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/3"},
-            distinct_id="p3",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:24:34",
-        ),
+        (
+            _create_event(
+                properties={"$current_url": "/1"},
+                distinct_id="p3",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:21:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/bar/33/foo"},
+                distinct_id="p3",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:22:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/3"},
+                distinct_id="p3",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:24:34",
+            ),
+        )
 
         filter = PathFilter(
             team=self.team,
@@ -2348,8 +3062,18 @@ def test_wildcard_groups_across_people(self):
         self.assertEqual(
             response,
             [
-                {"source": "1_/1", "target": "2_/bar/*/foo", "value": 3, "average_conversion_time": ONE_MINUTE},
-                {"source": "2_/bar/*/foo", "target": "3_/3", "value": 3, "average_conversion_time": 2 * ONE_MINUTE},
+                {
+                    "source": "1_/1",
+                    "target": "2_/bar/*/foo",
+                    "value": 3,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "2_/bar/*/foo",
+                    "target": "3_/3",
+                    "value": 3,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
             ],
         )
 
@@ -2360,73 +3084,102 @@ def test_wildcard_groups_evil_input(self):
         # P1 for pageview event /2/bar/1/foo
         _create_person(team_id=self.team.pk, distinct_ids=["p1"])
 
-        _create_event(
-            properties={"$current_url": evil_string},
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:21:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/2/bar/aaa"},
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:22:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/3"},
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:24:34",
-        ),
+        (
+            _create_event(
+                properties={"$current_url": evil_string},
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:21:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/2/bar/aaa"},
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:22:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/3"},
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:24:34",
+            ),
+        )
 
         # P2 for pageview event /2/bar/2/foo
         _create_person(team_id=self.team.pk, distinct_ids=["p2"])
 
-        _create_event(
-            properties={"$current_url": "/1"},
-            distinct_id="p2",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:21:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/2/3?q=1"},
-            distinct_id="p2",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:22:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/3?q=1"},
-            distinct_id="p2",
-            event="$pageview",
-            team=self.team,
-            timestamp="2012-01-01 03:24:34",
-        ),
+        (
+            _create_event(
+                properties={"$current_url": "/1"},
+                distinct_id="p2",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:21:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/2/3?q=1"},
+                distinct_id="p2",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:22:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/3?q=1"},
+                distinct_id="p2",
+                event="$pageview",
+                team=self.team,
+                timestamp="2012-01-01 03:24:34",
+            ),
+        )
 
         filter = PathFilter(
             team=self.team,
             data={
                 "date_from": "2012-01-01",
                 "include_event_types": ["$pageview"],
-                "path_groupings": ["(a+)+", "[aaa|aaaa]+", "1.*", ".*", "/3?q=1", "/3*"],
+                "path_groupings": [
+                    "(a+)+",
+                    "[aaa|aaaa]+",
+                    "1.*",
+                    ".*",
+                    "/3?q=1",
+                    "/3*",
+                ],
             },
         )
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
         self.assertEqual(
             response,
             [
-                {"source": "1_/1", "target": "2_/3*", "value": 1, "average_conversion_time": 3 * ONE_MINUTE},
+                {
+                    "source": "1_/1",
+                    "target": "2_/3*",
+                    "value": 1,
+                    "average_conversion_time": 3 * ONE_MINUTE,
+                },
                 {
                     "source": f"1_{evil_string}",
                     "target": "2_/2/bar/aaa",
                     "value": 1,
                     "average_conversion_time": ONE_MINUTE,
                 },
-                {"source": "2_/2/bar/aaa", "target": "3_/3*", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
+                {
+                    "source": "2_/2/bar/aaa",
+                    "target": "3_/3*",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
             ],
         )
 
@@ -2686,12 +3439,37 @@ def test_start_dropping_orphaned_edges(self):
         self.assertEqual(
             response,
             [
-                {"source": "1_/2", "target": "2_/3", "value": 5, "average_conversion_time": 60000.0},
-                {"source": "2_/3", "target": "3_/4", "value": 5, "average_conversion_time": 60000.0},
-                {"source": "3_/4", "target": "4_/5", "value": 5, "average_conversion_time": 60000.0},
-                {"source": "4_/5", "target": "5_/about", "value": 5, "average_conversion_time": 60000.0},
+                {
+                    "source": "1_/2",
+                    "target": "2_/3",
+                    "value": 5,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "2_/3",
+                    "target": "3_/4",
+                    "value": 5,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "3_/4",
+                    "target": "4_/5",
+                    "value": 5,
+                    "average_conversion_time": 60000.0,
+                },
+                {
+                    "source": "4_/5",
+                    "target": "5_/about",
+                    "value": 5,
+                    "average_conversion_time": 60000.0,
+                },
                 # {'source': '3_/x', 'target': '4_/about', 'value': 2, 'average_conversion_time': 60000.0}, # gets deleted by validation since dangling
-                {"source": "1_/2", "target": "2_/a", "value": 1, "average_conversion_time": 30000.0},
+                {
+                    "source": "1_/2",
+                    "target": "2_/a",
+                    "value": 1,
+                    "average_conversion_time": 30000.0,
+                },
             ],
         )
 
@@ -2869,7 +3647,14 @@ def test_groups_filtering(self):
                 "date_from": "2012-01-01",
                 "date_to": "2012-02-01",
                 "include_event_types": ["$pageview", "$screen", "custom_event"],
-                "properties": [{"key": "industry", "value": "finance", "type": "group", "group_type_index": 0}],
+                "properties": [
+                    {
+                        "key": "industry",
+                        "value": "finance",
+                        "type": "group",
+                        "group_type_index": 0,
+                    }
+                ],
             },
         )
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
@@ -2877,34 +3662,82 @@ def test_groups_filtering(self):
         self.assertEqual(
             response,
             [
-                {"source": "1_/1", "target": "2_/2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "2_/2", "target": "3_/3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
+                {
+                    "source": "1_/1",
+                    "target": "2_/2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "2_/2",
+                    "target": "3_/3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
             ],
         )
 
         filter = filter.shallow_clone(
-            {"properties": [{"key": "industry", "value": "technology", "type": "group", "group_type_index": 0}]}
+            {
+                "properties": [
+                    {
+                        "key": "industry",
+                        "value": "technology",
+                        "type": "group",
+                        "group_type_index": 0,
+                    }
+                ]
+            }
         )
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
 
         self.assertEqual(
             response,
             [
-                {"source": "1_/screen1", "target": "2_/screen2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "2_/screen2", "target": "3_/screen3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
+                {
+                    "source": "1_/screen1",
+                    "target": "2_/screen2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "2_/screen2",
+                    "target": "3_/screen3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
             ],
         )
 
         filter = filter.shallow_clone(
-            {"properties": [{"key": "industry", "value": "technology", "type": "group", "group_type_index": 1}]}
+            {
+                "properties": [
+                    {
+                        "key": "industry",
+                        "value": "technology",
+                        "type": "group",
+                        "group_type_index": 1,
+                    }
+                ]
+            }
         )
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
 
         self.assertEqual(
             response,
             [
-                {"source": "1_/custom1", "target": "2_/custom2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "2_/custom2", "target": "3_/custom3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
+                {
+                    "source": "1_/custom1",
+                    "target": "2_/custom2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "2_/custom2",
+                    "target": "3_/custom3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
             ],
         )
 
@@ -3003,7 +3836,14 @@ def test_groups_filtering_person_on_events(self):
                 "date_from": "2012-01-01",
                 "date_to": "2012-02-01",
                 "include_event_types": ["$pageview", "$screen", "custom_event"],
-                "properties": [{"key": "industry", "value": "finance", "type": "group", "group_type_index": 0}],
+                "properties": [
+                    {
+                        "key": "industry",
+                        "value": "finance",
+                        "type": "group",
+                        "group_type_index": 0,
+                    }
+                ],
             },
         )
         with override_instance_config("PERSON_ON_EVENTS_ENABLED", True):
@@ -3012,20 +3852,44 @@ def test_groups_filtering_person_on_events(self):
             self.assertEqual(
                 response,
                 [
-                    {"source": "1_/1", "target": "2_/2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                    {"source": "2_/2", "target": "3_/3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
+                    {
+                        "source": "1_/1",
+                        "target": "2_/2",
+                        "value": 1,
+                        "average_conversion_time": ONE_MINUTE,
+                    },
+                    {
+                        "source": "2_/2",
+                        "target": "3_/3",
+                        "value": 1,
+                        "average_conversion_time": 2 * ONE_MINUTE,
+                    },
                 ],
             )
 
             filter = filter.shallow_clone(
-                {"properties": [{"key": "industry", "value": "technology", "type": "group", "group_type_index": 0}]}
+                {
+                    "properties": [
+                        {
+                            "key": "industry",
+                            "value": "technology",
+                            "type": "group",
+                            "group_type_index": 0,
+                        }
+                    ]
+                }
             )
             response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
 
             self.assertEqual(
                 response,
                 [
-                    {"source": "1_/screen1", "target": "2_/screen2", "value": 1, "average_conversion_time": ONE_MINUTE},
+                    {
+                        "source": "1_/screen1",
+                        "target": "2_/screen2",
+                        "value": 1,
+                        "average_conversion_time": ONE_MINUTE,
+                    },
                     {
                         "source": "2_/screen2",
                         "target": "3_/screen3",
@@ -3036,14 +3900,28 @@ def test_groups_filtering_person_on_events(self):
             )
 
             filter = filter.shallow_clone(
-                {"properties": [{"key": "industry", "value": "technology", "type": "group", "group_type_index": 1}]}
+                {
+                    "properties": [
+                        {
+                            "key": "industry",
+                            "value": "technology",
+                            "type": "group",
+                            "group_type_index": 1,
+                        }
+                    ]
+                }
             )
             response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
 
             self.assertEqual(
                 response,
                 [
-                    {"source": "1_/custom1", "target": "2_/custom2", "value": 1, "average_conversion_time": ONE_MINUTE},
+                    {
+                        "source": "1_/custom1",
+                        "target": "2_/custom2",
+                        "value": 1,
+                        "average_conversion_time": ONE_MINUTE,
+                    },
                     {
                         "source": "2_/custom2",
                         "target": "3_/custom3",
@@ -3137,8 +4015,18 @@ def test_person_on_events_v2(self):
             [
                 # we expect 1s for the "value"s because the two persons above are actually the same person
                 # due to the override
-                {"source": "1_/1", "target": "2_/2", "value": 1, "average_conversion_time": ONE_MINUTE},
-                {"source": "2_/2", "target": "3_/3", "value": 1, "average_conversion_time": 2 * ONE_MINUTE},
+                {
+                    "source": "1_/1",
+                    "target": "2_/2",
+                    "value": 1,
+                    "average_conversion_time": ONE_MINUTE,
+                },
+                {
+                    "source": "2_/2",
+                    "target": "3_/3",
+                    "value": 1,
+                    "average_conversion_time": 2 * ONE_MINUTE,
+                },
             ],
         )
 
@@ -3149,7 +4037,11 @@ def test_recording(self):
         p1 = _create_person(team_id=self.team.pk, distinct_ids=["p1"])
         events = [
             _create_event(
-                properties={"$current_url": "/1", "$session_id": "s1", "$window_id": "w1"},
+                properties={
+                    "$current_url": "/1",
+                    "$session_id": "s1",
+                    "$window_id": "w1",
+                },
                 distinct_id="p1",
                 event="$pageview",
                 team=self.team,
@@ -3157,7 +4049,11 @@ def test_recording(self):
                 event_uuid="11111111-1111-1111-1111-111111111111",
             ),
             _create_event(
-                properties={"$current_url": "/2", "$session_id": "s1", "$window_id": "w1"},
+                properties={
+                    "$current_url": "/2",
+                    "$session_id": "s1",
+                    "$window_id": "w1",
+                },
                 distinct_id="p1",
                 event="$pageview",
                 team=self.team,
@@ -3165,7 +4061,11 @@ def test_recording(self):
                 event_uuid="21111111-1111-1111-1111-111111111111",
             ),
             _create_event(
-                properties={"$current_url": "/1", "$session_id": "s2", "$window_id": "w2"},
+                properties={
+                    "$current_url": "/1",
+                    "$session_id": "s2",
+                    "$window_id": "w2",
+                },
                 distinct_id="p1",
                 event="$pageview",
                 team=self.team,
@@ -3173,7 +4073,11 @@ def test_recording(self):
                 event_uuid="31111111-1111-1111-1111-111111111111",
             ),
             _create_event(
-                properties={"$current_url": "/2", "$session_id": "s3", "$window_id": "w3"},
+                properties={
+                    "$current_url": "/2",
+                    "$session_id": "s3",
+                    "$window_id": "w3",
+                },
                 distinct_id="p1",
                 event="$pageview",
                 team=self.team,
@@ -3202,7 +4106,11 @@ def test_recording(self):
         p2 = _create_person(team_id=self.team.pk, distinct_ids=["p2"])
         events += [
             _create_event(
-                properties={"$current_url": "/1", "$session_id": "s5", "$window_id": "w1"},
+                properties={
+                    "$current_url": "/1",
+                    "$session_id": "s5",
+                    "$window_id": "w1",
+                },
                 distinct_id="p2",
                 event="$pageview",
                 team=self.team,
@@ -3210,7 +4118,11 @@ def test_recording(self):
                 event_uuid="51111111-1111-1111-1111-111111111111",
             ),
             _create_event(
-                properties={"$current_url": "/2", "$session_id": "s5", "$window_id": "w1"},
+                properties={
+                    "$current_url": "/2",
+                    "$session_id": "s5",
+                    "$window_id": "w1",
+                },
                 distinct_id="p2",
                 event="$pageview",
                 team=self.team,
@@ -3265,22 +4177,26 @@ def test_recording(self):
     def test_recording_with_no_window_or_session_id(self):
         p1 = _create_person(team_id=self.team.pk, distinct_ids=["p1"])
 
-        _create_event(
-            properties={"$current_url": "/1"},
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp=timezone.now().strftime("%Y-%m-%d %H:%M:%S.%f"),
-            event_uuid="11111111-1111-1111-1111-111111111111",
-        ),
-        _create_event(
-            properties={"$current_url": "/2"},
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp=(timezone.now() + timedelta(minutes=1)).strftime("%Y-%m-%d %H:%M:%S.%f"),
-            event_uuid="21111111-1111-1111-1111-111111111111",
-        ),
+        (
+            _create_event(
+                properties={"$current_url": "/1"},
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp=timezone.now().strftime("%Y-%m-%d %H:%M:%S.%f"),
+                event_uuid="11111111-1111-1111-1111-111111111111",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/2"},
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp=(timezone.now() + timedelta(minutes=1)).strftime("%Y-%m-%d %H:%M:%S.%f"),
+                event_uuid="21111111-1111-1111-1111-111111111111",
+            ),
+        )
 
         filter = PathFilter(
             team=self.team,
@@ -3301,30 +4217,48 @@ def test_recording_with_no_window_or_session_id(self):
     def test_recording_with_start_and_end(self):
         p1 = _create_person(team_id=self.team.pk, distinct_ids=["p1"])
 
-        _create_event(
-            properties={"$current_url": "/1", "$session_id": "s1", "$window_id": "w1"},
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp=timezone.now().strftime("%Y-%m-%d %H:%M:%S.%f"),
-            event_uuid="11111111-1111-1111-1111-111111111111",
-        ),
-        _create_event(
-            properties={"$current_url": "/2", "$session_id": "s1", "$window_id": "w1"},
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp=(timezone.now() + timedelta(minutes=1)).strftime("%Y-%m-%d %H:%M:%S.%f"),
-            event_uuid="21111111-1111-1111-1111-111111111111",
-        ),
-        _create_event(
-            properties={"$current_url": "/3", "$session_id": "s1", "$window_id": "w1"},
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp=(timezone.now() + timedelta(minutes=2)).strftime("%Y-%m-%d %H:%M:%S.%f"),
-            event_uuid="31111111-1111-1111-1111-111111111111",
-        ),
+        (
+            _create_event(
+                properties={
+                    "$current_url": "/1",
+                    "$session_id": "s1",
+                    "$window_id": "w1",
+                },
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp=timezone.now().strftime("%Y-%m-%d %H:%M:%S.%f"),
+                event_uuid="11111111-1111-1111-1111-111111111111",
+            ),
+        )
+        (
+            _create_event(
+                properties={
+                    "$current_url": "/2",
+                    "$session_id": "s1",
+                    "$window_id": "w1",
+                },
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp=(timezone.now() + timedelta(minutes=1)).strftime("%Y-%m-%d %H:%M:%S.%f"),
+                event_uuid="21111111-1111-1111-1111-111111111111",
+            ),
+        )
+        (
+            _create_event(
+                properties={
+                    "$current_url": "/3",
+                    "$session_id": "s1",
+                    "$window_id": "w1",
+                },
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp=(timezone.now() + timedelta(minutes=2)).strftime("%Y-%m-%d %H:%M:%S.%f"),
+                event_uuid="31111111-1111-1111-1111-111111111111",
+            ),
+        )
 
         timestamp = timezone.now()
         produce_replay_summary(
@@ -3372,30 +4306,48 @@ def test_recording_with_start_and_end(self):
     def test_recording_for_dropoff(self):
         p1 = _create_person(team_id=self.team.pk, distinct_ids=["p1"])
 
-        _create_event(
-            properties={"$current_url": "/1", "$session_id": "s1", "$window_id": "w1"},
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp=timezone.now().strftime("%Y-%m-%d %H:%M:%S.%f"),
-            event_uuid="11111111-1111-1111-1111-111111111111",
-        ),
-        _create_event(
-            properties={"$current_url": "/2", "$session_id": "s1", "$window_id": "w1"},
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp=(timezone.now() + timedelta(minutes=1)).strftime("%Y-%m-%d %H:%M:%S.%f"),
-            event_uuid="21111111-1111-1111-1111-111111111111",
-        ),
-        _create_event(
-            properties={"$current_url": "/3", "$session_id": "s1", "$window_id": "w1"},
-            distinct_id="p1",
-            event="$pageview",
-            team=self.team,
-            timestamp=(timezone.now() + timedelta(minutes=2)).strftime("%Y-%m-%d %H:%M:%S.%f"),
-            event_uuid="31111111-1111-1111-1111-111111111111",
-        ),
+        (
+            _create_event(
+                properties={
+                    "$current_url": "/1",
+                    "$session_id": "s1",
+                    "$window_id": "w1",
+                },
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp=timezone.now().strftime("%Y-%m-%d %H:%M:%S.%f"),
+                event_uuid="11111111-1111-1111-1111-111111111111",
+            ),
+        )
+        (
+            _create_event(
+                properties={
+                    "$current_url": "/2",
+                    "$session_id": "s1",
+                    "$window_id": "w1",
+                },
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp=(timezone.now() + timedelta(minutes=1)).strftime("%Y-%m-%d %H:%M:%S.%f"),
+                event_uuid="21111111-1111-1111-1111-111111111111",
+            ),
+        )
+        (
+            _create_event(
+                properties={
+                    "$current_url": "/3",
+                    "$session_id": "s1",
+                    "$window_id": "w1",
+                },
+                distinct_id="p1",
+                event="$pageview",
+                team=self.team,
+                timestamp=(timezone.now() + timedelta(minutes=2)).strftime("%Y-%m-%d %H:%M:%S.%f"),
+                event_uuid="31111111-1111-1111-1111-111111111111",
+            ),
+        )
 
         timestamp = timezone.now()
         produce_replay_summary(
@@ -3501,7 +4453,12 @@ def test_wildcard_groups_with_sampling(self):
                     "value": 10,
                     "average_conversion_time": 160000,
                 },
-                {"source": "3_step two", "target": "4_step three", "value": 5, "average_conversion_time": ONE_MINUTE},
+                {
+                    "source": "3_step two",
+                    "target": "4_step three",
+                    "value": 5,
+                    "average_conversion_time": ONE_MINUTE,
+                },
             ],
         )
 
diff --git a/ee/clickhouse/queries/test/test_person_query.py b/ee/clickhouse/queries/test/test_person_query.py
index 793a51827af79..bd2a280d40f03 100644
--- a/ee/clickhouse/queries/test/test_person_query.py
+++ b/ee/clickhouse/queries/test/test_person_query.py
@@ -40,7 +40,11 @@ def testdata(db, team):
     _create_person(
         distinct_ids=["3"],
         team_id=team.pk,
-        properties={"email": "karl@example.com", "$os": "windows", "$browser": "mozilla"},
+        properties={
+            "email": "karl@example.com",
+            "$os": "windows",
+            "$browser": "mozilla",
+        },
     )
 
 
@@ -54,7 +58,12 @@ def test_person_query(testdata, team, snapshot):
         data={
             "properties": [
                 {"key": "event_prop", "value": "value"},
-                {"key": "email", "type": "person", "value": "posthog", "operator": "icontains"},
+                {
+                    "key": "email",
+                    "type": "person",
+                    "value": "posthog",
+                    "operator": "icontains",
+                },
             ]
         }
     )
@@ -67,7 +76,11 @@ def test_person_query_with_multiple_cohorts(testdata, team, snapshot):
     filter = Filter(data={"properties": []})
 
     for i in range(10):
-        _create_person(team_id=team.pk, distinct_ids=[f"person{i}"], properties={"group": i, "email": f"{i}@hey.com"})
+        _create_person(
+            team_id=team.pk,
+            distinct_ids=[f"person{i}"],
+            properties={"group": i, "email": f"{i}@hey.com"},
+        )
 
     cohort1 = Cohort.objects.create(
         team=team,
@@ -97,7 +110,11 @@ def test_person_query_with_multiple_cohorts(testdata, team, snapshot):
                     {
                         "type": "OR",
                         "values": [
-                            {"key": "group", "value": [1, 2, 3, 4, 5, 6], "type": "person"},
+                            {
+                                "key": "group",
+                                "value": [1, 2, 3, 4, 5, 6],
+                                "type": "person",
+                            },
                         ],
                     }
                 ],
@@ -117,7 +134,12 @@ def test_person_query_with_multiple_cohorts(testdata, team, snapshot):
     filter = Filter(
         data={
             "properties": [
-                {"key": "email", "type": "person", "value": "posthog", "operator": "icontains"},
+                {
+                    "key": "email",
+                    "type": "person",
+                    "value": "posthog",
+                    "operator": "icontains",
+                },
             ]
         }
     )
@@ -125,7 +147,12 @@ def test_person_query_with_multiple_cohorts(testdata, team, snapshot):
     filter2 = Filter(
         data={
             "properties": [
-                {"key": "email", "type": "person", "value": "hey", "operator": "icontains"},
+                {
+                    "key": "email",
+                    "type": "person",
+                    "value": "hey",
+                    "operator": "icontains",
+                },
             ]
         }
     )
@@ -134,7 +161,10 @@ def test_person_query_with_multiple_cohorts(testdata, team, snapshot):
 
     # 3 rows because the intersection between cohorts 1 and 2 is person1, person2, and person3,
     # with their respective group properties
-    assert run_query(team, filter2, cohort_filters=cohort_filters) == {"rows": 3, "columns": 1}
+    assert run_query(team, filter2, cohort_filters=cohort_filters) == {
+        "rows": 3,
+        "columns": 1,
+    }
     assert person_query(team, filter2, cohort_filters=cohort_filters) == snapshot
 
 
@@ -145,9 +175,24 @@ def test_person_query_with_anded_property_groups(testdata, team, snapshot):
                 "type": "AND",
                 "values": [
                     {"key": "event_prop", "value": "value"},
-                    {"key": "email", "type": "person", "value": "posthog", "operator": "icontains"},
-                    {"key": "$os", "type": "person", "value": "windows", "operator": "exact"},
-                    {"key": "$browser", "type": "person", "value": "chrome", "operator": "exact"},
+                    {
+                        "key": "email",
+                        "type": "person",
+                        "value": "posthog",
+                        "operator": "icontains",
+                    },
+                    {
+                        "key": "$os",
+                        "type": "person",
+                        "value": "windows",
+                        "operator": "exact",
+                    },
+                    {
+                        "key": "$browser",
+                        "type": "person",
+                        "value": "chrome",
+                        "operator": "exact",
+                    },
                 ],
             }
         }
@@ -166,8 +211,18 @@ def test_person_query_with_and_and_or_property_groups(testdata, team, snapshot):
                     {
                         "type": "OR",
                         "values": [
-                            {"key": "email", "type": "person", "value": "posthog", "operator": "icontains"},
-                            {"key": "$browser", "type": "person", "value": "karl", "operator": "icontains"},
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "posthog",
+                                "operator": "icontains",
+                            },
+                            {
+                                "key": "$browser",
+                                "type": "person",
+                                "value": "karl",
+                                "operator": "icontains",
+                            },
                         ],
                     },
                     {
@@ -195,7 +250,14 @@ def test_person_query_with_and_and_or_property_groups(testdata, team, snapshot):
 def test_person_query_with_extra_requested_fields(testdata, team, snapshot):
     filter = Filter(
         data={
-            "properties": [{"key": "email", "type": "person", "value": "posthog", "operator": "icontains"}],
+            "properties": [
+                {
+                    "key": "email",
+                    "type": "person",
+                    "value": "posthog",
+                    "operator": "icontains",
+                }
+            ],
             "breakdown": "person_prop_4326",
             "breakdown_type": "person",
         }
@@ -215,7 +277,14 @@ def test_person_query_with_entity_filters(testdata, team, snapshot):
             "events": [
                 {
                     "id": "$pageview",
-                    "properties": [{"key": "email", "type": "person", "value": "karl", "operator": "icontains"}],
+                    "properties": [
+                        {
+                            "key": "email",
+                            "type": "person",
+                            "value": "karl",
+                            "operator": "icontains",
+                        }
+                    ],
                 }
             ]
         }
@@ -225,16 +294,31 @@ def test_person_query_with_entity_filters(testdata, team, snapshot):
     assert run_query(team, filter) == {"rows": 3, "columns": 2}
 
     assert person_query(team, filter, entity=filter.entities[0]) == snapshot
-    assert run_query(team, filter, entity=filter.entities[0]) == {"rows": 1, "columns": 1}
+    assert run_query(team, filter, entity=filter.entities[0]) == {
+        "rows": 1,
+        "columns": 1,
+    }
 
 
 def test_person_query_with_extra_fields(testdata, team, snapshot):
     filter = Filter(
-        data={"properties": [{"key": "email", "type": "person", "value": "posthog", "operator": "icontains"}]}
+        data={
+            "properties": [
+                {
+                    "key": "email",
+                    "type": "person",
+                    "value": "posthog",
+                    "operator": "icontains",
+                }
+            ]
+        }
     )
 
     assert person_query(team, filter, extra_fields=["person_props", "pmat_email"]) == snapshot
-    assert run_query(team, filter, extra_fields=["person_props", "pmat_email"]) == {"rows": 2, "columns": 3}
+    assert run_query(team, filter, extra_fields=["person_props", "pmat_email"]) == {
+        "rows": 2,
+        "columns": 3,
+    }
 
 
 def test_person_query_with_entity_filters_and_property_group_filters(testdata, team, snapshot):
@@ -246,8 +330,18 @@ def test_person_query_with_entity_filters_and_property_group_filters(testdata, t
                     "properties": {
                         "type": "OR",
                         "values": [
-                            {"key": "email", "type": "person", "value": "marius", "operator": "icontains"},
-                            {"key": "$os", "type": "person", "value": "windows", "operator": "icontains"},
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "marius",
+                                "operator": "icontains",
+                            },
+                            {
+                                "key": "$os",
+                                "type": "person",
+                                "value": "windows",
+                                "operator": "icontains",
+                            },
                         ],
                     },
                 }
@@ -258,15 +352,30 @@ def test_person_query_with_entity_filters_and_property_group_filters(testdata, t
                     {
                         "type": "OR",
                         "values": [
-                            {"key": "email", "type": "person", "value": "posthog", "operator": "icontains"},
-                            {"key": "$browser", "type": "person", "value": "karl", "operator": "icontains"},
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "posthog",
+                                "operator": "icontains",
+                            },
+                            {
+                                "key": "$browser",
+                                "type": "person",
+                                "value": "karl",
+                                "operator": "icontains",
+                            },
                         ],
                     },
                     {
                         "type": "OR",
                         "values": [
                             {"key": "event_prop", "value": "value"},
-                            {"key": "$os", "type": "person", "value": "windows", "operator": "exact"},
+                            {
+                                "key": "$os",
+                                "type": "person",
+                                "value": "windows",
+                                "operator": "exact",
+                            },
                         ],
                     },
                 ],
@@ -278,7 +387,10 @@ def test_person_query_with_entity_filters_and_property_group_filters(testdata, t
     assert run_query(team, filter) == {"rows": 2, "columns": 3}
 
     assert person_query(team, filter, entity=filter.entities[0]) == snapshot
-    assert run_query(team, filter, entity=filter.entities[0]) == {"rows": 2, "columns": 2}
+    assert run_query(team, filter, entity=filter.entities[0]) == {
+        "rows": 2,
+        "columns": 2,
+    }
 
 
 def test_person_query_with_updated_after(testdata, team, snapshot):
diff --git a/ee/clickhouse/queries/test/test_property_optimizer.py b/ee/clickhouse/queries/test/test_property_optimizer.py
index f6f40881a01e9..907c035b64b39 100644
--- a/ee/clickhouse/queries/test/test_property_optimizer.py
+++ b/ee/clickhouse/queries/test/test_property_optimizer.py
@@ -8,7 +8,13 @@
     {"key": "person_prop", "value": "efg", "type": "person"},
     {"key": "id", "value": 1, "type": "cohort"},
     {"key": "tag_name", "value": ["label"], "operator": "exact", "type": "element"},
-    {"key": "group_prop", "value": ["value"], "operator": "exact", "type": "group", "group_type_index": 2},
+    {
+        "key": "group_prop",
+        "value": ["value"],
+        "operator": "exact",
+        "type": "group",
+        "group_type_index": 2,
+    },
 ]
 
 BASE_FILTER = Filter({"events": [{"id": "$pageview", "type": "events", "order": 0}]})
@@ -18,7 +24,6 @@
 
 class TestPersonPropertySelector(unittest.TestCase):
     def test_basic_selector(self):
-
         filter = BASE_FILTER.shallow_clone(
             {
                 "properties": {
@@ -33,7 +38,6 @@ def test_basic_selector(self):
         self.assertTrue(PropertyOptimizer.using_only_person_properties(filter.property_groups))
 
     def test_multilevel_selector(self):
-
         filter = BASE_FILTER.shallow_clone(
             {
                 "properties": {
@@ -42,15 +46,31 @@ def test_multilevel_selector(self):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "event_prop2", "value": ["foo2", "bar2"], "type": "event"},
-                                {"key": "person_prop2", "value": "efg2", "type": "person"},
+                                {
+                                    "key": "event_prop2",
+                                    "value": ["foo2", "bar2"],
+                                    "type": "event",
+                                },
+                                {
+                                    "key": "person_prop2",
+                                    "value": "efg2",
+                                    "type": "person",
+                                },
                             ],
                         },
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "event_prop", "value": ["foo", "bar"], "type": "event"},
-                                {"key": "person_prop", "value": "efg", "type": "person"},
+                                {
+                                    "key": "event_prop",
+                                    "value": ["foo", "bar"],
+                                    "type": "event",
+                                },
+                                {
+                                    "key": "person_prop",
+                                    "value": "efg",
+                                    "type": "person",
+                                },
                             ],
                         },
                     ],
@@ -61,7 +81,6 @@ def test_multilevel_selector(self):
         self.assertFalse(PropertyOptimizer.using_only_person_properties(filter.property_groups))
 
     def test_multilevel_selector_with_valid_OR_persons(self):
-
         filter = BASE_FILTER.shallow_clone(
             {
                 "properties": {
@@ -70,15 +89,31 @@ def test_multilevel_selector_with_valid_OR_persons(self):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "event_prop2", "value": ["foo2", "bar2"], "type": "person"},
-                                {"key": "person_prop2", "value": "efg2", "type": "person"},
+                                {
+                                    "key": "event_prop2",
+                                    "value": ["foo2", "bar2"],
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "person_prop2",
+                                    "value": "efg2",
+                                    "type": "person",
+                                },
                             ],
                         },
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "event_prop", "value": ["foo", "bar"], "type": "person"},
-                                {"key": "person_prop", "value": "efg", "type": "person"},
+                                {
+                                    "key": "event_prop",
+                                    "value": ["foo", "bar"],
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "person_prop",
+                                    "value": "efg",
+                                    "type": "person",
+                                },
                             ],
                         },
                     ],
@@ -90,7 +125,6 @@ def test_multilevel_selector_with_valid_OR_persons(self):
 
 
 class TestPersonPushdown(unittest.TestCase):
-
     maxDiff = None
 
     def test_basic_pushdowns(self):
@@ -102,7 +136,11 @@ def test_basic_pushdowns(self):
         assert outer is not None
 
         self.assertEqual(
-            inner.to_dict(), {"type": "AND", "values": [{"key": "person_prop", "value": "efg", "type": "person"}]}
+            inner.to_dict(),
+            {
+                "type": "AND",
+                "values": [{"key": "person_prop", "value": "efg", "type": "person"}],
+            },
         )
 
         self.assertEqual(
@@ -112,7 +150,12 @@ def test_basic_pushdowns(self):
                 "values": [
                     {"key": "event_prop", "value": ["foo", "bar"], "type": "event"},
                     {"key": "id", "value": 1, "type": "cohort"},
-                    {"key": "tag_name", "value": ["label"], "operator": "exact", "type": "element"},
+                    {
+                        "key": "tag_name",
+                        "value": ["label"],
+                        "operator": "exact",
+                        "type": "element",
+                    },
                     {
                         "key": "group_prop",
                         "value": ["value"],
@@ -133,15 +176,31 @@ def test_person_properties_mixed_with_event_properties(self):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "event_prop2", "value": ["foo2", "bar2"], "type": "event"},
-                                {"key": "person_prop2", "value": "efg2", "type": "person"},
+                                {
+                                    "key": "event_prop2",
+                                    "value": ["foo2", "bar2"],
+                                    "type": "event",
+                                },
+                                {
+                                    "key": "person_prop2",
+                                    "value": "efg2",
+                                    "type": "person",
+                                },
                             ],
                         },
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "event_prop", "value": ["foo", "bar"], "type": "event"},
-                                {"key": "person_prop", "value": "efg", "type": "person"},
+                                {
+                                    "key": "event_prop",
+                                    "value": ["foo", "bar"],
+                                    "type": "event",
+                                },
+                                {
+                                    "key": "person_prop",
+                                    "value": "efg",
+                                    "type": "person",
+                                },
                             ],
                         },
                     ],
@@ -160,7 +219,12 @@ def test_person_properties_mixed_with_event_properties(self):
             inner.to_dict(),
             {
                 "type": "AND",
-                "values": [{"type": "AND", "values": [{"key": "person_prop", "value": "efg", "type": "person"}]}],
+                "values": [
+                    {
+                        "type": "AND",
+                        "values": [{"key": "person_prop", "value": "efg", "type": "person"}],
+                    }
+                ],
             },
         )
 
@@ -172,14 +236,22 @@ def test_person_properties_mixed_with_event_properties(self):
                     {
                         "type": "OR",
                         "values": [
-                            {"key": "event_prop2", "value": ["foo2", "bar2"], "type": "event"},
+                            {
+                                "key": "event_prop2",
+                                "value": ["foo2", "bar2"],
+                                "type": "event",
+                            },
                             {"key": "person_prop2", "value": "efg2", "type": "person"},
                         ],
                     },
                     {
                         "type": "AND",
                         "values": [
-                            {"key": "event_prop", "value": ["foo", "bar"], "type": "event"},
+                            {
+                                "key": "event_prop",
+                                "value": ["foo", "bar"],
+                                "type": "event",
+                            },
                             # {"key": "person_prop", "value": "efg", "type": "person", }, # this was pushed down
                         ],
                     },
@@ -196,15 +268,31 @@ def test_person_properties_with_or_not_mixed_with_event_properties(self):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "person_prop2", "value": ["foo2", "bar2"], "type": "person"},
-                                {"key": "person_prop2", "value": "efg2", "type": "person"},
+                                {
+                                    "key": "person_prop2",
+                                    "value": ["foo2", "bar2"],
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "person_prop2",
+                                    "value": "efg2",
+                                    "type": "person",
+                                },
                             ],
                         },
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "event_prop", "value": ["foo", "bar"], "type": "event"},
-                                {"key": "person_prop", "value": "efg", "type": "person"},
+                                {
+                                    "key": "event_prop",
+                                    "value": ["foo", "bar"],
+                                    "type": "event",
+                                },
+                                {
+                                    "key": "person_prop",
+                                    "value": "efg",
+                                    "type": "person",
+                                },
                             ],
                         },
                     ],
@@ -227,11 +315,18 @@ def test_person_properties_with_or_not_mixed_with_event_properties(self):
                     {
                         "type": "OR",
                         "values": [
-                            {"key": "person_prop2", "value": ["foo2", "bar2"], "type": "person"},
+                            {
+                                "key": "person_prop2",
+                                "value": ["foo2", "bar2"],
+                                "type": "person",
+                            },
                             {"key": "person_prop2", "value": "efg2", "type": "person"},
                         ],
                     },
-                    {"type": "AND", "values": [{"key": "person_prop", "value": "efg", "type": "person"}]},
+                    {
+                        "type": "AND",
+                        "values": [{"key": "person_prop", "value": "efg", "type": "person"}],
+                    },
                 ],
             },
         )
@@ -245,7 +340,11 @@ def test_person_properties_with_or_not_mixed_with_event_properties(self):
                     {
                         "type": "AND",
                         "values": [
-                            {"key": "event_prop", "value": ["foo", "bar"], "type": "event"},
+                            {
+                                "key": "event_prop",
+                                "value": ["foo", "bar"],
+                                "type": "event",
+                            },
                             # {"key": "person_prop", "value": "efg", "type": "person", }, # this was pushed down
                         ],
                     }
@@ -282,7 +381,13 @@ def test_person_properties_mixed_with_event_properties_with_misdirection_using_n
                                         },
                                         {
                                             "type": "AND",
-                                            "values": [{"key": "person_prop2", "value": "efg2", "type": "person"}],
+                                            "values": [
+                                                {
+                                                    "key": "person_prop2",
+                                                    "value": "efg2",
+                                                    "type": "person",
+                                                }
+                                            ],
                                         },
                                     ],
                                 }
@@ -296,7 +401,13 @@ def test_person_properties_mixed_with_event_properties_with_misdirection_using_n
                                     "values": [
                                         {
                                             "type": "AND",
-                                            "values": [{"key": "event_prop", "value": ["foo", "bar"], "type": "event"}],
+                                            "values": [
+                                                {
+                                                    "key": "event_prop",
+                                                    "value": ["foo", "bar"],
+                                                    "type": "event",
+                                                }
+                                            ],
                                         }
                                     ],
                                 },
@@ -309,7 +420,11 @@ def test_person_properties_mixed_with_event_properties_with_misdirection_using_n
                                                 {
                                                     "type": "OR",
                                                     "values": [
-                                                        {"key": "person_prop", "value": "efg", "type": "person"}
+                                                        {
+                                                            "key": "person_prop",
+                                                            "value": "efg",
+                                                            "type": "person",
+                                                        }
                                                     ],
                                                 }
                                             ],
@@ -346,7 +461,13 @@ def test_person_properties_mixed_with_event_properties_with_misdirection_using_n
                                         "values": [
                                             {
                                                 "type": "OR",
-                                                "values": [{"key": "person_prop", "value": "efg", "type": "person"}],
+                                                "values": [
+                                                    {
+                                                        "key": "person_prop",
+                                                        "value": "efg",
+                                                        "type": "person",
+                                                    }
+                                                ],
                                             }
                                         ],
                                     }
@@ -375,14 +496,24 @@ def test_person_properties_mixed_with_event_properties_with_misdirection_using_n
                                             {
                                                 "type": "OR",
                                                 "values": [
-                                                    {"key": "event_prop2", "value": ["foo2", "bar2"], "type": "event"}
+                                                    {
+                                                        "key": "event_prop2",
+                                                        "value": ["foo2", "bar2"],
+                                                        "type": "event",
+                                                    }
                                                 ],
                                             }
                                         ],
                                     },
                                     {
                                         "type": "AND",
-                                        "values": [{"key": "person_prop2", "value": "efg2", "type": "person"}],
+                                        "values": [
+                                            {
+                                                "key": "person_prop2",
+                                                "value": "efg2",
+                                                "type": "person",
+                                            }
+                                        ],
                                     },
                                 ],
                             }
@@ -396,7 +527,13 @@ def test_person_properties_mixed_with_event_properties_with_misdirection_using_n
                                 "values": [
                                     {
                                         "type": "AND",
-                                        "values": [{"key": "event_prop", "value": ["foo", "bar"], "type": "event"}],
+                                        "values": [
+                                            {
+                                                "key": "event_prop",
+                                                "value": ["foo", "bar"],
+                                                "type": "event",
+                                            }
+                                        ],
                                     }
                                 ],
                             },
diff --git a/ee/clickhouse/queries/test/test_retention.py b/ee/clickhouse/queries/test/test_retention.py
index 63d15ca76ec57..91354c4e8caf6 100644
--- a/ee/clickhouse/queries/test/test_retention.py
+++ b/ee/clickhouse/queries/test/test_retention.py
@@ -8,7 +8,12 @@
 from posthog.models.instance_setting import override_instance_config
 from posthog.models.person import Person
 from posthog.queries.retention import Retention
-from posthog.queries.test.test_retention import _create_event, _create_events, _date, pluck
+from posthog.queries.test.test_retention import (
+    _create_event,
+    _create_events,
+    _date,
+    pluck,
+)
 from posthog.test.base import (
     APIBaseTest,
     ClickhouseTestMixin,
@@ -23,11 +28,31 @@ def _create_groups_and_events(self):
         GroupTypeMapping.objects.create(team=self.team, group_type="organization", group_type_index=0)
         GroupTypeMapping.objects.create(team=self.team, group_type="company", group_type_index=1)
 
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:5", properties={"industry": "finance"})
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:6", properties={"industry": "technology"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:5",
+            properties={"industry": "finance"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:6",
+            properties={"industry": "technology"},
+        )
 
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="company:1", properties={})
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="company:2", properties={})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:1",
+            properties={},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:2",
+            properties={},
+        )
 
         Person.objects.create(team=self.team, distinct_ids=["person1", "alias1"])
         Person.objects.create(team=self.team, distinct_ids=["person2"])
@@ -44,11 +69,19 @@ def _create_groups_and_events(self):
                 ("person1", _date(7), {"$group_0": "org:5"}),
                 ("person2", _date(7), {"$group_0": "org:6"}),
                 ("person1", _date(14), {"$group_0": "org:5"}),
-                ("person1", _date(month=1, day=-6), {"$group_0": "org:5", "$group_1": "company:1"}),
+                (
+                    "person1",
+                    _date(month=1, day=-6),
+                    {"$group_0": "org:5", "$group_1": "company:1"},
+                ),
                 ("person2", _date(month=1, day=-6), {"$group_0": "org:6"}),
                 ("person2", _date(month=1, day=1), {"$group_0": "org:6"}),
                 ("person1", _date(month=1, day=1), {"$group_0": "org:5"}),
-                ("person2", _date(month=1, day=15), {"$group_0": "org:6", "$group_1": "company:1"}),
+                (
+                    "person2",
+                    _date(month=1, day=15),
+                    {"$group_0": "org:6", "$group_1": "company:1"},
+                ),
             ],
         )
 
@@ -62,7 +95,14 @@ def test_groups_filtering(self):
                     "date_to": _date(10, month=1, hour=0),
                     "period": "Week",
                     "total_intervals": 7,
-                    "properties": [{"key": "industry", "value": "technology", "type": "group", "group_type_index": 0}],
+                    "properties": [
+                        {
+                            "key": "industry",
+                            "value": "technology",
+                            "type": "group",
+                            "group_type_index": 0,
+                        }
+                    ],
                 },
                 team=self.team,
             ),
@@ -71,7 +111,15 @@ def test_groups_filtering(self):
 
         self.assertEqual(
             pluck(result, "values", "count"),
-            [[1, 1, 0, 1, 1, 0, 1], [1, 0, 1, 1, 0, 1], [0, 0, 0, 0, 0], [1, 1, 0, 1], [1, 0, 1], [0, 0], [1]],
+            [
+                [1, 1, 0, 1, 1, 0, 1],
+                [1, 0, 1, 1, 0, 1],
+                [0, 0, 0, 0, 0],
+                [1, 1, 0, 1],
+                [1, 0, 1],
+                [0, 0],
+                [1],
+            ],
         )
 
         result = Retention().run(
@@ -81,7 +129,13 @@ def test_groups_filtering(self):
                     "period": "Week",
                     "total_intervals": 7,
                     "properties": [
-                        {"key": "industry", "value": "", "type": "group", "group_type_index": 0, "operator": "is_set"}
+                        {
+                            "key": "industry",
+                            "value": "",
+                            "type": "group",
+                            "group_type_index": 0,
+                            "operator": "is_set",
+                        }
                     ],
                 },
                 team=self.team,
@@ -91,7 +145,15 @@ def test_groups_filtering(self):
 
         self.assertEqual(
             pluck(result, "values", "count"),
-            [[2, 2, 1, 2, 2, 0, 1], [2, 1, 2, 2, 0, 1], [1, 1, 1, 0, 0], [2, 2, 0, 1], [2, 0, 1], [0, 0], [1]],
+            [
+                [2, 2, 1, 2, 2, 0, 1],
+                [2, 1, 2, 2, 0, 1],
+                [1, 1, 1, 0, 0],
+                [2, 2, 0, 1],
+                [2, 0, 1],
+                [0, 0],
+                [1],
+            ],
         )
 
     # TODO: Delete this test when moved to person-on-events
@@ -111,7 +173,15 @@ def test_groups_aggregating(self):
         result = Retention().run(filter, self.team)
         self.assertEqual(
             pluck(result, "values", "count"),
-            [[2, 2, 1, 2, 2, 0, 1], [2, 1, 2, 2, 0, 1], [1, 1, 1, 0, 0], [2, 2, 0, 1], [2, 0, 1], [0, 0], [1]],
+            [
+                [2, 2, 1, 2, 2, 0, 1],
+                [2, 1, 2, 2, 0, 1],
+                [1, 1, 1, 0, 0],
+                [2, 2, 0, 1],
+                [2, 0, 1],
+                [0, 0],
+                [1],
+            ],
         )
 
         actor_result, _ = Retention().actors_in_period(filter.shallow_clone({"selected_interval": 0}), self.team)
@@ -130,7 +200,15 @@ def test_groups_aggregating(self):
         result = Retention().run(filter, self.team)
         self.assertEqual(
             pluck(result, "values", "count"),
-            [[1, 0, 0, 1, 0, 0, 1], [0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0], [1, 0, 0, 1], [0, 0, 0], [0, 0], [1]],
+            [
+                [1, 0, 0, 1, 0, 0, 1],
+                [0, 0, 0, 0, 0, 0],
+                [0, 0, 0, 0, 0],
+                [1, 0, 0, 1],
+                [0, 0, 0],
+                [0, 0],
+                [1],
+            ],
         )
 
     # TODO: Delete this test when moved to person-on-events
@@ -170,7 +248,12 @@ def test_groups_filtering_person_on_events(self):
                         "period": "Week",
                         "total_intervals": 7,
                         "properties": [
-                            {"key": "industry", "value": "technology", "type": "group", "group_type_index": 0}
+                            {
+                                "key": "industry",
+                                "value": "technology",
+                                "type": "group",
+                                "group_type_index": 0,
+                            }
                         ],
                     },
                     team=self.team,
@@ -180,7 +263,15 @@ def test_groups_filtering_person_on_events(self):
 
             self.assertEqual(
                 pluck(result, "values", "count"),
-                [[1, 1, 0, 1, 1, 0, 1], [1, 0, 1, 1, 0, 1], [0, 0, 0, 0, 0], [1, 1, 0, 1], [1, 0, 1], [0, 0], [1]],
+                [
+                    [1, 1, 0, 1, 1, 0, 1],
+                    [1, 0, 1, 1, 0, 1],
+                    [0, 0, 0, 0, 0],
+                    [1, 1, 0, 1],
+                    [1, 0, 1],
+                    [0, 0],
+                    [1],
+                ],
             )
 
             result = Retention().run(
@@ -206,7 +297,15 @@ def test_groups_filtering_person_on_events(self):
 
             self.assertEqual(
                 pluck(result, "values", "count"),
-                [[2, 2, 1, 2, 2, 0, 1], [2, 1, 2, 2, 0, 1], [1, 1, 1, 0, 0], [2, 2, 0, 1], [2, 0, 1], [0, 0], [1]],
+                [
+                    [2, 2, 1, 2, 2, 0, 1],
+                    [2, 1, 2, 2, 0, 1],
+                    [1, 1, 1, 0, 0],
+                    [2, 2, 0, 1],
+                    [2, 0, 1],
+                    [0, 0],
+                    [1],
+                ],
             )
 
     @override_settings(PERSON_ON_EVENTS_V2_OVERRIDE=True)
@@ -340,7 +439,15 @@ def test_groups_filtering_person_on_events_v2(self):
         # We expect 1s across the board due to the override set up from person1 to person2, making them the same person
         self.assertEqual(
             pluck(result, "values", "count"),
-            [[1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1], [1, 1, 1, 1], [1, 1, 1], [1, 1], [1]],
+            [
+                [1, 1, 1, 1, 1, 1, 1],
+                [1, 1, 1, 1, 1, 1],
+                [1, 1, 1, 1, 1],
+                [1, 1, 1, 1],
+                [1, 1, 1],
+                [1, 1],
+                [1],
+            ],
         )
 
     @also_test_with_materialized_columns(group_properties=[(0, "industry")])
@@ -359,11 +466,18 @@ def test_groups_aggregating_person_on_events(self):
         )
 
         with override_instance_config("PERSON_ON_EVENTS_ENABLED", True):
-
             result = Retention().run(filter, self.team)
             self.assertEqual(
                 pluck(result, "values", "count"),
-                [[2, 2, 1, 2, 2, 0, 1], [2, 1, 2, 2, 0, 1], [1, 1, 1, 0, 0], [2, 2, 0, 1], [2, 0, 1], [0, 0], [1]],
+                [
+                    [2, 2, 1, 2, 2, 0, 1],
+                    [2, 1, 2, 2, 0, 1],
+                    [1, 1, 1, 0, 0],
+                    [2, 2, 0, 1],
+                    [2, 0, 1],
+                    [0, 0],
+                    [1],
+                ],
             )
 
             actor_result, _ = Retention().actors_in_period(filter.shallow_clone({"selected_interval": 0}), self.team)
@@ -383,7 +497,15 @@ def test_groups_aggregating_person_on_events(self):
             result = Retention().run(filter, self.team)
             self.assertEqual(
                 pluck(result, "values", "count"),
-                [[1, 0, 0, 1, 0, 0, 1], [0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0], [1, 0, 0, 1], [0, 0, 0], [0, 0], [1]],
+                [
+                    [1, 0, 0, 1, 0, 0, 1],
+                    [0, 0, 0, 0, 0, 0],
+                    [0, 0, 0, 0, 0],
+                    [1, 0, 0, 1],
+                    [0, 0, 0],
+                    [0, 0],
+                    [1],
+                ],
             )
 
     @also_test_with_materialized_columns(group_properties=[(0, "industry")])
diff --git a/ee/clickhouse/queries/test/test_util.py b/ee/clickhouse/queries/test/test_util.py
index ff102765255d3..02a3719f05752 100644
--- a/ee/clickhouse/queries/test/test_util.py
+++ b/ee/clickhouse/queries/test/test_util.py
@@ -15,15 +15,40 @@
 
 def test_get_earliest_timestamp(db, team):
     with freeze_time("2021-01-21") as frozen_time:
-        _create_event(team=team, event="sign up", distinct_id="1", timestamp="2020-01-04T14:10:00Z")
-        _create_event(team=team, event="sign up", distinct_id="1", timestamp="2020-01-06T14:10:00Z")
+        _create_event(
+            team=team,
+            event="sign up",
+            distinct_id="1",
+            timestamp="2020-01-04T14:10:00Z",
+        )
+        _create_event(
+            team=team,
+            event="sign up",
+            distinct_id="1",
+            timestamp="2020-01-06T14:10:00Z",
+        )
 
         assert get_earliest_timestamp(team.id) == datetime(2020, 1, 4, 14, 10, tzinfo=ZoneInfo("UTC"))
 
         frozen_time.tick(timedelta(seconds=1))
-        _create_event(team=team, event="sign up", distinct_id="1", timestamp="1984-01-06T14:10:00Z")
-        _create_event(team=team, event="sign up", distinct_id="1", timestamp="2014-01-01T01:00:00Z")
-        _create_event(team=team, event="sign up", distinct_id="1", timestamp="2015-01-01T01:00:00Z")
+        _create_event(
+            team=team,
+            event="sign up",
+            distinct_id="1",
+            timestamp="1984-01-06T14:10:00Z",
+        )
+        _create_event(
+            team=team,
+            event="sign up",
+            distinct_id="1",
+            timestamp="2014-01-01T01:00:00Z",
+        )
+        _create_event(
+            team=team,
+            event="sign up",
+            distinct_id="1",
+            timestamp="2015-01-01T01:00:00Z",
+        )
 
         assert get_earliest_timestamp(team.id) == datetime(2015, 1, 1, 1, tzinfo=ZoneInfo("UTC"))
 
diff --git a/ee/clickhouse/test/test_error.py b/ee/clickhouse/test/test_error.py
index ec360196ad35e..18f0f4a859631 100644
--- a/ee/clickhouse/test/test_error.py
+++ b/ee/clickhouse/test/test_error.py
@@ -14,8 +14,18 @@
             "Estimated query execution time (34.5 seconds) is too long.",
             None,
         ),
-        (ServerException("Syntax error", code=62), "CHQueryErrorSyntaxError", "Code: 62.\nSyntax error", 62),
-        (ServerException("Syntax error", code=9999), "CHQueryErrorUnknownException", "Code: 9999.\nSyntax error", 9999),
+        (
+            ServerException("Syntax error", code=62),
+            "CHQueryErrorSyntaxError",
+            "Code: 62.\nSyntax error",
+            62,
+        ),
+        (
+            ServerException("Syntax error", code=9999),
+            "CHQueryErrorUnknownException",
+            "Code: 9999.\nSyntax error",
+            9999,
+        ),
     ],
 )
 def test_wrap_query_error(error, expected_type, expected_message, expected_code):
diff --git a/ee/clickhouse/test/test_journeys.py b/ee/clickhouse/test/test_journeys.py
index 337deb02aebb1..0056acfc4f2d2 100644
--- a/ee/clickhouse/test/test_journeys.py
+++ b/ee/clickhouse/test/test_journeys.py
@@ -13,7 +13,9 @@
 
 
 def journeys_for(
-    events_by_person: Dict[str, List[Dict[str, Any]]], team: Team, create_people: bool = True
+    events_by_person: Dict[str, List[Dict[str, Any]]],
+    team: Team,
+    create_people: bool = True,
 ) -> Dict[str, Person]:
     """
     Helper for creating specific events for a team.
@@ -48,21 +50,28 @@ def _create_event_from_args(**event):
             people[distinct_id] = update_or_create_person(distinct_ids=[distinct_id], team_id=team.pk)
         else:
             people[distinct_id] = Person.objects.get(
-                persondistinctid__distinct_id=distinct_id, persondistinctid__team_id=team.pk
+                persondistinctid__distinct_id=distinct_id,
+                persondistinctid__team_id=team.pk,
             )
 
         for event in events:
-
             # Populate group properties as well
             group_props = {}
             for property_key, value in (event.get("properties") or {}).items():
                 if property_key.startswith("$group_"):
                     group_type_index = property_key[-1]
                     try:
-                        group = Group.objects.get(team_id=team.pk, group_type_index=group_type_index, group_key=value)
+                        group = Group.objects.get(
+                            team_id=team.pk,
+                            group_type_index=group_type_index,
+                            group_key=value,
+                        )
                         group_property_key = f"group{group_type_index}_properties"
                         group_props = {
-                            group_property_key: {**group.group_properties, **event.get(group_property_key, {})}
+                            group_property_key: {
+                                **group.group_properties,
+                                **event.get(group_property_key, {}),
+                            }
                         }
 
                     except Group.DoesNotExist:
@@ -153,6 +162,10 @@ def update_or_create_person(distinct_ids: List[str], team_id: int, **kwargs):
         PersonDistinctId.objects.update_or_create(
             distinct_id=distinct_id,
             team_id=person.team_id,
-            defaults={"person_id": person.id, "team_id": team_id, "distinct_id": distinct_id},
+            defaults={
+                "person_id": person.id,
+                "team_id": team_id,
+                "distinct_id": distinct_id,
+            },
         )
     return person
diff --git a/ee/clickhouse/views/experiments.py b/ee/clickhouse/views/experiments.py
index b282ad3b83b34..c5d15fa9797ba 100644
--- a/ee/clickhouse/views/experiments.py
+++ b/ee/clickhouse/views/experiments.py
@@ -9,9 +9,15 @@
 from rest_framework.response import Response
 from statshog.defaults.django import statsd
 
-from ee.clickhouse.queries.experiments.funnel_experiment_result import ClickhouseFunnelExperimentResult
-from ee.clickhouse.queries.experiments.secondary_experiment_result import ClickhouseSecondaryExperimentResult
-from ee.clickhouse.queries.experiments.trend_experiment_result import ClickhouseTrendExperimentResult
+from ee.clickhouse.queries.experiments.funnel_experiment_result import (
+    ClickhouseFunnelExperimentResult,
+)
+from ee.clickhouse.queries.experiments.secondary_experiment_result import (
+    ClickhouseSecondaryExperimentResult,
+)
+from ee.clickhouse.queries.experiments.trend_experiment_result import (
+    ClickhouseTrendExperimentResult,
+)
 from ee.clickhouse.queries.experiments.utils import requires_flag_warning
 from posthog.api.feature_flag import FeatureFlagSerializer, MinimalFeatureFlagSerializer
 from posthog.api.routing import StructuredViewSetMixin
@@ -50,11 +56,20 @@ def _calculate_experiment_results(experiment: Experiment, refresh: bool = False)
         ).get_results()
     else:
         calculate_func = lambda: ClickhouseFunnelExperimentResult(
-            filter, experiment.team, experiment.feature_flag, experiment.start_date, experiment.end_date
+            filter,
+            experiment.team,
+            experiment.feature_flag,
+            experiment.start_date,
+            experiment.end_date,
         ).get_results()
 
     return _experiment_results_cached(
-        experiment, "primary", filter, calculate_func, refresh=refresh, exposure_filter=exposure_filter
+        experiment,
+        "primary",
+        filter,
+        calculate_func,
+        refresh=refresh,
+        exposure_filter=exposure_filter,
     )
 
 
@@ -63,7 +78,11 @@ def _calculate_secondary_experiment_results(experiment: Experiment, parsed_id: i
 
     # TODO: refactor such that ClickhouseSecondaryExperimentResult's get_results doesn't return a dict
     calculate_func = lambda: ClickhouseSecondaryExperimentResult(
-        filter, experiment.team, experiment.feature_flag, experiment.start_date, experiment.end_date
+        filter,
+        experiment.team,
+        experiment.feature_flag,
+        experiment.start_date,
+        experiment.end_date,
     ).get_results()["result"]
 
     return _experiment_results_cached(experiment, "secondary", filter, calculate_func, refresh=refresh)
@@ -97,12 +116,14 @@ def _experiment_results_cached(
     if cached_result_package and cached_result_package.get("result") and not refresh:
         cached_result_package["is_cached"] = True
         statsd.incr(
-            "posthog_cached_function_cache_hit", tags={"route": "/projects/:id/experiments/:experiment_id/results"}
+            "posthog_cached_function_cache_hit",
+            tags={"route": "/projects/:id/experiments/:experiment_id/results"},
         )
         return cached_result_package
 
     statsd.incr(
-        "posthog_cached_function_cache_miss", tags={"route": "/projects/:id/experiments/:experiment_id/results"}
+        "posthog_cached_function_cache_miss",
+        tags={"route": "/projects/:id/experiments/:experiment_id/results"},
     )
 
     result = calculate_func()
@@ -111,14 +132,17 @@ def _experiment_results_cached(
     fresh_result_package = {"result": result, "last_refresh": now(), "is_cached": False}
 
     update_cached_state(
-        experiment.team.pk, cache_key, timestamp, fresh_result_package, ttl=EXPERIMENT_RESULTS_CACHE_DEFAULT_TTL
+        experiment.team.pk,
+        cache_key,
+        timestamp,
+        fresh_result_package,
+        ttl=EXPERIMENT_RESULTS_CACHE_DEFAULT_TTL,
     )
 
     return fresh_result_package
 
 
 class ExperimentSerializer(serializers.ModelSerializer):
-
     feature_flag_key = serializers.CharField(source="get_feature_flag_key")
     created_by = UserBasicSerializer(read_only=True)
     feature_flag = MinimalFeatureFlagSerializer(read_only=True)
@@ -141,7 +165,13 @@ class Meta:
             "created_at",
             "updated_at",
         ]
-        read_only_fields = ["id", "created_by", "created_at", "updated_at", "feature_flag"]
+        read_only_fields = [
+            "id",
+            "created_by",
+            "created_at",
+            "updated_at",
+            "feature_flag",
+        ]
 
     def validate_parameters(self, value):
         if not value:
@@ -158,7 +188,6 @@ def validate_parameters(self, value):
         return value
 
     def create(self, validated_data: dict, *args: Any, **kwargs: Any) -> Experiment:
-
         if not validated_data.get("filters"):
             raise ValidationError("Filters are required to create an Experiment")
 
@@ -233,7 +262,6 @@ def update(self, instance: Experiment, validated_data: dict, *args: Any, **kwarg
             raise ValidationError(f"Can't update keys: {', '.join(sorted(extra_keys))} on Experiment")
 
         if "feature_flag_variants" in validated_data.get("parameters", {}):
-
             if len(validated_data["parameters"]["feature_flag_variants"]) != len(feature_flag.variants):
                 raise ValidationError("Can't update feature_flag_variants on Experiment")
 
@@ -333,7 +361,6 @@ def secondary_results(self, request: Request, *args: Any, **kwargs: Any) -> Resp
     # ******************************************
     @action(methods=["GET"], detail=False)
     def requires_flag_implementation(self, request: Request, *args: Any, **kwargs: Any) -> Response:
-
         filter = Filter(request=request, team=self.team).shallow_clone({"date_from": "-7d", "date_to": ""})
 
         warning = requires_flag_warning(filter, self.team)
diff --git a/ee/clickhouse/views/groups.py b/ee/clickhouse/views/groups.py
index 4796e58c2eda6..cf80d8f84cbf1 100644
--- a/ee/clickhouse/views/groups.py
+++ b/ee/clickhouse/views/groups.py
@@ -36,7 +36,11 @@ class ClickhouseGroupsTypesView(StructuredViewSetMixin, mixins.ListModelMixin, v
     serializer_class = GroupTypeSerializer
     queryset = GroupTypeMapping.objects.all().order_by("group_type_index")
     pagination_class = None
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
 
     sharing_enabled_actions = ["list"]
 
@@ -74,7 +78,11 @@ class ClickhouseGroupsView(StructuredViewSetMixin, mixins.ListModelMixin, viewse
     serializer_class = GroupSerializer
     queryset = Group.objects.all()
     pagination_class = GroupCursorPagination
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
 
     def get_queryset(self):
         return (
@@ -89,9 +97,17 @@ def get_queryset(self):
     @extend_schema(
         parameters=[
             OpenApiParameter(
-                "group_type_index", OpenApiTypes.INT, description="Specify the group type to list", required=True
+                "group_type_index",
+                OpenApiTypes.INT,
+                description="Specify the group type to list",
+                required=True,
+            ),
+            OpenApiParameter(
+                "search",
+                OpenApiTypes.STR,
+                description="Search the group name",
+                required=True,
             ),
-            OpenApiParameter("search", OpenApiTypes.STR, description="Search the group name", required=True),
         ]
     )
     def list(self, request, *args, **kwargs):
@@ -123,10 +139,16 @@ def list(self, request, *args, **kwargs):
     @extend_schema(
         parameters=[
             OpenApiParameter(
-                "group_type_index", OpenApiTypes.INT, description="Specify the group type to find", required=True
+                "group_type_index",
+                OpenApiTypes.INT,
+                description="Specify the group type to find",
+                required=True,
             ),
             OpenApiParameter(
-                "group_key", OpenApiTypes.STR, description="Specify the key of the group to find", required=True
+                "group_key",
+                OpenApiTypes.STR,
+                description="Specify the key of the group to find",
+                required=True,
             ),
         ]
     )
@@ -142,10 +164,16 @@ def find(self, request: request.Request, **kw) -> response.Response:
     @extend_schema(
         parameters=[
             OpenApiParameter(
-                "group_type_index", OpenApiTypes.INT, description="Specify the group type to find", required=True
+                "group_type_index",
+                OpenApiTypes.INT,
+                description="Specify the group type to find",
+                required=True,
             ),
             OpenApiParameter(
-                "id", OpenApiTypes.STR, description="Specify the id of the user to find groups for", required=True
+                "id",
+                OpenApiTypes.STR,
+                description="Specify the id of the user to find groups for",
+                required=True,
             ),
         ]
     )
@@ -186,7 +214,10 @@ def property_definitions(self, request: request.Request, **kw):
                 required=True,
             ),
             OpenApiParameter(
-                "key", OpenApiTypes.STR, description="Specify the property key to find values for", required=True
+                "key",
+                OpenApiTypes.STR,
+                description="Specify the property key to find values for",
+                required=True,
             ),
         ]
     )
@@ -201,7 +232,11 @@ def property_values(self, request: request.Request, **kw):
             GROUP BY tupleElement(keysAndValues, 2)
             ORDER BY value ASC
         """,
-            {"team_id": self.team.pk, "group_type_index": request.GET["group_type_index"], "key": request.GET["key"]},
+            {
+                "team_id": self.team.pk,
+                "group_type_index": request.GET["group_type_index"],
+                "key": request.GET["key"],
+            },
         )
 
         return response.Response([{"name": name[0]} for name in rows])
diff --git a/ee/clickhouse/views/person.py b/ee/clickhouse/views/person.py
index 12149e88b9193..cbcd536126b55 100644
--- a/ee/clickhouse/views/person.py
+++ b/ee/clickhouse/views/person.py
@@ -3,9 +3,15 @@
 from rest_framework import request, response
 from rest_framework.decorators import action
 
-from ee.clickhouse.queries.funnels.funnel_correlation_persons import FunnelCorrelationActors
+from ee.clickhouse.queries.funnels.funnel_correlation_persons import (
+    FunnelCorrelationActors,
+)
 from posthog.api.person import PersonViewSet
-from posthog.constants import FUNNEL_CORRELATION_PERSON_LIMIT, FUNNEL_CORRELATION_PERSON_OFFSET, INSIGHT_FUNNELS
+from posthog.constants import (
+    FUNNEL_CORRELATION_PERSON_LIMIT,
+    FUNNEL_CORRELATION_PERSON_OFFSET,
+    INSIGHT_FUNNELS,
+)
 from posthog.decorators import cached_by_filters
 from posthog.models import Filter
 from posthog.utils import format_query_params_absolute_url
@@ -45,7 +51,14 @@ def calculate_funnel_correlation_persons(
         initial_url = format_query_params_absolute_url(request, 0)
 
         # cached_function expects a dict with the key result
-        return {"result": (serialized_actors, next_url, initial_url, raw_count - len(serialized_actors))}
+        return {
+            "result": (
+                serialized_actors,
+                next_url,
+                initial_url,
+                raw_count - len(serialized_actors),
+            )
+        }
 
 
 class LegacyEnterprisePersonViewSet(EnterprisePersonViewSet):
diff --git a/ee/clickhouse/views/test/funnel/test_clickhouse_funnel.py b/ee/clickhouse/views/test/funnel/test_clickhouse_funnel.py
index bd6cfb6dd6d42..32e26b0be019d 100644
--- a/ee/clickhouse/views/test/funnel/test_clickhouse_funnel.py
+++ b/ee/clickhouse/views/test/funnel/test_clickhouse_funnel.py
@@ -2,11 +2,20 @@
 from datetime import datetime
 
 from ee.api.test.base import LicensedTestMixin
-from ee.clickhouse.views.test.funnel.util import EventPattern, FunnelRequest, get_funnel_actors_ok, get_funnel_ok
+from ee.clickhouse.views.test.funnel.util import (
+    EventPattern,
+    FunnelRequest,
+    get_funnel_actors_ok,
+    get_funnel_ok,
+)
 from posthog.constants import INSIGHT_FUNNELS
 from posthog.models.group.util import create_group
 from posthog.models.group_type_mapping import GroupTypeMapping
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, snapshot_clickhouse_queries
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    snapshot_clickhouse_queries,
+)
 from posthog.test.test_journeys import journeys_for
 
 
@@ -18,11 +27,31 @@ def _create_groups(self):
         GroupTypeMapping.objects.create(team=self.team, group_type="organization", group_type_index=0)
         GroupTypeMapping.objects.create(team=self.team, group_type="company", group_type_index=1)
 
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:5", properties={"industry": "finance"})
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:6", properties={"industry": "technology"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:5",
+            properties={"industry": "finance"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:6",
+            properties={"industry": "technology"},
+        )
 
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="company:1", properties={})
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="company:2", properties={})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:1",
+            properties={},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:2",
+            properties={},
+        )
 
     @snapshot_clickhouse_queries
     def test_funnel_aggregation_with_groups(self):
@@ -30,7 +59,11 @@ def test_funnel_aggregation_with_groups(self):
 
         events_by_person = {
             "user_1": [
-                {"event": "user signed up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$group_0": "org:5"}},
+                {
+                    "event": "user signed up",
+                    "timestamp": datetime(2020, 1, 2, 14),
+                    "properties": {"$group_0": "org:5"},
+                },
                 {
                     "event": "user signed up",  # same person, different group, so should count as different step 1 in funnel
                     "timestamp": datetime(2020, 1, 10, 14),
@@ -76,7 +109,11 @@ def test_funnel_group_aggregation_with_groups_entity_filtering(self):
 
         events_by_person = {
             "user_1": [
-                {"event": "user signed up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$group_0": "org:5"}}
+                {
+                    "event": "user signed up",
+                    "timestamp": datetime(2020, 1, 2, 14),
+                    "properties": {"$group_0": "org:5"},
+                }
             ],
             "user_2": [
                 {  # different person, same group, so should count as step two in funnel
@@ -98,7 +135,12 @@ def test_funnel_group_aggregation_with_groups_entity_filtering(self):
         params = FunnelRequest(
             events=json.dumps(
                 [
-                    EventPattern(id="user signed up", type="events", order=0, properties={"$group_0": "org:5"}),
+                    EventPattern(
+                        id="user signed up",
+                        type="events",
+                        order=0,
+                        properties={"$group_0": "org:5"},
+                    ),
                     EventPattern(id="paid", type="events", order=1),
                 ]
             ),
@@ -124,7 +166,11 @@ def test_funnel_with_groups_entity_filtering(self):
 
         events_by_person = {
             "user_1": [
-                {"event": "user signed up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$group_0": "org:5"}},
+                {
+                    "event": "user signed up",
+                    "timestamp": datetime(2020, 1, 2, 14),
+                    "properties": {"$group_0": "org:5"},
+                },
                 {
                     "event": "paid",
                     "timestamp": datetime(2020, 1, 3, 14),
@@ -149,7 +195,12 @@ def test_funnel_with_groups_entity_filtering(self):
         params = FunnelRequest(
             events=json.dumps(
                 [
-                    EventPattern(id="user signed up", type="events", order=0, properties={"$group_0": "org:5"}),
+                    EventPattern(
+                        id="user signed up",
+                        type="events",
+                        order=0,
+                        properties={"$group_0": "org:5"},
+                    ),
                     EventPattern(id="paid", type="events", order=1),
                 ]
             ),
@@ -175,7 +226,11 @@ def test_funnel_with_groups_global_filtering(self):
 
         events_by_person = {
             "user_1": [
-                {"event": "user signed up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$group_0": "org:5"}},
+                {
+                    "event": "user signed up",
+                    "timestamp": datetime(2020, 1, 2, 14),
+                    "properties": {"$group_0": "org:5"},
+                },
                 {
                     "event": "paid",
                     "timestamp": datetime(2020, 1, 3, 14),
@@ -209,7 +264,16 @@ def test_funnel_with_groups_global_filtering(self):
             date_from="2020-01-01",
             date_to="2020-01-14",
             insight=INSIGHT_FUNNELS,
-            properties=json.dumps([{"key": "industry", "value": "finance", "type": "group", "group_type_index": 0}]),
+            properties=json.dumps(
+                [
+                    {
+                        "key": "industry",
+                        "value": "finance",
+                        "type": "group",
+                        "group_type_index": 0,
+                    }
+                ]
+            ),
         )
 
         result = get_funnel_ok(self.client, self.team.pk, params)
diff --git a/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_correlation.py b/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_correlation.py
index 034e1e0fea86e..fcc51e7c7f7fb 100644
--- a/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_correlation.py
+++ b/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_correlation.py
@@ -102,7 +102,11 @@ def test_event_correlation_endpoint_picks_up_events_for_odds_ratios(self):
             "result": {
                 "events": [
                     {
-                        "event": {"event": "watched video", "elements": [], "properties": {}},
+                        "event": {
+                            "event": "watched video",
+                            "elements": [],
+                            "properties": {},
+                        },
                         "failure_count": 1,
                         "success_count": 1,
                         "success_people_url": ANY,
@@ -247,7 +251,11 @@ def test_event_correlation_endpoint_does_not_include_funnel_steps(self):
                 team_id=self.team.pk,
                 request=FunnelCorrelationRequest(
                     events=json.dumps(
-                        [EventPattern(id="signup"), EventPattern(id="some waypoint"), EventPattern(id="view insights")]
+                        [
+                            EventPattern(id="signup"),
+                            EventPattern(id="some waypoint"),
+                            EventPattern(id="view insights"),
+                        ]
                     ),
                     date_to="2020-04-04",
                 ),
@@ -331,19 +339,31 @@ def test_events_with_properties_correlation_endpoint_provides_people_drill_down_
                 "Person 1": [
                     # Failure / watched
                     {"event": "signup", "timestamp": datetime(2020, 1, 1)},
-                    {"event": "watched video", "properties": {"$browser": "1"}, "timestamp": datetime(2020, 1, 2)},
+                    {
+                        "event": "watched video",
+                        "properties": {"$browser": "1"},
+                        "timestamp": datetime(2020, 1, 2),
+                    },
                 ],
                 "Person 2": [
                     # Success / watched
                     {"event": "signup", "timestamp": datetime(2020, 1, 1)},
-                    {"event": "watched video", "properties": {"$browser": "1"}, "timestamp": datetime(2020, 1, 2)},
+                    {
+                        "event": "watched video",
+                        "properties": {"$browser": "1"},
+                        "timestamp": datetime(2020, 1, 2),
+                    },
                     {"event": "view insights", "timestamp": datetime(2020, 1, 3)},
                 ],
                 "Person 3": [
                     # Success / watched. We need to have three event instances
                     # for this test otherwise the endpoint doesn't return results
                     {"event": "signup", "timestamp": datetime(2020, 1, 1)},
-                    {"event": "watched video", "properties": {"$browser": "1"}, "timestamp": datetime(2020, 1, 2)},
+                    {
+                        "event": "watched video",
+                        "properties": {"$browser": "1"},
+                        "timestamp": datetime(2020, 1, 2),
+                    },
                     {"event": "view insights", "timestamp": datetime(2020, 1, 3)},
                 ],
                 "Person 4": [
@@ -379,16 +399,35 @@ def test_correlation_endpoint_with_properties(self):
         self.client.force_login(self.user)
 
         for i in range(10):
-            _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk, properties={"$browser": "Positive"})
+            _create_person(
+                distinct_ids=[f"user_{i}"],
+                team_id=self.team.pk,
+                properties={"$browser": "Positive"},
+            )
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
+            )
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-04T14:00:00Z",
             )
-            _create_event(team=self.team, event="paid", distinct_id=f"user_{i}", timestamp="2020-01-04T14:00:00Z")
 
         for i in range(10, 20):
-            _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk, properties={"$browser": "Negative"})
+            _create_person(
+                distinct_ids=[f"user_{i}"],
+                team_id=self.team.pk,
+                properties={"$browser": "Negative"},
+            )
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
             if i % 2 == 0:
                 _create_event(
@@ -428,7 +467,11 @@ def test_correlation_endpoint_with_properties(self):
             result,
             [
                 {
-                    "event": {"event": "$browser::Positive", "elements": [], "properties": {}},
+                    "event": {
+                        "event": "$browser::Positive",
+                        "elements": [],
+                        "properties": {},
+                    },
                     "success_count": 10,
                     "failure_count": 0,
                     "success_people_url": ANY,
@@ -437,7 +480,11 @@ def test_correlation_endpoint_with_properties(self):
                     "correlation_type": "success",
                 },
                 {
-                    "event": {"event": "$browser::Negative", "elements": [], "properties": {}},
+                    "event": {
+                        "event": "$browser::Negative",
+                        "elements": [],
+                        "properties": {},
+                    },
                     "success_count": 0,
                     "failure_count": 10,
                     "success_people_url": ANY,
@@ -459,8 +506,16 @@ def test_properties_correlation_endpoint_provides_people_drill_down_urls(self):
         with freeze_time("2020-01-01"):
             self.client.force_login(self.user)
 
-            update_or_create_person(distinct_ids=["Person 1"], team_id=self.team.pk, properties={"$browser": "1"})
-            update_or_create_person(distinct_ids=["Person 2"], team_id=self.team.pk, properties={"$browser": "1"})
+            update_or_create_person(
+                distinct_ids=["Person 1"],
+                team_id=self.team.pk,
+                properties={"$browser": "1"},
+            )
+            update_or_create_person(
+                distinct_ids=["Person 2"],
+                team_id=self.team.pk,
+                properties={"$browser": "1"},
+            )
 
             events = {
                 "Person 1": [
@@ -546,7 +601,10 @@ def test_funnel_correlation_with_event_properties_autocapture(self):
         for i in range(3):
             _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
             _create_event(
                 team=self.team,
@@ -556,12 +614,20 @@ def test_funnel_correlation_with_event_properties_autocapture(self):
                 timestamp="2020-01-03T14:00:00Z",
                 properties={"signup_source": "email", "$event_type": "click"},
             )
-            _create_event(team=self.team, event="paid", distinct_id=f"user_{i}", timestamp="2020-01-04T14:00:00Z")
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-04T14:00:00Z",
+            )
 
         # Atleast one person that fails, to ensure we get results
         _create_person(distinct_ids=[f"user_fail"], team_id=self.team.pk)
         _create_event(
-            team=self.team, event="user signed up", distinct_id=f"user_fail", timestamp="2020-01-02T14:00:00Z"
+            team=self.team,
+            event="user signed up",
+            distinct_id=f"user_fail",
+            timestamp="2020-01-02T14:00:00Z",
         )
 
         with freeze_time("2020-01-01"):
diff --git a/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_person.py b/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_person.py
index 883079f7200eb..260c1ef6e1767 100644
--- a/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_person.py
+++ b/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_person.py
@@ -19,7 +19,12 @@
 
 class TestFunnelPerson(ClickhouseTestMixin, APIBaseTest):
     def _create_sample_data(self, num, delete=False):
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="g0", properties={"slug": "g0", "name": "g0"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="g0",
+            properties={"slug": "g0", "name": "g0"},
+        )
 
         for i in range(num):
             if delete:
@@ -58,7 +63,11 @@ def test_basic_format(self):
             "interval": "day",
             "actions": json.dumps([]),
             "events": json.dumps(
-                [{"id": "step one", "order": 0}, {"id": "step two", "order": 1}, {"id": "step three", "order": 2}]
+                [
+                    {"id": "step one", "order": 0},
+                    {"id": "step two", "order": 1},
+                    {"id": "step three", "order": 2},
+                ]
             ),
             "properties": json.dumps([]),
             "funnel_window_days": 14,
@@ -89,7 +98,11 @@ def test_funnel_actors_with_groups_search(self):
             "interval": "day",
             "actions": json.dumps([]),
             "events": json.dumps(
-                [{"id": "step one", "order": 0}, {"id": "step two", "order": 1}, {"id": "step three", "order": 2}]
+                [
+                    {"id": "step one", "order": 0},
+                    {"id": "step two", "order": 1},
+                    {"id": "step three", "order": 2},
+                ]
             ),
             "properties": json.dumps([]),
             "funnel_window_days": 14,
@@ -114,7 +127,11 @@ def test_basic_pagination(self):
             "interval": "day",
             "actions": json.dumps([]),
             "events": json.dumps(
-                [{"id": "step one", "order": 0}, {"id": "step two", "order": 1}, {"id": "step three", "order": 2}]
+                [
+                    {"id": "step one", "order": 0},
+                    {"id": "step two", "order": 1},
+                    {"id": "step three", "order": 2},
+                ]
             ),
             "properties": json.dumps([]),
             "funnel_window_days": 14,
@@ -149,7 +166,11 @@ def test_breakdown_basic_pagination(self):
             "interval": "day",
             "actions": json.dumps([]),
             "events": json.dumps(
-                [{"id": "step one", "order": 0}, {"id": "step two", "order": 1}, {"id": "step three", "order": 2}]
+                [
+                    {"id": "step one", "order": 0},
+                    {"id": "step two", "order": 1},
+                    {"id": "step three", "order": 2},
+                ]
             ),
             "properties": json.dumps([]),
             "funnel_window_days": 14,
@@ -190,7 +211,11 @@ def test_basic_pagination_with_deleted(self, delete_person_patch):
             "interval": "day",
             "actions": json.dumps([]),
             "events": json.dumps(
-                [{"id": "step one", "order": 0}, {"id": "step two", "order": 1}, {"id": "step three", "order": 2}]
+                [
+                    {"id": "step one", "order": 0},
+                    {"id": "step two", "order": 1},
+                    {"id": "step three", "order": 2},
+                ]
             ),
             "properties": json.dumps([]),
             "funnel_window_days": 14,
@@ -232,7 +257,11 @@ def test_breakdowns(self):
             "filter_test_accounts": "false",
             "new_entity": json.dumps([]),
             "events": json.dumps(
-                [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}]
+                [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ]
             ),
             "insight": INSIGHT_FUNNELS,
             "date_from": "2020-01-01",
@@ -299,7 +328,10 @@ def test_breakdowns(self):
         self.assertEqual(1, len(people))
         self.assertEqual(None, j["next"])
 
-        response = self.client.get("/api/person/funnel/", data={**request_data, "funnel_step_breakdown": "Safari"})
+        response = self.client.get(
+            "/api/person/funnel/",
+            data={**request_data, "funnel_step_breakdown": "Safari"},
+        )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         j = response.json()
 
@@ -319,16 +351,30 @@ def test_pagination(self):
         for i in range(10):
             _create_person(distinct_ids=[f"user_{i}"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id=f"user_{i}", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-02T14:00:00Z",
             )
             _create_event(
-                team=self.team, event="positively_related", distinct_id=f"user_{i}", timestamp="2020-01-03T14:00:00Z"
+                team=self.team,
+                event="positively_related",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-03T14:00:00Z",
+            )
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id=f"user_{i}",
+                timestamp="2020-01-04T14:00:00Z",
             )
-            _create_event(team=self.team, event="paid", distinct_id=f"user_{i}", timestamp="2020-01-04T14:00:00Z")
 
         request_data = {
             "events": json.dumps(
-                [{"id": "user signed up", "type": "events", "order": 0}, {"id": "paid", "type": "events", "order": 1}]
+                [
+                    {"id": "user signed up", "type": "events", "order": 0},
+                    {"id": "paid", "type": "events", "order": 1},
+                ]
             ),
             "insight": INSIGHT_FUNNELS,
             "date_from": "2020-01-01",
@@ -339,7 +385,10 @@ def test_pagination(self):
             "funnel_correlation_person_entity": json.dumps({"id": "positively_related", "type": "events"}),
         }
 
-        response = self.client.get(f"/api/projects/{self.team.pk}/persons/funnel/correlation", data=request_data)
+        response = self.client.get(
+            f"/api/projects/{self.team.pk}/persons/funnel/correlation",
+            data=request_data,
+        )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         j = response.json()
 
diff --git a/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_trends_person.py b/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_trends_person.py
index 20d19c5c63444..3459e4bf13ca0 100644
--- a/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_trends_person.py
+++ b/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_trends_person.py
@@ -3,14 +3,24 @@
 from rest_framework import status
 
 from posthog.constants import INSIGHT_FUNNELS, FunnelOrderType, FunnelVizType
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_event, _create_person
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    _create_event,
+    _create_person,
+)
 
 
 class TestFunnelTrendsPerson(ClickhouseTestMixin, APIBaseTest):
     def test_basic_format(self):
         user_a = _create_person(distinct_ids=["user a"], team=self.team)
 
-        _create_event(event="step one", distinct_id="user a", team=self.team, timestamp="2021-06-07 19:00:00")
+        _create_event(
+            event="step one",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-07 19:00:00",
+        )
 
         common_request_data = {
             "insight": INSIGHT_FUNNELS,
@@ -20,7 +30,11 @@ def test_basic_format(self):
             "date_to": "2021-06-13 23:59:59",
             "funnel_window_days": 7,
             "events": json.dumps(
-                [{"id": "step one", "order": 0}, {"id": "step two", "order": 1}, {"id": "step three", "order": 2}]
+                [
+                    {"id": "step one", "order": 0},
+                    {"id": "step two", "order": 1},
+                    {"id": "step three", "order": 2},
+                ]
             ),
             "properties": json.dumps([]),
             "funnel_window_days": 7,
@@ -29,17 +43,29 @@ def test_basic_format(self):
 
         # 1 user who dropped off starting 2021-06-07
         response_1 = self.client.get(
-            "/api/person/funnel/", data={**common_request_data, "entrance_period_start": "2021-06-07", "drop_off": True}
+            "/api/person/funnel/",
+            data={
+                **common_request_data,
+                "entrance_period_start": "2021-06-07",
+                "drop_off": True,
+            },
         )
         response_1_data = response_1.json()
 
         self.assertEqual(response_1.status_code, status.HTTP_200_OK)
-        self.assertEqual([person["id"] for person in response_1_data["results"][0]["people"]], [str(user_a.uuid)])
+        self.assertEqual(
+            [person["id"] for person in response_1_data["results"][0]["people"]],
+            [str(user_a.uuid)],
+        )
 
         # No users converted 2021-06-07
         response_2 = self.client.get(
             "/api/person/funnel/",
-            data={**common_request_data, "entrance_period_start": "2021-06-07 00:00", "drop_off": False},
+            data={
+                **common_request_data,
+                "entrance_period_start": "2021-06-07 00:00",
+                "drop_off": False,
+            },
         )
         response_2_data = response_2.json()
 
@@ -48,7 +74,12 @@ def test_basic_format(self):
 
         # No users dropped off starting 2021-06-08
         response_3 = self.client.get(
-            "/api/person/funnel/", data={**common_request_data, "entrance_period_start": "2021-06-08", "drop_off": True}
+            "/api/person/funnel/",
+            data={
+                **common_request_data,
+                "entrance_period_start": "2021-06-08",
+                "drop_off": True,
+            },
         )
         response_3_data = response_3.json()
 
@@ -59,14 +90,49 @@ def test_strict_order(self):
         user_a = _create_person(distinct_ids=["user a"], team=self.team)
         user_b = _create_person(distinct_ids=["user b"], team=self.team)
 
-        _create_event(event="step one", distinct_id="user a", team=self.team, timestamp="2021-06-07 19:00:00")
-        _create_event(event="step two", distinct_id="user a", team=self.team, timestamp="2021-06-07 19:00:01")
-        _create_event(event="step one", distinct_id="user a", team=self.team, timestamp="2021-06-07 19:00:02")
-        _create_event(event="step three", distinct_id="user a", team=self.team, timestamp="2021-06-07 19:00:03")
+        _create_event(
+            event="step one",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-07 19:00:00",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-07 19:00:01",
+        )
+        _create_event(
+            event="step one",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-07 19:00:02",
+        )
+        _create_event(
+            event="step three",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-07 19:00:03",
+        )
 
-        _create_event(event="step one", distinct_id="user b", team=self.team, timestamp="2021-06-07 19:00:00")
-        _create_event(event="step two", distinct_id="user b", team=self.team, timestamp="2021-06-07 19:00:01")
-        _create_event(event="step three", distinct_id="user b", team=self.team, timestamp="2021-06-07 19:00:03")
+        _create_event(
+            event="step one",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-07 19:00:00",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-07 19:00:01",
+        )
+        _create_event(
+            event="step three",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-07 19:00:03",
+        )
 
         common_request_data = {
             "insight": INSIGHT_FUNNELS,
@@ -77,7 +143,11 @@ def test_strict_order(self):
             "funnel_window_days": 7,
             "funnel_order_type": FunnelOrderType.STRICT,
             "events": json.dumps(
-                [{"id": "step one", "order": 0}, {"id": "step two", "order": 1}, {"id": "step three", "order": 2}]
+                [
+                    {"id": "step one", "order": 0},
+                    {"id": "step two", "order": 1},
+                    {"id": "step three", "order": 2},
+                ]
             ),
             "properties": json.dumps([]),
             "funnel_window_days": 7,
@@ -86,33 +156,73 @@ def test_strict_order(self):
 
         # 1 user who dropped off
         response_1 = self.client.get(
-            "/api/person/funnel/", data={**common_request_data, "entrance_period_start": "2021-06-07", "drop_off": True}
+            "/api/person/funnel/",
+            data={
+                **common_request_data,
+                "entrance_period_start": "2021-06-07",
+                "drop_off": True,
+            },
         )
         response_1_data = response_1.json()
 
         self.assertEqual(response_1.status_code, status.HTTP_200_OK)
-        self.assertEqual([person["id"] for person in response_1_data["results"][0]["people"]], [str(user_a.uuid)])
+        self.assertEqual(
+            [person["id"] for person in response_1_data["results"][0]["people"]],
+            [str(user_a.uuid)],
+        )
 
         # 1 user who successfully converted
         response_1 = self.client.get(
             "/api/person/funnel/",
-            data={**common_request_data, "entrance_period_start": "2021-06-07", "drop_off": False},
+            data={
+                **common_request_data,
+                "entrance_period_start": "2021-06-07",
+                "drop_off": False,
+            },
         )
         response_1_data = response_1.json()
 
         self.assertEqual(response_1.status_code, status.HTTP_200_OK)
-        self.assertEqual([person["id"] for person in response_1_data["results"][0]["people"]], [str(user_b.uuid)])
+        self.assertEqual(
+            [person["id"] for person in response_1_data["results"][0]["people"]],
+            [str(user_b.uuid)],
+        )
 
     def test_unordered(self):
         user_a = _create_person(distinct_ids=["user a"], team=self.team)
         user_b = _create_person(distinct_ids=["user b"], team=self.team)
 
-        _create_event(event="step one", distinct_id="user a", team=self.team, timestamp="2021-06-07 19:00:00")
-        _create_event(event="step three", distinct_id="user a", team=self.team, timestamp="2021-06-07 19:00:03")
+        _create_event(
+            event="step one",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-07 19:00:00",
+        )
+        _create_event(
+            event="step three",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-07 19:00:03",
+        )
 
-        _create_event(event="step one", distinct_id="user b", team=self.team, timestamp="2021-06-07 19:00:00")
-        _create_event(event="step three", distinct_id="user b", team=self.team, timestamp="2021-06-07 19:00:01")
-        _create_event(event="step two", distinct_id="user b", team=self.team, timestamp="2021-06-07 19:00:02")
+        _create_event(
+            event="step one",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-07 19:00:00",
+        )
+        _create_event(
+            event="step three",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-07 19:00:01",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-07 19:00:02",
+        )
 
         common_request_data = {
             "insight": INSIGHT_FUNNELS,
@@ -123,7 +233,11 @@ def test_unordered(self):
             "funnel_window_days": 7,
             "funnel_order_type": FunnelOrderType.UNORDERED,
             "events": json.dumps(
-                [{"id": "step one", "order": 0}, {"id": "step two", "order": 1}, {"id": "step three", "order": 2}]
+                [
+                    {"id": "step one", "order": 0},
+                    {"id": "step two", "order": 1},
+                    {"id": "step three", "order": 2},
+                ]
             ),
             "properties": json.dumps([]),
             "funnel_window_days": 7,
@@ -132,19 +246,34 @@ def test_unordered(self):
 
         # 1 user who dropped off
         response_1 = self.client.get(
-            "/api/person/funnel/", data={**common_request_data, "entrance_period_start": "2021-06-07", "drop_off": True}
+            "/api/person/funnel/",
+            data={
+                **common_request_data,
+                "entrance_period_start": "2021-06-07",
+                "drop_off": True,
+            },
         )
         response_1_data = response_1.json()
 
         self.assertEqual(response_1.status_code, status.HTTP_200_OK)
-        self.assertEqual([person["id"] for person in response_1_data["results"][0]["people"]], [str(user_a.uuid)])
+        self.assertEqual(
+            [person["id"] for person in response_1_data["results"][0]["people"]],
+            [str(user_a.uuid)],
+        )
 
         # 1 user who successfully converted
         response_1 = self.client.get(
             "/api/person/funnel/",
-            data={**common_request_data, "entrance_period_start": "2021-06-07", "drop_off": False},
+            data={
+                **common_request_data,
+                "entrance_period_start": "2021-06-07",
+                "drop_off": False,
+            },
         )
         response_1_data = response_1.json()
 
         self.assertEqual(response_1.status_code, status.HTTP_200_OK)
-        self.assertEqual([person["id"] for person in response_1_data["results"][0]["people"]], [str(user_b.uuid)])
+        self.assertEqual(
+            [person["id"] for person in response_1_data["results"][0]["people"]],
+            [str(user_b.uuid)],
+        )
diff --git a/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_unordered.py b/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_unordered.py
index e7bb205b4f27b..db5113b826baa 100644
--- a/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_unordered.py
+++ b/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_unordered.py
@@ -2,11 +2,20 @@
 from datetime import datetime
 
 from ee.api.test.base import LicensedTestMixin
-from ee.clickhouse.views.test.funnel.util import EventPattern, FunnelRequest, get_funnel_actors_ok, get_funnel_ok
+from ee.clickhouse.views.test.funnel.util import (
+    EventPattern,
+    FunnelRequest,
+    get_funnel_actors_ok,
+    get_funnel_ok,
+)
 from posthog.constants import INSIGHT_FUNNELS
 from posthog.models.group.util import create_group
 from posthog.models.group_type_mapping import GroupTypeMapping
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, snapshot_clickhouse_queries
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    snapshot_clickhouse_queries,
+)
 from posthog.test.test_journeys import journeys_for
 
 
@@ -19,15 +28,39 @@ def test_unordered_funnel_with_groups(self):
         GroupTypeMapping.objects.create(team=self.team, group_type="organization", group_type_index=0)
         GroupTypeMapping.objects.create(team=self.team, group_type="company", group_type_index=1)
 
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:5", properties={"industry": "finance"})
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:6", properties={"industry": "technology"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:5",
+            properties={"industry": "finance"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:6",
+            properties={"industry": "technology"},
+        )
 
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="company:1", properties={})
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="company:2", properties={})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:1",
+            properties={},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:2",
+            properties={},
+        )
 
         events_by_person = {
             "user_1": [
-                {"event": "user signed up", "timestamp": datetime(2020, 1, 3, 14), "properties": {"$group_0": "org:5"}},
+                {
+                    "event": "user signed up",
+                    "timestamp": datetime(2020, 1, 3, 14),
+                    "properties": {"$group_0": "org:5"},
+                },
                 {  # same person, different group, so should count as different step 1 in funnel
                     "event": "user signed up",
                     "timestamp": datetime(2020, 1, 10, 14),
diff --git a/ee/clickhouse/views/test/test_clickhouse_experiment_secondary_results.py b/ee/clickhouse/views/test/test_clickhouse_experiment_secondary_results.py
index 793d06d16850f..f4ffb1e60384c 100644
--- a/ee/clickhouse/views/test/test_clickhouse_experiment_secondary_results.py
+++ b/ee/clickhouse/views/test/test_clickhouse_experiment_secondary_results.py
@@ -8,20 +8,48 @@
 
 DEFAULT_JOURNEYS_FOR_PAYLOAD: Dict[str, List[Dict[str, Any]]] = {
     # For a trend pageview metric
-    "person1": [{"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}}],
+    "person1": [
+        {
+            "event": "$pageview",
+            "timestamp": "2020-01-02",
+            "properties": {"$feature/a-b-test": "test"},
+        }
+    ],
     "person2": [
-        {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}},
-        {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}},
+        {
+            "event": "$pageview",
+            "timestamp": "2020-01-03",
+            "properties": {"$feature/a-b-test": "control"},
+        },
+        {
+            "event": "$pageview",
+            "timestamp": "2020-01-03",
+            "properties": {"$feature/a-b-test": "control"},
+        },
+    ],
+    "person3": [
+        {
+            "event": "$pageview",
+            "timestamp": "2020-01-04",
+            "properties": {"$feature/a-b-test": "control"},
+        }
     ],
-    "person3": [{"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}}],
     # doesn't have feature set
     "person_out_of_control": [{"event": "$pageview", "timestamp": "2020-01-03"}],
     "person_out_of_end_date": [
-        {"event": "$pageview", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}}
+        {
+            "event": "$pageview",
+            "timestamp": "2020-08-03",
+            "properties": {"$feature/a-b-test": "control"},
+        }
     ],
     # wrong feature set somehow
     "person_out_of_feature_control": [
-        {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "ablahebf"}}
+        {
+            "event": "$pageview",
+            "timestamp": "2020-01-03",
+            "properties": {"$feature/a-b-test": "ablahebf"},
+        }
     ],
     # for a funnel conversion metric
     "person1_funnel": [
@@ -122,7 +150,10 @@
             "name": "funnels whatever",
             "filters": {
                 "insight": "funnels",
-                "events": [{"order": 0, "id": "$pageview_funnel"}, {"order": 1, "id": "$pageleave_funnel"}],
+                "events": [
+                    {"order": 0, "id": "$pageview_funnel"},
+                    {"order": 1, "id": "$pageleave_funnel"},
+                ],
                 "properties": [
                     {
                         "key": "$geoip_country_name",
@@ -275,28 +306,76 @@ def test_secondary_metric_results_for_multiple_variants(self):
                 ],
                 # funnel metric second
                 "person1_2": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_2"}},
-                    {"event": "$pageleave", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "test_2"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_2"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "test_2"},
+                    },
                 ],
                 "person1_1": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_1"}},
-                    {"event": "$pageleave", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "test_1"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    },
                 ],
                 "person2_1": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_1"}},
-                    {"event": "$pageleave", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "test_1"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    },
                 ],
                 "person1": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageleave", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "test"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
                 ],
                 "person2": [
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageleave", "timestamp": "2020-01-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 "person3": [
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageleave", "timestamp": "2020-01-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 # doesn't have feature set
                 "person_out_of_control": [
@@ -304,18 +383,38 @@ def test_secondary_metric_results_for_multiple_variants(self):
                     {"event": "$pageleave", "timestamp": "2020-01-05"},
                 ],
                 "person_out_of_end_date": [
-                    {"event": "$pageview", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageleave", "timestamp": "2020-08-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-08-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-08-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 # non-converters with FF
                 "person4": [
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "test"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "test"},
+                    }
                 ],
                 "person5": [
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "test"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "test"},
+                    }
                 ],
                 "person6_1": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_1"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    }
                 ],
             },
             self.team,
@@ -333,27 +432,52 @@ def test_secondary_metric_results_for_multiple_variants(self):
                 "feature_flag_key": ff_key,
                 "parameters": {
                     "feature_flag_variants": [
-                        {"key": "control", "name": "Control Group", "rollout_percentage": 25},
-                        {"key": "test_1", "name": "Test Variant 1", "rollout_percentage": 25},
-                        {"key": "test_2", "name": "Test Variant 2", "rollout_percentage": 25},
-                        {"key": "test", "name": "Test Variant 3", "rollout_percentage": 25},
+                        {
+                            "key": "control",
+                            "name": "Control Group",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "test_1",
+                            "name": "Test Variant 1",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "test_2",
+                            "name": "Test Variant 2",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "test",
+                            "name": "Test Variant 3",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
                 "secondary_metrics": [
                     {
                         "name": "secondary metric",
-                        "filters": {"insight": "trends", "events": [{"order": 0, "id": "$pageview_trend"}]},
+                        "filters": {
+                            "insight": "trends",
+                            "events": [{"order": 0, "id": "$pageview_trend"}],
+                        },
                     },
                     {
                         "name": "funnel metric",
                         "filters": {
                             "insight": "funnels",
-                            "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                            "events": [
+                                {"order": 0, "id": "$pageview"},
+                                {"order": 1, "id": "$pageleave"},
+                            ],
                         },
                     },
                 ],
                 # target metric insignificant since we're testing secondaries right now
-                "filters": {"insight": "trends", "events": [{"order": 0, "id": "whatever"}]},
+                "filters": {
+                    "insight": "trends",
+                    "events": [{"order": 0, "id": "whatever"}],
+                },
             },
         )
 
@@ -441,28 +565,76 @@ def test_secondary_metric_results_for_multiple_variants_with_trend_count_per_act
                 ],
                 # avg count per user metric second
                 "person1_2": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_2"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_2"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_2"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_2"},
+                    },
                 ],
                 "person1_1": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_1"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_1"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_1"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    },
                 ],
                 "person2_1": [
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "test_1"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    },
                 ],
                 "person1": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
                 ],
                 "person2": [
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 "person3": [
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 # doesn't have feature set
                 "person_out_of_control": [
@@ -470,18 +642,38 @@ def test_secondary_metric_results_for_multiple_variants_with_trend_count_per_act
                     {"event": "$pageleave", "timestamp": "2020-01-05"},
                 ],
                 "person_out_of_end_date": [
-                    {"event": "$pageview", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageleave", "timestamp": "2020-08-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-08-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-08-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 # non-converters with FF
                 "person4": [
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "test"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "test"},
+                    }
                 ],
                 "person5": [
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "test"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "test"},
+                    }
                 ],
                 "person6_1": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_1"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    }
                 ],
             },
             self.team,
@@ -499,27 +691,55 @@ def test_secondary_metric_results_for_multiple_variants_with_trend_count_per_act
                 "feature_flag_key": ff_key,
                 "parameters": {
                     "feature_flag_variants": [
-                        {"key": "control", "name": "Control Group", "rollout_percentage": 25},
-                        {"key": "test_1", "name": "Test Variant 1", "rollout_percentage": 25},
-                        {"key": "test_2", "name": "Test Variant 2", "rollout_percentage": 25},
-                        {"key": "test", "name": "Test Variant 3", "rollout_percentage": 25},
+                        {
+                            "key": "control",
+                            "name": "Control Group",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "test_1",
+                            "name": "Test Variant 1",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "test_2",
+                            "name": "Test Variant 2",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "test",
+                            "name": "Test Variant 3",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
                 "secondary_metrics": [
                     {
                         "name": "secondary metric",
-                        "filters": {"insight": "trends", "events": [{"order": 0, "id": "$pageview_trend"}]},
+                        "filters": {
+                            "insight": "trends",
+                            "events": [{"order": 0, "id": "$pageview_trend"}],
+                        },
                     },
                     {
                         "name": "funnel metric",
                         "filters": {
                             "insight": "trends",
-                            "events": [{"order": 0, "id": "$pageview", "math": "avg_count_per_actor"}],
+                            "events": [
+                                {
+                                    "order": 0,
+                                    "id": "$pageview",
+                                    "math": "avg_count_per_actor",
+                                }
+                            ],
                         },
                     },
                 ],
                 # target metric insignificant since we're testing secondaries right now
-                "filters": {"insight": "trends", "events": [{"order": 0, "id": "whatever"}]},
+                "filters": {
+                    "insight": "trends",
+                    "events": [{"order": 0, "id": "whatever"}],
+                },
             },
         )
 
@@ -650,13 +870,33 @@ def test_secondary_metric_results_for_multiple_variants_with_trend_count_per_pro
                     },
                 ],
                 "person2": [
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 "person3": [
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 # doesn't have feature set
                 "person_out_of_control": [
@@ -664,8 +904,16 @@ def test_secondary_metric_results_for_multiple_variants_with_trend_count_per_pro
                     {"event": "$pageleave", "timestamp": "2020-01-05"},
                 ],
                 "person_out_of_end_date": [
-                    {"event": "$pageview", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageleave", "timestamp": "2020-08-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-08-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-08-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
             },
             self.team,
@@ -683,27 +931,56 @@ def test_secondary_metric_results_for_multiple_variants_with_trend_count_per_pro
                 "feature_flag_key": ff_key,
                 "parameters": {
                     "feature_flag_variants": [
-                        {"key": "control", "name": "Control Group", "rollout_percentage": 25},
-                        {"key": "test_1", "name": "Test Variant 1", "rollout_percentage": 25},
-                        {"key": "test_2", "name": "Test Variant 2", "rollout_percentage": 25},
-                        {"key": "test", "name": "Test Variant 3", "rollout_percentage": 25},
+                        {
+                            "key": "control",
+                            "name": "Control Group",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "test_1",
+                            "name": "Test Variant 1",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "test_2",
+                            "name": "Test Variant 2",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "test",
+                            "name": "Test Variant 3",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
                 "secondary_metrics": [
                     {
                         "name": "secondary metric",
-                        "filters": {"insight": "trends", "events": [{"order": 0, "id": "$pageview_trend"}]},
+                        "filters": {
+                            "insight": "trends",
+                            "events": [{"order": 0, "id": "$pageview_trend"}],
+                        },
                     },
                     {
                         "name": "funnel metric",
                         "filters": {
                             "insight": "trends",
-                            "events": [{"order": 0, "id": "$pageview", "math": "avg", "math_property": "mathable"}],
+                            "events": [
+                                {
+                                    "order": 0,
+                                    "id": "$pageview",
+                                    "math": "avg",
+                                    "math_property": "mathable",
+                                }
+                            ],
                         },
                     },
                 ],
                 # target metric insignificant since we're testing secondaries right now
-                "filters": {"insight": "trends", "events": [{"order": 0, "id": "whatever"}]},
+                "filters": {
+                    "insight": "trends",
+                    "events": [{"order": 0, "id": "whatever"}],
+                },
             },
         )
 
@@ -842,7 +1119,10 @@ def test_metrics_without_full_flag_information_are_valid(self):
                         "name": "funnels whatever",
                         "filters": {
                             "insight": "funnels",
-                            "events": [{"order": 0, "id": "$pageview_funnel"}, {"order": 1, "id": "$pageleave_funnel"}],
+                            "events": [
+                                {"order": 0, "id": "$pageview_funnel"},
+                                {"order": 1, "id": "$pageleave_funnel"},
+                            ],
                             "properties": [
                                 {
                                     "key": "$geoip_country_name",
@@ -856,7 +1136,10 @@ def test_metrics_without_full_flag_information_are_valid(self):
                     },
                 ],
                 # target metric insignificant since we're testing secondaries right now
-                "filters": {"insight": "trends", "events": [{"order": 0, "id": "whatever"}]},
+                "filters": {
+                    "insight": "trends",
+                    "events": [{"order": 0, "id": "whatever"}],
+                },
             },
         )
 
diff --git a/ee/clickhouse/views/test/test_clickhouse_experiments.py b/ee/clickhouse/views/test/test_clickhouse_experiments.py
index 7b1d70c046ee3..64e52e41838aa 100644
--- a/ee/clickhouse/views/test/test_clickhouse_experiments.py
+++ b/ee/clickhouse/views/test/test_clickhouse_experiments.py
@@ -13,7 +13,6 @@
 
 
 class TestExperimentCRUD(APILicensedTest):
-
     # List experiments
     def test_can_list_experiments(self):
         response = self.client.get(f"/api/projects/{self.team.id}/experiments/")
@@ -87,7 +86,10 @@ def test_creating_updating_basic_experiment(self):
                 "feature_flag_key": ff_key,
                 "parameters": None,
                 "filters": {
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [],
                 },
             },
@@ -109,7 +111,8 @@ def test_creating_updating_basic_experiment(self):
 
         # Now update
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/experiments/{id}", {"description": "Bazinga", "end_date": end_date}
+            f"/api/projects/{self.team.id}/experiments/{id}",
+            {"description": "Bazinga", "end_date": end_date},
         )
 
         self.assertEqual(response.status_code, status.HTTP_200_OK)
@@ -149,7 +152,10 @@ def test_adding_behavioral_cohort_filter_to_experiment_fails(self):
                 "feature_flag_key": ff_key,
                 "parameters": None,
                 "filters": {
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [],
                 },
             },
@@ -167,7 +173,10 @@ def test_adding_behavioral_cohort_filter_to_experiment_fails(self):
 
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(response.json()["type"], "validation_error")
-        self.assertEqual(response.json()["detail"], "Experiments do not support global filter properties")
+        self.assertEqual(
+            response.json()["detail"],
+            "Experiments do not support global filter properties",
+        )
 
     def test_invalid_create(self):
         # Draft experiment
@@ -226,15 +235,26 @@ def test_invalid_update(self):
         # Now update
         response = self.client.patch(
             f"/api/projects/{self.team.id}/experiments/{id}",
-            {"description": "Bazinga", "filters": {}, "feature_flag_key": "new_key"},  # invalid
+            {
+                "description": "Bazinga",
+                "filters": {},
+                "feature_flag_key": "new_key",
+            },  # invalid
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
-        self.assertEqual(response.json()["detail"], "Can't update keys: get_feature_flag_key on Experiment")
+        self.assertEqual(
+            response.json()["detail"],
+            "Can't update keys: get_feature_flag_key on Experiment",
+        )
 
     def test_cant_reuse_existing_feature_flag(self):
         ff_key = "a-b-test"
         FeatureFlag.objects.create(
-            team=self.team, rollout_percentage=50, name="Beta feature", key=ff_key, created_by=self.user
+            team=self.team,
+            rollout_percentage=50,
+            name="Beta feature",
+            key=ff_key,
+            created_by=self.user,
         )
         response = self.client.post(
             f"/api/projects/{self.team.id}/experiments/",
@@ -296,7 +316,8 @@ def test_draft_experiment_doesnt_have_FF_active_even_after_updates(self):
 
         # Now update
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/experiments/{id}", {"description": "Bazinga", "filters": {}}
+            f"/api/projects/{self.team.id}/experiments/{id}",
+            {"description": "Bazinga", "filters": {}},
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
 
@@ -306,7 +327,8 @@ def test_draft_experiment_doesnt_have_FF_active_even_after_updates(self):
 
         # Now launch experiment
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/experiments/{id}", {"start_date": "2021-12-01T10:23"}
+            f"/api/projects/{self.team.id}/experiments/{id}",
+            {"start_date": "2021-12-01T10:23"},
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
 
@@ -355,13 +377,28 @@ def test_create_multivariate_experiment(self):
                 "feature_flag_key": ff_key,
                 "parameters": {
                     "feature_flag_variants": [
-                        {"key": "control", "name": "Control Group", "rollout_percentage": 33},
-                        {"key": "test_1", "name": "Test Variant", "rollout_percentage": 33},
-                        {"key": "test_2", "name": "Test Variant", "rollout_percentage": 34},
+                        {
+                            "key": "control",
+                            "name": "Control Group",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_1",
+                            "name": "Test Variant",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_2",
+                            "name": "Test Variant",
+                            "rollout_percentage": 34,
+                        },
                     ]
                 },
                 "filters": {
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [],
                 },
             },
@@ -391,7 +428,10 @@ def test_create_multivariate_experiment(self):
             },
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
-        self.assertEqual(response.json()["detail"], "Can't update feature_flag_variants on Experiment")
+        self.assertEqual(
+            response.json()["detail"],
+            "Can't update feature_flag_variants on Experiment",
+        )
 
         # Allow changing FF rollout %s
         created_ff = FeatureFlag.objects.get(key=ff_key)
@@ -399,7 +439,11 @@ def test_create_multivariate_experiment(self):
             **created_ff.filters,
             "multivariate": {
                 "variants": [
-                    {"key": "control", "name": "Control Group", "rollout_percentage": 35},
+                    {
+                        "key": "control",
+                        "name": "Control Group",
+                        "rollout_percentage": 35,
+                    },
                     {"key": "test_1", "name": "Test Variant", "rollout_percentage": 33},
                     {"key": "test_2", "name": "Test Variant", "rollout_percentage": 32},
                 ]
@@ -413,9 +457,21 @@ def test_create_multivariate_experiment(self):
                 "description": "Bazinga 222",
                 "parameters": {
                     "feature_flag_variants": [
-                        {"key": "control", "name": "Control Group", "rollout_percentage": 33},
-                        {"key": "test_1", "name": "Test Variant", "rollout_percentage": 33},
-                        {"key": "test_2", "name": "Test Variant", "rollout_percentage": 34},
+                        {
+                            "key": "control",
+                            "name": "Control Group",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_1",
+                            "name": "Test Variant",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_2",
+                            "name": "Test Variant",
+                            "rollout_percentage": 34,
+                        },
                     ]
                 },
             },
@@ -441,15 +497,30 @@ def test_create_multivariate_experiment(self):
                 "description": "Bazinga",
                 "parameters": {
                     "feature_flag_variants": [
-                        {"key": "control", "name": "Control Group", "rollout_percentage": 33},
-                        {"key": "test", "name": "Test Variant", "rollout_percentage": 33},
-                        {"key": "test2", "name": "Test Variant", "rollout_percentage": 34},
+                        {
+                            "key": "control",
+                            "name": "Control Group",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test",
+                            "name": "Test Variant",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test2",
+                            "name": "Test Variant",
+                            "rollout_percentage": 34,
+                        },
                     ]
                 },
             },
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
-        self.assertEqual(response.json()["detail"], "Can't update feature_flag_variants on Experiment")
+        self.assertEqual(
+            response.json()["detail"],
+            "Can't update feature_flag_variants on Experiment",
+        )
 
         # Now try updating other parameter keys
         response = self.client.patch(
@@ -472,20 +543,38 @@ def test_creating_invalid_multivariate_experiment_no_control(self):
                 "parameters": {
                     "feature_flag_variants": [
                         # no control
-                        {"key": "test_0", "name": "Control Group", "rollout_percentage": 33},
-                        {"key": "test_1", "name": "Test Variant", "rollout_percentage": 33},
-                        {"key": "test_2", "name": "Test Variant", "rollout_percentage": 33},
+                        {
+                            "key": "test_0",
+                            "name": "Control Group",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_1",
+                            "name": "Test Variant",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_2",
+                            "name": "Test Variant",
+                            "rollout_percentage": 33,
+                        },
                     ]
                 },
                 "filters": {
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [],
                 },
             },
         )
 
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
-        self.assertEqual(response.json()["detail"], "Feature flag variants must contain a control variant")
+        self.assertEqual(
+            response.json()["detail"],
+            "Feature flag variants must contain a control variant",
+        )
 
     def test_deleting_experiment_soft_deletes_feature_flag(self):
         ff_key = "a-b-tests"
@@ -497,7 +586,10 @@ def test_deleting_experiment_soft_deletes_feature_flag(self):
             "feature_flag_key": ff_key,
             "parameters": None,
             "filters": {
-                "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                "events": [
+                    {"order": 0, "id": "$pageview"},
+                    {"order": 1, "id": "$pageleave"},
+                ],
                 "properties": [],
             },
         }
@@ -538,7 +630,10 @@ def test_soft_deleting_feature_flag_does_not_delete_experiment(self):
                 "feature_flag_key": ff_key,
                 "parameters": None,
                 "filters": {
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [],
                 },
             },
@@ -553,7 +648,10 @@ def test_soft_deleting_feature_flag_does_not_delete_experiment(self):
         id = response.json()["id"]
 
         # Now delete the feature flag
-        response = self.client.patch(f"/api/projects/{self.team.id}/feature_flags/{created_ff.pk}/", {"deleted": True})
+        response = self.client.patch(
+            f"/api/projects/{self.team.id}/feature_flags/{created_ff.pk}/",
+            {"deleted": True},
+        )
 
         self.assertEqual(response.status_code, status.HTTP_200_OK)
 
@@ -574,7 +672,10 @@ def test_cant_add_global_properties_to_new_experiment(self):
                 "feature_flag_key": ff_key,
                 "parameters": None,
                 "filters": {
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [
                         {
                             "key": "industry",
@@ -590,7 +691,10 @@ def test_cant_add_global_properties_to_new_experiment(self):
         )
 
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
-        self.assertEqual(response.json()["detail"], "Experiments do not support global filter properties")
+        self.assertEqual(
+            response.json()["detail"],
+            "Experiments do not support global filter properties",
+        )
 
     def test_creating_updating_experiment_with_group_aggregation(self):
         ff_key = "a-b-tests"
@@ -604,7 +708,10 @@ def test_creating_updating_experiment_with_group_aggregation(self):
                 "feature_flag_key": ff_key,
                 "parameters": None,
                 "filters": {
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [],
                     "aggregation_group_type_index": 1,
                 },
@@ -631,7 +738,10 @@ def test_creating_updating_experiment_with_group_aggregation(self):
             {
                 "description": "Bazinga",
                 "filters": {
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [],
                     "aggregation_group_type_index": 0,
                 },
@@ -657,7 +767,10 @@ def test_creating_updating_experiment_with_group_aggregation(self):
             {
                 "description": "Bazinga",
                 "filters": {
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [],
                     # "aggregation_group_type_index": None, # removed key
                 },
@@ -691,7 +804,10 @@ def test_creating_experiment_with_group_aggregation_parameter(self):
                     "aggregation_group_type_index": 0,
                 },
                 "filters": {
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [],
                 },
             },
@@ -717,7 +833,10 @@ def test_creating_experiment_with_group_aggregation_parameter(self):
             {
                 "description": "Bazinga",
                 "filters": {
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [],
                     "aggregation_group_type_index": 1,
                 },
@@ -749,13 +868,28 @@ def test_used_in_experiment_is_populated_correctly_for_feature_flag_list(self) -
                 "feature_flag_key": ff_key,
                 "parameters": {
                     "feature_flag_variants": [
-                        {"key": "control", "name": "Control Group", "rollout_percentage": 33},
-                        {"key": "test_1", "name": "Test Variant", "rollout_percentage": 33},
-                        {"key": "test_2", "name": "Test Variant", "rollout_percentage": 34},
+                        {
+                            "key": "control",
+                            "name": "Control Group",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_1",
+                            "name": "Test Variant",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_2",
+                            "name": "Test Variant",
+                            "rollout_percentage": 34,
+                        },
                     ]
                 },
                 "filters": {
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [],
                 },
             },
@@ -770,7 +904,11 @@ def test_used_in_experiment_is_populated_correctly_for_feature_flag_list(self) -
         # add another random feature flag
         self.client.post(
             f"/api/projects/{self.team.id}/feature_flags/",
-            data={"name": f"flag", "key": f"flag_0", "filters": {"groups": [{"rollout_percentage": 5}]}},
+            data={
+                "name": f"flag",
+                "key": f"flag_0",
+                "filters": {"groups": [{"rollout_percentage": 5}]},
+            },
             format="json",
         ).json()
 
@@ -804,13 +942,28 @@ def test_create_experiment_updates_feature_flag_cache(self):
                 "feature_flag_key": ff_key,
                 "parameters": {
                     "feature_flag_variants": [
-                        {"key": "control", "name": "Control Group", "rollout_percentage": 33},
-                        {"key": "test_1", "name": "Test Variant", "rollout_percentage": 33},
-                        {"key": "test_2", "name": "Test Variant", "rollout_percentage": 34},
+                        {
+                            "key": "control",
+                            "name": "Control Group",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_1",
+                            "name": "Test Variant",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_2",
+                            "name": "Test Variant",
+                            "rollout_percentage": 34,
+                        },
                     ]
                 },
                 "filters": {
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [],
                 },
             },
@@ -850,9 +1003,21 @@ def test_create_experiment_updates_feature_flag_cache(self):
                 ],
                 "multivariate": {
                     "variants": [
-                        {"key": "control", "name": "Control Group", "rollout_percentage": 33},
-                        {"key": "test_1", "name": "Test Variant", "rollout_percentage": 33},
-                        {"key": "test_2", "name": "Test Variant", "rollout_percentage": 34},
+                        {
+                            "key": "control",
+                            "name": "Control Group",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_1",
+                            "name": "Test Variant",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_2",
+                            "name": "Test Variant",
+                            "rollout_percentage": 34,
+                        },
                     ]
                 },
                 "aggregation_group_type_index": None,
@@ -868,7 +1033,10 @@ def test_create_experiment_updates_feature_flag_cache(self):
             },
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
-        self.assertEqual(response.json()["detail"], "Can't update feature_flag_variants on Experiment")
+        self.assertEqual(
+            response.json()["detail"],
+            "Can't update feature_flag_variants on Experiment",
+        )
 
         # ensure cache doesn't change either
         cached_flags = get_feature_flags_for_team_in_cache(self.team.pk)
@@ -886,9 +1054,21 @@ def test_create_experiment_updates_feature_flag_cache(self):
                 ],
                 "multivariate": {
                     "variants": [
-                        {"key": "control", "name": "Control Group", "rollout_percentage": 33},
-                        {"key": "test_1", "name": "Test Variant", "rollout_percentage": 33},
-                        {"key": "test_2", "name": "Test Variant", "rollout_percentage": 34},
+                        {
+                            "key": "control",
+                            "name": "Control Group",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_1",
+                            "name": "Test Variant",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_2",
+                            "name": "Test Variant",
+                            "rollout_percentage": 34,
+                        },
                     ]
                 },
                 "aggregation_group_type_index": None,
@@ -902,9 +1082,21 @@ def test_create_experiment_updates_feature_flag_cache(self):
                 "description": "Bazinga",
                 "parameters": {
                     "feature_flag_variants": [
-                        {"key": "control", "name": "Control Group", "rollout_percentage": 34},
-                        {"key": "test_1", "name": "Test Variant", "rollout_percentage": 33},
-                        {"key": "test_2", "name": "Test Variant", "rollout_percentage": 32},
+                        {
+                            "key": "control",
+                            "name": "Control Group",
+                            "rollout_percentage": 34,
+                        },
+                        {
+                            "key": "test_1",
+                            "name": "Test Variant",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_2",
+                            "name": "Test Variant",
+                            "rollout_percentage": 32,
+                        },
                     ]
                 },
             },
@@ -929,9 +1121,21 @@ def test_create_experiment_updates_feature_flag_cache(self):
                 ],
                 "multivariate": {
                     "variants": [
-                        {"key": "control", "name": "Control Group", "rollout_percentage": 33},
-                        {"key": "test_1", "name": "Test Variant", "rollout_percentage": 33},
-                        {"key": "test_2", "name": "Test Variant", "rollout_percentage": 34},
+                        {
+                            "key": "control",
+                            "name": "Control Group",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_1",
+                            "name": "Test Variant",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_2",
+                            "name": "Test Variant",
+                            "rollout_percentage": 34,
+                        },
                     ]
                 },
                 "aggregation_group_type_index": None,
@@ -946,16 +1150,40 @@ def test_experiment_flow_with_event_results(self):
         journeys_for(
             {
                 "person1": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageleave", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "test"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
                 ],
                 "person2": [
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageleave", "timestamp": "2020-01-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 "person3": [
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageleave", "timestamp": "2020-01-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 # doesn't have feature set
                 "person_out_of_control": [
@@ -963,15 +1191,31 @@ def test_experiment_flow_with_event_results(self):
                     {"event": "$pageleave", "timestamp": "2020-01-05"},
                 ],
                 "person_out_of_end_date": [
-                    {"event": "$pageview", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageleave", "timestamp": "2020-08-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-08-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-08-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 # non-converters with FF
                 "person4": [
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "test"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "test"},
+                    }
                 ],
                 "person5": [
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "test"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "test"},
+                    }
                 ],
             },
             self.team,
@@ -990,7 +1234,10 @@ def test_experiment_flow_with_event_results(self):
                 "parameters": None,
                 "filters": {
                     "insight": "funnels",
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [],
                 },
             },
@@ -1023,7 +1270,10 @@ def test_experiment_flow_with_event_results(self):
         # Variant with test: Beta(2, 3) and control: Beta(3, 1) distribution
         # The variant has very low probability of being better.
         self.assertAlmostEqual(response_data["probability"]["test"], 0.114, places=2)
-        self.assertEqual(response_data["significance_code"], ExperimentSignificanceCode.NOT_ENOUGH_EXPOSURE)
+        self.assertEqual(
+            response_data["significance_code"],
+            ExperimentSignificanceCode.NOT_ENOUGH_EXPOSURE,
+        )
         self.assertAlmostEqual(response_data["expected_loss"], 1, places=2)
 
     @snapshot_clickhouse_queries
@@ -1034,32 +1284,50 @@ def test_experiment_flow_with_event_results_with_hogql_aggregation(self):
                     {
                         "event": "$pageview",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature/a-b-test": "test", "$account_id": "person1"},
+                        "properties": {
+                            "$feature/a-b-test": "test",
+                            "$account_id": "person1",
+                        },
                     },
                     {
                         "event": "$pageleave",
                         "timestamp": "2020-01-04",
-                        "properties": {"$feature/a-b-test": "test", "$account_id": "person1"},
+                        "properties": {
+                            "$feature/a-b-test": "test",
+                            "$account_id": "person1",
+                        },
                     },
                     {
                         "event": "$pageview",
                         "timestamp": "2020-01-03",
-                        "properties": {"$feature/a-b-test": "control", "$account_id": "person2"},
+                        "properties": {
+                            "$feature/a-b-test": "control",
+                            "$account_id": "person2",
+                        },
                     },
                     {
                         "event": "$pageleave",
                         "timestamp": "2020-01-05",
-                        "properties": {"$feature/a-b-test": "control", "$account_id": "person2"},
+                        "properties": {
+                            "$feature/a-b-test": "control",
+                            "$account_id": "person2",
+                        },
                     },
                     {
                         "event": "$pageview",
                         "timestamp": "2020-01-04",
-                        "properties": {"$feature/a-b-test": "control", "$account_id": "person3"},
+                        "properties": {
+                            "$feature/a-b-test": "control",
+                            "$account_id": "person3",
+                        },
                     },
                     {
                         "event": "$pageleave",
                         "timestamp": "2020-01-05",
-                        "properties": {"$feature/a-b-test": "control", "$account_id": "person3"},
+                        "properties": {
+                            "$feature/a-b-test": "control",
+                            "$account_id": "person3",
+                        },
                     },
                     # doesn't have feature set
                     {
@@ -1076,20 +1344,34 @@ def test_experiment_flow_with_event_results_with_hogql_aggregation(self):
                     {
                         "event": "$pageview",
                         "timestamp": "2020-01-03",
-                        "properties": {"$feature/a-b-test": "test", "$account_id": "person4"},
+                        "properties": {
+                            "$feature/a-b-test": "test",
+                            "$account_id": "person4",
+                        },
                     },
                     {
                         "event": "$pageview",
                         "timestamp": "2020-01-04",
-                        "properties": {"$feature/a-b-test": "test", "$account_id": "person5"},
+                        "properties": {
+                            "$feature/a-b-test": "test",
+                            "$account_id": "person5",
+                        },
                     },
                     # doesn't have any properties
                     {"event": "$pageview", "timestamp": "2020-01-03"},
                     {"event": "$pageleave", "timestamp": "2020-01-05"},
                 ],
                 "person_out_of_end_date": [
-                    {"event": "$pageview", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageleave", "timestamp": "2020-08-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-08-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-08-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
             },
             self.team,
@@ -1108,7 +1390,10 @@ def test_experiment_flow_with_event_results_with_hogql_aggregation(self):
                 "parameters": None,
                 "filters": {
                     "insight": "funnels",
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [],
                     "funnel_aggregate_by_hogql": "properties.$account_id",
                 },
@@ -1142,23 +1427,50 @@ def test_experiment_flow_with_event_results_with_hogql_aggregation(self):
         # Variant with test: Beta(2, 3) and control: Beta(3, 1) distribution
         # The variant has very low probability of being better.
         self.assertAlmostEqual(response_data["probability"]["test"], 0.114, places=2)
-        self.assertEqual(response_data["significance_code"], ExperimentSignificanceCode.NOT_ENOUGH_EXPOSURE)
+        self.assertEqual(
+            response_data["significance_code"],
+            ExperimentSignificanceCode.NOT_ENOUGH_EXPOSURE,
+        )
         self.assertAlmostEqual(response_data["expected_loss"], 1, places=2)
 
     def test_experiment_flow_with_event_results_cached(self):
         journeys_for(
             {
                 "person1": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageleave", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "test"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
                 ],
                 "person2": [
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageleave", "timestamp": "2020-01-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 "person3": [
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageleave", "timestamp": "2020-01-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 # doesn't have feature set
                 "person_out_of_control": [
@@ -1166,15 +1478,31 @@ def test_experiment_flow_with_event_results_cached(self):
                     {"event": "$pageleave", "timestamp": "2020-01-05"},
                 ],
                 "person_out_of_end_date": [
-                    {"event": "$pageview", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageleave", "timestamp": "2020-08-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-08-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-08-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 # non-converters with FF
                 "person4": [
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "test"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "test"},
+                    }
                 ],
                 "person5": [
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "test"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "test"},
+                    }
                 ],
             },
             self.team,
@@ -1192,7 +1520,10 @@ def test_experiment_flow_with_event_results_cached(self):
             "parameters": None,
             "filters": {
                 "insight": "funnels",
-                "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                "events": [
+                    {"order": 0, "id": "$pageview"},
+                    {"order": 1, "id": "$pageleave"},
+                ],
                 "properties": [],
             },
         }
@@ -1231,7 +1562,10 @@ def test_experiment_flow_with_event_results_cached(self):
         # Variant with test: Beta(2, 3) and control: Beta(3, 1) distribution
         # The variant has very low probability of being better.
         self.assertAlmostEqual(response_data["probability"]["test"], 0.114, places=2)
-        self.assertEqual(response_data["significance_code"], ExperimentSignificanceCode.NOT_ENOUGH_EXPOSURE)
+        self.assertEqual(
+            response_data["significance_code"],
+            ExperimentSignificanceCode.NOT_ENOUGH_EXPOSURE,
+        )
         self.assertAlmostEqual(response_data["expected_loss"], 1, places=2)
 
         response2 = self.client.get(f"/api/projects/{self.team.id}/experiments/{id}/results")
@@ -1283,10 +1617,18 @@ def test_experiment_flow_with_event_results_and_events_out_of_time_range_timezon
                 ],
                 # non-converters with FF
                 "person4": [
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "test"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "test"},
+                    }
                 ],
                 "person5": [
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "test"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "test"},
+                    }
                 ],
                 # converted on the same day as end date, but offset by a few minutes.
                 # experiment ended at 10 AM, UTC+1, so this person should not be included.
@@ -1320,7 +1662,10 @@ def test_experiment_flow_with_event_results_and_events_out_of_time_range_timezon
                 "parameters": None,
                 "filters": {
                     "insight": "funnels",
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [],
                 },
             },
@@ -1361,7 +1706,10 @@ def test_experiment_flow_with_event_results_and_events_out_of_time_range_timezon
         # Variant with test: Beta(2, 3) and control: Beta(3, 1) distribution
         # The variant has very low probability of being better.
         self.assertAlmostEqual(response_data["probability"]["test"], 0.114, places=2)
-        self.assertEqual(response_data["significance_code"], ExperimentSignificanceCode.NOT_ENOUGH_EXPOSURE)
+        self.assertEqual(
+            response_data["significance_code"],
+            ExperimentSignificanceCode.NOT_ENOUGH_EXPOSURE,
+        )
         self.assertAlmostEqual(response_data["expected_loss"], 1, places=2)
 
     @snapshot_clickhouse_queries
@@ -1371,27 +1719,67 @@ def test_experiment_flow_with_event_results_for_three_test_variants(self):
                 "person1_2": [
                     # one event having the property is sufficient, since first touch breakdown is the default
                     {"event": "$pageview", "timestamp": "2020-01-02", "properties": {}},
-                    {"event": "$pageleave", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "test_2"}},
-                ],
-                "person1_1": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_1"}},
-                    {"event": "$pageleave", "timestamp": "2020-01-04", "properties": {}},
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "test_2"},
+                    },
+                ],
+                "person1_1": [
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-04",
+                        "properties": {},
+                    },
                 ],
                 "person2_1": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_1"}},
-                    {"event": "$pageleave", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "test_1"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    },
                 ],
                 "person1": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageleave", "timestamp": "2020-01-04", "properties": {}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-04",
+                        "properties": {},
+                    },
                 ],
                 "person2": [
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageleave", "timestamp": "2020-01-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 "person3": [
                     {"event": "$pageview", "timestamp": "2020-01-04", "properties": {}},
-                    {"event": "$pageleave", "timestamp": "2020-01-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-01-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 # doesn't have feature set
                 "person_out_of_control": [
@@ -1399,22 +1787,46 @@ def test_experiment_flow_with_event_results_for_three_test_variants(self):
                     {"event": "$pageleave", "timestamp": "2020-01-05"},
                 ],
                 "person_out_of_end_date": [
-                    {"event": "$pageview", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageleave", "timestamp": "2020-08-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-08-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "timestamp": "2020-08-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 # non-converters with FF
                 "person4": [
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "test"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "test"},
+                    }
                 ],
                 "person5": [
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "test"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "test"},
+                    }
                 ],
                 "person6_1": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_1"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    }
                 ],
                 # converters with unknown flag variant set
                 "person_unknown_1": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "unknown_1"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "unknown_1"},
+                    },
                     {
                         "event": "$pageleave",
                         "timestamp": "2020-01-04",
@@ -1422,7 +1834,11 @@ def test_experiment_flow_with_event_results_for_three_test_variants(self):
                     },
                 ],
                 "person_unknown_2": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "unknown_2"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "unknown_2"},
+                    },
                     {
                         "event": "$pageleave",
                         "timestamp": "2020-01-04",
@@ -1430,7 +1846,11 @@ def test_experiment_flow_with_event_results_for_three_test_variants(self):
                     },
                 ],
                 "person_unknown_3": [
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "unknown_3"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "unknown_3"},
+                    },
                     {
                         "event": "$pageleave",
                         "timestamp": "2020-01-04",
@@ -1453,15 +1873,34 @@ def test_experiment_flow_with_event_results_for_three_test_variants(self):
                 "feature_flag_key": ff_key,
                 "parameters": {
                     "feature_flag_variants": [
-                        {"key": "control", "name": "Control Group", "rollout_percentage": 25},
-                        {"key": "test_1", "name": "Test Variant 1", "rollout_percentage": 25},
-                        {"key": "test_2", "name": "Test Variant 2", "rollout_percentage": 25},
-                        {"key": "test", "name": "Test Variant 3", "rollout_percentage": 25},
+                        {
+                            "key": "control",
+                            "name": "Control Group",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "test_1",
+                            "name": "Test Variant 1",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "test_2",
+                            "name": "Test Variant 2",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "test",
+                            "name": "Test Variant 3",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
                 "filters": {
                     "insight": "funnels",
-                    "events": [{"order": 0, "id": "$pageview"}, {"order": 1, "id": "$pageleave"}],
+                    "events": [
+                        {"order": 0, "id": "$pageview"},
+                        {"order": 1, "id": "$pageleave"},
+                    ],
                     "properties": [],
                 },
             },
@@ -1495,7 +1934,10 @@ def test_experiment_flow_with_event_results_for_three_test_variants(self):
         self.assertAlmostEqual(response_data["probability"]["test_1"], 0.158, places=1)
         self.assertAlmostEqual(response_data["probability"]["test_2"], 0.324, places=1)
         self.assertAlmostEqual(response_data["probability"]["control"], 0.486, places=1)
-        self.assertEqual(response_data["significance_code"], ExperimentSignificanceCode.NOT_ENOUGH_EXPOSURE)
+        self.assertEqual(
+            response_data["significance_code"],
+            ExperimentSignificanceCode.NOT_ENOUGH_EXPOSURE,
+        )
         self.assertAlmostEqual(response_data["expected_loss"], 1, places=2)
 
 
@@ -1507,45 +1949,96 @@ def test_experiment_flow_with_event_results(self):
             {
                 "person1": [
                     # 5 counts, single person
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
                     # exposure measured via $feature_flag_called events
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "test"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "test",
+                        },
                     },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-03",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "test"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "test",
+                        },
                     },
                 ],
                 "person2": [
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                     # 1 exposure, but more absolute counts
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageview", "timestamp": "2020-01-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 "person3": [
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-03",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                 ],
                 # doesn't have feature set
@@ -1554,15 +2047,25 @@ def test_experiment_flow_with_event_results(self):
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "random"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "random",
+                        },
                     },
                 ],
                 "person_out_of_end_date": [
-                    {"event": "$pageview", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-08-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-08-03",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                 ],
             },
@@ -1611,21 +2114,47 @@ def test_experiment_flow_with_event_results_with_custom_exposure(self):
             {
                 "person1": [
                     # 5 counts, single person
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
                     # exposure measured via $feature_flag_called events
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "test"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "test",
+                        },
                     },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-03",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "test"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "test",
+                        },
                     },
                     {
                         "event": "custom_exposure_event",
@@ -1635,7 +2164,10 @@ def test_experiment_flow_with_event_results_with_custom_exposure(self):
                     {
                         "event": "custom_exposure_event",
                         "timestamp": "2020-01-03",
-                        "properties": {"$feature/a-b-test": "control", "bonk": "no-bonk"},
+                        "properties": {
+                            "$feature/a-b-test": "control",
+                            "bonk": "no-bonk",
+                        },
                     },
                 ],
                 "person2": [
@@ -1645,12 +2177,28 @@ def test_experiment_flow_with_event_results_with_custom_exposure(self):
                         "properties": {"$feature/a-b-test": "control", "bonk": "bonk"},
                     },
                     # 1 exposure, but more absolute counts
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageview", "timestamp": "2020-01-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 "person3": [
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                     {
                         "event": "custom_exposure_event",
                         "timestamp": "2020-01-03",
@@ -1677,11 +2225,18 @@ def test_experiment_flow_with_event_results_with_custom_exposure(self):
                     },
                 ],
                 "person_out_of_end_date": [
-                    {"event": "$pageview", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-08-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-08-03",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                     {
                         "event": "custom_exposure_event",
@@ -1771,24 +2326,37 @@ def test_experiment_flow_with_event_results_with_hogql_filter(self):
                         "timestamp": "2020-01-02",
                         "properties": {"$feature/a-b-test": "test", "hogql": "true"},
                     },
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
                     # exposure measured via $feature_flag_called events
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "test"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "test",
+                        },
                     },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-03",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "test"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "test",
+                        },
                     },
                 ],
                 "person2": [
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                     # 1 exposure, but more absolute counts
                     {
@@ -1816,12 +2384,18 @@ def test_experiment_flow_with_event_results_with_hogql_filter(self):
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-03",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                 ],
                 # doesn't have feature set
@@ -1830,15 +2404,25 @@ def test_experiment_flow_with_event_results_with_hogql_filter(self):
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "random"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "random",
+                        },
                     },
                 ],
                 "person_out_of_end_date": [
-                    {"event": "$pageview", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-08-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-08-03",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                 ],
             },
@@ -1862,7 +2446,13 @@ def test_experiment_flow_with_event_results_with_hogql_filter(self):
                         {
                             "order": 0,
                             "id": "$pageview",
-                            "properties": [{"key": "properties.hogql ilike 'true'", "type": "hogql", "value": None}],
+                            "properties": [
+                                {
+                                    "key": "properties.hogql ilike 'true'",
+                                    "type": "hogql",
+                                    "value": None,
+                                }
+                            ],
                         }
                     ],
                 },
@@ -1894,45 +2484,96 @@ def test_experiment_flow_with_event_results_out_of_timerange_timezone(self):
             {
                 "person1": [
                     # 5 counts, single person
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
                     # exposure measured via $feature_flag_called events
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "test"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "test",
+                        },
                     },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-03",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "test"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "test",
+                        },
                     },
                 ],
                 "person2": [
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                     # 1 exposure, but more absolute counts
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageview", "timestamp": "2020-01-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 "person3": [
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-03",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                 ],
                 # doesn't have feature set
@@ -1941,15 +2582,25 @@ def test_experiment_flow_with_event_results_out_of_timerange_timezone(self):
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "random"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "random",
+                        },
                     },
                 ],
                 "person_out_of_end_date": [
-                    {"event": "$pageview", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-08-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-08-03",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                 ],
                 # slightly out of time range
@@ -1977,12 +2628,18 @@ def test_experiment_flow_with_event_results_out_of_timerange_timezone(self):
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-01 06:00:00",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "test"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "test",
+                        },
                     },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-01 08:00:00",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "test"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "test",
+                        },
                     },
                 ],
                 "person_t2": [
@@ -1994,12 +2651,18 @@ def test_experiment_flow_with_event_results_out_of_timerange_timezone(self):
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-06 15:02:00",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-06 16:00:00",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                 ],
             },
@@ -2051,30 +2714,58 @@ def test_experiment_flow_with_event_results_for_three_test_variants(self):
         journeys_for(
             {
                 "person1_2": [
-                    {"event": "$pageview1", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_2"}}
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_2"},
+                    }
                 ],
                 "person1_1": [
-                    {"event": "$pageview1", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_1"}}
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    }
                 ],
                 "person2_1": [
-                    {"event": "$pageview1", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_1"}}
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    }
                 ],
                 # "person1": [
                 #     {"event": "$pageview1", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"},},
                 # ],
                 "person2": [
-                    {"event": "$pageview1", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}}
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    }
                 ],
                 "person3": [
-                    {"event": "$pageview1", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}}
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    }
                 ],
                 "person4": [
-                    {"event": "$pageview1", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}}
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    }
                 ],
                 # doesn't have feature set
                 "person_out_of_control": [{"event": "$pageview1", "timestamp": "2020-01-03"}],
                 "person_out_of_end_date": [
-                    {"event": "$pageview1", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}}
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-08-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    }
                 ],
             },
             self.team,
@@ -2092,10 +2783,26 @@ def test_experiment_flow_with_event_results_for_three_test_variants(self):
                 "feature_flag_key": ff_key,
                 "parameters": {
                     "feature_flag_variants": [
-                        {"key": "control", "name": "Control Group", "rollout_percentage": 25},
-                        {"key": "test_1", "name": "Test Variant 1", "rollout_percentage": 25},
-                        {"key": "test_2", "name": "Test Variant 2", "rollout_percentage": 25},
-                        {"key": "test", "name": "Test Variant 3", "rollout_percentage": 25},
+                        {
+                            "key": "control",
+                            "name": "Control Group",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "test_1",
+                            "name": "Test Variant 1",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "test_2",
+                            "name": "Test Variant 2",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "test",
+                            "name": "Test Variant 3",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
                 "filters": {
@@ -2133,66 +2840,127 @@ def test_experiment_flow_with_event_results_for_two_test_variants_with_varying_e
             {
                 "person1_2": [
                     # for count data
-                    {"event": "$pageview1", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_2"}},
-                    {"event": "$pageview1", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_2"}},
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_2"},
+                    },
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_2"},
+                    },
                     # for exposure counting (counted as 1 only)
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "test_2"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "test_2",
+                        },
                     },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "test_2"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "test_2",
+                        },
                     },
                 ],
                 "person1_1": [
-                    {"event": "$pageview1", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_1"}},
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "test_1"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "test_1",
+                        },
                     },
                 ],
                 "person2_1": [
-                    {"event": "$pageview1", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_1"}},
-                    {"event": "$pageview1", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test_1"}},
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    },
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test_1"},
+                    },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "test_1"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "test_1",
+                        },
                     },
                 ],
                 "person2": [
-                    {"event": "$pageview1", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageview1", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                     # 0 exposure shouldn't ideally happen, but it's possible
                 ],
                 "person3": [
-                    {"event": "$pageview1", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                 ],
                 "person4": [
-                    {"event": "$pageview1", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-01-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                 ],
                 # doesn't have feature set
                 "person_out_of_control": [{"event": "$pageview1", "timestamp": "2020-01-03"}],
                 "person_out_of_end_date": [
-                    {"event": "$pageview1", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview1",
+                        "timestamp": "2020-08-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                     {
                         "event": "$feature_flag_called",
                         "timestamp": "2020-08-02",
-                        "properties": {"$feature_flag": "a-b-test", "$feature_flag_response": "control"},
+                        "properties": {
+                            "$feature_flag": "a-b-test",
+                            "$feature_flag_response": "control",
+                        },
                     },
                 ],
             },
@@ -2211,9 +2979,21 @@ def test_experiment_flow_with_event_results_for_two_test_variants_with_varying_e
                 "feature_flag_key": ff_key,
                 "parameters": {
                     "feature_flag_variants": [
-                        {"key": "control", "name": "Control Group", "rollout_percentage": 33},
-                        {"key": "test_1", "name": "Test Variant 1", "rollout_percentage": 33},
-                        {"key": "test_2", "name": "Test Variant 2", "rollout_percentage": 34},
+                        {
+                            "key": "control",
+                            "name": "Control Group",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_1",
+                            "name": "Test Variant 1",
+                            "rollout_percentage": 33,
+                        },
+                        {
+                            "key": "test_2",
+                            "name": "Test Variant 2",
+                            "rollout_percentage": 34,
+                        },
                     ]
                 },
                 "filters": {
@@ -2252,30 +3032,78 @@ def test_experiment_flow_with_avg_count_per_user_event_results(self):
             {
                 "person1": [
                     # 5 counts, single person
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-02", "properties": {"$feature/a-b-test": "test"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-02",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
                 ],
                 "person2": [
-                    {"event": "$pageview", "timestamp": "2020-01-03", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
-                    {"event": "$pageview", "timestamp": "2020-01-05", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-05",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 "person3": [
-                    {"event": "$pageview", "timestamp": "2020-01-04", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-04",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
                 "person4": [
-                    {"event": "$pageview", "timestamp": "2020-01-05", "properties": {"$feature/a-b-test": "test"}},
-                    {"event": "$pageview", "timestamp": "2020-01-05", "properties": {"$feature/a-b-test": "test"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-05",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-01-05",
+                        "properties": {"$feature/a-b-test": "test"},
+                    },
                 ],
                 # doesn't have feature set
                 "person_out_of_control": [
                     {"event": "$pageview", "timestamp": "2020-01-03"},
                 ],
                 "person_out_of_end_date": [
-                    {"event": "$pageview", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-08-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
             },
             self.team,
@@ -2294,7 +3122,14 @@ def test_experiment_flow_with_avg_count_per_user_event_results(self):
                 "parameters": None,
                 "filters": {
                     "insight": "TRENDS",
-                    "events": [{"order": 0, "id": "$pageview", "math": "avg_count_per_actor", "name": "$pageview"}],
+                    "events": [
+                        {
+                            "order": 0,
+                            "id": "$pageview",
+                            "math": "avg_count_per_actor",
+                            "name": "$pageview",
+                        }
+                    ],
                     "properties": [],
                 },
             },
@@ -2391,7 +3226,11 @@ def test_experiment_flow_with_avg_count_per_property_value_results(self):
                     {"event": "$pageview", "timestamp": "2020-01-03"},
                 ],
                 "person_out_of_end_date": [
-                    {"event": "$pageview", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-08-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
             },
             self.team,
@@ -2410,7 +3249,14 @@ def test_experiment_flow_with_avg_count_per_property_value_results(self):
                 "parameters": None,
                 "filters": {
                     "insight": "TRENDS",
-                    "events": [{"order": 0, "id": "$pageview", "math": "max", "math_property": "mathable"}],
+                    "events": [
+                        {
+                            "order": 0,
+                            "id": "$pageview",
+                            "math": "max",
+                            "math_property": "mathable",
+                        }
+                    ],
                     "properties": [],
                 },
             },
@@ -2507,7 +3353,11 @@ def test_experiment_flow_with_sum_count_per_property_value_results(self):
                     {"event": "$pageview", "timestamp": "2020-01-03"},
                 ],
                 "person_out_of_end_date": [
-                    {"event": "$pageview", "timestamp": "2020-08-03", "properties": {"$feature/a-b-test": "control"}},
+                    {
+                        "event": "$pageview",
+                        "timestamp": "2020-08-03",
+                        "properties": {"$feature/a-b-test": "control"},
+                    },
                 ],
             },
             self.team,
@@ -2535,7 +3385,14 @@ def test_experiment_flow_with_sum_count_per_property_value_results(self):
                 },
                 "filters": {
                     "insight": "TRENDS",
-                    "events": [{"order": 0, "id": "$pageview", "math": "sum", "math_property": "mathable"}],
+                    "events": [
+                        {
+                            "order": 0,
+                            "id": "$pageview",
+                            "math": "sum",
+                            "math_property": "mathable",
+                        }
+                    ],
                     "properties": [],
                 },
             },
diff --git a/ee/clickhouse/views/test/test_clickhouse_groups.py b/ee/clickhouse/views/test/test_clickhouse_groups.py
index e8ee4c8e15a87..1b3687c0fec61 100644
--- a/ee/clickhouse/views/test/test_clickhouse_groups.py
+++ b/ee/clickhouse/views/test/test_clickhouse_groups.py
@@ -8,7 +8,12 @@
 from posthog.models.organization import Organization
 from posthog.models.sharing_configuration import SharingConfiguration
 from posthog.models.team.team import Team
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_event, snapshot_clickhouse_queries
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    _create_event,
+    snapshot_clickhouse_queries,
+)
 
 
 class ClickhouseTestGroupsApi(ClickhouseTestMixin, APIBaseTest):
@@ -25,9 +30,17 @@ def test_groups_list(self):
             )
         with freeze_time("2021-05-02"):
             create_group(
-                team_id=self.team.pk, group_type_index=0, group_key="org:6", properties={"industry": "technology"}
+                team_id=self.team.pk,
+                group_type_index=0,
+                group_key="org:6",
+                properties={"industry": "technology"},
             )
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="company:1", properties={"name": "Plankton"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:1",
+            properties={"name": "Plankton"},
+        )
 
         response_data = self.client.get(f"/api/projects/{self.team.id}/groups?group_type_index=0").json()
         self.assertEqual(
@@ -45,7 +58,10 @@ def test_groups_list(self):
                     {
                         "created_at": "2021-05-01T00:00:00Z",
                         "group_key": "org:5",
-                        "group_properties": {"industry": "finance", "name": "Mr. Krabs"},
+                        "group_properties": {
+                            "industry": "finance",
+                            "name": "Mr. Krabs",
+                        },
                         "group_type_index": 0,
                     },
                 ],
@@ -61,7 +77,10 @@ def test_groups_list(self):
                     {
                         "created_at": "2021-05-01T00:00:00Z",
                         "group_key": "org:5",
-                        "group_properties": {"industry": "finance", "name": "Mr. Krabs"},
+                        "group_properties": {
+                            "industry": "finance",
+                            "name": "Mr. Krabs",
+                        },
                         "group_type_index": 0,
                     },
                 ],
@@ -78,7 +97,10 @@ def test_groups_list(self):
                     {
                         "created_at": "2021-05-01T00:00:00Z",
                         "group_key": "org:5",
-                        "group_properties": {"industry": "finance", "name": "Mr. Krabs"},
+                        "group_properties": {
+                            "industry": "finance",
+                            "name": "Mr. Krabs",
+                        },
                         "group_type_index": 0,
                     },
                 ],
@@ -90,7 +112,12 @@ def test_groups_list_no_group_type(self):
         response_data = self.client.get(f"/api/projects/{self.team.id}/groups/").json()
         self.assertEqual(
             response_data,
-            {"type": "validation_error", "attr": "group_type_index", "code": "invalid_input", "detail": mock.ANY},
+            {
+                "type": "validation_error",
+                "attr": "group_type_index",
+                "code": "invalid_input",
+                "detail": mock.ANY,
+            },
         )
 
     @freeze_time("2021-05-02")
@@ -101,7 +128,12 @@ def test_retrieve_group(self):
             group_key="key",
             properties={"industry": "finance", "name": "Mr. Krabs"},
         )
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="foo//bar", properties={})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="foo//bar",
+            properties={},
+        )
 
         fail_response = self.client.get(f"/api/projects/{self.team.id}/groups/find?group_type_index=1&group_key=key")
         self.assertEqual(fail_response.status_code, 404)
@@ -236,9 +268,24 @@ def test_property_definitions(self):
             group_key="org:5",
             properties={"industry": "finance", "name": "Mr. Krabs"},
         )
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:6", properties={"industry": "technology"})
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="company:1", properties={"name": "Plankton"})
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="company:2", properties={})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:6",
+            properties={"industry": "technology"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:1",
+            properties={"name": "Plankton"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:2",
+            properties={},
+        )
 
         response_data = self.client.get(f"/api/projects/{self.team.id}/groups/property_definitions").json()
         self.assertEqual(
@@ -250,9 +297,24 @@ def test_property_definitions(self):
         )
 
     def test_property_values(self):
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:5", properties={"industry": "finance"})
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:6", properties={"industry": "technology"})
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="org:1", properties={"industry": "finance"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:5",
+            properties={"industry": "finance"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:6",
+            properties={"industry": "technology"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="org:1",
+            properties={"industry": "finance"},
+        )
         response_data = self.client.get(
             f"/api/projects/{self.team.id}/groups/property_values/?key=industry&group_type_index=0"
         ).json()
@@ -260,9 +322,24 @@ def test_property_values(self):
         self.assertEqual(response_data, [{"name": "finance"}, {"name": "technology"}])
 
     def test_empty_property_values(self):
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:5", properties={"industry": "finance"})
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:6", properties={"industry": "technology"})
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="org:1", properties={"industry": "finance"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:5",
+            properties={"industry": "finance"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:6",
+            properties={"industry": "technology"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="org:1",
+            properties={"industry": "finance"},
+        )
         response_data = self.client.get(
             f"/api/projects/{self.team.id}/groups/property_values/?key=name&group_type_index=0"
         ).json()
@@ -278,7 +355,11 @@ def test_update_groups_metadata(self):
             f"/api/projects/{self.team.id}/groups_types/update_metadata",
             [
                 {"group_type_index": 0, "name_singular": "organization!"},
-                {"group_type_index": 1, "group_type": "rename attempt", "name_plural": "playlists"},
+                {
+                    "group_type_index": 1,
+                    "group_type": "rename attempt",
+                    "name_plural": "playlists",
+                },
             ],
         ).json()
 
@@ -291,8 +372,18 @@ def test_update_groups_metadata(self):
                     "name_singular": "organization!",
                     "name_plural": None,
                 },
-                {"group_type_index": 1, "group_type": "playlist", "name_singular": None, "name_plural": "playlists"},
-                {"group_type_index": 2, "group_type": "another", "name_singular": None, "name_plural": None},
+                {
+                    "group_type_index": 1,
+                    "group_type": "playlist",
+                    "name_singular": None,
+                    "name_plural": "playlists",
+                },
+                {
+                    "group_type_index": 2,
+                    "group_type": "another",
+                    "name_singular": None,
+                    "name_plural": None,
+                },
             ],
         )
 
@@ -312,8 +403,18 @@ def test_list_group_types(self):
                     "name_singular": None,
                     "name_plural": None,
                 },
-                {"group_type_index": 1, "group_type": "playlist", "name_singular": None, "name_plural": None},
-                {"group_type_index": 2, "group_type": "another", "name_singular": None, "name_plural": None},
+                {
+                    "group_type_index": 1,
+                    "group_type": "playlist",
+                    "name_singular": None,
+                    "name_plural": None,
+                },
+                {
+                    "group_type_index": 2,
+                    "group_type": "another",
+                    "name_singular": None,
+                    "name_plural": None,
+                },
             ],
         )
 
@@ -328,7 +429,10 @@ def test_cannot_list_group_types_of_another_org(self):
         response = self.client.get(f"/api/projects/{other_team.id}/groups_types")  # No access to this project
 
         self.assertEqual(response.status_code, 403, response.json())
-        self.assertEqual(response.json(), self.permission_denied_response("You don't have access to the project."))
+        self.assertEqual(
+            response.json(),
+            self.permission_denied_response("You don't have access to the project."),
+        )
 
     def test_can_list_group_types_of_another_org_with_sharing_access_token(self):
         other_org = Organization.objects.create(name="other org")
@@ -352,8 +456,18 @@ def test_can_list_group_types_of_another_org_with_sharing_access_token(self):
                     "name_singular": None,
                     "name_plural": None,
                 },
-                {"group_type_index": 1, "group_type": "playlist", "name_singular": None, "name_plural": None},
-                {"group_type_index": 2, "group_type": "another", "name_singular": None, "name_plural": None},
+                {
+                    "group_type_index": 1,
+                    "group_type": "playlist",
+                    "name_singular": None,
+                    "name_plural": None,
+                },
+                {
+                    "group_type_index": 2,
+                    "group_type": "another",
+                    "name_singular": None,
+                    "name_plural": None,
+                },
             ],
         )
 
diff --git a/ee/clickhouse/views/test/test_clickhouse_path_person.py b/ee/clickhouse/views/test/test_clickhouse_path_person.py
index faf12efda9edb..48fc8a2475c06 100644
--- a/ee/clickhouse/views/test/test_clickhouse_path_person.py
+++ b/ee/clickhouse/views/test/test_clickhouse_path_person.py
@@ -10,7 +10,12 @@
 from posthog.models.instance_setting import get_instance_setting
 from posthog.models.person import Person
 from posthog.tasks.calculate_cohort import insert_cohort_from_insight_filter
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_event, _create_person
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    _create_event,
+    _create_person,
+)
 
 
 class TestPathPerson(ClickhouseTestMixin, APIBaseTest):
@@ -86,7 +91,12 @@ def test_create_paths_cohort(self, _insert_cohort_from_insight_filter):
 
         _insert_cohort_from_insight_filter.assert_called_once_with(
             cohort_id,
-            {"insight": "PATHS", "filter_test_accounts": "false", "date_from": "2021-05-01", "date_to": "2021-05-10"},
+            {
+                "insight": "PATHS",
+                "filter_test_accounts": "false",
+                "date_from": "2021-05-01",
+                "date_to": "2021-05-10",
+            },
         )
 
         insert_cohort_from_insight_filter(cohort_id, params)
@@ -256,7 +266,8 @@ def test_basic_format_with_funnel_path_get(self):
         }
 
         get_response = self.client.get(
-            "/api/person/path/", data={**request_data, "funnel_filter": json.dumps(funnel_filter)}
+            "/api/person/path/",
+            data={**request_data, "funnel_filter": json.dumps(funnel_filter)},
         )
         self.assertEqual(get_response.status_code, status.HTTP_200_OK)
         get_j = get_response.json()
diff --git a/ee/clickhouse/views/test/test_clickhouse_paths.py b/ee/clickhouse/views/test/test_clickhouse_paths.py
index ff82efb250be4..2a9e7f47cf437 100644
--- a/ee/clickhouse/views/test/test_clickhouse_paths.py
+++ b/ee/clickhouse/views/test/test_clickhouse_paths.py
@@ -3,7 +3,12 @@
 from rest_framework import status
 
 from posthog.constants import FUNNEL_PATH_AFTER_STEP, INSIGHT_FUNNELS, INSIGHT_PATHS
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_event, _create_person
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    _create_event,
+    _create_person,
+)
 
 
 class TestClickhousePaths(ClickhouseTestMixin, APIBaseTest):
@@ -37,8 +42,18 @@ def _create_sample_data(self, num, delete=False):
 
     def test_insight_paths_basic(self):
         _create_person(team=self.team, distinct_ids=["person_1"])
-        _create_event(properties={"$current_url": "/"}, distinct_id="person_1", event="$pageview", team=self.team)
-        _create_event(properties={"$current_url": "/about"}, distinct_id="person_1", event="$pageview", team=self.team)
+        _create_event(
+            properties={"$current_url": "/"},
+            distinct_id="person_1",
+            event="$pageview",
+            team=self.team,
+        )
+        _create_event(
+            properties={"$current_url": "/about"},
+            distinct_id="person_1",
+            event="$pageview",
+            team=self.team,
+        )
 
         response = self.client.get(f"/api/projects/{self.team.id}/insights/path").json()
         self.assertEqual(len(response["result"]), 1)
@@ -50,90 +65,183 @@ def test_insight_paths_basic_exclusions(self):
         _create_event(distinct_id="person_1", event="third event", team=self.team)
 
         response = self.client.get(
-            f"/api/projects/{self.team.id}/insights/path", data={"exclude_events": '["second event"]'}
+            f"/api/projects/{self.team.id}/insights/path",
+            data={"exclude_events": '["second event"]'},
         ).json()
         self.assertEqual(len(response["result"]), 1)
 
     def test_backwards_compatible_path_types(self):
-
         _create_person(team=self.team, distinct_ids=["person_1"])
-        _create_event(properties={"$current_url": "/"}, distinct_id="person_1", event="$pageview", team=self.team)
-        _create_event(properties={"$current_url": "/about"}, distinct_id="person_1", event="$pageview", team=self.team)
         _create_event(
-            properties={"$current_url": "/something else"}, distinct_id="person_1", event="$pageview", team=self.team
+            properties={"$current_url": "/"},
+            distinct_id="person_1",
+            event="$pageview",
+            team=self.team,
+        )
+        _create_event(
+            properties={"$current_url": "/about"},
+            distinct_id="person_1",
+            event="$pageview",
+            team=self.team,
+        )
+        _create_event(
+            properties={"$current_url": "/something else"},
+            distinct_id="person_1",
+            event="$pageview",
+            team=self.team,
+        )
+        _create_event(
+            properties={"$screen_name": "/screen1"},
+            distinct_id="person_1",
+            event="$screen",
+            team=self.team,
         )
-        _create_event(properties={"$screen_name": "/screen1"}, distinct_id="person_1", event="$screen", team=self.team)
         _create_event(distinct_id="person_1", event="custom1", team=self.team)
         _create_event(distinct_id="person_1", event="custom2", team=self.team)
         response = self.client.get(
-            f"/api/projects/{self.team.id}/insights/path", data={"path_type": "$pageview", "insight": "PATHS"}
+            f"/api/projects/{self.team.id}/insights/path",
+            data={"path_type": "$pageview", "insight": "PATHS"},
         ).json()
         self.assertEqual(len(response["result"]), 2)
 
         response = self.client.get(
-            f"/api/projects/{self.team.id}/insights/path", data={"path_type": "custom_event", "insight": "PATHS"}
+            f"/api/projects/{self.team.id}/insights/path",
+            data={"path_type": "custom_event", "insight": "PATHS"},
         ).json()
         self.assertEqual(len(response["result"]), 1)
         response = self.client.get(
-            f"/api/projects/{self.team.id}/insights/path", data={"path_type": "$screen", "insight": "PATHS"}
+            f"/api/projects/{self.team.id}/insights/path",
+            data={"path_type": "$screen", "insight": "PATHS"},
         ).json()
         self.assertEqual(len(response["result"]), 0)
 
     def test_backwards_compatible_start_point(self):
-
         _create_person(team=self.team, distinct_ids=["person_1"])
-        _create_event(properties={"$current_url": "/"}, distinct_id="person_1", event="$pageview", team=self.team)
-        _create_event(properties={"$current_url": "/about"}, distinct_id="person_1", event="$pageview", team=self.team)
         _create_event(
-            properties={"$current_url": "/something else"}, distinct_id="person_1", event="$pageview", team=self.team
+            properties={"$current_url": "/"},
+            distinct_id="person_1",
+            event="$pageview",
+            team=self.team,
+        )
+        _create_event(
+            properties={"$current_url": "/about"},
+            distinct_id="person_1",
+            event="$pageview",
+            team=self.team,
+        )
+        _create_event(
+            properties={"$current_url": "/something else"},
+            distinct_id="person_1",
+            event="$pageview",
+            team=self.team,
+        )
+        _create_event(
+            properties={"$screen_name": "/screen1"},
+            distinct_id="person_1",
+            event="$screen",
+            team=self.team,
+        )
+        _create_event(
+            properties={"$screen_name": "/screen2"},
+            distinct_id="person_1",
+            event="$screen",
+            team=self.team,
         )
-        _create_event(properties={"$screen_name": "/screen1"}, distinct_id="person_1", event="$screen", team=self.team)
-        _create_event(properties={"$screen_name": "/screen2"}, distinct_id="person_1", event="$screen", team=self.team)
         _create_event(distinct_id="person_1", event="custom1", team=self.team)
         _create_event(distinct_id="person_1", event="custom2", team=self.team)
         response = self.client.get(
             f"/api/projects/{self.team.id}/insights/path",
-            data={"path_type": "$pageview", "insight": "PATHS", "start_point": "/about"},
+            data={
+                "path_type": "$pageview",
+                "insight": "PATHS",
+                "start_point": "/about",
+            },
         ).json()
         self.assertEqual(len(response["result"]), 1)
 
         response = self.client.get(
             f"/api/projects/{self.team.id}/insights/path",
-            data={"path_type": "custom_event", "insight": "PATHS", "start_point": "custom2"},
+            data={
+                "path_type": "custom_event",
+                "insight": "PATHS",
+                "start_point": "custom2",
+            },
         ).json()
         self.assertEqual(len(response["result"]), 0)
         response = self.client.get(
             f"/api/projects/{self.team.id}/insights/path",
-            data={"path_type": "$screen", "insight": "PATHS", "start_point": "/screen1"},
+            data={
+                "path_type": "$screen",
+                "insight": "PATHS",
+                "start_point": "/screen1",
+            },
         ).json()
         self.assertEqual(len(response["result"]), 1)
 
     def test_path_groupings(self):
         _create_person(team=self.team, distinct_ids=["person_1"])
         _create_event(
-            properties={"$current_url": "/about_1"}, distinct_id="person_1", event="$pageview", team=self.team
+            properties={"$current_url": "/about_1"},
+            distinct_id="person_1",
+            event="$pageview",
+            team=self.team,
+        )
+        _create_event(
+            properties={"$current_url": "/about_2"},
+            distinct_id="person_1",
+            event="$pageview",
+            team=self.team,
+        )
+        _create_event(
+            properties={"$current_url": "/something else"},
+            distinct_id="person_1",
+            event="$pageview",
+            team=self.team,
         )
         _create_event(
-            properties={"$current_url": "/about_2"}, distinct_id="person_1", event="$pageview", team=self.team
+            properties={"$current_url": "/about3"},
+            distinct_id="person_1",
+            event="$pageview",
+            team=self.team,
         )
         _create_event(
-            properties={"$current_url": "/something else"}, distinct_id="person_1", event="$pageview", team=self.team
+            properties={"$current_url": "/about4"},
+            distinct_id="person_1",
+            event="$pageview",
+            team=self.team,
         )
-        _create_event(properties={"$current_url": "/about3"}, distinct_id="person_1", event="$pageview", team=self.team)
-        _create_event(properties={"$current_url": "/about4"}, distinct_id="person_1", event="$pageview", team=self.team)
 
         _create_person(team=self.team, distinct_ids=["person_2"])
         _create_event(
-            properties={"$current_url": "/about_1"}, distinct_id="person_2", event="$pageview", team=self.team
+            properties={"$current_url": "/about_1"},
+            distinct_id="person_2",
+            event="$pageview",
+            team=self.team,
+        )
+        _create_event(
+            properties={"$current_url": "/about_2"},
+            distinct_id="person_2",
+            event="$pageview",
+            team=self.team,
+        )
+        _create_event(
+            properties={"$current_url": "/something else"},
+            distinct_id="person_2",
+            event="$pageview",
+            team=self.team,
         )
         _create_event(
-            properties={"$current_url": "/about_2"}, distinct_id="person_2", event="$pageview", team=self.team
+            properties={"$current_url": "/about3"},
+            distinct_id="person_2",
+            event="$pageview",
+            team=self.team,
         )
         _create_event(
-            properties={"$current_url": "/something else"}, distinct_id="person_2", event="$pageview", team=self.team
+            properties={"$current_url": "/about4"},
+            distinct_id="person_2",
+            event="$pageview",
+            team=self.team,
         )
-        _create_event(properties={"$current_url": "/about3"}, distinct_id="person_2", event="$pageview", team=self.team)
-        _create_event(properties={"$current_url": "/about4"}, distinct_id="person_2", event="$pageview", team=self.team)
 
         response = self.client.get(
             f"/api/projects/{self.team.id}/insights/path",
@@ -173,11 +281,19 @@ def test_funnel_path_post(self):
         }
 
         post_response = self.client.post(
-            f"/api/projects/{self.team.id}/insights/path/", data={**request_data, "funnel_filter": funnel_filter}
+            f"/api/projects/{self.team.id}/insights/path/",
+            data={**request_data, "funnel_filter": funnel_filter},
         )
         self.assertEqual(post_response.status_code, status.HTTP_200_OK)
         post_j = post_response.json()
         self.assertEqual(
             post_j["result"],
-            [{"source": "1_step two", "target": "2_step three", "value": 4, "average_conversion_time": 600000.0}],
+            [
+                {
+                    "source": "1_step two",
+                    "target": "2_step three",
+                    "value": 4,
+                    "average_conversion_time": 600000.0,
+                }
+            ],
         )
diff --git a/ee/clickhouse/views/test/test_clickhouse_retention.py b/ee/clickhouse/views/test/test_clickhouse_retention.py
index 19b912e7c448e..f64aa17ca5834 100644
--- a/ee/clickhouse/views/test/test_clickhouse_retention.py
+++ b/ee/clickhouse/views/test/test_clickhouse_retention.py
@@ -7,7 +7,10 @@
 from posthog.api.test.test_organization import create_organization
 from posthog.api.test.test_team import create_team
 from posthog.api.test.test_user import create_user
-from posthog.models.instance_setting import get_instance_setting, override_instance_config
+from posthog.models.instance_setting import (
+    get_instance_setting,
+    override_instance_config,
+)
 from posthog.models.person import Person as PersonModel
 from posthog.test.base import (
     APIBaseTest,
@@ -22,7 +25,6 @@
 class RetentionTests(APIBaseTest, ClickhouseTestMixin):
     @snapshot_clickhouse_queries
     def test_retention_test_account_filters(self):
-
         organization = create_organization(name="test")
         team = create_team(organization=organization)
         user = create_user(email="test@posthog.com", password="1234", organization=organization)
@@ -30,19 +32,37 @@ def test_retention_test_account_filters(self):
         self.client.force_login(user)
 
         team.test_account_filters = [
-            {"key": "email", "type": "person", "value": "posthog.com", "operator": "not_icontains"}
+            {
+                "key": "email",
+                "type": "person",
+                "value": "posthog.com",
+                "operator": "not_icontains",
+            }
         ]
         team.save()
 
-        update_or_create_person(distinct_ids=["person 1"], team_id=team.pk, properties={"email": "posthog.com"})
+        update_or_create_person(
+            distinct_ids=["person 1"],
+            team_id=team.pk,
+            properties={"email": "posthog.com"},
+        )
         update_or_create_person(distinct_ids=["person 2"], team_id=team.pk)
         update_or_create_person(distinct_ids=["person 3"], team_id=team.pk)
 
         setup_user_activity_by_day(
             daily_activity={
-                "2020-01-01": {"person 1": [{"event": "target event"}], "person 2": [{"event": "target event"}]},
-                "2020-01-02": {"person 1": [{"event": "target event"}], "person 3": [{"event": "target event"}]},
-                "2020-01-03": {"person 1": [{"event": "target event"}], "person 3": [{"event": "target event"}]},
+                "2020-01-01": {
+                    "person 1": [{"event": "target event"}],
+                    "person 2": [{"event": "target event"}],
+                },
+                "2020-01-02": {
+                    "person 1": [{"event": "target event"}],
+                    "person 3": [{"event": "target event"}],
+                },
+                "2020-01-03": {
+                    "person 1": [{"event": "target event"}],
+                    "person 3": [{"event": "target event"}],
+                },
             },
             team=team,
         )
@@ -64,7 +84,10 @@ def test_retention_test_account_filters(self):
 
         retention_by_cohort_by_period = get_by_cohort_by_period_for_response(client=self.client, response=retention)
 
-        assert retention_by_cohort_by_period == {"Day 0": {"1": ["person 2"], "2": []}, "Day 1": {"1": ["person 3"]}}
+        assert retention_by_cohort_by_period == {
+            "Day 0": {"1": ["person 2"], "2": []},
+            "Day 1": {"1": ["person 3"]},
+        }
 
     @snapshot_clickhouse_queries
     def test_retention_aggregation_by_distinct_id_and_retrieve_people(self):
@@ -79,8 +102,14 @@ def test_retention_aggregation_by_distinct_id_and_retrieve_people(self):
 
         setup_user_activity_by_day(
             daily_activity={
-                "2020-01-01": {"person 1": [{"event": "target event"}], "another one": [{"event": "target event"}]},
-                "2020-01-02": {"person 1": [{"event": "target event"}], "person 2": [{"event": "target event"}]},
+                "2020-01-01": {
+                    "person 1": [{"event": "target event"}],
+                    "another one": [{"event": "target event"}],
+                },
+                "2020-01-02": {
+                    "person 1": [{"event": "target event"}],
+                    "person 2": [{"event": "target event"}],
+                },
                 "2020-01-03": {"another one": [{"event": "target event"}]},
             },
             team=team,
@@ -182,7 +211,14 @@ def test_people_stable_pagination(self):
         # but we can assert that all 3 count distinct IDs should be in this list.
         self.assertTrue(
             distinct_id in distinct_ids
-            for distinct_id in ["person 4", "person 3", "person 1", "person 2", "person 0", "person 5"]
+            for distinct_id in [
+                "person 4",
+                "person 3",
+                "person 1",
+                "person 2",
+                "person 0",
+                "person 5",
+            ]
         )
 
         people_url = response_json["next"]
@@ -283,9 +319,18 @@ def test_can_get_retention_cohort_breakdown(self):
 
         setup_user_activity_by_day(
             daily_activity={
-                "2020-01-01": {"person 1": [{"event": "target event"}], "person 2": [{"event": "target event"}]},
-                "2020-01-02": {"person 1": [{"event": "target event"}], "person 3": [{"event": "target event"}]},
-                "2020-01-03": {"person 1": [{"event": "target event"}], "person 3": [{"event": "target event"}]},
+                "2020-01-01": {
+                    "person 1": [{"event": "target event"}],
+                    "person 2": [{"event": "target event"}],
+                },
+                "2020-01-02": {
+                    "person 1": [{"event": "target event"}],
+                    "person 3": [{"event": "target event"}],
+                },
+                "2020-01-03": {
+                    "person 1": [{"event": "target event"}],
+                    "person 3": [{"event": "target event"}],
+                },
             },
             team=team,
         )
@@ -324,9 +369,18 @@ def test_can_get_retention_cohort_breakdown_with_retention_type_target(self):
 
         setup_user_activity_by_day(
             daily_activity={
-                "2020-01-01": {"person 1": [{"event": "target event"}], "person 2": [{"event": "target event"}]},
-                "2020-01-02": {"person 1": [{"event": "target event"}], "person 3": [{"event": "target event"}]},
-                "2020-01-03": {"person 1": [{"event": "target event"}], "person 3": [{"event": "target event"}]},
+                "2020-01-01": {
+                    "person 1": [{"event": "target event"}],
+                    "person 2": [{"event": "target event"}],
+                },
+                "2020-01-02": {
+                    "person 1": [{"event": "target event"}],
+                    "person 3": [{"event": "target event"}],
+                },
+                "2020-01-03": {
+                    "person 1": [{"event": "target event"}],
+                    "person 3": [{"event": "target event"}],
+                },
             },
             team=team,
         )
@@ -373,14 +427,20 @@ def test_can_specify_breakdown_person_property(self):
         setup_user_activity_by_day(
             daily_activity={
                 "2020-01-01": {"person 1": [{"event": "target event"}]},
-                "2020-01-02": {"person 1": [{"event": "target event"}], "person 2": [{"event": "target event"}]},
+                "2020-01-02": {
+                    "person 1": [{"event": "target event"}],
+                    "person 2": [{"event": "target event"}],
+                },
                 # IMPORTANT: we include data past the end of the requested
                 # window, as we want to ensure that we pick up all retention
                 # periods for a user. e.g. for "person 2" we do not want to miss
                 # the count from 2020-01-03 e.g. the second period, otherwise we
                 # will skew results for users that didn't perform their target
                 # event right at the beginning of the requested range.
-                "2020-01-03": {"person 1": [{"event": "target event"}], "person 2": [{"event": "target event"}]},
+                "2020-01-03": {
+                    "person 1": [{"event": "target event"}],
+                    "person 2": [{"event": "target event"}],
+                },
             },
             team=team,
         )
@@ -443,7 +503,10 @@ def test_can_specify_breakdown_event_property(self):
                 # the count from 2020-01-03 e.g. the second period, otherwise we
                 # will skew results for users that didn't perform their target
                 # event right at the beginning of the requested range.
-                "2020-01-03": {"person 1": [{"event": "target event"}], "person 2": [{"event": "target event"}]},
+                "2020-01-03": {
+                    "person 1": [{"event": "target event"}],
+                    "person 2": [{"event": "target event"}],
+                },
             },
             team=team,
         )
@@ -502,7 +565,10 @@ def test_can_specify_breakdown_event_property_and_retrieve_people(self):
                     "person 1": [{"event": "target event", "properties": {"os": "Chrome"}}],
                     "person 2": [{"event": "target event", "properties": {"os": "Safari"}}],
                 },
-                "2020-01-02": {"person 1": [{"event": "target event"}], "person 2": [{"event": "target event"}]},
+                "2020-01-02": {
+                    "person 1": [{"event": "target event"}],
+                    "person 2": [{"event": "target event"}],
+                },
             },
             team=team,
         )
@@ -570,7 +636,10 @@ def test_can_get_retention_week_interval(self):
 
         retention_by_cohort_by_period = get_by_cohort_by_period_for_response(client=self.client, response=retention)
 
-        assert retention_by_cohort_by_period == {"Week 0": {"1": ["person 1"], "2": []}, "Week 1": {"1": ["person 2"]}}
+        assert retention_by_cohort_by_period == {
+            "Week 0": {"1": ["person 1"], "2": []},
+            "Week 1": {"1": ["person 2"]},
+        }
 
 
 class RegressionTests(APIBaseTest, ClickhouseTestMixin):
@@ -602,7 +671,14 @@ def test_can_get_actors_and_use_percent_char_filter(self):
                 date_to="2020-01-08",
                 period="Week",
                 retention_type="retention_first_time",
-                properties=[{"key": "email", "value": "posthog.com", "operator": "not_icontains", "type": "person"}],
+                properties=[
+                    {
+                        "key": "email",
+                        "value": "posthog.com",
+                        "operator": "not_icontains",
+                        "type": "person",
+                    }
+                ],
             ),
         )
 
diff --git a/ee/clickhouse/views/test/test_clickhouse_stickiness.py b/ee/clickhouse/views/test/test_clickhouse_stickiness.py
index 8c13580363103..c9d42a6f75a6a 100644
--- a/ee/clickhouse/views/test/test_clickhouse_stickiness.py
+++ b/ee/clickhouse/views/test/test_clickhouse_stickiness.py
@@ -4,13 +4,21 @@
 from freezegun.api import freeze_time
 
 from ee.clickhouse.queries.stickiness import ClickhouseStickiness
-from posthog.api.test.test_stickiness import get_stickiness_time_series_ok, stickiness_test_factory
+from posthog.api.test.test_stickiness import (
+    get_stickiness_time_series_ok,
+    stickiness_test_factory,
+)
 from posthog.models.action import Action
 from posthog.models.action_step import ActionStep
 from posthog.models.filters.stickiness_filter import StickinessFilter
 from posthog.models.group.util import create_group
 from posthog.queries.util import get_earliest_timestamp
-from posthog.test.base import ClickhouseTestMixin, _create_event, _create_person, snapshot_clickhouse_queries
+from posthog.test.base import (
+    ClickhouseTestMixin,
+    _create_event,
+    _create_person,
+    snapshot_clickhouse_queries,
+)
 from posthog.test.test_journeys import journeys_for
 
 
@@ -29,26 +37,56 @@ def get_people_from_url_ok(client: Client, url: str):
     return response.json()["results"][0]["people"]
 
 
-class TestClickhouseStickiness(ClickhouseTestMixin, stickiness_test_factory(ClickhouseStickiness, _create_event, _create_person, _create_action, get_earliest_timestamp)):  # type: ignore
+class TestClickhouseStickiness(
+    ClickhouseTestMixin,
+    stickiness_test_factory(
+        ClickhouseStickiness,
+        _create_event,
+        _create_person,
+        _create_action,
+        get_earliest_timestamp,
+    ),
+):  # type: ignore
     @snapshot_clickhouse_queries
     def test_filter_by_group_properties(self):
         create_group(
-            team_id=self.team.pk, group_type_index=0, group_key=f"org:1", properties={"industry": "technology"}
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key=f"org:1",
+            properties={"industry": "technology"},
         )
         create_group(
-            team_id=self.team.pk, group_type_index=0, group_key=f"org:2", properties={"industry": "agriculture"}
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key=f"org:2",
+            properties={"industry": "agriculture"},
         )
         create_group(
-            team_id=self.team.pk, group_type_index=0, group_key=f"org:3", properties={"industry": "technology"}
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key=f"org:3",
+            properties={"industry": "technology"},
         )
         create_group(team_id=self.team.pk, group_type_index=0, group_key=f"org:4", properties={})
         create_group(
-            team_id=self.team.pk, group_type_index=1, group_key=f"company:1", properties={"industry": "technology"}
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key=f"company:1",
+            properties={"industry": "technology"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key=f"instance:1",
+            properties={},
         )
-        create_group(team_id=self.team.pk, group_type_index=1, group_key=f"instance:1", properties={})
 
         p1, p2, p3, p4 = self._create_multiple_people(
-            period=timedelta(weeks=1), event_properties=lambda i: {"$group_0": f"org:{i}", "$group_1": "instance:1"}
+            period=timedelta(weeks=1),
+            event_properties=lambda i: {
+                "$group_0": f"org:{i}",
+                "$group_1": "instance:1",
+            },
         )
 
         with freeze_time("2020-02-15T13:01:01Z"):
@@ -60,7 +98,14 @@ def test_filter_by_group_properties(self):
                     "date_from": "2020-01-01",
                     "date_to": "2020-02-15",
                     "events": [{"id": "watched movie"}],
-                    "properties": [{"key": "industry", "value": "technology", "type": "group", "group_type_index": 0}],
+                    "properties": [
+                        {
+                            "key": "industry",
+                            "value": "technology",
+                            "type": "group",
+                            "group_type_index": 0,
+                        }
+                    ],
                     "interval": "week",
                 },
             )
@@ -81,16 +126,26 @@ def test_filter_by_group_properties(self):
     @snapshot_clickhouse_queries
     def test_aggregate_by_groups(self):
         create_group(
-            team_id=self.team.pk, group_type_index=0, group_key=f"org:0", properties={"industry": "technology"}
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key=f"org:0",
+            properties={"industry": "technology"},
         )
         create_group(
-            team_id=self.team.pk, group_type_index=0, group_key=f"org:1", properties={"industry": "agriculture"}
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key=f"org:1",
+            properties={"industry": "agriculture"},
         )
         create_group(
-            team_id=self.team.pk, group_type_index=0, group_key=f"org:2", properties={"industry": "technology"}
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key=f"org:2",
+            properties={"industry": "technology"},
         )
         self._create_multiple_people(
-            period=timedelta(weeks=1), event_properties=lambda i: {"$group_0": f"org:{i // 2}"}
+            period=timedelta(weeks=1),
+            event_properties=lambda i: {"$group_0": f"org:{i // 2}"},
         )
 
         with freeze_time("2020-02-15T13:01:01Z"):
@@ -101,7 +156,13 @@ def test_aggregate_by_groups(self):
                     "shown_as": "Stickiness",
                     "date_from": "2020-01-01",
                     "date_to": "2020-02-15",
-                    "events": [{"id": "watched movie", "math": "unique_group", "math_group_type_index": 0}],
+                    "events": [
+                        {
+                            "id": "watched movie",
+                            "math": "unique_group",
+                            "math_group_type_index": 0,
+                        }
+                    ],
                     "interval": "week",
                 },
             )
diff --git a/ee/clickhouse/views/test/test_clickhouse_trends.py b/ee/clickhouse/views/test/test_clickhouse_trends.py
index be67ce627f4ed..034234df3929e 100644
--- a/ee/clickhouse/views/test/test_clickhouse_trends.py
+++ b/ee/clickhouse/views/test/test_clickhouse_trends.py
@@ -12,7 +12,11 @@
 
 from ee.api.test.base import LicensedTestMixin
 from posthog.api.test.test_cohort import create_cohort_ok
-from posthog.api.test.test_event_definition import create_organization, create_team, create_user
+from posthog.api.test.test_event_definition import (
+    create_organization,
+    create_team,
+    create_user,
+)
 from posthog.models.group.util import create_group
 from posthog.models.group_type_mapping import GroupTypeMapping
 from posthog.models.instance_setting import set_instance_setting
@@ -56,7 +60,11 @@ def test_includes_only_intervals_within_range(client: Client):
     with freeze_time("2021-09-20T16:00:00"):
         #  First identify as a member of the cohort
         distinct_id = "abc"
-        update_or_create_person(distinct_ids=[distinct_id], team_id=team.id, properties={"cohort_identifier": 1})
+        update_or_create_person(
+            distinct_ids=[distinct_id],
+            team_id=team.id,
+            properties={"cohort_identifier": 1},
+        )
         cohort = create_cohort_ok(
             client=client,
             team_id=team.id,
@@ -515,7 +523,6 @@ class ClickhouseTestTrends(ClickhouseTestMixin, LicensedTestMixin, APIBaseTest):
 
     @snapshot_clickhouse_queries
     def test_insight_trends_basic(self):
-
         events_by_person = {
             "1": [{"event": "$pageview", "timestamp": datetime(2012, 1, 14, 3)}],
             "2": [{"event": "$pageview", "timestamp": datetime(2012, 1, 14, 3)}],
@@ -523,7 +530,6 @@ def test_insight_trends_basic(self):
         created_people = journeys_for(events_by_person, self.team)
 
         with freeze_time("2012-01-15T04:01:34.000Z"):
-
             request = TrendsRequest(
                 date_from="-14d",
                 display="ActionsLineGraph",
@@ -556,14 +562,19 @@ def test_insight_trends_basic(self):
 
     def test_insight_trends_entity_overlap(self):
         events_by_person = {
-            "1": [{"event": "$pageview", "timestamp": datetime(2012, 1, 14, 3), "properties": {"key": "val"}}],
+            "1": [
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2012, 1, 14, 3),
+                    "properties": {"key": "val"},
+                }
+            ],
             "2": [{"event": "$pageview", "timestamp": datetime(2012, 1, 14, 3)}],
             "3": [{"event": "$pageview", "timestamp": datetime(2012, 1, 14, 3)}],
         }
         created_people = journeys_for(events_by_person, self.team)
 
         with freeze_time("2012-01-15T04:01:34.000Z"):
-
             request = TrendsRequest(
                 date_from="-14d",
                 display="ActionsLineGraph",
@@ -607,20 +618,28 @@ def test_insight_trends_entity_overlap(self):
             people = get_people_from_url_ok(self.client, data["$pageview - 0"]["2012-01-14"].person_url)
 
         assert sorted([p["id"] for p in people]) == sorted(
-            [str(created_people["1"].uuid), str(created_people["2"].uuid), str(created_people["3"].uuid)]
+            [
+                str(created_people["1"].uuid),
+                str(created_people["2"].uuid),
+                str(created_people["3"].uuid),
+            ]
         )
 
     @snapshot_clickhouse_queries
     def test_insight_trends_clean_arg(self):
-
         events_by_actor = {
-            "1": [{"event": "$pageview", "timestamp": datetime(2012, 1, 14, 3), "properties": {"key": "val"}}],
+            "1": [
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2012, 1, 14, 3),
+                    "properties": {"key": "val"},
+                }
+            ],
             "2": [{"event": "$pageview", "timestamp": datetime(2012, 1, 14, 3)}],
         }
         created_actors = journeys_for(events_by_actor, self.team)
 
         with freeze_time("2012-01-15T04:01:34.000Z"):
-
             request = TrendsRequest(
                 date_from="-14d",
                 display="ActionsLineGraph",
@@ -647,7 +666,6 @@ def test_insight_trends_clean_arg(self):
 
     @snapshot_clickhouse_queries
     def test_insight_trends_aggregate(self):
-
         events_by_person = {
             "1": [{"event": "$pageview", "timestamp": datetime(2012, 1, 13, 3)}],
             "2": [{"event": "$pageview", "timestamp": datetime(2012, 1, 14, 3)}],
@@ -685,18 +703,37 @@ def test_insight_trends_aggregate(self):
 
     @snapshot_clickhouse_queries
     def test_insight_trends_cumulative(self):
-
         _create_person(team_id=self.team.pk, distinct_ids=["p1"], properties={"key": "some_val"})
         _create_person(team_id=self.team.pk, distinct_ids=["p2"], properties={"key": "some_val"})
         _create_person(team_id=self.team.pk, distinct_ids=["p3"], properties={"key": "some_val"})
 
         events_by_person = {
             "p1": [
-                {"event": "$pageview", "timestamp": datetime(2012, 1, 13, 3), "properties": {"key": "val"}},
-                {"event": "$pageview", "timestamp": datetime(2012, 1, 14, 3), "properties": {"key": "val"}},
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2012, 1, 13, 3),
+                    "properties": {"key": "val"},
+                },
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2012, 1, 14, 3),
+                    "properties": {"key": "val"},
+                },
+            ],
+            "p2": [
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2012, 1, 13, 3),
+                    "properties": {"key": "notval"},
+                }
+            ],
+            "p3": [
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2012, 1, 14, 3),
+                    "properties": {"key": "val"},
+                }
             ],
-            "p2": [{"event": "$pageview", "timestamp": datetime(2012, 1, 13, 3), "properties": {"key": "notval"}}],
-            "p3": [{"event": "$pageview", "timestamp": datetime(2012, 1, 14, 3), "properties": {"key": "val"}}],
         }
         created_people = journeys_for(events_by_person, self.team)
 
@@ -727,7 +764,11 @@ def test_insight_trends_cumulative(self):
         assert data_response["$pageview"]["2012-01-14"].label == "14-Jan-2012"
 
         assert sorted([p["id"] for p in person_response]) == sorted(
-            [str(created_people["p1"].uuid), str(created_people["p2"].uuid), str(created_people["p3"].uuid)]
+            [
+                str(created_people["p1"].uuid),
+                str(created_people["p2"].uuid),
+                str(created_people["p3"].uuid),
+            ]
         )
 
         # DAU
@@ -758,7 +799,11 @@ def test_insight_trends_cumulative(self):
         assert data_response["$pageview"]["2012-01-14"].label == "14-Jan-2012"
 
         assert sorted([p["id"] for p in person_response]) == sorted(
-            [str(created_people["p1"].uuid), str(created_people["p2"].uuid), str(created_people["p3"].uuid)]
+            [
+                str(created_people["p1"].uuid),
+                str(created_people["p2"].uuid),
+                str(created_people["p3"].uuid),
+            ]
         )
 
         # breakdown
@@ -863,8 +908,20 @@ def test_insight_trends_cumulative(self):
     @also_test_with_materialized_columns(["key"])
     def test_breakdown_with_filter(self):
         events_by_person = {
-            "person1": [{"event": "sign up", "timestamp": datetime(2012, 1, 13, 3), "properties": {"key": "val"}}],
-            "person2": [{"event": "sign up", "timestamp": datetime(2012, 1, 13, 3), "properties": {"key": "oh"}}],
+            "person1": [
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2012, 1, 13, 3),
+                    "properties": {"key": "val"},
+                }
+            ],
+            "person2": [
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2012, 1, 13, 3),
+                    "properties": {"key": "oh"},
+                }
+            ],
         }
         created_people = journeys_for(events_by_person, self.team)
 
@@ -903,12 +960,28 @@ def test_breakdown_with_filter(self):
     def test_insight_trends_compare(self):
         events_by_person = {
             "p1": [
-                {"event": "$pageview", "timestamp": datetime(2012, 1, 5, 3), "properties": {"key": "val"}},
-                {"event": "$pageview", "timestamp": datetime(2012, 1, 14, 3), "properties": {"key": "val"}},
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2012, 1, 5, 3),
+                    "properties": {"key": "val"},
+                },
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2012, 1, 14, 3),
+                    "properties": {"key": "val"},
+                },
             ],
             "p2": [
-                {"event": "$pageview", "timestamp": datetime(2012, 1, 5, 3), "properties": {"key": "notval"}},
-                {"event": "$pageview", "timestamp": datetime(2012, 1, 14, 3), "properties": {"key": "notval"}},
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2012, 1, 5, 3),
+                    "properties": {"key": "notval"},
+                },
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2012, 1, 14, 3),
+                    "properties": {"key": "notval"},
+                },
             ],
         }
         created_people = journeys_for(events_by_person, self.team)
@@ -917,7 +990,14 @@ def test_insight_trends_compare(self):
             request = TrendsRequest(
                 date_from="-7d",
                 compare=True,
-                events=[{"id": "$pageview", "name": "$pageview", "type": "events", "order": 0}],
+                events=[
+                    {
+                        "id": "$pageview",
+                        "name": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                    }
+                ],
             )
             data_response = get_trends_time_series_ok(self.client, request, self.team)
 
@@ -929,10 +1009,12 @@ def test_insight_trends_compare(self):
 
         with freeze_time("2012-01-15T04:01:34.000Z"):
             curr_people = get_people_from_url_ok(
-                self.client, data_response["$pageview - current"]["2012-01-14"].person_url
+                self.client,
+                data_response["$pageview - current"]["2012-01-14"].person_url,
             )
             prev_people = get_people_from_url_ok(
-                self.client, data_response["$pageview - previous"]["2012-01-05"].person_url
+                self.client,
+                data_response["$pageview - previous"]["2012-01-05"].person_url,
             )
 
         assert sorted([p["id"] for p in curr_people]) == sorted(
@@ -951,11 +1033,29 @@ def _create_groups(self):
         GroupTypeMapping.objects.create(team=self.team, group_type="organization", group_type_index=0)
         GroupTypeMapping.objects.create(team=self.team, group_type="company", group_type_index=1)
 
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:5", properties={"industry": "finance"})
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:6", properties={"industry": "technology"})
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:7", properties={"industry": "finance"})
         create_group(
-            team_id=self.team.pk, group_type_index=1, group_key="company:10", properties={"industry": "finance"}
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:5",
+            properties={"industry": "finance"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:6",
+            properties={"industry": "technology"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:7",
+            properties={"industry": "finance"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:10",
+            properties={"industry": "finance"},
         )
 
     @snapshot_clickhouse_queries
@@ -964,8 +1064,16 @@ def test_aggregating_by_group(self):
 
         events_by_person = {
             "person1": [
-                {"event": "$pageview", "timestamp": datetime(2020, 1, 2, 12), "properties": {"$group_0": "org:5"}},
-                {"event": "$pageview", "timestamp": datetime(2020, 1, 2, 12), "properties": {"$group_0": "org:6"}},
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2020, 1, 2, 12),
+                    "properties": {"$group_0": "org:5"},
+                },
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2020, 1, 2, 12),
+                    "properties": {"$group_0": "org:6"},
+                },
                 {
                     "event": "$pageview",
                     "timestamp": datetime(2020, 1, 2, 12),
@@ -979,7 +1087,13 @@ def test_aggregating_by_group(self):
             date_from="2020-01-01 00:00:00",
             date_to="2020-01-12 00:00:00",
             events=[
-                {"id": "$pageview", "type": "events", "order": 0, "math": "unique_group", "math_group_type_index": 0}
+                {
+                    "id": "$pageview",
+                    "type": "events",
+                    "order": 0,
+                    "math": "unique_group",
+                    "math_group_type_index": 0,
+                }
             ],
         )
         data_response = get_trends_time_series_ok(self.client, request, self.team)
@@ -995,12 +1109,28 @@ def test_aggregating_by_group(self):
     def test_aggregating_by_session(self):
         events_by_person = {
             "person1": [
-                {"event": "$pageview", "timestamp": datetime(2020, 1, 1, 12), "properties": {"$session_id": "1"}},
-                {"event": "$pageview", "timestamp": datetime(2020, 1, 1, 12), "properties": {"$session_id": "1"}},
-                {"event": "$pageview", "timestamp": datetime(2020, 1, 2, 12), "properties": {"$session_id": "2"}},
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2020, 1, 1, 12),
+                    "properties": {"$session_id": "1"},
+                },
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2020, 1, 1, 12),
+                    "properties": {"$session_id": "1"},
+                },
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2020, 1, 2, 12),
+                    "properties": {"$session_id": "2"},
+                },
             ],
             "person2": [
-                {"event": "$pageview", "timestamp": datetime(2020, 1, 2, 12), "properties": {"$session_id": "3"}}
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2020, 1, 2, 12),
+                    "properties": {"$session_id": "3"},
+                }
             ],
         }
         journeys_for(events_by_person, self.team)
@@ -1008,7 +1138,14 @@ def test_aggregating_by_session(self):
         request = TrendsRequest(
             date_from="2020-01-01 00:00:00",
             date_to="2020-01-12 00:00:00",
-            events=[{"id": "$pageview", "type": "events", "order": 0, "math": "unique_session"}],
+            events=[
+                {
+                    "id": "$pageview",
+                    "type": "events",
+                    "order": 0,
+                    "math": "unique_session",
+                }
+            ],
         )
         data_response = get_trends_time_series_ok(self.client, request, self.team)
 
@@ -1035,7 +1172,6 @@ def test_insight_trends_merging(self):
         journeys_for(events_by_person, self.team)
 
         with freeze_time("2012-01-15T04:01:34.000Z"):
-
             request = TrendsRequest(
                 date_from="-14d",
                 display="ActionsLineGraph",
@@ -1062,7 +1198,6 @@ def test_insight_trends_merging(self):
         journeys_for(events_by_person, self.team)
 
         with freeze_time("2012-01-15T04:01:34.000Z"):
-
             request = TrendsRequest(
                 date_from="-14d",
                 display="ActionsLineGraph",
@@ -1102,7 +1237,6 @@ def test_insight_trends_merging_multiple(self):
         journeys_for(events_by_person, self.team)
 
         with freeze_time("2012-01-15T04:01:34.000Z"):
-
             request = TrendsRequest(
                 date_from="-14d",
                 display="ActionsLineGraph",
@@ -1152,7 +1286,6 @@ def test_insight_trends_merging_multiple(self):
         journeys_for(events_by_person, self.team)
 
         with freeze_time("2012-01-15T04:01:34.000Z"):
-
             request = TrendsRequest(
                 date_from="-14d",
                 display="ActionsLineGraph",
@@ -1196,15 +1329,28 @@ def test_insight_trends_merging_breakdown(self):
 
         events_by_person = {
             "1": [
-                {"event": "$action", "timestamp": datetime(2012, 1, 13, 3), "properties": {"key": "1"}},
-                {"event": "$action", "timestamp": datetime(2012, 1, 13, 3), "properties": {"key": "2"}},
+                {
+                    "event": "$action",
+                    "timestamp": datetime(2012, 1, 13, 3),
+                    "properties": {"key": "1"},
+                },
+                {
+                    "event": "$action",
+                    "timestamp": datetime(2012, 1, 13, 3),
+                    "properties": {"key": "2"},
+                },
+            ],
+            "2": [
+                {
+                    "event": "$action",
+                    "timestamp": datetime(2012, 1, 13, 3),
+                    "properties": {"key": "1"},
+                }
             ],
-            "2": [{"event": "$action", "timestamp": datetime(2012, 1, 13, 3), "properties": {"key": "1"}}],
         }
         journeys_for(events_by_person, self.team)
 
         with freeze_time("2012-01-15T04:01:34.000Z"):
-
             request = TrendsRequestBreakdown(
                 date_from="-14d",
                 display="ActionsLineGraph",
@@ -1233,15 +1379,24 @@ def test_insight_trends_merging_breakdown(self):
         assert data["$action - 2"]["2012-01-15"].value == 0
 
         events_by_person = {
-            "1": [{"event": "$action", "timestamp": datetime(2012, 1, 15, 3), "properties": {"key": "2"}}],
+            "1": [
+                {
+                    "event": "$action",
+                    "timestamp": datetime(2012, 1, 15, 3),
+                    "properties": {"key": "2"},
+                }
+            ],
             "2": [
-                {"event": "$action", "timestamp": datetime(2012, 1, 13, 3), "properties": {"key": "2"}}
+                {
+                    "event": "$action",
+                    "timestamp": datetime(2012, 1, 13, 3),
+                    "properties": {"key": "2"},
+                }
             ],  # this won't be counted
         }
         journeys_for(events_by_person, self.team)
 
         with freeze_time("2012-01-15T04:01:34.000Z"):
-
             request = TrendsRequestBreakdown(
                 date_from="-14d",
                 display="ActionsLineGraph",
@@ -1276,19 +1431,38 @@ def test_insight_trends_merging_breakdown_multiple(self):
 
         events_by_person = {
             "1": [
-                {"event": "$pageview", "timestamp": datetime(2012, 1, 13, 3), "properties": {"key": "1"}},
-                {"event": "$action", "timestamp": datetime(2012, 1, 13, 3), "properties": {"key": "1"}},
-                {"event": "$action", "timestamp": datetime(2012, 1, 13, 3), "properties": {"key": "2"}},
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2012, 1, 13, 3),
+                    "properties": {"key": "1"},
+                },
+                {
+                    "event": "$action",
+                    "timestamp": datetime(2012, 1, 13, 3),
+                    "properties": {"key": "1"},
+                },
+                {
+                    "event": "$action",
+                    "timestamp": datetime(2012, 1, 13, 3),
+                    "properties": {"key": "2"},
+                },
             ],
             "2": [
-                {"event": "$pageview", "timestamp": datetime(2012, 1, 13, 3), "properties": {"key": "1"}},
-                {"event": "$action", "timestamp": datetime(2012, 1, 13, 3), "properties": {"key": "1"}},
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2012, 1, 13, 3),
+                    "properties": {"key": "1"},
+                },
+                {
+                    "event": "$action",
+                    "timestamp": datetime(2012, 1, 13, 3),
+                    "properties": {"key": "1"},
+                },
             ],
         }
         journeys_for(events_by_person, self.team)
 
         with freeze_time("2012-01-15T04:01:34.000Z"):
-
             request = TrendsRequestBreakdown(
                 date_from="-14d",
                 display="ActionsLineGraph",
@@ -1332,8 +1506,16 @@ def test_insight_trends_merging_breakdown_multiple(self):
 
         events_by_person = {
             "1": [
-                {"event": "$pageview", "timestamp": datetime(2012, 1, 15, 3), "properties": {"key": "1"}},
-                {"event": "$action", "timestamp": datetime(2012, 1, 15, 3), "properties": {"key": "2"}},
+                {
+                    "event": "$pageview",
+                    "timestamp": datetime(2012, 1, 15, 3),
+                    "properties": {"key": "1"},
+                },
+                {
+                    "event": "$action",
+                    "timestamp": datetime(2012, 1, 15, 3),
+                    "properties": {"key": "2"},
+                },
             ],
             "2": [
                 {
@@ -1346,7 +1528,6 @@ def test_insight_trends_merging_breakdown_multiple(self):
         journeys_for(events_by_person, self.team)
 
         with freeze_time("2012-01-15T04:01:34.000Z"):
-
             request = TrendsRequestBreakdown(
                 date_from="-14d",
                 display="ActionsLineGraph",
@@ -1401,7 +1582,6 @@ def test_insight_trends_merging_skipped_interval(self):
         journeys_for(events_by_person, self.team)
 
         with freeze_time("2012-01-14T04:01:34.000Z"):
-
             request = TrendsRequest(
                 date_from="-14d",
                 display="ActionsLineGraph",
@@ -1430,7 +1610,6 @@ def test_insight_trends_merging_skipped_interval(self):
         journeys_for(events_by_person, self.team)
 
         with freeze_time("2012-01-16T04:01:34.000Z"):
-
             request = TrendsRequest(
                 date_from="-14d",
                 display="ActionsLineGraph",
diff --git a/ee/management/commands/materialize_columns.py b/ee/management/commands/materialize_columns.py
index bffae385f0616..953110032b31a 100644
--- a/ee/management/commands/materialize_columns.py
+++ b/ee/management/commands/materialize_columns.py
@@ -2,7 +2,10 @@
 
 from django.core.management.base import BaseCommand
 
-from ee.clickhouse.materialized_columns.analyze import logger, materialize_properties_task
+from ee.clickhouse.materialized_columns.analyze import (
+    logger,
+    materialize_properties_task,
+)
 from ee.clickhouse.materialized_columns.columns import DEFAULT_TABLE_COLUMN
 from posthog.settings import (
     MATERIALIZE_COLUMNS_ANALYSIS_PERIOD_HOURS,
@@ -20,7 +23,11 @@ def add_arguments(self, parser):
 
         parser.add_argument("--property", help="Property to materialize. Skips analysis.")
         parser.add_argument(
-            "--property-table", type=str, default="events", choices=["events", "person"], help="Table of --property"
+            "--property-table",
+            type=str,
+            default="events",
+            choices=["events", "person"],
+            help="Table of --property",
         )
         parser.add_argument(
             "--table-column",
@@ -63,7 +70,14 @@ def handle(self, *args, **options):
             logger.info(f"Materializing column. table={options['property_table']}, property_name={options['property']}")
 
             materialize_properties_task(
-                columns_to_materialize=[(options["property_table"], options["table_column"], options["property"], 0)],
+                columns_to_materialize=[
+                    (
+                        options["property_table"],
+                        options["table_column"],
+                        options["property"],
+                        0,
+                    )
+                ],
                 backfill_period_days=options["backfill_period"],
                 dry_run=options["dry_run"],
             )
diff --git a/ee/migrations/0001_initial.py b/ee/migrations/0001_initial.py
index 754583dd05a75..fd3cad3892708 100644
--- a/ee/migrations/0001_initial.py
+++ b/ee/migrations/0001_initial.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies: List = []
@@ -15,7 +14,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="License",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
                 ("plan", models.CharField(max_length=200)),
                 ("valid_until", models.DateTimeField()),
diff --git a/ee/migrations/0002_hook.py b/ee/migrations/0002_hook.py
index 77e0b39d2cbfd..36516d048a3ca 100644
--- a/ee/migrations/0002_hook.py
+++ b/ee/migrations/0002_hook.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0082_personalapikey"),
         migrations.swappable_dependency(settings.AUTH_USER_MODEL),
@@ -21,7 +20,10 @@ class Migration(migrations.Migration):
             fields=[
                 ("created", models.DateTimeField(auto_now_add=True)),
                 ("updated", models.DateTimeField(auto_now=True)),
-                ("event", models.CharField(db_index=True, max_length=64, verbose_name="Event")),
+                (
+                    "event",
+                    models.CharField(db_index=True, max_length=64, verbose_name="Event"),
+                ),
                 ("target", models.URLField(max_length=255, verbose_name="Target URL")),
                 (
                     "id",
@@ -36,7 +38,9 @@ class Migration(migrations.Migration):
                 (
                     "team",
                     models.ForeignKey(
-                        on_delete=django.db.models.deletion.CASCADE, related_name="rest_hooks", to="posthog.Team"
+                        on_delete=django.db.models.deletion.CASCADE,
+                        related_name="rest_hooks",
+                        to="posthog.Team",
                     ),
                 ),
                 (
diff --git a/ee/migrations/0003_license_max_users.py b/ee/migrations/0003_license_max_users.py
index 038d196450e40..6760baca0c2c4 100644
--- a/ee/migrations/0003_license_max_users.py
+++ b/ee/migrations/0003_license_max_users.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("ee", "0002_hook"),
     ]
diff --git a/ee/migrations/0004_enterpriseeventdefinition_enterprisepropertydefinition.py b/ee/migrations/0004_enterpriseeventdefinition_enterprisepropertydefinition.py
index ae0dba6e02de1..cd0d2b6b586cc 100644
--- a/ee/migrations/0004_enterpriseeventdefinition_enterprisepropertydefinition.py
+++ b/ee/migrations/0004_enterpriseeventdefinition_enterprisepropertydefinition.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0156_insight_short_id"),
         migrations.swappable_dependency(settings.AUTH_USER_MODEL),
@@ -33,14 +32,21 @@ class Migration(migrations.Migration):
                 (
                     "tags",
                     django.contrib.postgres.fields.ArrayField(
-                        base_field=models.CharField(max_length=32), blank=True, default=list, null=True, size=None
+                        base_field=models.CharField(max_length=32),
+                        blank=True,
+                        default=list,
+                        null=True,
+                        size=None,
                     ),
                 ),
                 ("updated_at", models.DateTimeField(auto_now=True)),
                 (
                     "updated_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
             ],
@@ -67,7 +73,11 @@ class Migration(migrations.Migration):
                 (
                     "tags",
                     django.contrib.postgres.fields.ArrayField(
-                        base_field=models.CharField(max_length=32), blank=True, default=list, null=True, size=None
+                        base_field=models.CharField(max_length=32),
+                        blank=True,
+                        default=list,
+                        null=True,
+                        size=None,
                     ),
                 ),
                 ("updated_at", models.DateTimeField(auto_now=True)),
@@ -83,7 +93,10 @@ class Migration(migrations.Migration):
                 (
                     "updated_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
             ],
diff --git a/ee/migrations/0005_project_based_permissioning.py b/ee/migrations/0005_project_based_permissioning.py
index 42e3ba203abbc..d785637d17d40 100644
--- a/ee/migrations/0005_project_based_permissioning.py
+++ b/ee/migrations/0005_project_based_permissioning.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0170_project_based_permissioning"),
         migrations.swappable_dependency(settings.AUTH_USER_MODEL),
@@ -22,10 +21,16 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
-                ("level", models.PositiveSmallIntegerField(choices=[(1, "member"), (8, "administrator")], default=1)),
+                (
+                    "level",
+                    models.PositiveSmallIntegerField(choices=[(1, "member"), (8, "administrator")], default=1),
+                ),
                 ("joined_at", models.DateTimeField(auto_now_add=True)),
                 ("updated_at", models.DateTimeField(auto_now=True)),
                 (
@@ -51,7 +56,8 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="explicitteammembership",
             constraint=models.UniqueConstraint(
-                fields=("team", "parent_membership"), name="unique_explicit_team_membership"
+                fields=("team", "parent_membership"),
+                name="unique_explicit_team_membership",
             ),
         ),
     ]
diff --git a/ee/migrations/0006_event_definition_verification.py b/ee/migrations/0006_event_definition_verification.py
index 69654bdf7f0c1..c86f415d3f23f 100644
--- a/ee/migrations/0006_event_definition_verification.py
+++ b/ee/migrations/0006_event_definition_verification.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         migrations.swappable_dependency(settings.AUTH_USER_MODEL),
         ("ee", "0005_project_based_permissioning"),
diff --git a/ee/migrations/0007_dashboard_permissions.py b/ee/migrations/0007_dashboard_permissions.py
index d7d2943283b74..015498bfca9dc 100644
--- a/ee/migrations/0007_dashboard_permissions.py
+++ b/ee/migrations/0007_dashboard_permissions.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0203_dashboard_permissions"),
         migrations.swappable_dependency(settings.AUTH_USER_MODEL),
@@ -22,7 +21,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 (
diff --git a/ee/migrations/0008_null_definition_descriptions.py b/ee/migrations/0008_null_definition_descriptions.py
index edd4a6d17f5a8..1172813b25aca 100644
--- a/ee/migrations/0008_null_definition_descriptions.py
+++ b/ee/migrations/0008_null_definition_descriptions.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("ee", "0007_dashboard_permissions"),
     ]
diff --git a/ee/migrations/0009_deprecated_old_tags.py b/ee/migrations/0009_deprecated_old_tags.py
index 4f5b6e91a6ed3..c01f76cfd6cf8 100644
--- a/ee/migrations/0009_deprecated_old_tags.py
+++ b/ee/migrations/0009_deprecated_old_tags.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("ee", "0008_null_definition_descriptions"),
     ]
diff --git a/ee/migrations/0010_migrate_definitions_tags.py b/ee/migrations/0010_migrate_definitions_tags.py
index ca763d2273b27..687d7460447ad 100644
--- a/ee/migrations/0010_migrate_definitions_tags.py
+++ b/ee/migrations/0010_migrate_definitions_tags.py
@@ -11,7 +11,10 @@ def reverse(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-    dependencies = [("ee", "0009_deprecated_old_tags"), ("posthog", "0213_deprecated_old_tags")]
+    dependencies = [
+        ("ee", "0009_deprecated_old_tags"),
+        ("posthog", "0213_deprecated_old_tags"),
+    ]
 
     operations = [
         migrations.RunPython(forwards, reverse),
diff --git a/ee/migrations/0011_add_tags_back.py b/ee/migrations/0011_add_tags_back.py
index 6e77077a21ec2..0f5d2ff4f21c8 100644
--- a/ee/migrations/0011_add_tags_back.py
+++ b/ee/migrations/0011_add_tags_back.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("ee", "0010_migrate_definitions_tags"),
     ]
@@ -15,14 +14,22 @@ class Migration(migrations.Migration):
             model_name="enterpriseeventdefinition",
             name="tags",
             field=django.contrib.postgres.fields.ArrayField(
-                base_field=models.CharField(max_length=32), blank=True, default=None, null=True, size=None
+                base_field=models.CharField(max_length=32),
+                blank=True,
+                default=None,
+                null=True,
+                size=None,
             ),
         ),
         migrations.AddField(
             model_name="enterprisepropertydefinition",
             name="tags",
             field=django.contrib.postgres.fields.ArrayField(
-                base_field=models.CharField(max_length=32), blank=True, default=None, null=True, size=None
+                base_field=models.CharField(max_length=32),
+                blank=True,
+                default=None,
+                null=True,
+                size=None,
             ),
         ),
     ]
diff --git a/ee/migrations/0012_migrate_tags_v2.py b/ee/migrations/0012_migrate_tags_v2.py
index a058d46bd59d1..c7e325225ec41 100644
--- a/ee/migrations/0012_migrate_tags_v2.py
+++ b/ee/migrations/0012_migrate_tags_v2.py
@@ -34,14 +34,21 @@ def forwards(apps, schema_editor):
 
     for event_definition_page in event_definition_paginator.page_range:
         logger.info(
-            "event_definition_tag_batch_get_start", limit=batch_size, offset=(event_definition_page - 1) * batch_size
+            "event_definition_tag_batch_get_start",
+            limit=batch_size,
+            offset=(event_definition_page - 1) * batch_size,
         )
         event_definitions = iter(event_definition_paginator.get_page(event_definition_page))
         for tags, team_id, event_definition_id in event_definitions:
             unique_tags = set(tagify(t) for t in tags if isinstance(t, str) and t.strip() != "")
             for tag in unique_tags:
                 temp_tag = Tag(name=tag, team_id=team_id)
-                createables.append((temp_tag, TaggedItem(event_definition_id=event_definition_id, tag_id=temp_tag.id)))
+                createables.append(
+                    (
+                        temp_tag,
+                        TaggedItem(event_definition_id=event_definition_id, tag_id=temp_tag.id),
+                    )
+                )
 
     logger.info("event_definition_tag_get_end", tags_count=len(createables))
     num_event_definition_tags = len(createables)
@@ -68,10 +75,19 @@ def forwards(apps, schema_editor):
             for tag in unique_tags:
                 temp_tag = Tag(name=tag, team_id=team_id)
                 createables.append(
-                    (temp_tag, TaggedItem(property_definition_id=property_definition_id, tag_id=temp_tag.id))
+                    (
+                        temp_tag,
+                        TaggedItem(
+                            property_definition_id=property_definition_id,
+                            tag_id=temp_tag.id,
+                        ),
+                    )
                 )
 
-    logger.info("property_definition_tag_get_end", tags_count=len(createables) - num_event_definition_tags)
+    logger.info(
+        "property_definition_tag_get_end",
+        tags_count=len(createables) - num_event_definition_tags,
+    )
 
     # Consistent ordering to make independent runs non-deterministic
     createables = sorted(createables, key=lambda pair: pair[0].name)
@@ -102,7 +118,9 @@ def forwards(apps, schema_editor):
 
         # Create tag <-> item relationships, ignoring conflicts
         TaggedItem.objects.bulk_create(
-            [tagged_item for (_, tagged_item) in createable_batch], ignore_conflicts=True, batch_size=batch_size
+            [tagged_item for (_, tagged_item) in createable_batch],
+            ignore_conflicts=True,
+            batch_size=batch_size,
         )
 
     logger.info("ee/0012_migrate_tags_v2_end")
diff --git a/ee/migrations/0013_silence_deprecated_tags_warnings.py b/ee/migrations/0013_silence_deprecated_tags_warnings.py
index b16c2df8ba879..c27f29ef35002 100644
--- a/ee/migrations/0013_silence_deprecated_tags_warnings.py
+++ b/ee/migrations/0013_silence_deprecated_tags_warnings.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("ee", "0012_migrate_tags_v2"),
     ]
diff --git a/ee/migrations/0014_roles_memberships_and_resource_access.py b/ee/migrations/0014_roles_memberships_and_resource_access.py
index 7267062afe1db..dd5b0a7468841 100644
--- a/ee/migrations/0014_roles_memberships_and_resource_access.py
+++ b/ee/migrations/0014_roles_memberships_and_resource_access.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0280_fix_async_deletion_team"),
         migrations.swappable_dependency(settings.AUTH_USER_MODEL),
@@ -22,14 +21,18 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("name", models.CharField(max_length=200)),
                 (
                     "feature_flags_access_level",
                     models.PositiveSmallIntegerField(
-                        choices=[(21, "Can only view"), (37, "Can always edit")], default=37
+                        choices=[(21, "Can only view"), (37, "Can always edit")],
+                        default=37,
                     ),
                 ),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
@@ -60,7 +63,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("joined_at", models.DateTimeField(auto_now_add=True)),
@@ -88,7 +94,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="OrganizationResourceAccess",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 (
                     "resource",
                     models.CharField(
@@ -107,7 +121,8 @@ class Migration(migrations.Migration):
                 (
                     "access_level",
                     models.PositiveSmallIntegerField(
-                        choices=[(21, "Can only view"), (37, "Can always edit")], default=37
+                        choices=[(21, "Can only view"), (37, "Can always edit")],
+                        default=37,
                     ),
                 ),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
@@ -115,7 +130,9 @@ class Migration(migrations.Migration):
                 (
                     "created_by",
                     models.ForeignKey(
-                        null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
                 (
@@ -131,7 +148,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="FeatureFlagRoleAccess",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("added_at", models.DateTimeField(auto_now_add=True)),
                 ("updated_at", models.DateTimeField(auto_now=True)),
                 (
@@ -165,7 +190,8 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="organizationresourceaccess",
             constraint=models.UniqueConstraint(
-                fields=("organization", "resource"), name="unique resource per organization"
+                fields=("organization", "resource"),
+                name="unique resource per organization",
             ),
         ),
         migrations.AddConstraint(
diff --git a/ee/migrations/0015_add_verified_properties.py b/ee/migrations/0015_add_verified_properties.py
index 9b7fb3f860901..c61c980ba4ec5 100644
--- a/ee/migrations/0015_add_verified_properties.py
+++ b/ee/migrations/0015_add_verified_properties.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         migrations.swappable_dependency(settings.AUTH_USER_MODEL),
         ("ee", "0014_roles_memberships_and_resource_access"),
diff --git a/ee/models/dashboard_privilege.py b/ee/models/dashboard_privilege.py
index c9fa62fb10763..40c48ec9ca9d2 100644
--- a/ee/models/dashboard_privilege.py
+++ b/ee/models/dashboard_privilege.py
@@ -7,7 +7,10 @@
 # We call models that grant a user access to some resource (which isn't a grouping of users) a "privilege"
 class DashboardPrivilege(UUIDModel):
     dashboard: models.ForeignKey = models.ForeignKey(
-        "posthog.Dashboard", on_delete=models.CASCADE, related_name="privileges", related_query_name="privilege"
+        "posthog.Dashboard",
+        on_delete=models.CASCADE,
+        related_name="privileges",
+        related_query_name="privilege",
     )
     user: models.ForeignKey = models.ForeignKey(
         "posthog.User",
diff --git a/ee/models/event_definition.py b/ee/models/event_definition.py
index ab2c9d67de526..408fbcec43cf5 100644
--- a/ee/models/event_definition.py
+++ b/ee/models/event_definition.py
@@ -5,18 +5,31 @@
 
 
 class EnterpriseEventDefinition(EventDefinition):
-    owner = models.ForeignKey("posthog.User", null=True, on_delete=models.SET_NULL, related_name="event_definitions")
+    owner = models.ForeignKey(
+        "posthog.User",
+        null=True,
+        on_delete=models.SET_NULL,
+        related_name="event_definitions",
+    )
     description: models.TextField = models.TextField(blank=True, null=True, default="")
     updated_at: models.DateTimeField = models.DateTimeField(auto_now=True)
     updated_by = models.ForeignKey("posthog.User", null=True, on_delete=models.SET_NULL, blank=True)
     verified: models.BooleanField = models.BooleanField(default=False, blank=True)
     verified_at: models.DateTimeField = models.DateTimeField(null=True, blank=True)
     verified_by = models.ForeignKey(
-        "posthog.User", null=True, on_delete=models.SET_NULL, blank=True, related_name="verifying_user"
+        "posthog.User",
+        null=True,
+        on_delete=models.SET_NULL,
+        blank=True,
+        related_name="verifying_user",
     )
 
     # Deprecated in favour of app-wide tagging model. See EnterpriseTaggedItem
     deprecated_tags: ArrayField = ArrayField(models.CharField(max_length=32), null=True, blank=True, default=list)
     deprecated_tags_v2: ArrayField = ArrayField(
-        models.CharField(max_length=32), null=True, blank=True, default=None, db_column="tags"
+        models.CharField(max_length=32),
+        null=True,
+        blank=True,
+        default=None,
+        db_column="tags",
     )
diff --git a/ee/models/explicit_team_membership.py b/ee/models/explicit_team_membership.py
index 3878d1dbf32c2..4ea34b318aa08 100644
--- a/ee/models/explicit_team_membership.py
+++ b/ee/models/explicit_team_membership.py
@@ -36,7 +36,10 @@ class Level(models.IntegerChoices):
 
     class Meta:
         constraints = [
-            models.UniqueConstraint(fields=["team", "parent_membership"], name="unique_explicit_team_membership")
+            models.UniqueConstraint(
+                fields=["team", "parent_membership"],
+                name="unique_explicit_team_membership",
+            )
         ]
 
     def __str__(self):
diff --git a/ee/models/hook.py b/ee/models/hook.py
index 0753dde01a77f..735a22e9d85c7 100644
--- a/ee/models/hook.py
+++ b/ee/models/hook.py
@@ -31,11 +31,15 @@ def clean(self):
 def hook_saved(sender, instance: Hook, created, **kwargs):
     if instance.event == "action_performed":
         get_client().publish(
-            "reload-action", json.dumps({"teamId": instance.team_id, "actionId": instance.resource_id})
+            "reload-action",
+            json.dumps({"teamId": instance.team_id, "actionId": instance.resource_id}),
         )
 
 
 @mutable_receiver(post_delete, sender=Hook)
 def hook_deleted(sender, instance: Hook, **kwargs):
     if instance.event == "action_performed":
-        get_client().publish("drop-action", json.dumps({"teamId": instance.team_id, "actionId": instance.resource_id}))
+        get_client().publish(
+            "drop-action",
+            json.dumps({"teamId": instance.team_id, "actionId": instance.resource_id}),
+        )
diff --git a/ee/models/license.py b/ee/models/license.py
index 8e0779d4db8a3..17547a867212a 100644
--- a/ee/models/license.py
+++ b/ee/models/license.py
@@ -34,7 +34,10 @@ def first_valid(self) -> Optional["License"]:
         valid_licenses = list(self.filter(Q(valid_until__gte=timezone.now()) | Q(plan="cloud")))
         if not valid_licenses:
             return None
-        return max(valid_licenses, key=lambda license: License.PLAN_TO_SORTING_VALUE.get(license.plan, 0))
+        return max(
+            valid_licenses,
+            key=lambda license: License.PLAN_TO_SORTING_VALUE.get(license.plan, 0),
+        )
 
 
 class License(models.Model):
diff --git a/ee/models/organization_resource_access.py b/ee/models/organization_resource_access.py
index db28e3a7526c7..201cb354177f1 100644
--- a/ee/models/organization_resource_access.py
+++ b/ee/models/organization_resource_access.py
@@ -36,5 +36,8 @@ class Resources(models.TextChoices):
 
     class Meta:
         constraints = [
-            models.UniqueConstraint(fields=["organization", "resource"], name="unique resource per organization")
+            models.UniqueConstraint(
+                fields=["organization", "resource"],
+                name="unique resource per organization",
+            )
         ]
diff --git a/ee/models/property_definition.py b/ee/models/property_definition.py
index b49f239771153..a93b8e957511e 100644
--- a/ee/models/property_definition.py
+++ b/ee/models/property_definition.py
@@ -12,11 +12,19 @@ class EnterprisePropertyDefinition(PropertyDefinition):
     verified: models.BooleanField = models.BooleanField(default=False, blank=True)
     verified_at: models.DateTimeField = models.DateTimeField(null=True, blank=True)
     verified_by = models.ForeignKey(
-        "posthog.User", null=True, on_delete=models.SET_NULL, blank=True, related_name="property_verifying_user"
+        "posthog.User",
+        null=True,
+        on_delete=models.SET_NULL,
+        blank=True,
+        related_name="property_verifying_user",
     )
 
     # Deprecated in favour of app-wide tagging model. See EnterpriseTaggedItem
     deprecated_tags: ArrayField = ArrayField(models.CharField(max_length=32), null=True, blank=True, default=list)
     deprecated_tags_v2: ArrayField = ArrayField(
-        models.CharField(max_length=32), null=True, blank=True, default=None, db_column="tags"
+        models.CharField(max_length=32),
+        null=True,
+        blank=True,
+        default=None,
+        db_column="tags",
     )
diff --git a/ee/models/role.py b/ee/models/role.py
index 5284972bd7cc1..61908ff83149e 100644
--- a/ee/models/role.py
+++ b/ee/models/role.py
@@ -12,7 +12,7 @@ class Role(UUIDModel):
         related_name="roles",
         related_query_name="role",
     )
-    feature_flags_access_level: models.PositiveSmallIntegerField = models.PositiveSmallIntegerField(
+    feature_flags_access_level: (models.PositiveSmallIntegerField) = models.PositiveSmallIntegerField(
         default=OrganizationResourceAccess.AccessLevel.CAN_ALWAYS_EDIT,
         choices=OrganizationResourceAccess.AccessLevel.choices,
     )
diff --git a/ee/models/test/test_event_definition_model.py b/ee/models/test/test_event_definition_model.py
index 91bba0caff850..253de5d9c1ede 100644
--- a/ee/models/test/test_event_definition_model.py
+++ b/ee/models/test/test_event_definition_model.py
@@ -8,7 +8,10 @@ class TestEventDefinition(BaseTest):
     def test_errors_on_invalid_verified_by_type(self):
         with pytest.raises(ValueError):
             EnterpriseEventDefinition.objects.create(
-                team=self.team, name="enterprise event", owner=self.user, verified_by="Not user id"  # type: ignore
+                team=self.team,
+                name="enterprise event",
+                owner=self.user,
+                verified_by="Not user id",  # type: ignore
             )
 
     def test_default_verified_false(self):
diff --git a/ee/models/test/test_property_definition_model.py b/ee/models/test/test_property_definition_model.py
index 77c3c58b62b0b..25ede95c04d28 100644
--- a/ee/models/test/test_property_definition_model.py
+++ b/ee/models/test/test_property_definition_model.py
@@ -8,7 +8,9 @@ class TestPropertyDefinition(BaseTest):
     def test_errors_on_invalid_verified_by_type(self):
         with pytest.raises(ValueError):
             EnterprisePropertyDefinition.objects.create(
-                team=self.team, name="enterprise property", verified_by="Not user id"  # type: ignore
+                team=self.team,
+                name="enterprise property",
+                verified_by="Not user id",  # type: ignore
             )
 
     def test_default_verified_false(self):
diff --git a/ee/session_recordings/session_recording_extensions.py b/ee/session_recordings/session_recording_extensions.py
index 0a7ec6233bea8..9683afc472331 100644
--- a/ee/session_recordings/session_recording_extensions.py
+++ b/ee/session_recordings/session_recording_extensions.py
@@ -45,7 +45,9 @@ def save_recording_with_new_content(recording: SessionRecording, content: str) -
 
     zipped_content = gzip.compress(content.encode("utf-8"))
     object_storage.write(
-        new_path, zipped_content, extras={"ContentType": "application/json", "ContentEncoding": "gzip"}
+        new_path,
+        zipped_content,
+        extras={"ContentType": "application/json", "ContentEncoding": "gzip"},
     )
 
     recording.storage_version = "2023-08-01"
@@ -74,11 +76,17 @@ def persist_recording(recording_id: str, team_id: int) -> None:
 
     if recording.deleted:
         logger.info(
-            "Persisting recording: skipping as recording is deleted", recording_id=recording_id, team_id=team_id
+            "Persisting recording: skipping as recording is deleted",
+            recording_id=recording_id,
+            team_id=team_id,
         )
         return
 
-    logger.info("Persisting recording: loading metadata...", recording_id=recording_id, team_id=team_id)
+    logger.info(
+        "Persisting recording: loading metadata...",
+        recording_id=recording_id,
+        team_id=team_id,
+    )
 
     recording.load_metadata()
 
@@ -103,7 +111,12 @@ def persist_recording(recording_id: str, team_id: int) -> None:
         recording.storage_version = "2023-08-01"
         recording.object_storage_path = target_prefix
         recording.save()
-        logger.info("Persisting recording: done!", recording_id=recording_id, team_id=team_id, source="s3")
+        logger.info(
+            "Persisting recording: done!",
+            recording_id=recording_id,
+            team_id=team_id,
+            source="s3",
+        )
         return
     else:
         logger.error(
diff --git a/ee/session_recordings/session_recording_playlist.py b/ee/session_recordings/session_recording_playlist.py
index 72ee7915cb111..f2cfbbef4dc2f 100644
--- a/ee/session_recordings/session_recording_playlist.py
+++ b/ee/session_recordings/session_recording_playlist.py
@@ -15,13 +15,30 @@
 from posthog.session_recordings.session_recording_api import list_recordings
 from posthog.api.shared import UserBasicSerializer
 from posthog.constants import SESSION_RECORDINGS_FILTER_IDS, AvailableFeature
-from posthog.models import SessionRecording, SessionRecordingPlaylist, SessionRecordingPlaylistItem, Team, User
-from posthog.models.activity_logging.activity_log import Change, Detail, changes_between, log_activity
+from posthog.models import (
+    SessionRecording,
+    SessionRecordingPlaylist,
+    SessionRecordingPlaylistItem,
+    Team,
+    User,
+)
+from posthog.models.activity_logging.activity_log import (
+    Change,
+    Detail,
+    changes_between,
+    log_activity,
+)
 from posthog.models.filters.session_recordings_filter import SessionRecordingsFilter
 from posthog.models.team.team import check_is_feature_available_for_team
 from posthog.models.utils import UUIDT
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
-from posthog.rate_limit import ClickHouseBurstRateThrottle, ClickHouseSustainedRateThrottle
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
+from posthog.rate_limit import (
+    ClickHouseBurstRateThrottle,
+    ClickHouseSustainedRateThrottle,
+)
 from posthog.utils import relative_date_parse
 
 logger = structlog.get_logger(__name__)
@@ -94,7 +111,10 @@ def create(self, validated_data: Dict, *args, **kwargs) -> SessionRecordingPlayl
 
         created_by = validated_data.pop("created_by", request.user)
         playlist = SessionRecordingPlaylist.objects.create(
-            team=team, created_by=created_by, last_modified_by=request.user, **validated_data
+            team=team,
+            created_by=created_by,
+            last_modified_by=request.user,
+            **validated_data,
         )
 
         log_playlist_activity(
@@ -145,7 +165,11 @@ def _check_can_create_playlist(self, team: Team) -> bool:
 class SessionRecordingPlaylistViewSet(StructuredViewSetMixin, ForbidDestroyModel, viewsets.ModelViewSet):
     queryset = SessionRecordingPlaylist.objects.all()
     serializer_class = SessionRecordingPlaylistSerializer
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
     throttle_classes = [ClickHouseBurstRateThrottle, ClickHouseSustainedRateThrottle]
     filter_backends = [DjangoFilterBackend]
     filterset_fields = ["short_id", "created_by"]
@@ -213,16 +237,26 @@ def recordings(self, request: request.Request, *args: Any, **kwargs: Any) -> res
         return response.Response(list_recordings(filter, request, context=self.get_serializer_context()))
 
     # As of now, you can only "update" a session recording by adding or removing a recording from a static playlist
-    @action(methods=["POST", "DELETE"], detail=True, url_path="recordings/(?P<session_recording_id>[^/.]+)")
+    @action(
+        methods=["POST", "DELETE"],
+        detail=True,
+        url_path="recordings/(?P<session_recording_id>[^/.]+)",
+    )
     def modify_recordings(
-        self, request: request.Request, session_recording_id: str, *args: Any, **kwargs: Any
+        self,
+        request: request.Request,
+        session_recording_id: str,
+        *args: Any,
+        **kwargs: Any,
     ) -> response.Response:
         playlist = self.get_object()
 
         # TODO: Maybe we need to save the created_at date here properly to help with filtering
         if request.method == "POST":
             recording, _ = SessionRecording.objects.get_or_create(
-                session_id=session_recording_id, team=self.team, defaults={"deleted": False}
+                session_id=session_recording_id,
+                team=self.team,
+                defaults={"deleted": False},
             )
             playlist_item, created = SessionRecordingPlaylistItem.objects.get_or_create(
                 playlist=playlist, recording=recording
@@ -231,7 +265,9 @@ def modify_recordings(
             return response.Response({"success": True})
 
         if request.method == "DELETE":
-            playlist_item = SessionRecordingPlaylistItem.objects.get(playlist=playlist, recording=session_recording_id)  # type: ignore
+            playlist_item = SessionRecordingPlaylistItem.objects.get(
+                playlist=playlist, recording=session_recording_id
+            )  # type: ignore
 
             if playlist_item:
                 playlist_item.delete()
diff --git a/ee/session_recordings/test/test_session_recording_extensions.py b/ee/session_recordings/test/test_session_recording_extensions.py
index c71750ed2ab80..35fd5d2bc8b7a 100644
--- a/ee/session_recordings/test/test_session_recording_extensions.py
+++ b/ee/session_recordings/test/test_session_recording_extensions.py
@@ -15,7 +15,9 @@
 )
 from posthog.models.signals import mute_selected_signals
 from posthog.session_recordings.models.session_recording import SessionRecording
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
 from posthog.settings import (
     OBJECT_STORAGE_ENDPOINT,
     OBJECT_STORAGE_ACCESS_KEY_ID,
@@ -46,7 +48,8 @@ def teardown_method(self, method) -> None:
 
     def test_does_not_persist_too_recent_recording(self):
         recording = SessionRecording.objects.create(
-            team=self.team, session_id=f"test_does_not_persist_too_recent_recording-s1-{uuid4()}"
+            team=self.team,
+            session_id=f"test_does_not_persist_too_recent_recording-s1-{uuid4()}",
         )
 
         produce_replay_summary(
@@ -67,7 +70,8 @@ def test_can_build_different_object_storage_paths(self) -> None:
             team_id=self.team.pk,
         )
         recording: SessionRecording = SessionRecording.objects.create(
-            team=self.team, session_id="test_can_build_different_object_storage_paths-s1"
+            team=self.team,
+            session_id="test_can_build_different_object_storage_paths-s1",
         )
         assert (
             recording.build_object_storage_path("2022-12-22")
diff --git a/ee/session_recordings/test/test_session_recording_playlist.py b/ee/session_recordings/test/test_session_recording_playlist.py
index 0881f47697e99..57da070f53c95 100644
--- a/ee/session_recordings/test/test_session_recording_playlist.py
+++ b/ee/session_recordings/test/test_session_recording_playlist.py
@@ -12,9 +12,13 @@
 from ee.api.test.base import APILicensedTest
 from ee.api.test.fixtures.available_product_features import AVAILABLE_PRODUCT_FEATURES
 from posthog.models import SessionRecording, SessionRecordingPlaylistItem
-from posthog.session_recordings.models.session_recording_playlist import SessionRecordingPlaylist
+from posthog.session_recordings.models.session_recording_playlist import (
+    SessionRecordingPlaylist,
+)
 from posthog.models.user import User
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
 from posthog.settings import (
     OBJECT_STORAGE_ENDPOINT,
     OBJECT_STORAGE_ACCESS_KEY_ID,
@@ -53,7 +57,10 @@ def test_list_playlists(self):
         }
 
     def test_creates_playlist(self):
-        response = self.client.post(f"/api/projects/{self.team.id}/session_recording_playlists", data={"name": "test"})
+        response = self.client.post(
+            f"/api/projects/{self.team.id}/session_recording_playlists",
+            data={"name": "test"},
+        )
         assert response.status_code == status.HTTP_201_CREATED
         assert response.json() == {
             "id": response.json()["id"],
@@ -77,10 +84,14 @@ def test_creates_too_many_playlists(self):
                 limit = int(feature["limit"])
         for _ in range(limit):
             response = self.client.post(
-                f"/api/projects/{self.team.id}/session_recording_playlists", data={"name": "test"}
+                f"/api/projects/{self.team.id}/session_recording_playlists",
+                data={"name": "test"},
             )
             assert response.status_code == status.HTTP_201_CREATED
-        response = self.client.post(f"/api/projects/{self.team.id}/session_recording_playlists", data={"name": "test"})
+        response = self.client.post(
+            f"/api/projects/{self.team.id}/session_recording_playlists",
+            data={"name": "test"},
+        )
         assert response.status_code == status.HTTP_403_FORBIDDEN
 
     def test_gets_individual_playlist_by_shortid(self):
diff --git a/ee/settings.py b/ee/settings.py
index 8b381ae9220b1..5fbb4c81fe8ce 100644
--- a/ee/settings.py
+++ b/ee/settings.py
@@ -30,7 +30,10 @@
 SOCIAL_AUTH_SAML_SP_PUBLIC_CERT = ""
 SOCIAL_AUTH_SAML_SP_PRIVATE_KEY = ""
 SOCIAL_AUTH_SAML_ORG_INFO = {"en-US": {"name": "posthog", "displayname": "PostHog", "url": "https://posthog.com"}}
-SOCIAL_AUTH_SAML_TECHNICAL_CONTACT = {"givenName": "PostHog Support", "emailAddress": "hey@posthog.com"}
+SOCIAL_AUTH_SAML_TECHNICAL_CONTACT = {
+    "givenName": "PostHog Support",
+    "emailAddress": "hey@posthog.com",
+}
 SOCIAL_AUTH_SAML_SUPPORT_CONTACT = SOCIAL_AUTH_SAML_TECHNICAL_CONTACT
 
 
diff --git a/ee/tasks/__init__.py b/ee/tasks/__init__.py
index dd549cd0c2789..4bc793399424b 100644
--- a/ee/tasks/__init__.py
+++ b/ee/tasks/__init__.py
@@ -1,5 +1,12 @@
-from ee.session_recordings.persistence_tasks import persist_finished_recordings, persist_single_recording
-from .subscriptions import deliver_subscription_report, handle_subscription_value_change, schedule_all_subscriptions
+from ee.session_recordings.persistence_tasks import (
+    persist_finished_recordings,
+    persist_single_recording,
+)
+from .subscriptions import (
+    deliver_subscription_report,
+    handle_subscription_value_change,
+    schedule_all_subscriptions,
+)
 
 # As our EE tasks are not included at startup for Celery, we need to ensure they are declared here so that they are imported by posthog/settings/celery.py
 
diff --git a/ee/tasks/auto_rollback_feature_flag.py b/ee/tasks/auto_rollback_feature_flag.py
index 249c556a4fd8a..d1b7e606976a6 100644
--- a/ee/tasks/auto_rollback_feature_flag.py
+++ b/ee/tasks/auto_rollback_feature_flag.py
@@ -73,7 +73,9 @@ def check_condition(rollback_condition: Dict, feature_flag: FeatureFlag) -> bool
 
     elif rollback_condition["threshold_type"] == "insight":
         rolling_average = calculate_rolling_average(
-            rollback_condition["threshold_metric"], feature_flag.team, feature_flag.team.timezone
+            rollback_condition["threshold_metric"],
+            feature_flag.team,
+            feature_flag.team.timezone,
         )
 
         if rollback_condition["operator"] == "lt":
diff --git a/ee/tasks/materialized_columns.py b/ee/tasks/materialized_columns.py
index 93bf06ede8d98..0e33d0d7cf7ab 100644
--- a/ee/tasks/materialized_columns.py
+++ b/ee/tasks/materialized_columns.py
@@ -1,6 +1,10 @@
 from celery.utils.log import get_task_logger
 
-from ee.clickhouse.materialized_columns.columns import TRIM_AND_EXTRACT_PROPERTY, ColumnName, get_materialized_columns
+from ee.clickhouse.materialized_columns.columns import (
+    TRIM_AND_EXTRACT_PROPERTY,
+    ColumnName,
+    get_materialized_columns,
+)
 from posthog.client import sync_execute
 from posthog.settings import CLICKHOUSE_CLUSTER, CLICKHOUSE_DATABASE
 
@@ -12,7 +16,12 @@ def mark_all_materialized() -> None:
         logger.info("There are running mutations, skipping marking as materialized")
         return
 
-    for table, property_name, table_column, column_name in get_materialized_columns_with_default_expression():
+    for (
+        table,
+        property_name,
+        table_column,
+        column_name,
+    ) in get_materialized_columns_with_default_expression():
         updated_table = "sharded_events" if table == "events" else table
 
         # :TRICKY: On cloud, we ON CLUSTER updates to events/sharded_events but not to persons. Why? ¯\_(ツ)_/¯
diff --git a/ee/tasks/send_license_usage.py b/ee/tasks/send_license_usage.py
index d16924472d45e..1360f124f6b85 100644
--- a/ee/tasks/send_license_usage.py
+++ b/ee/tasks/send_license_usage.py
@@ -31,7 +31,11 @@ def send_license_usage():
         )[0][0]
         response = requests.post(
             "https://license.posthog.com/licenses/usage",
-            data={"date": date_from.strftime("%Y-%m-%d"), "key": license.key, "events_count": events_count},
+            data={
+                "date": date_from.strftime("%Y-%m-%d"),
+                "key": license.key,
+                "events_count": events_count,
+            },
         )
 
         if response.status_code == 404 and response.json().get("code") == "not_found":
@@ -56,7 +60,10 @@ def send_license_usage():
                     "events_count": events_count,
                     "organization_name": user.current_organization.name,  # type: ignore
                 },
-                groups={"organization": str(user.current_organization.id), "instance": SITE_URL},  # type: ignore
+                groups={
+                    "organization": str(user.current_organization.id),  # type: ignore
+                    "instance": SITE_URL,
+                },
             )
             response.raise_for_status()
             return
@@ -70,7 +77,10 @@ def send_license_usage():
                     "license_keys": [license.key for license in License.objects.all()],
                     "organization_name": user.current_organization.name,  # type: ignore
                 },
-                groups={"organization": str(user.current_organization.id), "instance": SITE_URL},  # type: ignore
+                groups={
+                    "organization": str(user.current_organization.id),  # type: ignore
+                    "instance": SITE_URL,
+                },
             )
     except Exception as err:
         try:
@@ -82,7 +92,10 @@ def send_license_usage():
                     "date": date_from.strftime("%Y-%m-%d"),
                     "organization_name": user.current_organization.name,  # type: ignore
                 },
-                groups={"organization": str(user.current_organization.id), "instance": SITE_URL},  # type: ignore
+                groups={
+                    "organization": str(user.current_organization.id),  # type: ignore
+                    "instance": SITE_URL,
+                },
             )
             raise err
         except:
diff --git a/ee/tasks/slack.py b/ee/tasks/slack.py
index 8ef7ca47d2107..0137089b08bab 100644
--- a/ee/tasks/slack.py
+++ b/ee/tasks/slack.py
@@ -75,7 +75,10 @@ def _handle_slack_event(event_payload: Any) -> None:
                     "blocks": [
                         {
                             "type": "section",
-                            "text": {"type": "mrkdwn", "text": insights[0].name or insights[0].derived_name},
+                            "text": {
+                                "type": "mrkdwn",
+                                "text": insights[0].name or insights[0].derived_name,
+                            },
                             "accessory": _block_for_asset(assets[0]),
                         }
                     ]
@@ -87,7 +90,11 @@ def _handle_slack_event(event_payload: Any) -> None:
         except Exception as e:
             # NOTE: This is temporary as a test to understand if the channel and ts are actually required as the docs are not clear
             slack_integration.client.chat_unfurl(
-                unfurls=unfurls, unfurl_id=unfurl_id, source=source, channel=channel, ts=message_ts
+                unfurls=unfurls,
+                unfurl_id=unfurl_id,
+                source=source,
+                channel=channel,
+                ts=message_ts,
             )
             raise e
 
diff --git a/ee/tasks/subscriptions/__init__.py b/ee/tasks/subscriptions/__init__.py
index 17a1455fb2dfb..a5adc7a640763 100644
--- a/ee/tasks/subscriptions/__init__.py
+++ b/ee/tasks/subscriptions/__init__.py
@@ -14,18 +14,27 @@
 logger = structlog.get_logger(__name__)
 
 SUBSCRIPTION_QUEUED = Counter(
-    "subscription_queued", "A subscription was queued for delivery", labelnames=["destination"]
+    "subscription_queued",
+    "A subscription was queued for delivery",
+    labelnames=["destination"],
 )
 SUBSCRIPTION_SUCCESS = Counter(
-    "subscription_send_success", "A subscription was sent successfully", labelnames=["destination"]
+    "subscription_send_success",
+    "A subscription was sent successfully",
+    labelnames=["destination"],
+)
+SUBSCRIPTION_FAILURE = Counter(
+    "subscription_send_failure",
+    "A subscription failed to send",
+    labelnames=["destination"],
 )
-SUBSCRIPTION_FAILURE = Counter("subscription_send_failure", "A subscription failed to send", labelnames=["destination"])
 
 
 def _deliver_subscription_report(
-    subscription_id: int, previous_value: Optional[str] = None, invite_message: Optional[str] = None
+    subscription_id: int,
+    previous_value: Optional[str] = None,
+    invite_message: Optional[str] = None,
 ) -> None:
-
     subscription = (
         Subscription.objects.prefetch_related("dashboard__insights")
         .select_related("created_by", "insight", "dashboard")
@@ -44,7 +53,10 @@ def _deliver_subscription_report(
     insights, assets = generate_assets(subscription)
 
     if not assets:
-        capture_message("No assets are in this subscription", tags={"subscription_id": subscription.id})
+        capture_message(
+            "No assets are in this subscription",
+            tags={"subscription_id": subscription.id},
+        )
         return
 
     if subscription.target_type == "email":
@@ -83,7 +95,10 @@ def _deliver_subscription_report(
 
         try:
             send_slack_subscription_report(
-                subscription, assets, total_asset_count=len(insights), is_new_subscription=is_new_subscription_target
+                subscription,
+                assets,
+                total_asset_count=len(insights),
+                is_new_subscription=is_new_subscription_target,
             )
             SUBSCRIPTION_SUCCESS.labels(destination="slack").inc()
         except Exception as e:
diff --git a/ee/tasks/subscriptions/slack_subscriptions.py b/ee/tasks/subscriptions/slack_subscriptions.py
index e7531258dd4fc..1d35259a6f3c4 100644
--- a/ee/tasks/subscriptions/slack_subscriptions.py
+++ b/ee/tasks/subscriptions/slack_subscriptions.py
@@ -25,7 +25,10 @@ def _block_for_asset(asset: ExportedAsset) -> Dict:
 
 
 def send_slack_subscription_report(
-    subscription: Subscription, assets: List[ExportedAsset], total_asset_count: int, is_new_subscription: bool = False
+    subscription: Subscription,
+    assets: List[ExportedAsset],
+    total_asset_count: int,
+    is_new_subscription: bool = False,
 ) -> None:
     utm_tags = f"{UTM_TAGS_BASE}&utm_medium=slack"
 
@@ -54,10 +57,20 @@ def send_slack_subscription_report(
 
     blocks = []
 
-    blocks.extend([{"type": "section", "text": {"type": "mrkdwn", "text": title}}, _block_for_asset(first_asset)])
+    blocks.extend(
+        [
+            {"type": "section", "text": {"type": "mrkdwn", "text": title}},
+            _block_for_asset(first_asset),
+        ]
+    )
 
     if other_assets:
-        blocks.append({"type": "section", "text": {"type": "mrkdwn", "text": "_See 🧵 for more Insights_"}})
+        blocks.append(
+            {
+                "type": "section",
+                "text": {"type": "mrkdwn", "text": "_See 🧵 for more Insights_"},
+            }
+        )
 
     blocks.extend(
         [
diff --git a/ee/tasks/subscriptions/subscription_utils.py b/ee/tasks/subscriptions/subscription_utils.py
index 265e0385a5bcf..5df00e4a8ee85 100644
--- a/ee/tasks/subscriptions/subscription_utils.py
+++ b/ee/tasks/subscriptions/subscription_utils.py
@@ -26,7 +26,8 @@
 
 
 def generate_assets(
-    resource: Union[Subscription, SharingConfiguration], max_asset_count: int = DEFAULT_MAX_ASSET_COUNT
+    resource: Union[Subscription, SharingConfiguration],
+    max_asset_count: int = DEFAULT_MAX_ASSET_COUNT,
 ) -> Tuple[List[Insight], List[ExportedAsset]]:
     with SUBSCRIPTION_ASSET_GENERATION_TIMER.time():
         if resource.dashboard:
@@ -39,7 +40,12 @@ def generate_assets(
 
         # Create all the assets we need
         assets = [
-            ExportedAsset(team=resource.team, export_format="image/png", insight=insight, dashboard=resource.dashboard)
+            ExportedAsset(
+                team=resource.team,
+                export_format="image/png",
+                insight=insight,
+                dashboard=resource.dashboard,
+            )
             for insight in insights[:max_asset_count]
         ]
         ExportedAsset.objects.bulk_create(assets)
@@ -53,7 +59,8 @@ def generate_assets(
         parallel_job = chain(*tasks).apply_async()
 
         wait_for_parallel_celery_group(
-            parallel_job, max_timeout=timedelta(minutes=settings.ASSET_GENERATION_MAX_TIMEOUT_MINUTES)
+            parallel_job,
+            max_timeout=timedelta(minutes=settings.ASSET_GENERATION_MAX_TIMEOUT_MINUTES),
         )
 
         return insights, assets
diff --git a/ee/tasks/test/subscriptions/test_email_subscriptions.py b/ee/tasks/test/subscriptions/test_email_subscriptions.py
index cbe98e2d896e8..b70a3ae3f76e6 100644
--- a/ee/tasks/test/subscriptions/test_email_subscriptions.py
+++ b/ee/tasks/test/subscriptions/test_email_subscriptions.py
@@ -45,7 +45,10 @@ def test_new_subscription_delivery(self, MockEmailMessage: MagicMock) -> None:
         mocked_email_messages = mock_email_messages(MockEmailMessage)
 
         send_email_subscription_report(
-            "test1@posthog.com", self.subscription, [self.asset], invite_message="My invite message"
+            "test1@posthog.com",
+            self.subscription,
+            [self.asset],
+            invite_message="My invite message",
         )
 
         assert len(mocked_email_messages) == 1
@@ -60,7 +63,10 @@ def test_should_have_different_text_for_self(self, MockEmailMessage: MagicMock)
         mocked_email_messages = mock_email_messages(MockEmailMessage)
 
         send_email_subscription_report(
-            self.user.email, self.subscription, [self.asset], invite_message="My invite message"
+            self.user.email,
+            self.subscription,
+            [self.asset],
+            invite_message="My invite message",
         )
 
         assert len(mocked_email_messages) == 1
@@ -74,7 +80,11 @@ def test_sends_dashboard_subscription(self, MockEmailMessage: MagicMock) -> None
         subscription = create_subscription(team=self.team, dashboard=self.dashboard, created_by=self.user)
 
         send_email_subscription_report(
-            self.user.email, subscription, [self.asset], invite_message="My invite message", total_asset_count=10
+            self.user.email,
+            subscription,
+            [self.asset],
+            invite_message="My invite message",
+            total_asset_count=10,
         )
 
         assert len(mocked_email_messages) == 1
diff --git a/ee/tasks/test/subscriptions/test_slack_subscriptions.py b/ee/tasks/test/subscriptions/test_slack_subscriptions.py
index 4703d3e3dc0ef..9770127e73778 100644
--- a/ee/tasks/test/subscriptions/test_slack_subscriptions.py
+++ b/ee/tasks/test/subscriptions/test_slack_subscriptions.py
@@ -130,7 +130,10 @@ def test_subscription_dashboard_delivery(self, MockSlackIntegration: MagicMock)
                 "image_url": post_message_calls[0].kwargs["blocks"][1]["image_url"],
                 "alt_text": "My Test subscription",
             },
-            {"type": "section", "text": {"type": "mrkdwn", "text": "_See 🧵 for more Insights_"}},
+            {
+                "type": "section",
+                "text": {"type": "mrkdwn", "text": "_See 🧵 for more Insights_"},
+            },
             {"type": "divider"},
             {
                 "type": "actions",
@@ -154,13 +157,21 @@ def test_subscription_dashboard_delivery(self, MockSlackIntegration: MagicMock)
         assert second_call["channel"] == "C12345"
         assert second_call["thread_ts"] == "1.234"
         assert second_call["blocks"] == [
-            {"type": "image", "image_url": second_call["blocks"][0]["image_url"], "alt_text": "My Test subscription"}
+            {
+                "type": "image",
+                "image_url": second_call["blocks"][0]["image_url"],
+                "alt_text": "My Test subscription",
+            }
         ]
 
         # Third call - other asset
         third_call = post_message_calls[2].kwargs
         assert third_call["blocks"] == [
-            {"type": "image", "image_url": third_call["blocks"][0]["image_url"], "alt_text": "My Test subscription"}
+            {
+                "type": "image",
+                "image_url": third_call["blocks"][0]["image_url"],
+                "alt_text": "My Test subscription",
+            }
         ]
 
         # Fourth call - notice that more exists
diff --git a/ee/tasks/test/subscriptions/test_subscriptions.py b/ee/tasks/test/subscriptions/test_subscriptions.py
index 8d5d0158678d7..3a63e27ee6ff0 100644
--- a/ee/tasks/test/subscriptions/test_subscriptions.py
+++ b/ee/tasks/test/subscriptions/test_subscriptions.py
@@ -55,7 +55,12 @@ def test_subscription_delivery_scheduling(
             create_subscription(team=self.team, insight=self.insight, created_by=self.user),
             create_subscription(team=self.team, insight=self.insight, created_by=self.user),
             create_subscription(team=self.team, dashboard=self.dashboard, created_by=self.user),
-            create_subscription(team=self.team, dashboard=self.dashboard, created_by=self.user, deleted=True),
+            create_subscription(
+                team=self.team,
+                dashboard=self.dashboard,
+                created_by=self.user,
+                deleted=True,
+            ),
         ]
         # Modify a subscription to have its target time at least an hour ahead
         subscriptions[2].start_date = datetime(2022, 1, 1, 10, 0).replace(tzinfo=ZoneInfo("UTC"))
@@ -64,7 +69,10 @@ def test_subscription_delivery_scheduling(
 
         schedule_all_subscriptions()
 
-        assert mock_deliver_task.delay.mock_calls == [call(subscriptions[0].id), call(subscriptions[1].id)]
+        assert mock_deliver_task.delay.mock_calls == [
+            call(subscriptions[0].id),
+            call(subscriptions[1].id),
+        ]
 
     @patch("ee.tasks.subscriptions.deliver_subscription_report")
     def test_does_not_schedule_subscription_if_item_is_deleted(
@@ -100,7 +108,10 @@ def test_does_not_schedule_subscription_if_item_is_deleted(
         assert mock_deliver_task.delay.call_count == 0
 
     def test_deliver_subscription_report_email(
-        self, mock_gen_assets: MagicMock, mock_send_email: MagicMock, mock_send_slack: MagicMock
+        self,
+        mock_gen_assets: MagicMock,
+        mock_send_email: MagicMock,
+        mock_send_slack: MagicMock,
     ) -> None:
         subscription = create_subscription(team=self.team, insight=self.insight, created_by=self.user)
         mock_gen_assets.return_value = [self.insight], [self.asset]
@@ -110,12 +121,27 @@ def test_deliver_subscription_report_email(
         assert mock_send_email.call_count == 2
 
         assert mock_send_email.call_args_list == [
-            call("test1@posthog.com", subscription, [self.asset], invite_message=None, total_asset_count=1),
-            call("test2@posthog.com", subscription, [self.asset], invite_message=None, total_asset_count=1),
+            call(
+                "test1@posthog.com",
+                subscription,
+                [self.asset],
+                invite_message=None,
+                total_asset_count=1,
+            ),
+            call(
+                "test2@posthog.com",
+                subscription,
+                [self.asset],
+                invite_message=None,
+                total_asset_count=1,
+            ),
         ]
 
     def test_handle_subscription_value_change_email(
-        self, mock_gen_assets: MagicMock, mock_send_email: MagicMock, mock_send_slack: MagicMock
+        self,
+        mock_gen_assets: MagicMock,
+        mock_send_email: MagicMock,
+        mock_send_slack: MagicMock,
     ) -> None:
         subscription = create_subscription(
             team=self.team,
@@ -126,7 +152,9 @@ def test_handle_subscription_value_change_email(
         mock_gen_assets.return_value = [self.insight], [self.asset]
 
         handle_subscription_value_change(
-            subscription.id, previous_value="test_existing@posthog.com", invite_message="My invite message"
+            subscription.id,
+            previous_value="test_existing@posthog.com",
+            invite_message="My invite message",
         )
 
         assert mock_send_email.call_count == 1
@@ -142,7 +170,10 @@ def test_handle_subscription_value_change_email(
         ]
 
     def test_deliver_subscription_report_slack(
-        self, mock_gen_assets: MagicMock, mock_send_email: MagicMock, mock_send_slack: MagicMock
+        self,
+        mock_gen_assets: MagicMock,
+        mock_send_email: MagicMock,
+        mock_send_slack: MagicMock,
     ) -> None:
         subscription = create_subscription(
             team=self.team,
@@ -157,5 +188,10 @@ def test_deliver_subscription_report_slack(
 
         assert mock_send_slack.call_count == 1
         assert mock_send_slack.call_args_list == [
-            call(subscription, [self.asset], total_asset_count=1, is_new_subscription=False)
+            call(
+                subscription,
+                [self.asset],
+                total_asset_count=1,
+                is_new_subscription=False,
+            )
         ]
diff --git a/ee/tasks/test/subscriptions/test_subscriptions_utils.py b/ee/tasks/test/subscriptions/test_subscriptions_utils.py
index decdc8269e1e7..35b2ca350ed8a 100644
--- a/ee/tasks/test/subscriptions/test_subscriptions_utils.py
+++ b/ee/tasks/test/subscriptions/test_subscriptions_utils.py
@@ -3,7 +3,10 @@
 
 import pytest
 
-from ee.tasks.subscriptions.subscription_utils import DEFAULT_MAX_ASSET_COUNT, generate_assets
+from ee.tasks.subscriptions.subscription_utils import (
+    DEFAULT_MAX_ASSET_COUNT,
+    generate_assets,
+)
 from ee.tasks.test.subscriptions.subscriptions_test_factory import create_subscription
 from posthog.models.dashboard import Dashboard
 from posthog.models.dashboard_tile import DashboardTile
diff --git a/ee/tasks/test/test_auto_rollback_feature_flag.py b/ee/tasks/test/test_auto_rollback_feature_flag.py
index f27925dbe3235..c9afe258500ee 100644
--- a/ee/tasks/test/test_auto_rollback_feature_flag.py
+++ b/ee/tasks/test/test_auto_rollback_feature_flag.py
@@ -187,7 +187,10 @@ def test_check_condition_sentry(self, stats_for_timerange):
         with freeze_time("2021-08-23T20:00:00.000Z"):
             self.assertEqual(check_condition(rollback_condition, flag), True)
             stats_for_timerange.assert_called_once_with(
-                "2021-08-21T20:00:00", "2021-08-22T20:00:00", "2021-08-22T20:00:00", "2021-08-23T20:00:00"
+                "2021-08-21T20:00:00",
+                "2021-08-22T20:00:00",
+                "2021-08-22T20:00:00",
+                "2021-08-23T20:00:00",
             )
 
         stats_for_timerange.reset_mock()
@@ -195,5 +198,8 @@ def test_check_condition_sentry(self, stats_for_timerange):
         with freeze_time("2021-08-25T13:00:00.000Z"):
             self.assertEqual(check_condition(rollback_condition, flag), False)
             stats_for_timerange.assert_called_once_with(
-                "2021-08-21T20:00:00", "2021-08-22T20:00:00", "2021-08-24T13:00:00", "2021-08-25T13:00:00"
+                "2021-08-21T20:00:00",
+                "2021-08-22T20:00:00",
+                "2021-08-24T13:00:00",
+                "2021-08-25T13:00:00",
             )
diff --git a/ee/tasks/test/test_calculate_cohort.py b/ee/tasks/test/test_calculate_cohort.py
index 216ead6537c56..24cb0a3783f4d 100644
--- a/ee/tasks/test/test_calculate_cohort.py
+++ b/ee/tasks/test/test_calculate_cohort.py
@@ -12,7 +12,9 @@
 from posthog.test.base import ClickhouseTestMixin, _create_event, _create_person
 
 
-class TestClickhouseCalculateCohort(ClickhouseTestMixin, calculate_cohort_test_factory(_create_event, _create_person)):  # type: ignore
+class TestClickhouseCalculateCohort(
+    ClickhouseTestMixin, calculate_cohort_test_factory(_create_event, _create_person)
+):  # type: ignore
     @patch("posthog.tasks.calculate_cohort.insert_cohort_from_insight_filter.delay")
     def test_create_stickiness_cohort(self, _insert_cohort_from_insight_filter):
         _create_person(team_id=self.team.pk, distinct_ids=["blabla"])
@@ -198,7 +200,14 @@ def test_create_trends_cohort_arg_test(self, _insert_cohort_from_insight_filter)
             "insight": "TRENDS",
             "interval": "day",
             "properties": json.dumps(
-                [{"key": "$domain", "value": "app.posthog.com", "operator": "icontains", "type": "event"}]
+                [
+                    {
+                        "key": "$domain",
+                        "value": "app.posthog.com",
+                        "operator": "icontains",
+                        "type": "event",
+                    }
+                ]
             ),
         }
 
@@ -242,7 +251,12 @@ def test_create_trends_cohort_arg_test(self, _insert_cohort_from_insight_filter)
                     }
                 ],
                 "properties": [
-                    {"key": "$domain", "value": "app.posthog.com", "operator": "icontains", "type": "event"}
+                    {
+                        "key": "$domain",
+                        "value": "app.posthog.com",
+                        "operator": "icontains",
+                        "type": "event",
+                    }
                 ],
                 "entity_id": "$pageview",
                 "entity_type": "events",
@@ -365,7 +379,10 @@ def _create_events(data, event="$pageview"):
                         _create_person(
                             team_id=self.team.pk,
                             distinct_ids=[id],
-                            properties={"name": id, **({"email": "test@posthog.com"} if id == "p1" else {})},
+                            properties={
+                                "name": id,
+                                **({"email": "test@posthog.com"} if id == "p1" else {}),
+                            },
                         )
                     )
                 for timestamp in timestamps:
diff --git a/ee/tasks/test/test_send_license_usage.py b/ee/tasks/test/test_send_license_usage.py
index 8d649fcf7ad38..441179c2c3eb9 100644
--- a/ee/tasks/test/test_send_license_usage.py
+++ b/ee/tasks/test/test_send_license_usage.py
@@ -6,7 +6,12 @@
 from ee.models.license import License
 from ee.tasks.send_license_usage import send_license_usage
 from posthog.models.team import Team
-from posthog.test.base import APIBaseTest, ClickhouseDestroyTablesMixin, _create_event, flush_persons_and_events
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseDestroyTablesMixin,
+    _create_event,
+    flush_persons_and_events,
+)
 
 
 class SendLicenseUsageTest(LicensedTestMixin, ClickhouseDestroyTablesMixin, APIBaseTest):
@@ -17,17 +22,42 @@ def test_send_license_usage(self, mock_post, mock_capture):
         self.license.key = "legacy-key"
         self.license.save()
         team2 = Team.objects.create(organization=self.organization)
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-08T14:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-09T12:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-09T13:01:01Z")
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-08T14:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-09T12:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-09T13:01:01Z",
+        )
         _create_event(
             event="$$internal_metrics_shouldnt_be_billed",
             team=self.team,
             distinct_id=1,
             timestamp="2021-10-09T13:01:01Z",
         )
-        _create_event(event="$pageview", team=team2, distinct_id=1, timestamp="2021-10-09T14:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-10T14:01:01Z")
+        _create_event(
+            event="$pageview",
+            team=team2,
+            distinct_id=1,
+            timestamp="2021-10-09T14:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-10T14:01:01Z",
+        )
         flush_persons_and_events()
 
         mockresponse = Mock()
@@ -42,7 +72,12 @@ def test_send_license_usage(self, mock_post, mock_capture):
         mock_capture.assert_called_once_with(
             self.user.distinct_id,
             "send license usage data",
-            {"date": "2021-10-09", "events_count": 3, "license_keys": [self.license.key], "organization_name": "Test"},
+            {
+                "date": "2021-10-09",
+                "events_count": 3,
+                "license_keys": [self.license.key],
+                "organization_name": "Test",
+            },
             groups={"instance": ANY, "organization": str(self.organization.id)},
         )
         self.assertEqual(License.objects.get().valid_until.isoformat(), "2021-11-10T23:01:00+00:00")
@@ -55,17 +90,42 @@ def test_send_license_error(self, mock_post, mock_capture):
         self.license.save()
 
         team2 = Team.objects.create(organization=self.organization)
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-08T14:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-09T12:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-09T13:01:01Z")
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-08T14:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-09T12:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-09T13:01:01Z",
+        )
         _create_event(
             event="$$internal_metrics_shouldnt_be_billed",
             team=self.team,
             distinct_id=1,
             timestamp="2021-10-09T13:01:01Z",
         )
-        _create_event(event="$pageview", team=team2, distinct_id=1, timestamp="2021-10-09T14:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-10T14:01:01Z")
+        _create_event(
+            event="$pageview",
+            team=team2,
+            distinct_id=1,
+            timestamp="2021-10-09T14:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-10T14:01:01Z",
+        )
         flush_persons_and_events()
         with self.assertRaises(Exception):
             send_license_usage()
@@ -84,17 +144,42 @@ def test_send_license_usage_already_sent(self, mock_post, mock_capture):
         self.license.save()
 
         team2 = Team.objects.create(organization=self.organization)
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-08T14:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-09T12:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-09T13:01:01Z")
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-08T14:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-09T12:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-09T13:01:01Z",
+        )
         _create_event(
             event="$$internal_metrics_shouldnt_be_billed",
             team=self.team,
             distinct_id=1,
             timestamp="2021-10-09T13:01:01Z",
         )
-        _create_event(event="$pageview", team=team2, distinct_id=1, timestamp="2021-10-09T14:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-10T14:01:01Z")
+        _create_event(
+            event="$pageview",
+            team=team2,
+            distinct_id=1,
+            timestamp="2021-10-09T14:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-10T14:01:01Z",
+        )
         mockresponse = Mock()
         mock_post.return_value = mockresponse
         mockresponse.ok = False
@@ -115,17 +200,42 @@ def test_send_license_not_found(self, mock_post, mock_capture):
         self.license.save()
 
         team2 = Team.objects.create(organization=self.organization)
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-08T14:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-09T12:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-09T13:01:01Z")
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-08T14:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-09T12:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-09T13:01:01Z",
+        )
         _create_event(
             event="$$internal_metrics_shouldnt_be_billed",
             team=self.team,
             distinct_id=1,
             timestamp="2021-10-09T13:01:01Z",
         )
-        _create_event(event="$pageview", team=team2, distinct_id=1, timestamp="2021-10-09T14:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-10T14:01:01Z")
+        _create_event(
+            event="$pageview",
+            team=team2,
+            distinct_id=1,
+            timestamp="2021-10-09T14:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-10T14:01:01Z",
+        )
         flush_persons_and_events()
         flush_persons_and_events()
 
@@ -141,7 +251,13 @@ def test_send_license_not_found(self, mock_post, mock_capture):
         mock_capture.assert_called_once_with(
             self.user.distinct_id,
             "send license usage data error",
-            {"error": "", "date": "2021-10-09", "organization_name": "Test", "status_code": 404, "events_count": 3},
+            {
+                "error": "",
+                "date": "2021-10-09",
+                "organization_name": "Test",
+                "status_code": 404,
+                "events_count": 3,
+            },
             groups={"instance": ANY, "organization": str(self.organization.id)},
         )
         self.assertEqual(License.objects.get().valid_until.isoformat(), "2021-10-10T22:01:00+00:00")
@@ -163,11 +279,36 @@ class SendLicenseUsageNoLicenseTest(APIBaseTest):
     @patch("requests.post")
     def test_no_license(self, mock_post):
         # Same test, we just don't include the LicensedTestMixin so no license
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-08T14:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-09T12:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-09T13:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-09T14:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-10T14:01:01Z")
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-08T14:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-09T12:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-09T13:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-09T14:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-10T14:01:01Z",
+        )
 
         flush_persons_and_events()
 
diff --git a/ee/urls.py b/ee/urls.py
index 02f6028a1adcd..a3851a2807583 100644
--- a/ee/urls.py
+++ b/ee/urls.py
@@ -65,7 +65,10 @@ def extend_api_router(
     )
     projects_router.register(r"hooks", hooks.HookViewSet, "project_hooks", ["team_id"])
     projects_router.register(
-        r"explicit_members", explicit_team_member.ExplicitTeamMemberViewSet, "project_explicit_members", ["team_id"]
+        r"explicit_members",
+        explicit_team_member.ExplicitTeamMemberViewSet,
+        "project_explicit_members",
+        ["team_id"],
     )
     project_dashboards_router.register(
         r"collaborators",
diff --git a/gunicorn.config.py b/gunicorn.config.py
index add45d44880d5..1e56182026068 100644
--- a/gunicorn.config.py
+++ b/gunicorn.config.py
@@ -140,15 +140,25 @@ def run(self):
         Every X seconds, check the status of the Thread pool, as well as the
         """
         active_worker_connections = Gauge(
-            "gunicorn_active_worker_connections", "Number of active connections.", labelnames=["pid"]
+            "gunicorn_active_worker_connections",
+            "Number of active connections.",
+            labelnames=["pid"],
         )
         max_worker_connections = Gauge(
-            "gunicorn_max_worker_connections", "Maximum worker connections.", labelnames=["pid"]
+            "gunicorn_max_worker_connections",
+            "Maximum worker connections.",
+            labelnames=["pid"],
         )
 
-        total_threads = Gauge("gunicorn_max_worker_threads", "Size of the thread pool per worker.", labelnames=["pid"])
+        total_threads = Gauge(
+            "gunicorn_max_worker_threads",
+            "Size of the thread pool per worker.",
+            labelnames=["pid"],
+        )
         active_threads = Gauge(
-            "gunicorn_active_worker_threads", "Number of threads actively processing requests.", labelnames=["pid"]
+            "gunicorn_active_worker_threads",
+            "Number of threads actively processing requests.",
+            labelnames=["pid"],
         )
 
         pending_requests = Gauge(
@@ -170,6 +180,7 @@ def run(self):
 
 LOGGING_FORMATTER_NAME = os.getenv("LOGGING_FORMATTER_NAME", "default")
 
+
 # Setup stdlib logging to be handled by Structlog
 def add_pid_and_tid(
     logger: logging.Logger, method_name: str, event_dict: structlog.types.EventDict
diff --git a/hogvm/python/execute.py b/hogvm/python/execute.py
index 15bbbace68a50..cce77cbc86ae7 100644
--- a/hogvm/python/execute.py
+++ b/hogvm/python/execute.py
@@ -57,9 +57,9 @@ def execute_bytecode(bytecode: List[Any], fields: Dict[str, Any]) -> Any:
                 case Operation.NOT:
                     stack.append(not stack.pop())
                 case Operation.AND:
-                    stack.append(all([stack.pop() for _ in range(next(iterator))]))
+                    stack.append(all([stack.pop() for _ in range(next(iterator))]))  # noqa: C419
                 case Operation.OR:
-                    stack.append(any([stack.pop() for _ in range(next(iterator))]))
+                    stack.append(any([stack.pop() for _ in range(next(iterator))]))  # noqa: C419
                 case Operation.PLUS:
                     stack.append(stack.pop() + stack.pop())
                 case Operation.MINUS:
diff --git a/hogvm/python/test/test_execute.py b/hogvm/python/test/test_execute.py
index c99ed451f13a3..5b7838995d3ac 100644
--- a/hogvm/python/test/test_execute.py
+++ b/hogvm/python/test/test_execute.py
@@ -81,7 +81,11 @@ def test_bytecode_create(self):
 
     def test_nested_value(self):
         my_dict = {
-            "properties": {"bla": "hello", "list": ["item1", "item2", "item3"], "tuple": ("item1", "item2", "item3")}
+            "properties": {
+                "bla": "hello",
+                "list": ["item1", "item2", "item3"],
+                "tuple": ("item1", "item2", "item3"),
+            }
         }
         chain = ["properties", "bla"]
         self.assertEqual(get_nested_value(my_dict, chain), "hello")
diff --git a/plugin-server/bin/generate_session_recordings_messages.py b/plugin-server/bin/generate_session_recordings_messages.py
index a685a66f888fb..4b5462bebd3a7 100755
--- a/plugin-server/bin/generate_session_recordings_messages.py
+++ b/plugin-server/bin/generate_session_recordings_messages.py
@@ -242,11 +242,15 @@ def generate_snapshot_messages(
     )
 
     incremental_snapshot_count_samples = sample_log_normal_distribution(
-        incremental_snapshot_count_mean, incremental_snapshot_count_standard_deviation, count
+        incremental_snapshot_count_mean,
+        incremental_snapshot_count_standard_deviation,
+        count,
     )
 
     full_snapshot_size_samples = sample_log_normal_distribution(
-        full_snapshot_size_mean, full_snapshot_size_standard_deviation, max(full_snapshot_count_samples)
+        full_snapshot_size_mean,
+        full_snapshot_size_standard_deviation,
+        max(full_snapshot_count_samples),
     )
 
     incremental_snapshot_size_samples = sample_log_normal_distribution(
diff --git a/posthog/admin.py b/posthog/admin.py
index b35bae3944689..75d6cd710c50f 100644
--- a/posthog/admin.py
+++ b/posthog/admin.py
@@ -54,13 +54,22 @@ class DashboardAdmin(admin.ModelAdmin):
     list_display_links = ("id", "name")
     list_select_related = ("team", "team__organization")
     search_fields = ("id", "name", "team__name", "team__organization__name")
-    readonly_fields = ("last_accessed_at", "deprecated_tags", "deprecated_tags_v2", "share_token")
+    readonly_fields = (
+        "last_accessed_at",
+        "deprecated_tags",
+        "deprecated_tags_v2",
+        "share_token",
+    )
     autocomplete_fields = ("team", "created_by")
     ordering = ("-created_at", "creation_mode")
     inlines = (DashboardTileInline,)
 
     def team_link(self, dashboard: Dashboard):
-        return format_html('<a href="/admin/posthog/team/{}/change/">{}</a>', dashboard.team.pk, dashboard.team.name)
+        return format_html(
+            '<a href="/admin/posthog/team/{}/change/">{}</a>',
+            dashboard.team.pk,
+            dashboard.team.name,
+        )
 
     def organization_link(self, dashboard: Dashboard):
         return format_html(
@@ -98,7 +107,11 @@ def effective_name(self, insight: Insight):
         return insight.name or format_html("<i>{}</>", insight.derived_name)
 
     def team_link(self, insight: Insight):
-        return format_html('<a href="/admin/posthog/team/{}/change/">{}</a>', insight.team.pk, insight.team.name)
+        return format_html(
+            '<a href="/admin/posthog/team/{}/change/">{}</a>',
+            insight.team.pk,
+            insight.team.name,
+        )
 
     def organization_link(self, insight: Insight):
         return format_html(
@@ -137,10 +150,23 @@ class GroupTypeMappingInline(admin.TabularInline):
 
 @admin.register(Team)
 class TeamAdmin(admin.ModelAdmin):
-    list_display = ("id", "name", "organization_link", "organization_id", "created_at", "updated_at")
+    list_display = (
+        "id",
+        "name",
+        "organization_link",
+        "organization_id",
+        "created_at",
+        "updated_at",
+    )
     list_display_links = ("id", "name")
     list_select_related = ("organization",)
-    search_fields = ("id", "name", "organization__id", "organization__name", "api_token")
+    search_fields = (
+        "id",
+        "name",
+        "organization__id",
+        "organization__name",
+        "api_token",
+    )
     readonly_fields = ["organization", "primary_dashboard", "test_account_filters"]
     inlines = [GroupTypeMappingInline, ActionInline]
     fieldsets = [
@@ -169,7 +195,12 @@ class TeamAdmin(admin.ModelAdmin):
             "Onboarding",
             {
                 "classes": ["collapse"],
-                "fields": ["is_demo", "completed_snippet_onboarding", "ingested_event", "signup_token"],
+                "fields": [
+                    "is_demo",
+                    "completed_snippet_onboarding",
+                    "ingested_event",
+                    "signup_token",
+                ],
             },
         ),
         (
@@ -198,14 +229,20 @@ class TeamAdmin(admin.ModelAdmin):
             "Filters",
             {
                 "classes": ["collapse"],
-                "fields": ["test_account_filters", "test_account_filters_default_checked", "path_cleaning_filters"],
+                "fields": [
+                    "test_account_filters",
+                    "test_account_filters_default_checked",
+                    "path_cleaning_filters",
+                ],
             },
         ),
     ]
 
     def organization_link(self, team: Team):
         return format_html(
-            '<a href="/admin/posthog/organization/{}/change/">{}</a>', team.organization.pk, team.organization.name
+            '<a href="/admin/posthog/organization/{}/change/">{}</a>',
+            team.organization.pk,
+            team.organization.name,
         )
 
 
@@ -303,7 +340,18 @@ class UserAdmin(DjangoUserAdmin):
 
     inlines = [OrganizationMemberInline]
     fieldsets = (
-        (None, {"fields": ("email", "password", "current_organization", "is_email_verified", "pending_email")}),
+        (
+            None,
+            {
+                "fields": (
+                    "email",
+                    "password",
+                    "current_organization",
+                    "is_email_verified",
+                    "pending_email",
+                )
+            },
+        ),
         (_("Personal info"), {"fields": ("first_name", "last_name")}),
         (_("Permissions"), {"fields": ("is_active", "is_staff")}),
         (_("Important dates"), {"fields": ("last_login", "date_joined")}),
@@ -330,14 +378,20 @@ def current_team_link(self, user: User):
         if not user.team:
             return "–"
 
-        return format_html('<a href="/admin/posthog/team/{}/change/">{}</a>', user.team.pk, user.team.name)
+        return format_html(
+            '<a href="/admin/posthog/team/{}/change/">{}</a>',
+            user.team.pk,
+            user.team.name,
+        )
 
     def current_organization_link(self, user: User):
         if not user.organization:
             return "–"
 
         return format_html(
-            '<a href="/admin/posthog/organization/{}/change/">{}</a>', user.organization.pk, user.organization.name
+            '<a href="/admin/posthog/organization/{}/change/">{}</a>',
+            user.organization.pk,
+            user.organization.name,
         )
 
 
@@ -372,7 +426,12 @@ class OrganizationTeamInline(admin.TabularInline):
     readonly_fields = ("id", "displayed_name", "created_at", "updated_at")
 
     def displayed_name(self, team: Team):
-        return format_html('<a href="/admin/posthog/team/{}/change/">{}. {}</a>', team.pk, team.pk, team.name)
+        return format_html(
+            '<a href="/admin/posthog/team/{}/change/">{}. {}</a>',
+            team.pk,
+            team.pk,
+            team.name,
+        )
 
 
 @admin.register(Organization)
@@ -447,7 +506,15 @@ class InstanceSettingAdmin(admin.ModelAdmin):
 
 @admin.register(Person)
 class PersonAdmin(admin.ModelAdmin):
-    list_display = ("id", "distinct_ids", "created_at", "team", "is_user", "is_identified", "version")
+    list_display = (
+        "id",
+        "distinct_ids",
+        "created_at",
+        "team",
+        "is_user",
+        "is_identified",
+        "version",
+    )
     list_filter = ("created_at", "is_identified", "version")
     search_fields = ("id",)
 
diff --git a/posthog/api/__init__.py b/posthog/api/__init__.py
index aa82ea7485d1a..8003f2139ce2c 100644
--- a/posthog/api/__init__.py
+++ b/posthog/api/__init__.py
@@ -157,7 +157,10 @@ def api_not_found(request):
     ["team_id"],
 )
 projects_router.register(
-    r"warehouse_view_links", view_link.ViewLinkViewSet, "project_warehouse_view_links", ["team_id"]
+    r"warehouse_view_links",
+    view_link.ViewLinkViewSet,
+    "project_warehouse_view_links",
+    ["team_id"],
 )
 
 projects_router.register(r"warehouse_view_link", view_link.ViewLinkViewSet, "warehouse_api", ["team_id"])
diff --git a/posthog/api/action.py b/posthog/api/action.py
index f7d6550742324..0774fae8087fe 100644
--- a/posthog/api/action.py
+++ b/posthog/api/action.py
@@ -13,14 +13,21 @@
 from posthog.api.routing import StructuredViewSetMixin
 from posthog.api.shared import UserBasicSerializer
 from posthog.api.utils import get_target_entity
-from posthog.auth import JwtAuthentication, PersonalAPIKeyAuthentication, TemporaryTokenAuthentication
+from posthog.auth import (
+    JwtAuthentication,
+    PersonalAPIKeyAuthentication,
+    TemporaryTokenAuthentication,
+)
 from posthog.client import sync_execute
 from posthog.constants import LIMIT, TREND_FILTER_TYPE_EVENTS
 from posthog.event_usage import report_user_action
 from posthog.hogql.hogql import HogQLContext
 from posthog.models import Action, ActionStep, Filter, Person
 from posthog.models.action.util import format_action_filter
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
 from posthog.queries.trends.trends_actors import TrendsActors
 
 from .forbid_destroy_model import ForbidDestroyModel
@@ -124,12 +131,15 @@ def create(self, validated_data: Any) -> Any:
                 **{key: value for key, value in step.items() if key not in ("isNew", "selection")},
             )
 
-        report_user_action(validated_data["created_by"], "action created", instance.get_analytics_metadata())
+        report_user_action(
+            validated_data["created_by"],
+            "action created",
+            instance.get_analytics_metadata(),
+        )
 
         return instance
 
     def update(self, instance: Any, validated_data: Dict[str, Any]) -> Any:
-
         steps = validated_data.pop("steps", None)
         # If there's no steps property at all we just ignore it
         # If there is a step property but it's an empty array [], we'll delete all the steps
@@ -164,7 +174,12 @@ def update(self, instance: Any, validated_data: Dict[str, Any]) -> Any:
         return instance
 
 
-class ActionViewSet(TaggedItemViewSetMixin, StructuredViewSetMixin, ForbidDestroyModel, viewsets.ModelViewSet):
+class ActionViewSet(
+    TaggedItemViewSetMixin,
+    StructuredViewSetMixin,
+    ForbidDestroyModel,
+    viewsets.ModelViewSet,
+):
     renderer_classes = tuple(api_settings.DEFAULT_RENDERER_CLASSES) + (csvrenderers.PaginatedCSVRenderer,)
     queryset = Action.objects.all()
     serializer_class = ActionSerializer
@@ -175,7 +190,11 @@ class ActionViewSet(TaggedItemViewSetMixin, StructuredViewSetMixin, ForbidDestro
         authentication.SessionAuthentication,
         authentication.BasicAuthentication,
     ]
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
     ordering = ["-last_calculated_at", "name"]
 
     def get_queryset(self):
@@ -189,7 +208,9 @@ def get_queryset(self):
 
     def list(self, request: request.Request, *args: Any, **kwargs: Any) -> Response:
         actions = self.get_queryset()
-        actions_list: List[Dict[Any, Any]] = self.serializer_class(actions, many=True, context={"request": request}).data  # type: ignore
+        actions_list: List[Dict[Any, Any]] = self.serializer_class(
+            actions, many=True, context={"request": request}
+        ).data  # type: ignore
         return Response({"results": actions_list})
 
     # NOTE: Deprecated in favour of `persons/trends` endpoint
diff --git a/posthog/api/activity_log.py b/posthog/api/activity_log.py
index de9e7b471b6bc..31df6adefb586 100644
--- a/posthog/api/activity_log.py
+++ b/posthog/api/activity_log.py
@@ -63,10 +63,19 @@ def important_changes(self, request: Request, *args: Any, **kwargs: Any) -> Resp
         my_notebooks = list(Notebook.objects.filter(created_by=user, team_id=self.team.pk).values_list("id", flat=True))
 
         # then things they edited
-        interesting_changes = ["updated", "exported", "sharing enabled", "sharing disabled", "deleted"]
+        interesting_changes = [
+            "updated",
+            "exported",
+            "sharing enabled",
+            "sharing disabled",
+            "deleted",
+        ]
         my_changed_insights = list(
             ActivityLog.objects.filter(
-                team_id=self.team.id, activity__in=interesting_changes, user_id=user.pk, scope="Insight"
+                team_id=self.team.id,
+                activity__in=interesting_changes,
+                user_id=user.pk,
+                scope="Insight",
             )
             .exclude(item_id__in=my_insights)
             .values_list("item_id", flat=True)
@@ -74,7 +83,10 @@ def important_changes(self, request: Request, *args: Any, **kwargs: Any) -> Resp
 
         my_changed_notebooks = list(
             ActivityLog.objects.filter(
-                team_id=self.team.id, activity__in=interesting_changes, user_id=user.pk, scope="Notebook"
+                team_id=self.team.id,
+                activity__in=interesting_changes,
+                user_id=user.pk,
+                scope="Notebook",
             )
             .exclude(item_id__in=my_notebooks)
             .values_list("item_id", flat=True)
@@ -82,7 +94,10 @@ def important_changes(self, request: Request, *args: Any, **kwargs: Any) -> Resp
 
         my_changed_feature_flags = list(
             ActivityLog.objects.filter(
-                team_id=self.team.id, activity__in=interesting_changes, user_id=user.pk, scope="FeatureFlag"
+                team_id=self.team.id,
+                activity__in=interesting_changes,
+                user_id=user.pk,
+                scope="FeatureFlag",
             )
             .exclude(item_id__in=my_feature_flags)
             .values_list("item_id", flat=True)
diff --git a/posthog/api/annotation.py b/posthog/api/annotation.py
index 7fda011e48cd4..7e2e5d7b1f62d 100644
--- a/posthog/api/annotation.py
+++ b/posthog/api/annotation.py
@@ -11,7 +11,10 @@
 from posthog.api.shared import UserBasicSerializer
 from posthog.event_usage import report_user_action
 from posthog.models import Annotation
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
 
 
 class AnnotationSerializer(serializers.ModelSerializer):
@@ -50,7 +53,10 @@ def create(self, validated_data: Dict[str, Any], *args: Any, **kwargs: Any) -> A
         request = self.context["request"]
         team = self.context["get_team"]()
         annotation = Annotation.objects.create(
-            organization_id=team.organization_id, team_id=team.id, created_by=request.user, **validated_data
+            organization_id=team.organization_id,
+            team_id=team.id,
+            created_by=request.user,
+            **validated_data,
         )
         return annotation
 
@@ -66,7 +72,11 @@ class AnnotationsViewSet(StructuredViewSetMixin, ForbidDestroyModel, viewsets.Mo
 
     queryset = Annotation.objects.select_related("dashboard_item")
     serializer_class = AnnotationSerializer
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
     filter_backends = [filters.SearchFilter]
     pagination_class = AnnotationsLimitOffsetPagination
     search_fields = ["content"]
diff --git a/posthog/api/app_metrics.py b/posthog/api/app_metrics.py
index 601fa1cec2f80..329522c3dc635 100644
--- a/posthog/api/app_metrics.py
+++ b/posthog/api/app_metrics.py
@@ -5,9 +5,19 @@
 
 from posthog.api.routing import StructuredViewSetMixin
 from posthog.models.plugin import PluginConfig
-from posthog.queries.app_metrics.app_metrics import AppMetricsErrorDetailsQuery, AppMetricsErrorsQuery, AppMetricsQuery
-from posthog.queries.app_metrics.historical_exports import historical_export_metrics, historical_exports_activity
-from posthog.queries.app_metrics.serializers import AppMetricsErrorsRequestSerializer, AppMetricsRequestSerializer
+from posthog.queries.app_metrics.app_metrics import (
+    AppMetricsErrorDetailsQuery,
+    AppMetricsErrorsQuery,
+    AppMetricsQuery,
+)
+from posthog.queries.app_metrics.historical_exports import (
+    historical_export_metrics,
+    historical_exports_activity,
+)
+from posthog.queries.app_metrics.serializers import (
+    AppMetricsErrorsRequestSerializer,
+    AppMetricsRequestSerializer,
+)
 
 
 class AppMetricsViewSet(StructuredViewSetMixin, mixins.RetrieveModelMixin, viewsets.GenericViewSet):
@@ -35,7 +45,10 @@ def error_details(self, request: request.Request, *args: Any, **kwargs: Any) ->
 
 
 class HistoricalExportsAppMetricsViewSet(
-    StructuredViewSetMixin, mixins.ListModelMixin, mixins.RetrieveModelMixin, viewsets.ViewSet
+    StructuredViewSetMixin,
+    mixins.ListModelMixin,
+    mixins.RetrieveModelMixin,
+    viewsets.ViewSet,
 ):
     def list(self, request: request.Request, *args: Any, **kwargs: Any) -> response.Response:
         return response.Response(
diff --git a/posthog/api/async_migration.py b/posthog/api/async_migration.py
index 12141f2b54c41..5892151ca98a3 100644
--- a/posthog/api/async_migration.py
+++ b/posthog/api/async_migration.py
@@ -4,9 +4,16 @@
 from semantic_version.base import Version
 
 from posthog.api.routing import StructuredViewSetMixin
-from posthog.async_migrations.runner import MAX_CONCURRENT_ASYNC_MIGRATIONS, is_posthog_version_compatible
+from posthog.async_migrations.runner import (
+    MAX_CONCURRENT_ASYNC_MIGRATIONS,
+    is_posthog_version_compatible,
+)
 from posthog.async_migrations.setup import get_async_migration_definition
-from posthog.async_migrations.utils import force_stop_migration, rollback_migration, trigger_migration
+from posthog.async_migrations.utils import (
+    force_stop_migration,
+    rollback_migration,
+    trigger_migration,
+)
 from posthog.constants import FROZEN_POSTHOG_VERSION
 from posthog.models.async_migration import (
     AsyncMigration,
@@ -109,7 +116,8 @@ def trigger(self, request, **kwargs):
         migration_instance = self.get_object()
 
         if not is_posthog_version_compatible(
-            migration_instance.posthog_min_version, migration_instance.posthog_max_version
+            migration_instance.posthog_min_version,
+            migration_instance.posthog_max_version,
         ):
             return response.Response(
                 {
@@ -131,7 +139,11 @@ def resume(self, request, **kwargs):
         migration_instance = self.get_object()
         if migration_instance.status != MigrationStatus.Errored:
             return response.Response(
-                {"success": False, "error": "Can't resume a migration that isn't in errored state"}, status=400
+                {
+                    "success": False,
+                    "error": "Can't resume a migration that isn't in errored state",
+                },
+                status=400,
             )
 
         migration_instance.status = MigrationStatus.Running
@@ -143,9 +155,16 @@ def resume(self, request, **kwargs):
 
     def _force_stop(self, rollback: bool):
         migration_instance = self.get_object()
-        if migration_instance.status not in [MigrationStatus.Running, MigrationStatus.Starting]:
+        if migration_instance.status not in [
+            MigrationStatus.Running,
+            MigrationStatus.Starting,
+        ]:
             return response.Response(
-                {"success": False, "error": "Can't stop a migration that isn't running."}, status=400
+                {
+                    "success": False,
+                    "error": "Can't stop a migration that isn't running.",
+                },
+                status=400,
             )
         force_stop_migration(migration_instance, rollback=rollback)
         return response.Response({"success": True}, status=200)
@@ -165,7 +184,11 @@ def rollback(self, request, **kwargs):
         migration_instance = self.get_object()
         if migration_instance.status != MigrationStatus.Errored:
             return response.Response(
-                {"success": False, "error": "Can't rollback a migration that isn't in errored state."}, status=400
+                {
+                    "success": False,
+                    "error": "Can't rollback a migration that isn't in errored state.",
+                },
+                status=400,
             )
 
         rollback_migration(migration_instance)
@@ -176,7 +199,10 @@ def force_rollback(self, request, **kwargs):
         migration_instance = self.get_object()
         if migration_instance.status != MigrationStatus.CompletedSuccessfully:
             return response.Response(
-                {"success": False, "error": "Can't force rollback a migration that did not complete successfully."},
+                {
+                    "success": False,
+                    "error": "Can't force rollback a migration that did not complete successfully.",
+                },
                 status=400,
             )
 
diff --git a/posthog/api/authentication.py b/posthog/api/authentication.py
index 2cbc2f2ceed95..7da0859f0d0c6 100644
--- a/posthog/api/authentication.py
+++ b/posthog/api/authentication.py
@@ -7,7 +7,9 @@
 from django.contrib.auth import authenticate, login
 from django.contrib.auth import views as auth_views
 from django.contrib.auth.password_validation import validate_password
-from django.contrib.auth.tokens import PasswordResetTokenGenerator as DefaultPasswordResetTokenGenerator
+from django.contrib.auth.tokens import (
+    PasswordResetTokenGenerator as DefaultPasswordResetTokenGenerator,
+)
 from django.core.exceptions import ValidationError
 from django.db import transaction
 from django.http import HttpRequest, HttpResponse, JsonResponse
@@ -23,7 +25,10 @@
 from social_django.views import auth
 from two_factor.utils import default_device
 from two_factor.views.core import REMEMBER_COOKIE_PREFIX
-from two_factor.views.utils import get_remember_device_cookie, validate_remember_device_cookie
+from two_factor.views.utils import (
+    get_remember_device_cookie,
+    validate_remember_device_cookie,
+)
 
 from posthog.api.email_verification import EmailVerifier
 from posthog.email import is_email_available
@@ -110,12 +115,18 @@ def create(self, validated_data: Dict[str, str]) -> Any:
         sso_enforcement = OrganizationDomain.objects.get_sso_enforcement_for_email_address(validated_data["email"])
         if sso_enforcement:
             raise serializers.ValidationError(
-                f"You can only login with SSO for this account ({sso_enforcement}).", code="sso_enforced"
+                f"You can only login with SSO for this account ({sso_enforcement}).",
+                code="sso_enforced",
             )
 
         request = self.context["request"]
         user = cast(
-            Optional[User], authenticate(request, email=validated_data["email"], password=validated_data["password"])
+            Optional[User],
+            authenticate(
+                request,
+                email=validated_data["email"],
+                password=validated_data["password"],
+            ),
         )
 
         if not user:
@@ -211,7 +222,8 @@ def create(self, request: Request, *args: Any, **kwargs: Any) -> Any:
         )
         if int(time.time()) > expiration_time:
             raise serializers.ValidationError(
-                detail="Login attempt has expired. Re-enter username/password.", code="2fa_expired"
+                detail="Login attempt has expired. Re-enter username/password.",
+                code="2fa_expired",
             )
 
         with transaction.atomic():
@@ -242,7 +254,8 @@ def create(self, validated_data):
         # Check SSO enforcement (which happens at the domain level)
         if OrganizationDomain.objects.get_sso_enforcement_for_email_address(email):
             raise serializers.ValidationError(
-                "Password reset is disabled because SSO login is enforced for this domain.", code="sso_enforced"
+                "Password reset is disabled because SSO login is enforced for this domain.",
+                code="sso_enforced",
             )
 
         if not is_email_available():
@@ -278,12 +291,14 @@ def create(self, validated_data):
             user = User.objects.filter(is_active=True).get(uuid=self.context["view"].kwargs["user_uuid"])
         except User.DoesNotExist:
             raise serializers.ValidationError(
-                {"token": ["This reset token is invalid or has expired."]}, code="invalid_token"
+                {"token": ["This reset token is invalid or has expired."]},
+                code="invalid_token",
             )
 
         if not password_reset_token_generator.check_token(user, validated_data["token"]):
             raise serializers.ValidationError(
-                {"token": ["This reset token is invalid or has expired."]}, code="invalid_token"
+                {"token": ["This reset token is invalid or has expired."]},
+                code="invalid_token",
             )
         password = validated_data["password"]
         try:
@@ -295,7 +310,11 @@ def create(self, validated_data):
         user.requested_password_reset_at = None
         user.save()
 
-        login(self.context["request"], user, backend="django.contrib.auth.backends.ModelBackend")
+        login(
+            self.context["request"],
+            user,
+            backend="django.contrib.auth.backends.ModelBackend",
+        )
         report_user_password_reset(user)
         return True
 
@@ -332,7 +351,8 @@ def get_object(self):
 
         if not user or not password_reset_token_generator.check_token(user, token):
             raise serializers.ValidationError(
-                {"token": ["This reset token is invalid or has expired."]}, code="invalid_token"
+                {"token": ["This reset token is invalid or has expired."]},
+                code="invalid_token",
             )
 
         return {"success": True, "token": token}
diff --git a/posthog/api/capture.py b/posthog/api/capture.py
index ba07e55f34900..98c52d1781380 100644
--- a/posthog/api/capture.py
+++ b/posthog/api/capture.py
@@ -58,7 +58,10 @@
 # events that are ingested via a separate path than analytics events. They have
 # fewer restrictions on e.g. the order they need to be processed in.
 SESSION_RECORDING_DEDICATED_KAFKA_EVENTS = ("$snapshot_items",)
-SESSION_RECORDING_EVENT_NAMES = ("$snapshot", "$performance_event") + SESSION_RECORDING_DEDICATED_KAFKA_EVENTS
+SESSION_RECORDING_EVENT_NAMES = (
+    "$snapshot",
+    "$performance_event",
+) + SESSION_RECORDING_DEDICATED_KAFKA_EVENTS
 
 EVENTS_RECEIVED_COUNTER = Counter(
     "capture_events_received_total",
@@ -205,7 +208,9 @@ def _get_sent_at(data, request) -> Tuple[Optional[datetime], Any]:
             cors_response(
                 request,
                 generate_exception_response(
-                    "capture", f"Malformed request data, invalid sent at: {error}", code="invalid_payload"
+                    "capture",
+                    f"Malformed request data, invalid sent at: {error}",
+                    code="invalid_payload",
                 ),
             ),
         )
@@ -321,7 +326,12 @@ def get_event(request):
             invalid_token_reason = _check_token_shape(token)
         except Exception as e:
             invalid_token_reason = "exception"
-            logger.warning("capture_token_shape_exception", token=token, reason="exception", exception=e)
+            logger.warning(
+                "capture_token_shape_exception",
+                token=token,
+                reason="exception",
+                exception=e,
+            )
 
         if invalid_token_reason:
             TOKEN_SHAPE_INVALID_COUNTER.labels(reason=invalid_token_reason).inc()
@@ -372,7 +382,8 @@ def get_event(request):
 
         except ValueError as e:
             return cors_response(
-                request, generate_exception_response("capture", f"Invalid payload: {e}", code="invalid_payload")
+                request,
+                generate_exception_response("capture", f"Invalid payload: {e}", code="invalid_payload"),
             )
 
         # We don't use the site_url anymore, but for safe roll-outs keeping it here for now
@@ -383,7 +394,8 @@ def get_event(request):
             processed_events = list(preprocess_events(events))
         except ValueError as e:
             return cors_response(
-                request, generate_exception_response("capture", f"Invalid payload: {e}", code="invalid_payload")
+                request,
+                generate_exception_response("capture", f"Invalid payload: {e}", code="invalid_payload"),
             )
 
     futures: List[FutureRecordMetadata] = []
@@ -392,7 +404,18 @@ def get_event(request):
         span.set_tag("event.count", len(processed_events))
         for event, event_uuid, distinct_id in processed_events:
             try:
-                futures.append(capture_internal(event, distinct_id, ip, site_url, now, sent_at, event_uuid, token))
+                futures.append(
+                    capture_internal(
+                        event,
+                        distinct_id,
+                        ip,
+                        site_url,
+                        now,
+                        sent_at,
+                        event_uuid,
+                        token,
+                    )
+                )
             except Exception as exc:
                 capture_exception(exc, {"data": data})
                 statsd.incr("posthog_cloud_raw_endpoint_failure", tags={"endpoint": "capture"})
@@ -453,7 +476,18 @@ def get_event(request):
             if alternative_replay_events:
                 processed_events = list(preprocess_events(alternative_replay_events))
                 for event, event_uuid, distinct_id in processed_events:
-                    futures.append(capture_internal(event, distinct_id, ip, site_url, now, sent_at, event_uuid, token))
+                    futures.append(
+                        capture_internal(
+                            event,
+                            distinct_id,
+                            ip,
+                            site_url,
+                            now,
+                            sent_at,
+                            event_uuid,
+                            token,
+                        )
+                    )
 
                 start_time = time.monotonic()
                 for future in futures:
@@ -572,7 +606,10 @@ def is_randomly_partitioned(candidate_partition_key: str) -> bool:
                 return True
 
             PARTITION_KEY_CAPACITY_EXCEEDED_COUNTER.labels(partition_key=candidate_partition_key.split(":")[0]).inc()
-            statsd.incr("partition_key_capacity_exceeded", tags={"partition_key": candidate_partition_key})
+            statsd.incr(
+                "partition_key_capacity_exceeded",
+                tags={"partition_key": candidate_partition_key},
+            )
             logger.warning(
                 "Partition key %s overridden as bucket capacity of %s tokens exceeded",
                 candidate_partition_key,
diff --git a/posthog/api/cohort.py b/posthog/api/cohort.py
index d3784b3b6eb4e..c525be8d263be 100644
--- a/posthog/api/cohort.py
+++ b/posthog/api/cohort.py
@@ -46,9 +46,19 @@
 from posthog.models.filters.path_filter import PathFilter
 from posthog.models.filters.stickiness_filter import StickinessFilter
 from posthog.models.filters.lifecycle_filter import LifecycleFilter
-from posthog.models.person.sql import INSERT_COHORT_ALL_PEOPLE_THROUGH_PERSON_ID, PERSON_STATIC_COHORT_TABLE
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
-from posthog.queries.actor_base_query import ActorBaseQuery, get_people, serialize_people
+from posthog.models.person.sql import (
+    INSERT_COHORT_ALL_PEOPLE_THROUGH_PERSON_ID,
+    PERSON_STATIC_COHORT_TABLE,
+)
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
+from posthog.queries.actor_base_query import (
+    ActorBaseQuery,
+    get_people,
+    serialize_people,
+)
 from posthog.queries.paths import PathsActors
 from posthog.queries.person_query import PersonQuery
 from posthog.queries.stickiness import StickinessActors
@@ -221,7 +231,10 @@ def update(self, cohort: Cohort, validated_data: Dict, *args: Any, **kwargs: Any
         report_user_action(
             request.user,
             "cohort updated",
-            {**cohort.get_analytics_metadata(), "updated_by_creator": request.user == cohort.created_by},
+            {
+                **cohort.get_analytics_metadata(),
+                "updated_by_creator": request.user == cohort.created_by,
+            },
         )
 
         return cohort
@@ -237,7 +250,11 @@ def to_representation(self, instance):
 class CohortViewSet(StructuredViewSetMixin, ForbidDestroyModel, viewsets.ModelViewSet):
     queryset = Cohort.objects.all()
     serializer_class = CohortSerializer
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
 
     def get_queryset(self) -> QuerySet:
         queryset = super().get_queryset()
@@ -262,7 +279,11 @@ def duplicate_as_static_cohort(self, request: Request, **kwargs) -> Response:
                 "name": f"{cohort.name} (static copy)",
                 "is_static": True,
             },
-            context={"request": request, "from_cohort_id": cohort.pk, "team_id": team.pk},
+            context={
+                "request": request,
+                "from_cohort_id": cohort.pk,
+                "team_id": team.pk,
+            },
         )
 
         cohort_serializer.is_valid(raise_exception=True)
@@ -273,7 +294,10 @@ def duplicate_as_static_cohort(self, request: Request, **kwargs) -> Response:
     @action(
         methods=["GET"],
         detail=True,
-        renderer_classes=[*api_settings.DEFAULT_RENDERER_CLASSES, csvrenderers.PaginatedCSVRenderer],
+        renderer_classes=[
+            *api_settings.DEFAULT_RENDERER_CLASSES,
+            csvrenderers.PaginatedCSVRenderer,
+        ],
     )
     def persons(self, request: Request, **kwargs) -> Response:
         cohort: Cohort = self.get_object()
@@ -313,7 +337,12 @@ def persons(self, request: Request, **kwargs) -> Response:
             )
             persons = []
             for p in serialized_actors:
-                person = Person(uuid=p[0], created_at=p[1], is_identified=p[2], properties=json.loads(p[3]))
+                person = Person(
+                    uuid=p[0],
+                    created_at=p[1],
+                    is_identified=p[2],
+                    properties=json.loads(p[3]),
+                )
                 person._distinct_ids = p[4]
                 persons.append(person)
 
@@ -334,8 +363,21 @@ def persons(self, request: Request, **kwargs) -> Response:
             else None
         )
         if is_csv_request:
-            KEYS_ORDER = ["id", "email", "name", "created_at", "properties", "distinct_ids"]
-            DELETE_KEYS = ["value_at_data_point", "uuid", "type", "is_identified", "matched_recordings"]
+            KEYS_ORDER = [
+                "id",
+                "email",
+                "name",
+                "created_at",
+                "properties",
+                "distinct_ids",
+            ]
+            DELETE_KEYS = [
+                "value_at_data_point",
+                "uuid",
+                "type",
+                "is_identified",
+                "matched_recordings",
+            ]
             for actor in serialized_actors:
                 if actor["properties"].get("email"):
                     actor["email"] = actor["properties"]["email"]
@@ -344,7 +386,8 @@ def persons(self, request: Request, **kwargs) -> Response:
                 {
                     k: v
                     for k, v in sorted(
-                        actor.items(), key=lambda item: KEYS_ORDER.index(item[0]) if item[0] in KEYS_ORDER else 999999
+                        actor.items(),
+                        key=lambda item: KEYS_ORDER.index(item[0]) if item[0] in KEYS_ORDER else 999999,
                     )
                     if k not in DELETE_KEYS
                 }
@@ -421,7 +464,11 @@ def insert_cohort_actors_into_ch(cohort: Cohort, filter_data: Dict):
             WHERE team_id = %(team_id)s AND cohort_id = %(from_cohort_id)s AND version = %(version)s
             ORDER BY person_id
         """
-        params = {"team_id": cohort.team.pk, "from_cohort_id": existing_cohort.pk, "version": existing_cohort.version}
+        params = {
+            "team_id": cohort.team.pk,
+            "from_cohort_id": existing_cohort.pk,
+            "version": existing_cohort.version,
+        }
         context = Filter(data=filter_data, team=cohort.team).hogql_context
     else:
         insight_type = filter_data.get("insight")
diff --git a/posthog/api/dashboards/dashboard.py b/posthog/api/dashboards/dashboard.py
index 63c9a8d05bcc9..be0f059dbe8dd 100644
--- a/posthog/api/dashboards/dashboard.py
+++ b/posthog/api/dashboards/dashboard.py
@@ -14,7 +14,9 @@
 from rest_framework.response import Response
 from rest_framework.utils.serializer_helpers import ReturnDict
 
-from posthog.api.dashboards.dashboard_template_json_schema_parser import DashboardTemplateCreationJSONSchemaParser
+from posthog.api.dashboards.dashboard_template_json_schema_parser import (
+    DashboardTemplateCreationJSONSchemaParser,
+)
 from posthog.api.forbid_destroy_model import ForbidDestroyModel
 from posthog.api.insight import InsightSerializer, InsightViewSet
 from posthog.api.routing import StructuredViewSetMixin
@@ -29,7 +31,10 @@
 from posthog.models.tagged_item import TaggedItem
 from posthog.models.team.team import check_is_feature_available_for_team
 from posthog.models.user import User
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
 from posthog.user_permissions import UserPermissionsSerializerMixin
 
 logger = structlog.get_logger(__name__)
@@ -61,7 +66,14 @@ class DashboardTileSerializer(serializers.ModelSerializer):
 
     class Meta:
         model = DashboardTile
-        exclude = ["dashboard", "deleted", "filters_hash", "last_refresh", "refreshing", "refresh_attempt"]
+        exclude = [
+            "dashboard",
+            "deleted",
+            "filters_hash",
+            "last_refresh",
+            "refreshing",
+            "refresh_attempt",
+        ]
         read_only_fields = ["id", "insight"]
         depth = 1
 
@@ -76,7 +88,11 @@ def to_representation(self, instance: DashboardTile):
         return representation
 
 
-class DashboardBasicSerializer(TaggedItemSerializerMixin, serializers.ModelSerializer, UserPermissionsSerializerMixin):
+class DashboardBasicSerializer(
+    TaggedItemSerializerMixin,
+    serializers.ModelSerializer,
+    UserPermissionsSerializerMixin,
+):
     created_by = UserBasicSerializer(read_only=True)
     effective_privilege_level = serializers.SerializerMethodField()
     effective_restriction_level = serializers.SerializerMethodField()
@@ -252,7 +268,10 @@ def _deep_duplicate_tiles(self, dashboard: Dashboard, existing_tile: DashboardTi
             text_serializer.save()
             text = cast(Text, text_serializer.instance)
             DashboardTile.objects.create(
-                dashboard=dashboard, text=text, layouts=existing_tile.layouts, color=existing_tile.color
+                dashboard=dashboard,
+                text=text,
+                layouts=existing_tile.layouts,
+                color=existing_tile.color,
             )
 
     def update(self, instance: Dashboard, validated_data: Dict, *args: Any, **kwargs: Any) -> Dashboard:
@@ -310,13 +329,15 @@ def _update_tiles(instance: Dashboard, tile_data: Dict, user: User) -> None:
                 },
             )
             DashboardTile.objects.update_or_create(
-                id=tile_data.get("id", None), defaults={**tile_data, "text": text, "dashboard": instance}
+                id=tile_data.get("id", None),
+                defaults={**tile_data, "text": text, "dashboard": instance},
             )
         elif "deleted" in tile_data or "color" in tile_data or "layouts" in tile_data:
             tile_data.pop("insight", None)  # don't ever update insight tiles here
 
             DashboardTile.objects.update_or_create(
-                id=tile_data.get("id", None), defaults={**tile_data, "dashboard": instance}
+                id=tile_data.get("id", None),
+                defaults={**tile_data, "dashboard": instance},
             )
 
     @staticmethod
@@ -352,7 +373,9 @@ def get_tiles(self, dashboard: Dashboard) -> Optional[List[ReturnDict]]:
 
         tiles = DashboardTile.dashboard_queryset(dashboard.tiles).prefetch_related(
             Prefetch(
-                "insight__tagged_items", queryset=TaggedItem.objects.select_related("tag"), to_attr="prefetched_tags"
+                "insight__tagged_items",
+                queryset=TaggedItem.objects.select_related("tag"),
+                to_attr="prefetched_tags",
             )
         )
         self.user_permissions.set_preloaded_dashboard_tiles(list(tiles))
@@ -382,7 +405,12 @@ def _update_creation_mode(self, validated_data, use_template: str, use_dashboard
         return {**validated_data, "creation_mode": "default"}
 
 
-class DashboardsViewSet(TaggedItemViewSetMixin, StructuredViewSetMixin, ForbidDestroyModel, viewsets.ModelViewSet):
+class DashboardsViewSet(
+    TaggedItemViewSetMixin,
+    StructuredViewSetMixin,
+    ForbidDestroyModel,
+    viewsets.ModelViewSet,
+):
     queryset = Dashboard.objects.order_by("name")
     permission_classes = [
         IsAuthenticated,
@@ -462,11 +490,16 @@ def move_tile(self, request: Request, *args: Any, **kwargs: Any) -> Response:
         tile.save(update_fields=["dashboard_id"])
 
         serializer = DashboardSerializer(
-            Dashboard.objects.get(id=from_dashboard), context={"view": self, "request": request}
+            Dashboard.objects.get(id=from_dashboard),
+            context={"view": self, "request": request},
         )
         return Response(serializer.data)
 
-    @action(methods=["POST"], detail=False, parser_classes=[DashboardTemplateCreationJSONSchemaParser])
+    @action(
+        methods=["POST"],
+        detail=False,
+        parser_classes=[DashboardTemplateCreationJSONSchemaParser],
+    )
     def create_from_template_json(self, request: Request, *args: Any, **kwargs: Any) -> Response:
         dashboard = Dashboard.objects.create(team_id=self.team_id)
 
diff --git a/posthog/api/dashboards/dashboard_templates.py b/posthog/api/dashboards/dashboard_templates.py
index ad00fcf87ef43..c35986ef5431f 100644
--- a/posthog/api/dashboards/dashboard_templates.py
+++ b/posthog/api/dashboards/dashboard_templates.py
@@ -15,7 +15,10 @@
 from posthog.api.forbid_destroy_model import ForbidDestroyModel
 from posthog.api.routing import StructuredViewSetMixin
 from posthog.models.dashboard_templates import DashboardTemplate
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
 
 logger = structlog.get_logger(__name__)
 
diff --git a/posthog/api/dashboards/test/test_dashboard_templates.py b/posthog/api/dashboards/test/test_dashboard_templates.py
index ac5072e29c6c1..2c44b421f1782 100644
--- a/posthog/api/dashboards/test/test_dashboard_templates.py
+++ b/posthog/api/dashboards/test/test_dashboard_templates.py
@@ -7,7 +7,14 @@
 
 
 def assert_template_equals(received, expected):
-    keys_to_check = ["template_name", "dashboard_description", "tags", "variables", "tiles", "dashboard_filters"]
+    keys_to_check = [
+        "template_name",
+        "dashboard_description",
+        "tags",
+        "variables",
+        "tiles",
+        "dashboard_filters",
+    ]
 
     for key in keys_to_check:
         assert received[key] == expected[key], f"key {key} failed, expected {expected[key]} but got {received[key]}"
@@ -256,7 +263,8 @@ def test_delete_dashboard_template_by_id(self) -> None:
         dashboard_template = DashboardTemplate.objects.get(id=response.json()["id"])
 
         update_response = self.client.patch(
-            f"/api/projects/{self.team.pk}/dashboard_templates/{response.json()['id']}", {"deleted": True}
+            f"/api/projects/{self.team.pk}/dashboard_templates/{response.json()['id']}",
+            {"deleted": True},
         )
         assert update_response.status_code == status.HTTP_200_OK, update_response
 
@@ -279,7 +287,8 @@ def test_non_staff_user_cannot_delete_dashboard_template_by_id(self) -> None:
         self.user.save()
 
         patch_response = self.client.patch(
-            f"/api/projects/{self.team.pk}/dashboard_templates/{response.json()['id']}", {"deleted": True}
+            f"/api/projects/{self.team.pk}/dashboard_templates/{response.json()['id']}",
+            {"deleted": True},
         )
         assert patch_response.status_code == status.HTTP_403_FORBIDDEN, patch_response
 
@@ -307,15 +316,41 @@ def test_update_dashboard_template_by_id(self) -> None:
     def test_dashboard_template_schema(self) -> None:
         dashboard_template_schema = {
             "type": "object",
-            "required": ["template_name", "dashboard_description", "dashboard_filters", "tiles"],
+            "required": [
+                "template_name",
+                "dashboard_description",
+                "dashboard_filters",
+                "tiles",
+            ],
             "properties": {
-                "id": {"description": "The id of the dashboard template", "type": "string"},
-                "template_name": {"description": "The name of the dashboard template", "type": "string"},
-                "team_id": {"description": "The team this dashboard template belongs to", "type": ["number", "null"]},
-                "created_at": {"description": "When the dashboard template was created", "type": "string"},
-                "image_url": {"description": "The image of the dashboard template", "type": ["string", "null"]},
-                "dashboard_description": {"description": "The description of the dashboard template", "type": "string"},
-                "dashboard_filters": {"description": "The filters of the dashboard template", "type": "object"},
+                "id": {
+                    "description": "The id of the dashboard template",
+                    "type": "string",
+                },
+                "template_name": {
+                    "description": "The name of the dashboard template",
+                    "type": "string",
+                },
+                "team_id": {
+                    "description": "The team this dashboard template belongs to",
+                    "type": ["number", "null"],
+                },
+                "created_at": {
+                    "description": "When the dashboard template was created",
+                    "type": "string",
+                },
+                "image_url": {
+                    "description": "The image of the dashboard template",
+                    "type": ["string", "null"],
+                },
+                "dashboard_description": {
+                    "description": "The description of the dashboard template",
+                    "type": "string",
+                },
+                "dashboard_filters": {
+                    "description": "The filters of the dashboard template",
+                    "type": "object",
+                },
                 "tiles": {
                     "description": "The tiles of the dashboard template",
                     "type": "array",
@@ -329,14 +364,39 @@ def test_dashboard_template_schema(self) -> None:
                             "type": "array",
                             "items": {
                                 "type": "object",
-                                "required": ["id", "name", "type", "default", "description", "required"],
+                                "required": [
+                                    "id",
+                                    "name",
+                                    "type",
+                                    "default",
+                                    "description",
+                                    "required",
+                                ],
                                 "properties": {
-                                    "id": {"description": "The id of the variable", "type": "string"},
-                                    "name": {"description": "The name of the variable", "type": "string"},
-                                    "type": {"description": "The type of the variable", "enum": ["event"]},
-                                    "default": {"description": "The default value of the variable", "type": "object"},
-                                    "description": {"description": "The description of the variable", "type": "string"},
-                                    "required": {"description": "Whether the variable is required", "type": "boolean"},
+                                    "id": {
+                                        "description": "The id of the variable",
+                                        "type": "string",
+                                    },
+                                    "name": {
+                                        "description": "The name of the variable",
+                                        "type": "string",
+                                    },
+                                    "type": {
+                                        "description": "The type of the variable",
+                                        "enum": ["event"],
+                                    },
+                                    "default": {
+                                        "description": "The default value of the variable",
+                                        "type": "object",
+                                    },
+                                    "description": {
+                                        "description": "The description of the variable",
+                                        "type": "string",
+                                    },
+                                    "required": {
+                                        "description": "Whether the variable is required",
+                                        "type": "boolean",
+                                    },
                                 },
                             },
                         },
@@ -373,7 +433,8 @@ def test_cant_make_templates_without_teamid_private(self) -> None:
 
         # can't update the default template to be private
         response = self.client.patch(
-            f"/api/projects/{self.team.pk}/dashboard_templates/{dashboard_template.id}", {"scope": "team"}
+            f"/api/projects/{self.team.pk}/dashboard_templates/{dashboard_template.id}",
+            {"scope": "team"},
         )
         # unauthorized
         assert response.status_code == status.HTTP_400_BAD_REQUEST
diff --git a/posthog/api/data_management.py b/posthog/api/data_management.py
index a5060cc503b8a..186f2f83021f7 100644
--- a/posthog/api/data_management.py
+++ b/posthog/api/data_management.py
@@ -15,6 +15,11 @@ def all_activity(self, request: request.Request, **kwargs):
         limit = int(request.query_params.get("limit", "10"))
         page = int(request.query_params.get("page", "1"))
 
-        activity_page = load_all_activity(scope_list=["EventDefinition", "PropertyDefinition"], team_id=request.user.team.id, limit=limit, page=page)  # type: ignore
+        activity_page = load_all_activity(
+            scope_list=["EventDefinition", "PropertyDefinition"],
+            team_id=request.user.team.id,  # type: ignore
+            limit=limit,
+            page=page,
+        )
 
         return activity_page_response(activity_page, limit, page, request)
diff --git a/posthog/api/dead_letter_queue.py b/posthog/api/dead_letter_queue.py
index e9beee6fb2ce2..93e2b09370b0e 100644
--- a/posthog/api/dead_letter_queue.py
+++ b/posthog/api/dead_letter_queue.py
@@ -25,7 +25,10 @@
     "dlq_events_per_error": {
         "metric": "Total events per error",
         "fn": lambda offset: {
-            "subrows": {"columns": ["Error", "Total events"], "rows": get_dead_letter_queue_events_per_error(offset)}
+            "subrows": {
+                "columns": ["Error", "Total events"],
+                "rows": get_dead_letter_queue_events_per_error(offset),
+            }
         },
     },
     "dlq_events_per_location": {
@@ -40,13 +43,19 @@
     "dlq_events_per_day": {
         "metric": "Total events per day",
         "fn": lambda offset: {
-            "subrows": {"columns": ["Date", "Total events"], "rows": get_dead_letter_queue_events_per_day(offset)}
+            "subrows": {
+                "columns": ["Date", "Total events"],
+                "rows": get_dead_letter_queue_events_per_day(offset),
+            }
         },
     },
     "dlq_events_per_tag": {
         "metric": "Total events per tag",
         "fn": lambda offset: {
-            "subrows": {"columns": ["Date", "Total events"], "rows": get_dead_letter_queue_events_per_tag(offset)}
+            "subrows": {
+                "columns": ["Date", "Total events"],
+                "rows": get_dead_letter_queue_events_per_tag(offset),
+            }
         },
     },
 }
diff --git a/posthog/api/decide.py b/posthog/api/decide.py
index 25fbd13a9505b..1f173bdc39016 100644
--- a/posthog/api/decide.py
+++ b/posthog/api/decide.py
@@ -24,7 +24,11 @@
 from posthog.models.filters.mixins.utils import process_bool
 from posthog.models.utils import execute_with_timeout
 from posthog.plugins.site import get_decide_site_apps
-from posthog.utils import get_ip_address, label_for_team_id_to_track, load_data_from_request
+from posthog.utils import (
+    get_ip_address,
+    label_for_team_id_to_track,
+    load_data_from_request,
+)
 from posthog.utils_cors import cors_response
 
 FLAG_EVALUATION_COUNTER = Counter(
@@ -209,7 +213,10 @@ def get_decide(request: HttpRequest):
             response["capturePerformance"] = True if team.capture_performance_opt_in else False
             response["autocapture_opt_out"] = True if team.autocapture_opt_out else False
             response["autocaptureExceptions"] = (
-                {"endpoint": "/e/", "errors_to_ignore": team.autocapture_exceptions_errors_to_ignore or []}
+                {
+                    "endpoint": "/e/",
+                    "errors_to_ignore": team.autocapture_exceptions_errors_to_ignore or [],
+                }
                 if team.autocapture_exceptions_opt_in
                 else False
             )
diff --git a/posthog/api/documentation.py b/posthog/api/documentation.py
index ef1bfbcda962b..8bb076235cdb3 100644
--- a/posthog/api/documentation.py
+++ b/posthog/api/documentation.py
@@ -2,7 +2,10 @@
 from typing import Dict, get_args
 
 from drf_spectacular.types import OpenApiTypes
-from drf_spectacular.utils import extend_schema, extend_schema_field  # # noqa: F401 for easy import
+from drf_spectacular.utils import (
+    extend_schema,  # noqa: F401
+    extend_schema_field,
+)  # # noqa: F401 for easy import
 from rest_framework import fields, serializers
 
 from posthog.models.entity import MathType
@@ -20,16 +23,26 @@ def to_internal_value(self, data):
 
 class PropertyItemSerializer(serializers.Serializer):
     key = serializers.CharField(
-        help_text="Key of the property you're filtering on. For example `email` or `$current_url`", required=True
+        help_text="Key of the property you're filtering on. For example `email` or `$current_url`",
+        required=True,
     )
     value = ValueField(
         help_text='Value of your filter. For example `test@example.com` or `https://example.com/test/`. Can be an array for an OR query, like `["test@example.com","ok@example.com"]`',
         required=True,
     )
     operator = serializers.ChoiceField(
-        choices=get_args(OperatorType), required=False, allow_blank=True, default="exact", allow_null=True
+        choices=get_args(OperatorType),
+        required=False,
+        allow_blank=True,
+        default="exact",
+        allow_null=True,
+    )
+    type = serializers.ChoiceField(
+        choices=get_args(PropertyType),
+        default="event",
+        required=False,
+        allow_blank=True,
     )
-    type = serializers.ChoiceField(choices=get_args(PropertyType), default="event", required=False, allow_blank=True)
 
 
 property_help_text = "Filter events by event property, person property, cohort, groups and more."
@@ -132,7 +145,10 @@ class FilterEventSerializer(serializers.Serializer):
     id = serializers.CharField(help_text="Name of the event to filter on. For example `$pageview` or `user sign up`.")
     properties = PropertySerializer(many=True, required=False)
     math = serializers.ChoiceField(
-        help_text=math_help_text, choices=get_args(MathType), default="total", required=False
+        help_text=math_help_text,
+        choices=get_args(MathType),
+        default="total",
+        required=False,
     )
 
 
@@ -140,7 +156,10 @@ class FilterActionSerializer(serializers.Serializer):
     id = serializers.CharField(help_text="ID of the action to filter on. For example `2841`.")
     properties = PropertySerializer(many=True, required=False)
     math = serializers.ChoiceField(
-        help_text=math_help_text, choices=get_args(MathType), default="total", required=False
+        help_text=math_help_text,
+        choices=get_args(MathType),
+        default="total",
+        required=False,
     )
 
 
@@ -166,7 +185,10 @@ def custom_postprocessing_hook(result, generator, request, public):
         paths[path] = {}
         for method, definition in methods.items():
             definition["tags"] = [d for d in definition["tags"] if d not in ["projects"]]
-            match = re.search(r"((\/api\/(organizations|projects)/{(.*?)}\/)|(\/api\/))(?P<one>[a-zA-Z0-9-_]*)\/", path)
+            match = re.search(
+                r"((\/api\/(organizations|projects)/{(.*?)}\/)|(\/api\/))(?P<one>[a-zA-Z0-9-_]*)\/",
+                path,
+            )
             if match:
                 definition["tags"].append(match.group("one"))
             for tag in definition["tags"]:
diff --git a/posthog/api/early_access_feature.py b/posthog/api/early_access_feature.py
index 90d3cd33dccbf..b9129b1dc2333 100644
--- a/posthog/api/early_access_feature.py
+++ b/posthog/api/early_access_feature.py
@@ -15,7 +15,10 @@
 
 from posthog.models.feature_flag.feature_flag import FeatureFlag
 from posthog.models.team.team import Team
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
 from django.utils.text import slugify
 from django.views.decorators.csrf import csrf_exempt
 
@@ -65,7 +68,6 @@ def update(self, instance: EarlyAccessFeature, validated_data: Any) -> EarlyAcce
         stage = validated_data.get("stage", None)
 
         if instance.stage != EarlyAccessFeature.Stage.BETA and stage == EarlyAccessFeature.Stage.BETA:
-
             super_conditions = lambda feature_flag_key: [
                 {
                     "properties": [
@@ -82,7 +84,6 @@ def update(self, instance: EarlyAccessFeature, validated_data: Any) -> EarlyAcce
 
             related_feature_flag = instance.feature_flag
             if related_feature_flag:
-
                 related_feature_flag_key = related_feature_flag.key
                 serialized_data_filters = {
                     **related_feature_flag.filters,
@@ -90,7 +91,10 @@ def update(self, instance: EarlyAccessFeature, validated_data: Any) -> EarlyAcce
                 }
 
                 serializer = FeatureFlagSerializer(
-                    related_feature_flag, data={"filters": serialized_data_filters}, context=self.context, partial=True
+                    related_feature_flag,
+                    data={"filters": serialized_data_filters},
+                    context=self.context,
+                    partial=True,
                 )
                 serializer.is_valid(raise_exception=True)
                 serializer.save()
@@ -178,10 +182,16 @@ def create(self, validated_data):
             feature_flag_key = feature_flag.key
 
             if validated_data.get("stage") == EarlyAccessFeature.Stage.BETA:
-                serialized_data_filters = {**feature_flag.filters, "super_groups": super_conditions(feature_flag_key)}
+                serialized_data_filters = {
+                    **feature_flag.filters,
+                    "super_groups": super_conditions(feature_flag_key),
+                }
 
                 serializer = FeatureFlagSerializer(
-                    feature_flag, data={"filters": serialized_data_filters}, context=self.context, partial=True
+                    feature_flag,
+                    data={"filters": serialized_data_filters},
+                    context=self.context,
+                    partial=True,
                 )
                 serializer.is_valid(raise_exception=True)
                 serializer.save()
@@ -242,7 +252,6 @@ def destroy(self, request: Request, *args: Any, **kwargs: Any) -> Response:
 
 @csrf_exempt
 def early_access_features(request: Request):
-
     token = get_token(None, request)
 
     if not token:
diff --git a/posthog/api/element.py b/posthog/api/element.py
index 6787b46e93451..5581ba0e6eb2a 100644
--- a/posthog/api/element.py
+++ b/posthog/api/element.py
@@ -14,7 +14,10 @@
 from posthog.models.element.sql import GET_ELEMENTS, GET_VALUES
 from posthog.models.instance_setting import get_instance_setting
 from posthog.models.property.util import parse_prop_grouped_clauses
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
 from posthog.queries.query_date_range import QueryDateRange
 from posthog.utils import format_query_params_absolute_url
 
@@ -46,7 +49,11 @@ class ElementViewSet(StructuredViewSetMixin, viewsets.ModelViewSet):
         authentication.SessionAuthentication,
         authentication.BasicAuthentication,
     ]
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
     include_in_docs = False
 
     @action(methods=["GET"], detail=False)
@@ -84,14 +91,23 @@ def stats(self, request: request.Request, **kwargs) -> response.Response:
         paginate_response = request.query_params.get("paginate_response", "false") == "true"
         if not paginate_response:
             # once we are getting no hits on this counter we can default to paginated responses
-            statsd.incr("toolbar_element_stats_unpaginated_api_request_tombstone", tags={"team_id": self.team_id})
+            statsd.incr(
+                "toolbar_element_stats_unpaginated_api_request_tombstone",
+                tags={"team_id": self.team_id},
+            )
 
         prop_filters, prop_filter_params = parse_prop_grouped_clauses(
-            team_id=self.team.pk, property_group=filter.property_groups, hogql_context=filter.hogql_context
+            team_id=self.team.pk,
+            property_group=filter.property_groups,
+            hogql_context=filter.hogql_context,
         )
         result = sync_execute(
             GET_ELEMENTS.format(
-                date_from=date_from, date_to=date_to, query=prop_filters, limit=limit + 1, offset=offset
+                date_from=date_from,
+                date_to=date_to,
+                query=prop_filters,
+                limit=limit + 1,
+                offset=offset,
             ),
             {
                 "team_id": self.team.pk,
@@ -117,7 +133,13 @@ def stats(self, request: request.Request, **kwargs) -> response.Response:
             has_next = len(result) == limit + 1
             next_url = format_query_params_absolute_url(request, offset + limit) if has_next else None
             previous_url = format_query_params_absolute_url(request, offset - limit) if offset - limit >= 0 else None
-            return response.Response({"results": serialized_elements, "next": next_url, "previous": previous_url})
+            return response.Response(
+                {
+                    "results": serialized_elements,
+                    "next": next_url,
+                    "previous": previous_url,
+                }
+            )
         else:
             return response.Response(serialized_elements)
 
@@ -161,7 +183,12 @@ def values(self, request: request.Request, **kwargs) -> response.Response:
                 filter_regex = select_regex
 
         result = sync_execute(
-            GET_VALUES.format(), {"team_id": self.team.id, "regex": select_regex, "filter_regex": filter_regex}
+            GET_VALUES.format(),
+            {
+                "team_id": self.team.id,
+                "regex": select_regex,
+                "filter_regex": filter_regex,
+            },
         )
         return response.Response([{"name": value[0]} for value in result])
 
diff --git a/posthog/api/event.py b/posthog/api/event.py
index 9d2f3fafeebff..662b3affab87f 100644
--- a/posthog/api/event.py
+++ b/posthog/api/event.py
@@ -25,9 +25,15 @@
 from posthog.models.person.util import get_persons_by_distinct_ids
 from posthog.models.team import Team
 from posthog.models.utils import UUIDT
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
 from posthog.queries.property_values import get_property_values_for_key
-from posthog.rate_limit import ClickHouseBurstRateThrottle, ClickHouseSustainedRateThrottle
+from posthog.rate_limit import (
+    ClickHouseBurstRateThrottle,
+    ClickHouseSustainedRateThrottle,
+)
 from posthog.utils import convert_property_value, flatten
 
 QUERY_DEFAULT_EXPORT_LIMIT = 3_500
@@ -52,13 +58,27 @@ class Meta:
         ]
 
 
-class EventViewSet(StructuredViewSetMixin, mixins.RetrieveModelMixin, mixins.ListModelMixin, viewsets.GenericViewSet):
+class EventViewSet(
+    StructuredViewSetMixin,
+    mixins.RetrieveModelMixin,
+    mixins.ListModelMixin,
+    viewsets.GenericViewSet,
+):
     renderer_classes = tuple(api_settings.DEFAULT_RENDERER_CLASSES) + (csvrenderers.PaginatedCSVRenderer,)
     serializer_class = ClickhouseEventSerializer
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
     throttle_classes = [ClickHouseBurstRateThrottle, ClickHouseSustainedRateThrottle]
 
-    def _build_next_url(self, request: request.Request, last_event_timestamp: datetime, order_by: List[str]) -> str:
+    def _build_next_url(
+        self,
+        request: request.Request,
+        last_event_timestamp: datetime,
+        order_by: List[str],
+    ) -> str:
         params = request.GET.dict()
         reverse = "-timestamp" in order_by
         timestamp = last_event_timestamp.astimezone().isoformat()
@@ -88,14 +108,26 @@ def _build_next_url(self, request: request.Request, last_event_timestamp: dateti
                 many=True,
             ),
             OpenApiParameter("person_id", OpenApiTypes.INT, description="Filter list by person id."),
-            OpenApiParameter("distinct_id", OpenApiTypes.INT, description="Filter list by distinct id."),
             OpenApiParameter(
-                "before", OpenApiTypes.DATETIME, description="Only return events with a timestamp before this time."
+                "distinct_id",
+                OpenApiTypes.INT,
+                description="Filter list by distinct id.",
             ),
             OpenApiParameter(
-                "after", OpenApiTypes.DATETIME, description="Only return events with a timestamp after this time."
+                "before",
+                OpenApiTypes.DATETIME,
+                description="Only return events with a timestamp before this time.",
+            ),
+            OpenApiParameter(
+                "after",
+                OpenApiTypes.DATETIME,
+                description="Only return events with a timestamp after this time.",
+            ),
+            OpenApiParameter(
+                "limit",
+                OpenApiTypes.INT,
+                description="The maximum number of results to return",
             ),
-            OpenApiParameter("limit", OpenApiTypes.INT, description="The maximum number of results to return"),
             PropertiesSerializer(required=False),
         ]
     )
@@ -147,7 +179,9 @@ def list(self, request: request.Request, *args: Any, **kwargs: Any) -> response.
                 )
 
             result = ClickhouseEventSerializer(
-                query_result[0:limit], many=True, context={"people": self._get_people(query_result, team)}
+                query_result[0:limit],
+                many=True,
+                context={"people": self._get_people(query_result, team)},
             ).data
 
             next_url: Optional[str] = None
@@ -170,12 +204,20 @@ def _get_people(self, query_result: List[Dict], team: Team) -> Dict[str, Any]:
         return distinct_to_person
 
     def retrieve(
-        self, request: request.Request, pk: Optional[Union[int, str]] = None, *args: Any, **kwargs: Any
+        self,
+        request: request.Request,
+        pk: Optional[Union[int, str]] = None,
+        *args: Any,
+        **kwargs: Any,
     ) -> response.Response:
-
         if not isinstance(pk, str) or not UUIDT.is_valid_uuid(pk):
             return response.Response(
-                {"detail": "Invalid UUID", "code": "invalid", "type": "validation_error"}, status=400
+                {
+                    "detail": "Invalid UUID",
+                    "code": "invalid",
+                    "type": "validation_error",
+                },
+                status=400,
             )
         query_result = query_with_columns(
             SELECT_ONE_EVENT_SQL,
diff --git a/posthog/api/event_definition.py b/posthog/api/event_definition.py
index 5d208bc9c4b55..6616c8beaddab 100644
--- a/posthog/api/event_definition.py
+++ b/posthog/api/event_definition.py
@@ -1,7 +1,15 @@
 from typing import Any, Literal, Tuple, Type, cast
 
 from django.db.models import Manager, Prefetch
-from rest_framework import mixins, permissions, serializers, viewsets, request, status, response
+from rest_framework import (
+    mixins,
+    permissions,
+    serializers,
+    viewsets,
+    request,
+    status,
+    response,
+)
 
 from posthog.api.routing import StructuredViewSetMixin
 from posthog.api.shared import UserBasicSerializer
@@ -15,7 +23,10 @@
 from posthog.models.activity_logging.activity_log import Detail, log_activity
 from posthog.models.user import User
 from posthog.models.utils import UUIDT
-from posthog.permissions import OrganizationMemberPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    OrganizationMemberPermissions,
+    TeamMemberAccessPermission,
+)
 from posthog.settings import EE_AVAILABLE
 
 # If EE is enabled, we use ee.api.ee_event_definition.EnterpriseEventDefinitionSerializer
@@ -132,7 +143,9 @@ def _ordering_params_from_request(
 
     def get_object(self):
         id = self.kwargs["id"]
-        if EE_AVAILABLE and self.request.user.organization.is_feature_available(AvailableFeature.INGESTION_TAXONOMY):  # type: ignore
+        if EE_AVAILABLE and self.request.user.organization.is_feature_available(  # type: ignore
+            AvailableFeature.INGESTION_TAXONOMY
+        ):
             from ee.models.event_definition import EnterpriseEventDefinition
 
             enterprise_event = EnterpriseEventDefinition.objects.filter(id=id).first()
@@ -151,7 +164,9 @@ def get_object(self):
 
     def get_serializer_class(self) -> Type[serializers.ModelSerializer]:
         serializer_class = self.serializer_class
-        if EE_AVAILABLE and self.request.user.organization.is_feature_available(AvailableFeature.INGESTION_TAXONOMY):  # type: ignore
+        if EE_AVAILABLE and self.request.user.organization.is_feature_available(  # type: ignore
+            AvailableFeature.INGESTION_TAXONOMY
+        ):
             from ee.api.ee_event_definition import EnterpriseEventDefinitionSerializer
 
             serializer_class = EnterpriseEventDefinitionSerializer  # type: ignore
@@ -162,7 +177,11 @@ def destroy(self, request: request.Request, *args: Any, **kwargs: Any) -> respon
         instance_id: str = str(instance.id)
         self.perform_destroy(instance)
         # Casting, since an anonymous use CANNOT access this endpoint
-        report_user_action(cast(User, request.user), "event definition deleted", {"name": instance.name})
+        report_user_action(
+            cast(User, request.user),
+            "event definition deleted",
+            {"name": instance.name},
+        )
         user = cast(User, request.user)
         log_activity(
             organization_id=cast(UUIDT, self.organization_id),
diff --git a/posthog/api/exports.py b/posthog/api/exports.py
index 3a822aa9b3d06..e4f5dd8104f8c 100644
--- a/posthog/api/exports.py
+++ b/posthog/api/exports.py
@@ -19,7 +19,10 @@
 from posthog.models import Insight, User
 from posthog.models.activity_logging.activity_log import Change, Detail, log_activity
 from posthog.models.exported_asset import ExportedAsset, get_content_response
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
 from posthog.tasks import exporter
 
 logger = structlog.get_logger(__name__)
@@ -71,7 +74,11 @@ def create(self, validated_data: Dict, *args: Any, **kwargs: Any) -> ExportedAss
         return self._create_asset(validated_data, user=request.user, asset_generation_timeout=10, reason=None)
 
     def _create_asset(
-        self, validated_data: Dict, user: User | None, asset_generation_timeout: float, reason: str | None
+        self,
+        validated_data: Dict,
+        user: User | None,
+        asset_generation_timeout: float,
+        reason: str | None,
     ) -> ExportedAsset:
         if user is not None:
             validated_data["created_by"] = user
@@ -100,13 +107,20 @@ def _create_asset(
                         short_id=insight.short_id,
                         changes=[
                             Change(
-                                type="Insight", action="exported", field="export_format", after=instance.export_format
+                                type="Insight",
+                                action="exported",
+                                field="export_format",
+                                after=instance.export_format,
                             )
                         ],
                     ),
                 )
             except Insight.DoesNotExist as ex:
-                logger.warn("insight_exports.unknown_insight", exception=ex, insight_id=insight_id)
+                logger.warn(
+                    "insight_exports.unknown_insight",
+                    exception=ex,
+                    insight_id=insight_id,
+                )
                 pass
         return instance
 
@@ -130,13 +144,24 @@ def generate_export_sync(instance: ExportedAsset, timeout: float = 10) -> None:
 
 
 class ExportedAssetViewSet(
-    mixins.RetrieveModelMixin, mixins.CreateModelMixin, StructuredViewSetMixin, viewsets.GenericViewSet
+    mixins.RetrieveModelMixin,
+    mixins.CreateModelMixin,
+    StructuredViewSetMixin,
+    viewsets.GenericViewSet,
 ):
     queryset = ExportedAsset.objects.order_by("-created_at")
     serializer_class = ExportedAssetSerializer
 
-    authentication_classes = [PersonalAPIKeyAuthentication, SessionAuthentication, BasicAuthentication]
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    authentication_classes = [
+        PersonalAPIKeyAuthentication,
+        SessionAuthentication,
+        BasicAuthentication,
+    ]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
 
     # TODO: This should be removed as it is only used by frontend exporter and can instead use the api/sharing.py endpoint
     @action(methods=["GET"], detail=True)
diff --git a/posthog/api/feature_flag.py b/posthog/api/feature_flag.py
index f61543e14f5cb..6e61251818f48 100644
--- a/posthog/api/feature_flag.py
+++ b/posthog/api/feature_flag.py
@@ -3,7 +3,14 @@
 
 from django.db.models import QuerySet, Q
 from django.conf import settings
-from rest_framework import authentication, exceptions, request, serializers, status, viewsets
+from rest_framework import (
+    authentication,
+    exceptions,
+    request,
+    serializers,
+    status,
+    viewsets,
+)
 from rest_framework.decorators import action
 from rest_framework.permissions import SAFE_METHODS, BasePermission, IsAuthenticated
 from rest_framework.request import Request
@@ -18,9 +25,16 @@
 from posthog.auth import PersonalAPIKeyAuthentication, TemporaryTokenAuthentication
 from posthog.constants import FlagRequestType
 from posthog.event_usage import report_user_action
-from posthog.helpers.dashboard_templates import add_enriched_insights_to_feature_flag_dashboard
+from posthog.helpers.dashboard_templates import (
+    add_enriched_insights_to_feature_flag_dashboard,
+)
 from posthog.models import FeatureFlag
-from posthog.models.activity_logging.activity_log import Detail, changes_between, load_activity, log_activity
+from posthog.models.activity_logging.activity_log import (
+    Detail,
+    changes_between,
+    load_activity,
+    log_activity,
+)
 from posthog.models.activity_logging.activity_page import activity_page_response
 from posthog.models.cohort import Cohort
 from posthog.models.cohort.util import get_dependent_cohorts
@@ -35,7 +49,10 @@
 from posthog.models.feedback.survey import Survey
 from posthog.models.group_type_mapping import GroupTypeMapping
 from posthog.models.property import Property
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
 from posthog.rate_limit import BurstRateThrottle
 
 DATABASE_FOR_LOCAL_EVALUATION = (
@@ -68,10 +85,10 @@ class FeatureFlagSerializer(TaggedItemSerializerMixin, serializers.HyperlinkedMo
     is_simple_flag = serializers.SerializerMethodField()
     rollout_percentage = serializers.SerializerMethodField()
 
-    experiment_set: serializers.PrimaryKeyRelatedField = serializers.PrimaryKeyRelatedField(many=True, read_only=True)
+    experiment_set: (serializers.PrimaryKeyRelatedField) = serializers.PrimaryKeyRelatedField(many=True, read_only=True)
     surveys: serializers.SerializerMethodField = serializers.SerializerMethodField()
     features: serializers.SerializerMethodField = serializers.SerializerMethodField()
-    usage_dashboard: serializers.PrimaryKeyRelatedField = serializers.PrimaryKeyRelatedField(read_only=True)
+    usage_dashboard: (serializers.PrimaryKeyRelatedField) = serializers.PrimaryKeyRelatedField(read_only=True)
     analytics_dashboards = serializers.PrimaryKeyRelatedField(
         many=True,
         required=False,
@@ -204,7 +221,8 @@ def properties_all_match(predicate):
                                 )
                     except Cohort.DoesNotExist:
                         raise serializers.ValidationError(
-                            detail=f"Cohort with id {prop.value} does not exist", code="cohort_does_not_exist"
+                            detail=f"Cohort with id {prop.value} does not exist",
+                            code="cohort_does_not_exist",
                         )
 
         payloads = filters.get("payloads", {})
@@ -222,7 +240,6 @@ def properties_all_match(predicate):
         return filters
 
     def create(self, validated_data: Dict, *args: Any, **kwargs: Any) -> FeatureFlag:
-
         request = self.context["request"]
         validated_data["created_by"] = request.user
         validated_data["team_id"] = self.context["team_id"]
@@ -252,7 +269,6 @@ def create(self, validated_data: Dict, *args: Any, **kwargs: Any) -> FeatureFlag
         return instance
 
     def update(self, instance: FeatureFlag, validated_data: Dict, *args: Any, **kwargs: Any) -> FeatureFlag:
-
         if "deleted" in validated_data and validated_data["deleted"] is True and instance.features.count() > 0:
             raise exceptions.ValidationError(
                 "Cannot delete a feature flag that is in use with early access features. Please delete the early access feature before deleting the flag."
@@ -319,7 +335,12 @@ class Meta:
         ]
 
 
-class FeatureFlagViewSet(TaggedItemViewSetMixin, StructuredViewSetMixin, ForbidDestroyModel, viewsets.ModelViewSet):
+class FeatureFlagViewSet(
+    TaggedItemViewSetMixin,
+    StructuredViewSetMixin,
+    ForbidDestroyModel,
+    viewsets.ModelViewSet,
+):
     """
     Create, read, update and delete feature flags. [See docs](https://posthog.com/docs/user-guides/feature-flags) for more information on feature flags.
 
@@ -468,7 +489,6 @@ def my_flags(self, request: request.Request, **kwargs):
 
     @action(methods=["GET"], detail=False, throttle_classes=[FeatureFlagThrottle])
     def local_evaluation(self, request: request.Request, **kwargs):
-
         feature_flags: QuerySet[FeatureFlag] = FeatureFlag.objects.using(DATABASE_FOR_LOCAL_EVALUATION).filter(
             team_id=self.team_id, deleted=False, active=True
         )
@@ -493,7 +513,8 @@ def local_evaluation(self, request: request.Request, **kwargs):
             if not should_send_cohorts and (
                 len(
                     feature_flag.get_cohort_ids(
-                        using_database=DATABASE_FOR_LOCAL_EVALUATION, seen_cohorts_cache=seen_cohorts_cache
+                        using_database=DATABASE_FOR_LOCAL_EVALUATION,
+                        seen_cohorts_cache=seen_cohorts_cache,
                     )
                 )
                 == 1
@@ -501,7 +522,8 @@ def local_evaluation(self, request: request.Request, **kwargs):
                 feature_flag.filters = {
                     **filters,
                     "groups": feature_flag.transform_cohort_filters_for_easy_evaluation(
-                        using_database=DATABASE_FOR_LOCAL_EVALUATION, seen_cohorts_cache=seen_cohorts_cache
+                        using_database=DATABASE_FOR_LOCAL_EVALUATION,
+                        seen_cohorts_cache=seen_cohorts_cache,
                     ),
                 }
             else:
@@ -513,7 +535,8 @@ def local_evaluation(self, request: request.Request, **kwargs):
             # irrespective of complexity
             if should_send_cohorts:
                 for id in feature_flag.get_cohort_ids(
-                    using_database=DATABASE_FOR_LOCAL_EVALUATION, seen_cohorts_cache=seen_cohorts_cache
+                    using_database=DATABASE_FOR_LOCAL_EVALUATION,
+                    seen_cohorts_cache=seen_cohorts_cache,
                 ):
                     # don't duplicate queries for already added cohorts
                     if id not in cohorts:
@@ -548,7 +571,6 @@ def local_evaluation(self, request: request.Request, **kwargs):
 
     @action(methods=["GET"], detail=False)
     def evaluation_reasons(self, request: request.Request, **kwargs):
-
         distinct_id = request.query_params.get("distinct_id", None)
         groups = json.loads(request.query_params.get("groups", "{}"))
 
@@ -582,7 +604,6 @@ def evaluation_reasons(self, request: request.Request, **kwargs):
 
     @action(methods=["POST"], detail=False)
     def user_blast_radius(self, request: request.Request, **kwargs):
-
         if "condition" not in request.data:
             raise exceptions.ValidationError("Missing condition for which to get blast radius")
 
@@ -617,7 +638,11 @@ def activity(self, request: request.Request, **kwargs):
             return Response("", status=status.HTTP_404_NOT_FOUND)
 
         activity_page = load_activity(
-            scope="FeatureFlag", team_id=self.team_id, item_id=item_id, limit=limit, page=page
+            scope="FeatureFlag",
+            team_id=self.team_id,
+            item_id=item_id,
+            limit=limit,
+            page=page,
         )
         return activity_page_response(activity_page, limit, page, request)
 
diff --git a/posthog/api/ingestion_warnings.py b/posthog/api/ingestion_warnings.py
index 11192e402e229..827567e5c8cb8 100644
--- a/posthog/api/ingestion_warnings.py
+++ b/posthog/api/ingestion_warnings.py
@@ -21,7 +21,10 @@ def list(self, request: Request, **kw) -> Response:
               AND timestamp > %(start_date)s
             ORDER BY timestamp DESC
         """,
-            {"team_id": self.team_id, "start_date": start_date.strftime("%Y-%m-%d %H:%M:%S")},
+            {
+                "team_id": self.team_id,
+                "start_date": start_date.strftime("%Y-%m-%d %H:%M:%S"),
+            },
         )
 
         return Response({"results": _calculate_summaries(warning_events)})
@@ -32,7 +35,12 @@ def _calculate_summaries(warning_events):
     for warning_type, timestamp, details in warning_events:
         details = json.loads(details)
         if warning_type not in summaries:
-            summaries[warning_type] = {"type": warning_type, "lastSeen": timestamp, "warnings": [], "count": 0}
+            summaries[warning_type] = {
+                "type": warning_type,
+                "lastSeen": timestamp,
+                "warnings": [],
+                "count": 0,
+            }
 
         summaries[warning_type]["warnings"].append({"type": warning_type, "timestamp": timestamp, "details": details})
         summaries[warning_type]["count"] += 1
diff --git a/posthog/api/insight.py b/posthog/api/insight.py
index 9412e744b4e89..683d4895aca6e 100644
--- a/posthog/api/insight.py
+++ b/posthog/api/insight.py
@@ -37,7 +37,11 @@
 from posthog.api.tagged_item import TaggedItemSerializerMixin, TaggedItemViewSetMixin
 from posthog.api.utils import format_paginated_url
 from posthog.auth import SharingAccessTokenAuthentication
-from posthog.caching.fetch_from_cache import InsightResult, fetch_cached_insight_result, synchronously_update_cache
+from posthog.caching.fetch_from_cache import (
+    InsightResult,
+    fetch_cached_insight_result,
+    synchronously_update_cache,
+)
 from posthog.caching.insights_api import should_refresh_insight
 from posthog.client import sync_execute
 from posthog.constants import (
@@ -51,7 +55,9 @@
     FunnelVizType,
 )
 from posthog.decorators import cached_by_filters
-from posthog.helpers.multi_property_breakdown import protect_old_clients_from_multi_property_default
+from posthog.helpers.multi_property_breakdown import (
+    protect_old_clients_from_multi_property_default,
+)
 from posthog.hogql.errors import HogQLException
 from posthog.kafka_client.topics import KAFKA_METRICS_TIME_TO_SEE_DATA
 from posthog.models import DashboardTile, Filter, Insight, User
@@ -74,19 +80,30 @@
     ProjectMembershipNecessaryPermissions,
     TeamMemberAccessPermission,
 )
-from posthog.queries.funnels import ClickhouseFunnelTimeToConvert, ClickhouseFunnelTrends
+from posthog.queries.funnels import (
+    ClickhouseFunnelTimeToConvert,
+    ClickhouseFunnelTrends,
+)
 from posthog.queries.funnels.utils import get_funnel_order_class
 from posthog.queries.paths.paths import Paths
 from posthog.queries.retention import Retention
 from posthog.queries.stickiness import Stickiness
 from posthog.queries.trends.trends import Trends
 from posthog.queries.util import get_earliest_timestamp
-from posthog.rate_limit import ClickHouseBurstRateThrottle, ClickHouseSustainedRateThrottle
+from posthog.rate_limit import (
+    ClickHouseBurstRateThrottle,
+    ClickHouseSustainedRateThrottle,
+)
 from posthog.settings import CAPTURE_TIME_TO_SEE_DATA, SITE_URL
 from posthog.settings.data_stores import CLICKHOUSE_CLUSTER
 from prometheus_client import Counter
 from posthog.user_permissions import UserPermissionsSerializerMixin
-from posthog.utils import DEFAULT_DATE_FROM_DAYS, refresh_requested_by_client, relative_date_parse, str_to_bool
+from posthog.utils import (
+    DEFAULT_DATE_FROM_DAYS,
+    refresh_requested_by_client,
+    relative_date_parse,
+    str_to_bool,
+)
 
 logger = structlog.get_logger(__name__)
 
@@ -342,7 +359,8 @@ def update(self, instance: Insight, validated_data: Dict, **kwargs) -> Insight:
 
             dashboards_before_change = [describe_change(dt.dashboard) for dt in instance.dashboard_tiles.all()]
             dashboards_before_change = sorted(
-                dashboards_before_change, key=lambda x: -1 if isinstance(x, str) else x["id"]
+                dashboards_before_change,
+                key=lambda x: -1 if isinstance(x, str) else x["id"],
             )
         except Insight.DoesNotExist:
             before_update = None
@@ -506,7 +524,10 @@ def insight_result(self, insight: Insight) -> InsightResult:
 
         is_shared = self.context.get("is_shared", False)
         refresh_insight_now, refresh_frequency = should_refresh_insight(
-            insight, dashboard_tile, request=self.context["request"], is_shared=is_shared
+            insight,
+            dashboard_tile,
+            request=self.context["request"],
+            is_shared=is_shared,
         )
         if refresh_insight_now:
             INSIGHT_REFRESH_INITIATED_COUNTER.labels(is_shared=is_shared).inc()
diff --git a/posthog/api/insight_serializers.py b/posthog/api/insight_serializers.py
index bfeebed254258..d99642d4ea1fa 100644
--- a/posthog/api/insight_serializers.py
+++ b/posthog/api/insight_serializers.py
@@ -48,10 +48,14 @@ def __init__(self, request=None, *args, **kwargs):
         super().__init__(*args, **kwargs)
 
     events = FilterEventSerializer(
-        required=False, many=True, help_text="Events to filter on. One of `events` or `actions` is required."
+        required=False,
+        many=True,
+        help_text="Events to filter on. One of `events` or `actions` is required.",
     )
     actions = FilterActionSerializer(
-        required=False, many=True, help_text="Actions to filter on. One of `events` or `actions` is required."
+        required=False,
+        many=True,
+        help_text="Actions to filter on. One of `events` or `actions` is required.",
     )
     properties = PropertySerializer(required=False, help_text=property_help_text)
     filter_test_accounts = serializers.BooleanField(
@@ -125,10 +129,12 @@ class ResultsMixin(serializers.Serializer):
 class TrendResultSerializer(serializers.Serializer):
     data = serializers.ListField(child=serializers.IntegerField(), help_text="The requested counts.")  # type: ignore
     days = serializers.ListField(
-        child=serializers.DateField(), help_text="The dates corresponding to the data field above."
+        child=serializers.DateField(),
+        help_text="The dates corresponding to the data field above.",
     )
     labels = serializers.ListField(
-        child=serializers.CharField(), help_text="The dates corresponding to the data field above."
+        child=serializers.CharField(),
+        help_text="The dates corresponding to the data field above.",
     )
     filter = GenericInsightsSerializer(help_text="The insight that's being returned.")
     label = serializers.CharField(
diff --git a/posthog/api/instance_settings.py b/posthog/api/instance_settings.py
index ab8b0fd45e8e3..dc0b41e5cb1da 100644
--- a/posthog/api/instance_settings.py
+++ b/posthog/api/instance_settings.py
@@ -4,8 +4,12 @@
 from rest_framework import exceptions, mixins, permissions, serializers, viewsets
 
 from posthog.cloud_utils import is_cloud
-from posthog.models.instance_setting import get_instance_setting as get_instance_setting_raw
-from posthog.models.instance_setting import set_instance_setting as set_instance_setting_raw
+from posthog.models.instance_setting import (
+    get_instance_setting as get_instance_setting_raw,
+)
+from posthog.models.instance_setting import (
+    set_instance_setting as set_instance_setting_raw,
+)
 from posthog.permissions import IsStaffUser
 from posthog.settings import (
     CONSTANCE_CONFIG,
@@ -35,7 +39,14 @@ class InstanceSettingHelper:
     is_secret: bool = False
 
     def __init__(self, **kwargs):
-        for field in ("key", "value", "value_type", "description", "editable", "is_secret"):
+        for field in (
+            "key",
+            "value",
+            "value_type",
+            "description",
+            "editable",
+            "is_secret",
+        ):
             setattr(self, field, kwargs.get(field, None))
 
 
@@ -83,7 +94,9 @@ def update(self, instance: InstanceSettingHelper, validated_data: Dict[str, Any]
 
             # TODO: Move to top-level imports once CH is moved out of `ee`
             from posthog.client import sync_execute
-            from posthog.session_recordings.sql.session_recording_event_sql import UPDATE_RECORDINGS_TABLE_TTL_SQL
+            from posthog.session_recordings.sql.session_recording_event_sql import (
+                UPDATE_RECORDINGS_TABLE_TTL_SQL,
+            )
 
             sync_execute(UPDATE_RECORDINGS_TABLE_TTL_SQL(), {"weeks": new_value_parsed})
 
@@ -95,7 +108,9 @@ def update(self, instance: InstanceSettingHelper, validated_data: Dict[str, Any]
 
             # TODO: Move to top-level imports once CH is moved out of `ee`
             from posthog.client import sync_execute
-            from posthog.models.performance.sql import UPDATE_PERFORMANCE_EVENTS_TABLE_TTL_SQL
+            from posthog.models.performance.sql import (
+                UPDATE_PERFORMANCE_EVENTS_TABLE_TTL_SQL,
+            )
 
             sync_execute(UPDATE_PERFORMANCE_EVENTS_TABLE_TTL_SQL(), {"weeks": new_value_parsed})
 
@@ -116,7 +131,10 @@ def update(self, instance: InstanceSettingHelper, validated_data: Dict[str, Any]
 
 
 class InstanceSettingsViewset(
-    viewsets.GenericViewSet, mixins.ListModelMixin, mixins.RetrieveModelMixin, mixins.UpdateModelMixin
+    viewsets.GenericViewSet,
+    mixins.ListModelMixin,
+    mixins.RetrieveModelMixin,
+    mixins.UpdateModelMixin,
 ):
     permission_classes = [permissions.IsAuthenticated, IsStaffUser]
     serializer_class = InstanceSettingsSerializer
diff --git a/posthog/api/instance_status.py b/posthog/api/instance_status.py
index c54b9b2bc071c..abdfcdad25dea 100644
--- a/posthog/api/instance_status.py
+++ b/posthog/api/instance_status.py
@@ -51,12 +51,19 @@ def list(self, request: Request) -> Response:
                     "key": "helm",
                     "metric": "Helm Info",
                     "value": "",
-                    "subrows": {"columns": ["key", "value"], "rows": list(helm_info.items())},
+                    "subrows": {
+                        "columns": ["key", "value"],
+                        "rows": list(helm_info.items()),
+                    },
                 }
             )
 
         metrics.append(
-            {"key": "plugin_sever_alive", "metric": "Plugin server alive", "value": is_plugin_server_alive()}
+            {
+                "key": "plugin_sever_alive",
+                "metric": "Plugin server alive",
+                "value": is_plugin_server_alive(),
+            }
         )
         metrics.append(
             {
@@ -77,7 +84,13 @@ def list(self, request: Request) -> Response:
             }
         )
 
-        metrics.append({"key": "db_alive", "metric": "Postgres database alive", "value": postgres_alive})
+        metrics.append(
+            {
+                "key": "db_alive",
+                "metric": "Postgres database alive",
+                "value": postgres_alive,
+            }
+        )
         if postgres_alive:
             postgres_version = connection.cursor().connection.server_version
             metrics.append(
@@ -88,7 +101,11 @@ def list(self, request: Request) -> Response:
                 }
             )
             metrics.append(
-                {"key": "async_migrations_ok", "metric": "Async migrations up-to-date", "value": async_migrations_ok()}
+                {
+                    "key": "async_migrations_ok",
+                    "metric": "Async migrations up-to-date",
+                    "value": async_migrations_ok(),
+                }
             )
 
         from posthog.clickhouse.system_status import system_status
@@ -102,14 +119,35 @@ def list(self, request: Request) -> Response:
             try:
                 redis_info = get_redis_info()
                 redis_queue_depth = get_redis_queue_depth()
-                metrics.append({"metric": "Redis version", "value": f"{redis_info.get('redis_version')}"})
-                metrics.append({"metric": "Redis current queue depth", "value": f"{redis_queue_depth}"})
                 metrics.append(
-                    {"metric": "Redis connected client count", "value": f"{redis_info.get('connected_clients')}"}
+                    {
+                        "metric": "Redis version",
+                        "value": f"{redis_info.get('redis_version')}",
+                    }
+                )
+                metrics.append(
+                    {
+                        "metric": "Redis current queue depth",
+                        "value": f"{redis_queue_depth}",
+                    }
                 )
-                metrics.append({"metric": "Redis memory used", "value": f"{redis_info.get('used_memory_human', '?')}B"})
                 metrics.append(
-                    {"metric": "Redis memory peak", "value": f"{redis_info.get('used_memory_peak_human', '?')}B"}
+                    {
+                        "metric": "Redis connected client count",
+                        "value": f"{redis_info.get('connected_clients')}",
+                    }
+                )
+                metrics.append(
+                    {
+                        "metric": "Redis memory used",
+                        "value": f"{redis_info.get('used_memory_human', '?')}B",
+                    }
+                )
+                metrics.append(
+                    {
+                        "metric": "Redis memory peak",
+                        "value": f"{redis_info.get('used_memory_peak_human', '?')}B",
+                    }
                 )
                 metrics.append(
                     {
@@ -118,7 +156,10 @@ def list(self, request: Request) -> Response:
                     }
                 )
                 metrics.append(
-                    {"metric": "Redis 'maxmemory' setting", "value": f"{redis_info.get('maxmemory_human', '?')}B"}
+                    {
+                        "metric": "Redis 'maxmemory' setting",
+                        "value": f"{redis_info.get('maxmemory_human', '?')}B",
+                    }
                 )
                 metrics.append(
                     {
@@ -128,15 +169,26 @@ def list(self, request: Request) -> Response:
                 )
             except redis.exceptions.ConnectionError as e:
                 metrics.append(
-                    {"metric": "Redis metrics", "value": f"Redis connected but then failed to return metrics: {e}"}
+                    {
+                        "metric": "Redis metrics",
+                        "value": f"Redis connected but then failed to return metrics: {e}",
+                    }
                 )
 
         metrics.append(
-            {"key": "object_storage", "metric": "Object Storage enabled", "value": settings.OBJECT_STORAGE_ENABLED}
+            {
+                "key": "object_storage",
+                "metric": "Object Storage enabled",
+                "value": settings.OBJECT_STORAGE_ENABLED,
+            }
         )
         if settings.OBJECT_STORAGE_ENABLED:
             metrics.append(
-                {"key": "object_storage", "metric": "Object Storage healthy", "value": object_storage.health_check()}
+                {
+                    "key": "object_storage",
+                    "metric": "Object Storage healthy",
+                    "value": object_storage.health_check(),
+                }
             )
 
         return Response({"results": {"overview": metrics}})
@@ -166,7 +218,10 @@ def navigation(self, request: Request) -> Response:
     def queries(self, request: Request) -> Response:
         queries = {"postgres_running": self.get_postgres_running_queries()}
 
-        from posthog.clickhouse.system_status import get_clickhouse_running_queries, get_clickhouse_slow_log
+        from posthog.clickhouse.system_status import (
+            get_clickhouse_running_queries,
+            get_clickhouse_slow_log,
+        )
 
         queries["clickhouse_running"] = get_clickhouse_running_queries()
         queries["clickhouse_slow_log"] = get_clickhouse_slow_log()
diff --git a/posthog/api/integration.py b/posthog/api/integration.py
index 6c79492e8dd98..022a4f049f969 100644
--- a/posthog/api/integration.py
+++ b/posthog/api/integration.py
@@ -12,7 +12,10 @@
 from posthog.api.shared import UserBasicSerializer
 from posthog.auth import PersonalAPIKeyAuthentication
 from posthog.models.integration import Integration, SlackIntegration
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
 
 
 class IntegrationSerializer(serializers.ModelSerializer):
@@ -60,7 +63,11 @@ class IntegrationViewSet(
         SessionAuthentication,
         BasicAuthentication,
     ]
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
 
     @action(methods=["GET"], detail=True, url_path="channels")
     def content(self, request: Request, *args: Any, **kwargs: Any) -> Response:
diff --git a/posthog/api/kafka_inspector.py b/posthog/api/kafka_inspector.py
index cc5082a1fcacc..24865e47d40d3 100644
--- a/posthog/api/kafka_inspector.py
+++ b/posthog/api/kafka_inspector.py
@@ -10,6 +10,7 @@
 
 KAFKA_CONSUMER_TIMEOUT = 1000
 
+
 # the kafka package doesn't expose ConsumerRecord
 class KafkaConsumerRecord:
     topic: str
@@ -46,13 +47,13 @@ def fetch_message(self, request):
         partition = request.data.get("partition", None)
         offset = request.data.get("offset", None)
 
-        if type(topic) != str:
+        if not isinstance(topic, str):
             return Response({"error": "Invalid topic."}, status=400)
 
-        if type(partition) != int:
+        if not isinstance(partition, int):
             return Response({"error": "Invalid partition."}, status=400)
 
-        if type(offset) != int:
+        if not isinstance(offset, int):
             return Response({"error": "Invalid offset."}, status=400)
 
         try:
@@ -74,7 +75,10 @@ def fetch_message(self, request):
 
 def get_kafka_message(topic: str, partition: int, offset: int) -> KafkaConsumerRecord:
     consumer = build_kafka_consumer(
-        topic=None, auto_offset_reset="earliest", group_id="kafka-inspector", consumer_timeout_ms=KAFKA_CONSUMER_TIMEOUT
+        topic=None,
+        auto_offset_reset="earliest",
+        group_id="kafka-inspector",
+        consumer_timeout_ms=KAFKA_CONSUMER_TIMEOUT,
     )
 
     consumer.assign([TopicPartition(topic, partition)])
diff --git a/posthog/api/notebook.py b/posthog/api/notebook.py
index eb8ec1c1bf27d..103261dca90e6 100644
--- a/posthog/api/notebook.py
+++ b/posthog/api/notebook.py
@@ -6,7 +6,12 @@
 from django.utils.timezone import now
 from django_filters.rest_framework import DjangoFilterBackend
 from drf_spectacular.types import OpenApiTypes
-from drf_spectacular.utils import extend_schema, OpenApiParameter, extend_schema_view, OpenApiExample
+from drf_spectacular.utils import (
+    extend_schema,
+    OpenApiParameter,
+    extend_schema_view,
+    OpenApiExample,
+)
 from rest_framework import request, serializers, viewsets
 from rest_framework.decorators import action
 from rest_framework.permissions import IsAuthenticated
@@ -26,7 +31,10 @@
 from posthog.models.activity_logging.activity_page import activity_page_response
 from posthog.models.notebook.notebook import Notebook
 from posthog.models.utils import UUIDT
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
 from posthog.settings import DEBUG
 from posthog.utils import relative_date_parse
 
@@ -100,7 +108,10 @@ def create(self, validated_data: Dict, *args, **kwargs) -> Notebook:
 
         created_by = validated_data.pop("created_by", request.user)
         notebook = Notebook.objects.create(
-            team=team, created_by=created_by, last_modified_by=request.user, **validated_data
+            team=team,
+            created_by=created_by,
+            last_modified_by=request.user,
+            **validated_data,
         )
 
         log_notebook_activity(
@@ -162,7 +173,10 @@ def update(self, instance: Notebook, validated_data: Dict, **kwargs) -> Notebook
         parameters=[
             OpenApiParameter("short_id", exclude=True),
             OpenApiParameter(
-                "created_by", OpenApiTypes.INT, description="The UUID of the Notebook's creator", required=False
+                "created_by",
+                OpenApiTypes.INT,
+                description="The UUID of the Notebook's creator",
+                required=False,
             ),
             OpenApiParameter(
                 "user",
@@ -208,7 +222,11 @@ def update(self, instance: Notebook, validated_data: Dict, **kwargs) -> Notebook
 class NotebookViewSet(StructuredViewSetMixin, ForbidDestroyModel, viewsets.ModelViewSet):
     queryset = Notebook.objects.all()
     serializer_class = NotebookSerializer
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
     filter_backends = [DjangoFilterBackend]
     filterset_fields = ["short_id"]
     # TODO: Remove this once we have released notebooks
@@ -291,7 +309,16 @@ def _filter_request(self, request: request.Request, queryset: QuerySet) -> Query
                             presence_match_structure = [{"content": [{"type": f"ph-{target}"}]}]
                             id_match_structure = [{"content": [{"attrs": {"sessionRecordingId": match}}]}]
                         elif target == "query":
-                            id_match_structure = [{"attrs": {"query": {"kind": "SavedInsightNode", "shortId": match}}}]
+                            id_match_structure = [
+                                {
+                                    "attrs": {
+                                        "query": {
+                                            "kind": "SavedInsightNode",
+                                            "shortId": match,
+                                        }
+                                    }
+                                }
+                            ]
 
                         if match == "true" or match is None:
                             queryset = queryset.filter(content__content__contains=presence_match_structure)
@@ -318,6 +345,10 @@ def activity(self, request: request.Request, **kwargs):
         page = int(request.query_params.get("page", "1"))
 
         activity_page = load_activity(
-            scope="Notebook", team_id=self.team_id, item_id=notebook.id, limit=limit, page=page
+            scope="Notebook",
+            team_id=self.team_id,
+            item_id=notebook.id,
+            limit=limit,
+            page=page,
         )
         return activity_page_response(activity_page, limit, page, request)
diff --git a/posthog/api/organization.py b/posthog/api/organization.py
index f8d5de45138f6..b0de79ff52297 100644
--- a/posthog/api/organization.py
+++ b/posthog/api/organization.py
@@ -115,7 +115,8 @@ def get_membership_level(self, organization: Organization) -> Optional[Organizat
 
     def get_teams(self, instance: Organization) -> List[Dict[str, Any]]:
         teams = cast(
-            List[Dict[str, Any]], TeamBasicSerializer(instance.teams.all(), context=self.context, many=True).data
+            List[Dict[str, Any]],
+            TeamBasicSerializer(instance.teams.all(), context=self.context, many=True).data,
         )
         visible_team_ids = set(self.user_permissions.team_ids_visible_for_user)
         return [team for team in teams if team["id"] in visible_team_ids]
@@ -141,7 +142,13 @@ def get_permissions(self):
         if self.request.method == "POST":
             # Cannot use `OrganizationMemberPermissions` or `OrganizationAdminWritePermissions`
             # because they require an existing org, unneded anyways because permissions are organization-based
-            return [permission() for permission in [permissions.IsAuthenticated, PremiumMultiorganizationPermissions]]
+            return [
+                permission()
+                for permission in [
+                    permissions.IsAuthenticated,
+                    PremiumMultiorganizationPermissions,
+                ]
+            ]
         return super().get_permissions()
 
     def get_queryset(self) -> QuerySet:
@@ -170,11 +177,19 @@ def perform_destroy(self, organization: Organization):
         # Once the organization is deleted, queue deletion of associated data
         AsyncDeletion.objects.bulk_create(
             [
-                AsyncDeletion(deletion_type=DeletionType.Team, team_id=team_id, key=str(team_id), created_by=user)
+                AsyncDeletion(
+                    deletion_type=DeletionType.Team,
+                    team_id=team_id,
+                    key=str(team_id),
+                    created_by=user,
+                )
                 for team_id in team_ids
             ],
             ignore_conflicts=True,
         )
 
     def get_serializer_context(self) -> Dict[str, Any]:
-        return {**super().get_serializer_context(), "user_permissions": UserPermissions(cast(User, self.request.user))}
+        return {
+            **super().get_serializer_context(),
+            "user_permissions": UserPermissions(cast(User, self.request.user)),
+        }
diff --git a/posthog/api/organization_domain.py b/posthog/api/organization_domain.py
index 50b815f467664..bcf30b4eac798 100644
--- a/posthog/api/organization_domain.py
+++ b/posthog/api/organization_domain.py
@@ -9,13 +9,15 @@
 from posthog.api.routing import StructuredViewSetMixin
 from posthog.cloud_utils import is_cloud
 from posthog.models import OrganizationDomain
-from posthog.permissions import OrganizationAdminWritePermissions, OrganizationMemberPermissions
+from posthog.permissions import (
+    OrganizationAdminWritePermissions,
+    OrganizationMemberPermissions,
+)
 
 DOMAIN_REGEX = r"^([a-z0-9]+(-[a-z0-9]+)*\.)+[a-z]{2,}$"
 
 
 class OrganizationDomainSerializer(serializers.ModelSerializer):
-
     UPDATE_ONLY_WHEN_VERIFIED = ["jit_provisioning_enabled", "sso_enforcement"]
 
     class Meta:
@@ -74,7 +76,11 @@ def validate(self, attrs: Dict[str, Any]) -> Dict[str, Any]:
 
 class OrganizationDomainViewset(StructuredViewSetMixin, ModelViewSet):
     serializer_class = OrganizationDomainSerializer
-    permission_classes = [IsAuthenticated, OrganizationMemberPermissions, OrganizationAdminWritePermissions]
+    permission_classes = [
+        IsAuthenticated,
+        OrganizationMemberPermissions,
+        OrganizationAdminWritePermissions,
+    ]
     queryset = OrganizationDomain.objects.all()
 
     def get_queryset(self):
diff --git a/posthog/api/organization_invite.py b/posthog/api/organization_invite.py
index 68bd6d6424b46..a5728213f85db 100644
--- a/posthog/api/organization_invite.py
+++ b/posthog/api/organization_invite.py
@@ -1,6 +1,14 @@
 from typing import Any, Dict, cast
 
-from rest_framework import exceptions, mixins, request, response, serializers, status, viewsets
+from rest_framework import (
+    exceptions,
+    mixins,
+    request,
+    response,
+    serializers,
+    status,
+    viewsets,
+)
 from rest_framework.decorators import action
 from rest_framework.permissions import IsAuthenticated
 
@@ -41,7 +49,8 @@ class Meta:
 
     def create(self, validated_data: Dict[str, Any], *args: Any, **kwargs: Any) -> OrganizationInvite:
         if OrganizationMembership.objects.filter(
-            organization_id=self.context["organization_id"], user__email=validated_data["target_email"]
+            organization_id=self.context["organization_id"],
+            user__email=validated_data["target_email"],
         ).exists():
             raise exceptions.ValidationError("A user with this email address already belongs to the organization.")
         invite: OrganizationInvite = OrganizationInvite.objects.create(
@@ -101,7 +110,9 @@ def bulk(self, request: request.Request, **kwargs) -> response.Response:
             )
 
         serializer = OrganizationInviteSerializer(
-            data=data, many=True, context={**self.get_serializer_context(), "bulk_create": True}
+            data=data,
+            many=True,
+            context={**self.get_serializer_context(), "bulk_create": True},
         )
         serializer.is_valid(raise_exception=True)
         serializer.save()
diff --git a/posthog/api/organization_member.py b/posthog/api/organization_member.py
index ca24b262a6673..d6d90c1280d06 100644
--- a/posthog/api/organization_member.py
+++ b/posthog/api/organization_member.py
@@ -26,7 +26,7 @@ def has_object_permission(self, request: Request, view, membership: Organization
         if request.method in SAFE_METHODS:
             return True
         organization = extract_organization(membership)
-        requesting_membership: OrganizationMembership = OrganizationMembership.objects.get(
+        requesting_membership: (OrganizationMembership) = OrganizationMembership.objects.get(
             user_id=cast(User, request.user).id,
             organization=organization,
         )
@@ -44,7 +44,15 @@ class OrganizationMemberSerializer(serializers.ModelSerializer):
 
     class Meta:
         model = OrganizationMembership
-        fields = ["id", "user", "level", "joined_at", "updated_at", "is_2fa_enabled", "has_social_auth"]
+        fields = [
+            "id",
+            "user",
+            "level",
+            "joined_at",
+            "updated_at",
+            "is_2fa_enabled",
+            "has_social_auth",
+        ]
         read_only_fields = ["id", "joined_at", "updated_at"]
 
     def get_is_2fa_enabled(self, instance: OrganizationMembership) -> bool:
@@ -58,7 +66,7 @@ def get_has_social_auth(self, instance: OrganizationMembership) -> bool:
     def update(self, updated_membership, validated_data, **kwargs):
         updated_membership = cast(OrganizationMembership, updated_membership)
         raise_errors_on_nested_writes("update", self, validated_data)
-        requesting_membership: OrganizationMembership = OrganizationMembership.objects.get(
+        requesting_membership: (OrganizationMembership) = OrganizationMembership.objects.get(
             organization=updated_membership.organization,
             user=self.context["request"].user,
         )
@@ -78,7 +86,11 @@ class OrganizationMemberViewSet(
     viewsets.GenericViewSet,
 ):
     serializer_class = OrganizationMemberSerializer
-    permission_classes = [IsAuthenticated, OrganizationMemberPermissions, OrganizationMemberObjectPermissions]
+    permission_classes = [
+        IsAuthenticated,
+        OrganizationMemberPermissions,
+        OrganizationMemberObjectPermissions,
+    ]
     queryset = (
         OrganizationMembership.objects.order_by("user__first_name", "-joined_at")
         .exclude(user__email__endswith=INTERNAL_BOT_EMAIL_SUFFIX)
@@ -87,7 +99,10 @@ class OrganizationMemberViewSet(
         )
         .select_related("user")
         .prefetch_related(
-            Prefetch("user__totpdevice_set", queryset=TOTPDevice.objects.filter(name="default")),
+            Prefetch(
+                "user__totpdevice_set",
+                queryset=TOTPDevice.objects.filter(name="default"),
+            ),
             Prefetch("user__social_auth", queryset=UserSocialAuth.objects.all()),
         )
     )
diff --git a/posthog/api/person.py b/posthog/api/person.py
index 3e2c72063c26c..f77363af23b5b 100644
--- a/posthog/api/person.py
+++ b/posthog/api/person.py
@@ -32,11 +32,23 @@
 from posthog.api.documentation import PersonPropertiesSerializer, extend_schema
 from posthog.api.routing import StructuredViewSetMixin
 from posthog.api.utils import format_paginated_url, get_pk_or_uuid, get_target_entity
-from posthog.constants import CSV_EXPORT_LIMIT, INSIGHT_FUNNELS, INSIGHT_PATHS, LIMIT, OFFSET, FunnelVizType
+from posthog.constants import (
+    CSV_EXPORT_LIMIT,
+    INSIGHT_FUNNELS,
+    INSIGHT_PATHS,
+    LIMIT,
+    OFFSET,
+    FunnelVizType,
+)
 from posthog.decorators import cached_by_filters
 from posthog.logging.timing import timed
 from posthog.models import Cohort, Filter, Person, User, Team
-from posthog.models.activity_logging.activity_log import Change, Detail, load_activity, log_activity
+from posthog.models.activity_logging.activity_log import (
+    Change,
+    Detail,
+    load_activity,
+    log_activity,
+)
 from posthog.models.activity_logging.activity_page import activity_page_response
 from posthog.models.async_deletion import AsyncDeletion, DeletionType
 from posthog.models.cohort.util import get_all_cohort_ids_by_person_uuid
@@ -46,11 +58,20 @@
 from posthog.models.filters.retention_filter import RetentionFilter
 from posthog.models.filters.stickiness_filter import StickinessFilter
 from posthog.models.person.util import delete_person
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
-from posthog.queries.actor_base_query import ActorBaseQuery, get_people, serialize_people
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
+from posthog.queries.actor_base_query import (
+    ActorBaseQuery,
+    get_people,
+    serialize_people,
+)
 from posthog.queries.funnels import ClickhouseFunnelActors, ClickhouseFunnelTrendsActors
 from posthog.queries.funnels.funnel_strict_persons import ClickhouseFunnelStrictActors
-from posthog.queries.funnels.funnel_unordered_persons import ClickhouseFunnelUnorderedActors
+from posthog.queries.funnels.funnel_unordered_persons import (
+    ClickhouseFunnelUnorderedActors,
+)
 from posthog.queries.insight import insight_sync_execute
 from posthog.queries.paths import PathsActors
 from posthog.queries.person_query import PersonQuery
@@ -61,10 +82,17 @@
 from posthog.queries.trends.lifecycle import Lifecycle
 from posthog.queries.trends.trends_actors import TrendsActors
 from posthog.queries.util import get_earliest_timestamp
-from posthog.rate_limit import ClickHouseBurstRateThrottle, ClickHouseSustainedRateThrottle
+from posthog.rate_limit import (
+    ClickHouseBurstRateThrottle,
+    ClickHouseSustainedRateThrottle,
+)
 from posthog.settings import EE_AVAILABLE
 from posthog.tasks.split_person import split_person
-from posthog.utils import convert_property_value, format_query_params_absolute_url, is_anonymous_id
+from posthog.utils import (
+    convert_property_value,
+    format_query_params_absolute_url,
+    is_anonymous_id,
+)
 from prometheus_client import Counter
 from posthog.metrics import LABEL_TEAM_ID
 
@@ -163,7 +191,9 @@ def get_funnel_actor_class(filter: Filter) -> Callable:
 
     if filter.correlation_person_entity and EE_AVAILABLE:
         if EE_AVAILABLE:
-            from ee.clickhouse.queries.funnels.funnel_correlation_persons import FunnelCorrelationActors
+            from ee.clickhouse.queries.funnels.funnel_correlation_persons import (
+                FunnelCorrelationActors,
+            )
 
             funnel_actor_class = FunnelCorrelationActors
         else:
@@ -192,7 +222,11 @@ class PersonViewSet(StructuredViewSetMixin, viewsets.ModelViewSet):
     queryset = Person.objects.all()
     serializer_class = PersonSerializer
     pagination_class = PersonLimitOffsetPagination
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
     throttle_classes = [ClickHouseBurstRateThrottle, PersonsThrottle]
     lifecycle_class = Lifecycle
     retention_class = Retention
@@ -230,7 +264,11 @@ def get_object(self):
                 description="Filter persons by email (exact match)",
                 examples=[OpenApiExample(name="email", value="test@test.com")],
             ),
-            OpenApiParameter("distinct_id", OpenApiTypes.STR, description="Filter list by distinct id."),
+            OpenApiParameter(
+                "distinct_id",
+                OpenApiTypes.STR,
+                description="Filter list by distinct id.",
+            ),
             OpenApiParameter(
                 "search",
                 OpenApiTypes.STR,
@@ -276,7 +314,12 @@ def list(self, request: request.Request, *args: Any, **kwargs: Any) -> response.
             )
             persons = []
             for p in actors:
-                person = Person(uuid=p[0], created_at=p[1], is_identified=p[2], properties=json.loads(p[3]))
+                person = Person(
+                    uuid=p[0],
+                    created_at=p[1],
+                    is_identified=p[2],
+                    properties=json.loads(p[3]),
+                )
                 person._distinct_ids = p[4]
                 persons.append(person)
 
@@ -387,7 +430,12 @@ def values(self, request: request.Request, **kwargs) -> response.Response:
             for value, count in result:
                 try:
                     # Try loading as json for dicts or arrays
-                    flattened.append({"name": convert_property_value(json.loads(value)), "count": count})  # type: ignore
+                    flattened.append(
+                        {
+                            "name": convert_property_value(json.loads(value)),  # type: ignore
+                            "count": count,
+                        }
+                    )
                 except json.decoder.JSONDecodeError:
                     flattened.append({"name": convert_property_value(value), "count": count})
         return response.Response(flattened)
@@ -403,7 +451,12 @@ def _get_person_property_values_for_key(self, key, value):
         except Exception as e:
             statsd.incr(
                 "get_person_property_values_for_key_error",
-                tags={"error": str(e), "key": key, "value": value, "team_id": self.team.id},
+                tags={
+                    "error": str(e),
+                    "key": key,
+                    "value": value,
+                    "team_id": self.team.id,
+                },
             )
             raise e
 
@@ -425,7 +478,13 @@ def split(self, request: request.Request, pk=None, **kwargs) -> response.Respons
             activity="split_person",
             detail=Detail(
                 name=str(person.uuid),
-                changes=[Change(type="Person", action="split", after={"distinct_ids": distinct_ids})],
+                changes=[
+                    Change(
+                        type="Person",
+                        action="split",
+                        after={"distinct_ids": distinct_ids},
+                    )
+                ],
             ),
         )
 
@@ -433,20 +492,40 @@ def split(self, request: request.Request, pk=None, **kwargs) -> response.Respons
 
     @extend_schema(
         parameters=[
-            OpenApiParameter("key", OpenApiTypes.STR, description="Specify the property key", required=True),
-            OpenApiParameter("value", OpenApiTypes.ANY, description="Specify the property value", required=True),
+            OpenApiParameter(
+                "key",
+                OpenApiTypes.STR,
+                description="Specify the property key",
+                required=True,
+            ),
+            OpenApiParameter(
+                "value",
+                OpenApiTypes.ANY,
+                description="Specify the property value",
+                required=True,
+            ),
         ]
     )
     @action(methods=["POST"], detail=True)
     def update_property(self, request: request.Request, pk=None, **kwargs) -> response.Response:
         if request.data.get("value") is None:
             return Response(
-                {"attr": "value", "code": "This field is required.", "detail": "required", "type": "validation_error"},
+                {
+                    "attr": "value",
+                    "code": "This field is required.",
+                    "detail": "required",
+                    "type": "validation_error",
+                },
                 status=400,
             )
         if request.data.get("key") is None:
             return Response(
-                {"attr": "key", "code": "This field is required.", "detail": "required", "type": "validation_error"},
+                {
+                    "attr": "key",
+                    "code": "This field is required.",
+                    "detail": "required",
+                    "type": "validation_error",
+                },
                 status=400,
             )
         self._set_properties({request.data["key"]: request.data["value"]}, request.user)
@@ -455,7 +534,10 @@ def update_property(self, request: request.Request, pk=None, **kwargs) -> respon
     @extend_schema(
         parameters=[
             OpenApiParameter(
-                "$unset", OpenApiTypes.STR, description="Specify the property key to delete", required=True
+                "$unset",
+                OpenApiTypes.STR,
+                description="Specify the property key to delete",
+                required=True,
             ),
         ]
     )
@@ -497,7 +579,10 @@ def cohorts(self, request: request.Request) -> response.Response:
         team = cast(User, request.user).team
         if not team:
             return response.Response(
-                {"message": "Could not retrieve team", "detail": "Could not validate team associated with user"},
+                {
+                    "message": "Could not retrieve team",
+                    "detail": "Could not validate team associated with user",
+                },
                 status=400,
             )
 
@@ -525,7 +610,13 @@ def activity(self, request: request.Request, pk=None, **kwargs):
             person = self.get_object()
             item_id = person.pk
 
-        activity_page = load_activity(scope="Person", team_id=self.team_id, item_id=item_id, limit=limit, page=page)
+        activity_page = load_activity(
+            scope="Person",
+            team_id=self.team_id,
+            item_id=item_id,
+            limit=limit,
+            page=page,
+        )
         return activity_page_response(activity_page, limit, page, request)
 
     def update(self, request, *args, **kwargs):
@@ -619,7 +710,14 @@ def calculate_funnel_persons(
         next_url = paginated_result(request, raw_count, filter.offset, filter.limit)
 
         # cached_function expects a dict with the key result
-        return {"result": (serialized_actors, next_url, initial_url, raw_count - len(serialized_actors))}
+        return {
+            "result": (
+                serialized_actors,
+                next_url,
+                initial_url,
+                raw_count - len(serialized_actors),
+            )
+        }
 
     @action(methods=["GET", "POST"], detail=False)
     def path(self, request: request.Request, **kwargs) -> response.Response:
@@ -647,7 +745,14 @@ def calculate_path_persons(
         initial_url = format_query_params_absolute_url(request, 0)
 
         # cached_function expects a dict with the key result
-        return {"result": (serialized_actors, next_url, initial_url, raw_count - len(serialized_actors))}
+        return {
+            "result": (
+                serialized_actors,
+                next_url,
+                initial_url,
+                raw_count - len(serialized_actors),
+            )
+        }
 
     @action(methods=["GET"], detail=False)
     def trends(self, request: request.Request, *args: Any, **kwargs: Any) -> Response:
@@ -669,7 +774,14 @@ def calculate_trends_persons(
         initial_url = format_query_params_absolute_url(request, 0)
 
         # cached_function expects a dict with the key result
-        return {"result": (serialized_actors, next_url, initial_url, raw_count - len(serialized_actors))}
+        return {
+            "result": (
+                serialized_actors,
+                next_url,
+                initial_url,
+                raw_count - len(serialized_actors),
+            )
+        }
 
     @action(methods=["GET"], detail=True)
     def properties_timeline(self, request: request.Request, *args: Any, **kwargs: Any) -> Response:
@@ -688,19 +800,30 @@ def lifecycle(self, request: request.Request) -> response.Response:
         team = cast(User, request.user).team
         if not team:
             return response.Response(
-                {"message": "Could not retrieve team", "detail": "Could not validate team associated with user"},
+                {
+                    "message": "Could not retrieve team",
+                    "detail": "Could not validate team associated with user",
+                },
                 status=400,
             )
 
         target_date = request.GET.get("target_date", None)
         if target_date is None:
             return response.Response(
-                {"message": "Missing parameter", "detail": "Must include specified date"}, status=400
+                {
+                    "message": "Missing parameter",
+                    "detail": "Must include specified date",
+                },
+                status=400,
             )
         lifecycle_type = request.GET.get("lifecycle_type", None)
         if lifecycle_type is None:
             return response.Response(
-                {"message": "Missing parameter", "detail": "Must include lifecycle type"}, status=400
+                {
+                    "message": "Missing parameter",
+                    "detail": "Must include lifecycle type",
+                },
+                status=400,
             )
 
         filter = LifecycleFilter(request=request, data=request.GET.dict(), team=self.team)
@@ -718,7 +841,10 @@ def retention(self, request: request.Request) -> response.Response:
         team = cast(User, request.user).team
         if not team:
             return response.Response(
-                {"message": "Could not retrieve team", "detail": "Could not validate team associated with user"},
+                {
+                    "message": "Could not retrieve team",
+                    "detail": "Could not validate team associated with user",
+                },
                 status=400,
             )
         filter = RetentionFilter(request=request, team=team)
@@ -729,14 +855,23 @@ def retention(self, request: request.Request) -> response.Response:
 
         next_url = paginated_result(request, raw_count, filter.offset, filter.limit)
 
-        return response.Response({"result": people, "next": next_url, "missing_persons": raw_count - len(people)})
+        return response.Response(
+            {
+                "result": people,
+                "next": next_url,
+                "missing_persons": raw_count - len(people),
+            }
+        )
 
     @action(methods=["GET"], detail=False)
     def stickiness(self, request: request.Request) -> response.Response:
         team = cast(User, request.user).team
         if not team:
             return response.Response(
-                {"message": "Could not retrieve team", "detail": "Could not validate team associated with user"},
+                {
+                    "message": "Could not retrieve team",
+                    "detail": "Could not validate team associated with user",
+                },
                 status=400,
             )
         filter = StickinessFilter(request=request, team=team, get_earliest_timestamp=get_earliest_timestamp)
@@ -791,9 +926,19 @@ def prepare_actor_query_filter(filter: T) -> T:
     new_group = {
         "type": "OR",
         "values": [
-            {"key": "email", "type": "person", "value": search, "operator": "icontains"},
+            {
+                "key": "email",
+                "type": "person",
+                "value": search,
+                "operator": "icontains",
+            },
             {"key": "name", "type": "person", "value": search, "operator": "icontains"},
-            {"key": "distinct_id", "type": "event", "value": search, "operator": "icontains"},
+            {
+                "key": "distinct_id",
+                "type": "event",
+                "value": search,
+                "operator": "icontains",
+            },
         ]
         + group_properties_filter_group,
     }
diff --git a/posthog/api/plugin.py b/posthog/api/plugin.py
index 4513ccc58996c..b39c18a67346a 100644
--- a/posthog/api/plugin.py
+++ b/posthog/api/plugin.py
@@ -32,7 +32,11 @@
 from posthog.models.activity_logging.activity_page import activity_page_response
 from posthog.models.activity_logging.serializers import ActivityLogSerializer
 from posthog.models.organization import Organization
-from posthog.models.plugin import PluginSourceFile, update_validated_data_from_url, validate_plugin_job_payload
+from posthog.models.plugin import (
+    PluginSourceFile,
+    update_validated_data_from_url,
+    validate_plugin_job_payload,
+)
 from posthog.models.utils import UUIDT, generate_random_token
 from posthog.permissions import (
     OrganizationMemberPermissions,
@@ -66,7 +70,10 @@ def get_plugin_config_changes(old_config: Dict[str, Any], new_config: Dict[str,
     for i, change in enumerate(config_changes):
         if change.field in secret_fields:
             config_changes[i] = Change(
-                type="PluginConfig", action=change.action, before=SECRET_FIELD_VALUE, after=SECRET_FIELD_VALUE
+                type="PluginConfig",
+                action=change.action,
+                before=SECRET_FIELD_VALUE,
+                after=SECRET_FIELD_VALUE,
             )
 
     return config_changes
@@ -87,10 +94,16 @@ def log_enabled_change_activity(new_plugin_config: PluginConfig, old_enabled: bo
 
 
 def log_config_update_activity(
-    new_plugin_config: PluginConfig, old_config: Dict[str, Any], secret_fields: Set[str], old_enabled: bool, user: User
+    new_plugin_config: PluginConfig,
+    old_config: Dict[str, Any],
+    secret_fields: Set[str],
+    old_enabled: bool,
+    user: User,
 ):
     config_changes = get_plugin_config_changes(
-        old_config=old_config, new_config=new_plugin_config.config, secret_fields=secret_fields
+        old_config=old_config,
+        new_config=new_plugin_config.config,
+        secret_fields=secret_fields,
     )
 
     if len(config_changes) > 0:
@@ -113,7 +126,12 @@ def _update_plugin_attachment(plugin_config: PluginConfig, key: str, file: Optio
         plugin_attachment = PluginAttachment.objects.get(team=plugin_config.team, plugin_config=plugin_config, key=key)
         if file:
             activity = "attachment_updated"
-            change = Change(type="PluginConfig", action="changed", before=plugin_attachment.file_name, after=file.name)
+            change = Change(
+                type="PluginConfig",
+                action="changed",
+                before=plugin_attachment.file_name,
+                after=file.name,
+            )
 
             plugin_attachment.content_type = file.content_type
             plugin_attachment.file_name = file.name
@@ -124,7 +142,12 @@ def _update_plugin_attachment(plugin_config: PluginConfig, key: str, file: Optio
             plugin_attachment.delete()
 
             activity = "attachment_deleted"
-            change = Change(type="PluginConfig", action="deleted", before=plugin_attachment.file_name, after=None)
+            change = Change(
+                type="PluginConfig",
+                action="deleted",
+                before=plugin_attachment.file_name,
+                after=None,
+            )
     except ObjectDoesNotExist:
         if file:
             PluginAttachment.objects.create(
@@ -312,7 +335,8 @@ def check_for_updates(self, request: request.Request, **kwargs):
 
         # use update to not trigger the post_save signal and avoid telling the plugin server to reload vms
         Plugin.objects.filter(id=plugin.id).update(
-            latest_tag=latest_url.get("tag", latest_url.get("version", None)), latest_tag_checked_at=now()
+            latest_tag=latest_url.get("tag", latest_url.get("version", None)),
+            latest_tag_checked_at=now(),
         )
         plugin.refresh_from_db()
 
@@ -379,7 +403,10 @@ def update_source(self, request: request.Request, **kwargs):
     def upgrade(self, request: request.Request, **kwargs):
         plugin = self.get_plugin_with_permissions(reason="upgrading")
         serializer = PluginSerializer(plugin, context=self.get_serializer_context())
-        if plugin.plugin_type not in (Plugin.PluginType.SOURCE, Plugin.PluginType.LOCAL):
+        if plugin.plugin_type not in (
+            Plugin.PluginType.SOURCE,
+            Plugin.PluginType.LOCAL,
+        ):
             validated_data: Dict[str, Any] = {}
             plugin_json = update_validated_data_from_url(validated_data, plugin.url)
             with transaction.atomic():
@@ -430,7 +457,12 @@ def all_activity(self, request: request.Request, **kwargs):
         limit = int(request.query_params.get("limit", "10"))
         page = int(request.query_params.get("page", "1"))
 
-        activity_page = load_all_activity(scope_list=["Plugin", "PluginConfig"], team_id=request.user.team.id, limit=limit, page=page)  # type: ignore
+        activity_page = load_all_activity(
+            scope_list=["Plugin", "PluginConfig"],
+            team_id=request.user.team.id,  # type: ignore
+            limit=limit,
+            page=page,
+        )
 
         return activity_page_response(activity_page, limit, page, request)
 
@@ -472,7 +504,13 @@ class Meta:
             "delivery_rate_24h",
             "created_at",
         ]
-        read_only_fields = ["id", "team_id", "plugin_info", "delivery_rate_24h", "created_at"]
+        read_only_fields = [
+            "id",
+            "team_id",
+            "plugin_info",
+            "delivery_rate_24h",
+            "created_at",
+        ]
 
     def get_config(self, plugin_config: PluginConfig):
         attachments = PluginAttachment.objects.filter(plugin_config=plugin_config).only(
@@ -547,7 +585,13 @@ def create(self, validated_data: Dict, *args: Any, **kwargs: Any) -> PluginConfi
         _update_plugin_attachments(self.context["request"], plugin_config)
         return plugin_config
 
-    def update(self, plugin_config: PluginConfig, validated_data: Dict, *args: Any, **kwargs: Any) -> PluginConfig:  # type: ignore
+    def update(  # type: ignore
+        self,
+        plugin_config: PluginConfig,
+        validated_data: Dict,
+        *args: Any,
+        **kwargs: Any,
+    ) -> PluginConfig:
         _fix_formdata_config_json(self.context["request"], validated_data)
         validated_data.pop("plugin", None)
 
@@ -631,7 +675,15 @@ def rearrange(self, request: request.Request, **kwargs):
                     activity="order_changed",
                     detail=Detail(
                         name=plugin_config.plugin.name,
-                        changes=[Change(type="Plugin", before=old_order, after=order, action="changed", field="order")],
+                        changes=[
+                            Change(
+                                type="Plugin",
+                                before=old_order,
+                                after=order,
+                                action="changed",
+                                field="order",
+                            )
+                        ],
                     ),
                 )
 
diff --git a/posthog/api/plugin_log_entry.py b/posthog/api/plugin_log_entry.py
index 4cf4fe08aeb69..4d8353dd2adc3 100644
--- a/posthog/api/plugin_log_entry.py
+++ b/posthog/api/plugin_log_entry.py
@@ -7,8 +7,15 @@
 
 from posthog.api.plugin import PluginOwnershipPermission, PluginsAccessLevelPermission
 from posthog.api.routing import StructuredViewSetMixin
-from posthog.models.plugin import PluginLogEntry, PluginLogEntryType, fetch_plugin_log_entries
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
+from posthog.models.plugin import (
+    PluginLogEntry,
+    PluginLogEntryType,
+    fetch_plugin_log_entries,
+)
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
 
 
 class PluginLogEntrySerializer(DataclassSerializer):
diff --git a/posthog/api/prompt.py b/posthog/api/prompt.py
index 71ea5bebcebbb..b50d56103276a 100644
--- a/posthog/api/prompt.py
+++ b/posthog/api/prompt.py
@@ -46,7 +46,16 @@ class PromptSequenceSerializer(serializers.ModelSerializer):
 
     class Meta:
         model = PromptSequence
-        fields = ["key", "path_match", "path_exclude", "requires_opt_in", "type", "status", "prompts", "autorun"]
+        fields = [
+            "key",
+            "path_match",
+            "path_exclude",
+            "requires_opt_in",
+            "type",
+            "status",
+            "prompts",
+            "autorun",
+        ]
 
 
 class UserPromptStateSerializer(serializers.ModelSerializer):
@@ -132,7 +141,10 @@ def my_prompts(self, request: request.Request, **kwargs):
             sequence = state.sequence
             must_have_completed = sequence.must_have_completed.all()
             if len(must_have_completed) > 0:
-                current_state = next((s for s in up_to_date_states if s.sequence in must_have_completed), None)
+                current_state = next(
+                    (s for s in up_to_date_states if s.sequence in must_have_completed),
+                    None,
+                )
                 if not current_state or (current_state and not current_state.completed):
                     continue
             my_prompts["state"][sequence.key] = UserPromptStateSerializer(state).data
@@ -162,7 +174,15 @@ class WebhookSequenceSerializer(serializers.ModelSerializer):
 
     class Meta:
         model = PromptSequence
-        fields = ["key", "path_match", "path_exclude", "type", "status", "requires_opt_in", "autorun"]
+        fields = [
+            "key",
+            "path_match",
+            "path_exclude",
+            "type",
+            "status",
+            "requires_opt_in",
+            "autorun",
+        ]
 
 
 @app.task(ignore_result=True)
@@ -177,7 +197,6 @@ def trigger_prompt_for_user(email: str, sequence_id: int):
 
 @csrf_exempt
 def prompt_webhook(request: request.Request):
-
     if request.method == "POST":
         data = json.loads(request.body)
     else:
diff --git a/posthog/api/property_definition.py b/posthog/api/property_definition.py
index 8481e6ae4cbf5..6da00daecf445 100644
--- a/posthog/api/property_definition.py
+++ b/posthog/api/property_definition.py
@@ -4,7 +4,15 @@
 
 from django.db import connection
 from django.db.models import Prefetch
-from rest_framework import mixins, permissions, serializers, viewsets, status, request, response
+from rest_framework import (
+    mixins,
+    permissions,
+    serializers,
+    viewsets,
+    status,
+    request,
+    response,
+)
 from rest_framework.decorators import action
 from rest_framework.exceptions import ValidationError
 from rest_framework.pagination import LimitOffsetPagination
@@ -19,7 +27,10 @@
 from posthog.models import PropertyDefinition, TaggedItem, User, EventProperty
 from posthog.models.activity_logging.activity_log import log_activity, Detail
 from posthog.models.utils import UUIDT
-from posthog.permissions import OrganizationMemberPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    OrganizationMemberPermissions,
+    TeamMemberAccessPermission,
+)
 
 
 class SeenTogetherQuerySerializer(serializers.Serializer):
@@ -140,7 +151,8 @@ def with_properties_to_filter(self, properties_to_filter: Optional[str]) -> "Que
     def with_is_numerical_flag(self, is_numerical: Optional[str]) -> "QueryContext":
         if is_numerical:
             return dataclasses.replace(
-                self, numerical_filter="AND is_numerical = true AND name NOT IN ('distinct_id', 'timestamp')"
+                self,
+                numerical_filter="AND is_numerical = true AND name NOT IN ('distinct_id', 'timestamp')",
             )
         else:
             return self
@@ -164,19 +176,32 @@ def with_feature_flags(self, is_feature_flag: Optional[bool]) -> "QueryContext":
     def with_type_filter(self, type: str, group_type_index: Optional[int]):
         if type == "event":
             return dataclasses.replace(
-                self, params={**self.params, "type": PropertyDefinition.Type.EVENT, "group_type_index": -1}
+                self,
+                params={
+                    **self.params,
+                    "type": PropertyDefinition.Type.EVENT,
+                    "group_type_index": -1,
+                },
             )
         elif type == "person":
             return dataclasses.replace(
                 self,
                 should_join_event_property=False,
-                params={**self.params, "type": PropertyDefinition.Type.PERSON, "group_type_index": -1},
+                params={
+                    **self.params,
+                    "type": PropertyDefinition.Type.PERSON,
+                    "group_type_index": -1,
+                },
             )
         elif type == "group":
             return dataclasses.replace(
                 self,
                 should_join_event_property=False,
-                params={**self.params, "type": PropertyDefinition.Type.GROUP, "group_type_index": group_type_index},
+                params={
+                    **self.params,
+                    "type": PropertyDefinition.Type.GROUP,
+                    "group_type_index": group_type_index,
+                },
             )
 
     def with_event_property_filter(
@@ -207,7 +232,9 @@ def with_event_property_filter(
 
     def with_search(self, search_query: str, search_kwargs: Dict) -> "QueryContext":
         return dataclasses.replace(
-            self, search_query=search_query, params={**self.params, "team_id": self.team_id, **search_kwargs}
+            self,
+            search_query=search_query,
+            params={**self.params, "team_id": self.team_id, **search_kwargs},
         )
 
     def with_excluded_properties(self, excluded_properties: Optional[str], type: str) -> "QueryContext":
@@ -215,7 +242,10 @@ def with_excluded_properties(self, excluded_properties: Optional[str], type: str
             excluded_properties = json.loads(excluded_properties)
 
         excluded_list = tuple(
-            set.union(set(excluded_properties or []), EVENTS_HIDDEN_PROPERTY_DEFINITIONS if type == "event" else [])
+            set.union(
+                set(excluded_properties or []),
+                EVENTS_HIDDEN_PROPERTY_DEFINITIONS if type == "event" else [],
+            )
         )
         return dataclasses.replace(
             self,
@@ -422,7 +452,11 @@ class PropertyDefinitionViewSet(
     viewsets.GenericViewSet,
 ):
     serializer_class = PropertyDefinitionSerializer
-    permission_classes = [permissions.IsAuthenticated, OrganizationMemberPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        permissions.IsAuthenticated,
+        OrganizationMemberPermissions,
+        TeamMemberAccessPermission,
+    ]
     lookup_field = "id"
     filter_backends = [TermSearchFilterBackend]
     ordering = "name"
@@ -433,10 +467,16 @@ def get_queryset(self):
         queryset = PropertyDefinition.objects
 
         property_definition_fields = ", ".join(
-            [f'posthog_propertydefinition."{f.column}"' for f in PropertyDefinition._meta.get_fields() if hasattr(f, "column")]  # type: ignore
+            [
+                f'posthog_propertydefinition."{f.column}"'  # type: ignore
+                for f in PropertyDefinition._meta.get_fields()
+                if hasattr(f, "column")
+            ]
         )
 
-        use_enterprise_taxonomy = self.request.user.organization.is_feature_available(AvailableFeature.INGESTION_TAXONOMY)  # type: ignore
+        use_enterprise_taxonomy = self.request.user.organization.is_feature_available(  # type: ignore
+            AvailableFeature.INGESTION_TAXONOMY
+        )
         order_by_verified = False
         if use_enterprise_taxonomy:
             try:
@@ -453,7 +493,9 @@ def get_queryset(self):
 
                 queryset = EnterprisePropertyDefinition.objects.prefetch_related(
                     Prefetch(
-                        "tagged_items", queryset=TaggedItem.objects.select_related("tag"), to_attr="prefetched_tags"
+                        "tagged_items",
+                        queryset=TaggedItem.objects.select_related("tag"),
+                        to_attr="prefetched_tags",
                     )
                 )
                 order_by_verified = True
@@ -483,7 +525,10 @@ def get_queryset(self):
                 limit=limit,
                 offset=offset,
             )
-            .with_type_filter(query.validated_data.get("type"), query.validated_data.get("group_type_index"))
+            .with_type_filter(
+                query.validated_data.get("type"),
+                query.validated_data.get("group_type_index"),
+            )
             .with_properties_to_filter(query.validated_data.get("properties"))
             .with_is_numerical_flag(query.validated_data.get("is_numerical"))
             .with_feature_flags(query.validated_data.get("is_feature_flag"))
@@ -493,7 +538,8 @@ def get_queryset(self):
             )
             .with_search(search_query, search_kwargs)
             .with_excluded_properties(
-                query.validated_data.get("excluded_properties"), type=query.validated_data.get("type")
+                query.validated_data.get("excluded_properties"),
+                type=query.validated_data.get("type"),
             )
         )
 
@@ -509,7 +555,9 @@ def get_serializer_class(self) -> Type[serializers.ModelSerializer]:
         serializer_class = self.serializer_class
         if self.request.user.organization.is_feature_available(AvailableFeature.INGESTION_TAXONOMY):  # type: ignore
             try:
-                from ee.api.ee_property_definition import EnterprisePropertyDefinitionSerializer
+                from ee.api.ee_property_definition import (
+                    EnterprisePropertyDefinitionSerializer,
+                )
             except ImportError:
                 pass
             else:
@@ -581,7 +629,9 @@ def destroy(self, request: request.Request, *args: Any, **kwargs: Any) -> respon
             scope="PropertyDefinition",
             activity="deleted",
             detail=Detail(
-                name=cast(str, instance.name), type=PropertyDefinition.Type(instance.type).label, changes=None
+                name=cast(str, instance.name),
+                type=PropertyDefinition.Type(instance.type).label,
+                changes=None,
             ),
         )
         return response.Response(status=status.HTTP_204_NO_CONTENT)
diff --git a/posthog/api/query.py b/posthog/api/query.py
index 25b64896a0809..5c1773e671a20 100644
--- a/posthog/api/query.py
+++ b/posthog/api/query.py
@@ -29,10 +29,20 @@
 from posthog.hogql_queries.query_runner import get_query_runner
 from posthog.models import Team
 from posthog.models.user import User
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
-from posthog.queries.time_to_see_data.serializers import SessionEventsQuerySerializer, SessionsQuerySerializer
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
+from posthog.queries.time_to_see_data.serializers import (
+    SessionEventsQuerySerializer,
+    SessionsQuerySerializer,
+)
 from posthog.queries.time_to_see_data.sessions import get_session_events, get_sessions
-from posthog.rate_limit import AIBurstRateThrottle, AISustainedRateThrottle, TeamRateThrottle
+from posthog.rate_limit import (
+    AIBurstRateThrottle,
+    AISustainedRateThrottle,
+    TeamRateThrottle,
+)
 from posthog.schema import HogQLMetadata
 from posthog.utils import refresh_requested_by_client
 
@@ -80,7 +90,11 @@ def parse(self, stream, media_type=None, parser_context=None):
 
 
 class QueryViewSet(StructuredViewSetMixin, viewsets.ViewSet):
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
 
     parser_classes = (QuerySchemaParser,)
 
@@ -180,7 +194,8 @@ def parsing_error(ex):
                 raise ValidationError(ex)
 
             query = json.loads(
-                query_source, parse_constant=lambda x: parsing_error(f"Unsupported constant found in JSON: {x}")
+                query_source,
+                parse_constant=lambda x: parsing_error(f"Unsupported constant found in JSON: {x}"),
             )
         except (json.JSONDecodeError, UnicodeDecodeError) as error_main:
             raise ValidationError("Invalid JSON: %s" % (str(error_main)))
@@ -211,7 +226,10 @@ def _unwrap_pydantic_dict(response: Any) -> Dict:
 
 
 def process_query(
-    team: Team, query_json: Dict, in_export_context: Optional[bool] = False, request: Optional[Request] = None
+    team: Team,
+    query_json: Dict,
+    in_export_context: Optional[bool] = False,
+    request: Optional[Request] = None,
 ) -> Dict:
     # query_json has been parsed by QuerySchemaParser
     # it _should_ be impossible to end up in here with a "bad" query
diff --git a/posthog/api/routing.py b/posthog/api/routing.py
index f5e56b5711ed6..0f61d093a03a7 100644
--- a/posthog/api/routing.py
+++ b/posthog/api/routing.py
@@ -125,7 +125,9 @@ def parents_query_dict(self) -> Dict[str, Any]:
             # drf-extensions nested parameters are prefixed
             if kwarg_name.startswith(extensions_api_settings.DEFAULT_PARENT_LOOKUP_KWARG_NAME_PREFIX):
                 query_lookup = kwarg_name.replace(
-                    extensions_api_settings.DEFAULT_PARENT_LOOKUP_KWARG_NAME_PREFIX, "", 1
+                    extensions_api_settings.DEFAULT_PARENT_LOOKUP_KWARG_NAME_PREFIX,
+                    "",
+                    1,
                 )
                 query_value = kwarg_value
                 if query_value == "@current":
diff --git a/posthog/api/shared.py b/posthog/api/shared.py
index 43813eacb2ac2..1a497278b68d0 100644
--- a/posthog/api/shared.py
+++ b/posthog/api/shared.py
@@ -13,7 +13,14 @@
 class UserBasicSerializer(serializers.ModelSerializer):
     class Meta:
         model = User
-        fields = ["id", "uuid", "distinct_id", "first_name", "email", "is_email_verified"]
+        fields = [
+            "id",
+            "uuid",
+            "distinct_id",
+            "first_name",
+            "email",
+            "is_email_verified",
+        ]
 
 
 class TeamBasicSerializer(serializers.ModelSerializer):
diff --git a/posthog/api/sharing.py b/posthog/api/sharing.py
index ccbc8b5f68794..babc3a3ecfad4 100644
--- a/posthog/api/sharing.py
+++ b/posthog/api/sharing.py
@@ -18,11 +18,18 @@
 from posthog.models import SharingConfiguration, Team
 from posthog.models.activity_logging.activity_log import log_activity, Detail, Change
 from posthog.models.dashboard import Dashboard
-from posthog.models.exported_asset import ExportedAsset, asset_for_token, get_content_response
+from posthog.models.exported_asset import (
+    ExportedAsset,
+    asset_for_token,
+    get_content_response,
+)
 from posthog.models.insight import Insight
 from posthog.models import SessionRecording
 from posthog.models.user import User
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
 from posthog.session_recordings.session_recording_api import SessionRecordingSerializer
 from posthog.user_permissions import UserPermissions
 from posthog.utils import render_template
@@ -76,7 +83,11 @@ class Meta:
 
 
 class SharingConfigurationViewSet(StructuredViewSetMixin, mixins.ListModelMixin, viewsets.GenericViewSet):
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
     pagination_class = None
     queryset = SharingConfiguration.objects.select_related("dashboard", "insight", "recording")
     serializer_class = SharingConfigurationSerializer
@@ -119,7 +130,12 @@ def _get_sharing_configuration(self, context: Dict[str, Any]):
         insight = context.get("insight")
         recording = context.get("recording")
 
-        config_kwargs = dict(team_id=self.team_id, insight=insight, dashboard=dashboard, recording=recording)
+        config_kwargs = dict(
+            team_id=self.team_id,
+            insight=insight,
+            dashboard=dashboard,
+            recording=recording,
+        )
 
         try:
             instance = SharingConfiguration.objects.get(**config_kwargs)
diff --git a/posthog/api/signup.py b/posthog/api/signup.py
index ef19bae273ae4..511f425b71000 100644
--- a/posthog/api/signup.py
+++ b/posthog/api/signup.py
@@ -20,8 +20,18 @@
 from posthog.demo.matrix import MatrixManager
 from posthog.demo.products.hedgebox import HedgeboxMatrix
 from posthog.email import is_email_available
-from posthog.event_usage import alias_invite_id, report_user_joined_organization, report_user_signed_up
-from posthog.models import Organization, OrganizationDomain, OrganizationInvite, Team, User
+from posthog.event_usage import (
+    alias_invite_id,
+    report_user_joined_organization,
+    report_user_signed_up,
+)
+from posthog.models import (
+    Organization,
+    OrganizationDomain,
+    OrganizationInvite,
+    Team,
+    User,
+)
 from posthog.permissions import CanCreateOrg
 from posthog.utils import get_can_create_org
 
@@ -96,7 +106,8 @@ def create(self, validated_data, **kwargs):
             )
         except IntegrityError:
             raise exceptions.ValidationError(
-                {"email": "There is already an account with this email address."}, code="unique"
+                {"email": "There is already an account with this email address."},
+                code="unique",
             )
 
         user = self._user
@@ -128,11 +139,17 @@ def enter_demo(self, validated_data) -> User:
         matrix = HedgeboxMatrix()
         manager = MatrixManager(matrix, use_pre_save=True)
         with transaction.atomic():
-            self._organization, self._team, self._user = manager.ensure_account_and_save(
-                email, first_name, organization_name, is_staff=is_staff
-            )
-
-        login(self.context["request"], self._user, backend="django.contrib.auth.backends.ModelBackend")
+            (
+                self._organization,
+                self._team,
+                self._user,
+            ) = manager.ensure_account_and_save(email, first_name, organization_name, is_staff=is_staff)
+
+        login(
+            self.context["request"],
+            self._user,
+            backend="django.contrib.auth.backends.ModelBackend",
+        )
         return self._user
 
     def create_team(self, organization: Organization, user: User) -> Team:
@@ -261,7 +278,11 @@ def get(self, request, *args, **kwargs):
 
         user = request.user if request.user.is_authenticated else None
 
-        invite.validate(user=user, invite_email=invite.target_email, request_path=f"/signup/{invite_id}")
+        invite.validate(
+            user=user,
+            invite_email=invite.target_email,
+            request_path=f"/signup/{invite_id}",
+        )
 
         return response.Response(
             {
@@ -312,7 +333,12 @@ def create(self, validated_data, **kwargs):
 
         serializer.is_valid(raise_exception=True)
         user = serializer.save()
-        logger.info(f"social_create_user_signup", full_name_len=len(first_name), email_len=len(email), user=user.id)
+        logger.info(
+            f"social_create_user_signup",
+            full_name_len=len(first_name),
+            email_len=len(email),
+            user=user.id,
+        )
 
         return {"continue_url": reverse("social:complete", args=[request.session["backend"]])}
 
@@ -353,7 +379,11 @@ def process_social_invite_signup(strategy: DjangoStrategy, invite_id: str, email
         try:
             invite = TeamInviteSurrogate(invite_id)
         except Team.DoesNotExist:
-            raise ValidationError("Team does not exist", code="invalid_invite", params={"source": "social_create_user"})
+            raise ValidationError(
+                "Team does not exist",
+                code="invalid_invite",
+                params={"source": "social_create_user"},
+            )
 
     invite.validate(user=None, email=email)
 
@@ -378,7 +408,10 @@ def process_social_domain_jit_provisioning_signup(
         logger.info(f"process_social_domain_jit_provisioning_signup", domain=domain)
         domain_instance = OrganizationDomain.objects.get(domain=domain)
     except OrganizationDomain.DoesNotExist:
-        logger.info(f"process_social_domain_jit_provisioning_signup_domain_does_not_exist", domain=domain)
+        logger.info(
+            f"process_social_domain_jit_provisioning_signup_domain_does_not_exist",
+            domain=domain,
+        )
         return user
     else:
         logger.info(
@@ -416,7 +449,13 @@ def process_social_domain_jit_provisioning_signup(
 
 @partial
 def social_create_user(
-    strategy: DjangoStrategy, details, backend, request, user: Union[User, None] = None, *args, **kwargs
+    strategy: DjangoStrategy,
+    details,
+    backend,
+    request,
+    user: Union[User, None] = None,
+    *args,
+    **kwargs,
 ):
     if user:
         logger.info(f"social_create_user_is_not_new")
@@ -443,7 +482,8 @@ def social_create_user(
     if not email or not full_name:
         missing_attr = "email" if not email else "name"
         raise ValidationError(
-            {missing_attr: "This field is required and was not provided by the IdP."}, code="required"
+            {missing_attr: "This field is required and was not provided by the IdP."},
+            code="required",
         )
 
     logger.info(f"social_create_user", full_name_len=len(full_name), email_len=len(email))
@@ -466,7 +506,11 @@ def social_create_user(
             from_invite = True  # jit_provisioning means they're definitely not organization_first_user
 
         if not user:
-            logger.info(f"social_create_user_jit_failed", full_name_len=len(full_name), email_len=len(email))
+            logger.info(
+                f"social_create_user_jit_failed",
+                full_name_len=len(full_name),
+                email_len=len(email),
+            )
 
             if not get_can_create_org(request.user):
                 if email and OrganizationDomain.objects.get_verified_for_email_address(email):
@@ -483,7 +527,11 @@ def social_create_user(
                 "email": email or "",
             }
             query_params_string = urlencode(query_params)
-            logger.info("social_create_user_confirm_organization", full_name_len=len(full_name), email_len=len(email))
+            logger.info(
+                "social_create_user_confirm_organization",
+                full_name_len=len(full_name),
+                email_len=len(email),
+            )
 
             return redirect(f"/organization/confirm-creation?{query_params_string}")
 
diff --git a/posthog/api/survey.py b/posthog/api/survey.py
index 1ef6dc1addc2d..a5105e9d5908c 100644
--- a/posthog/api/survey.py
+++ b/posthog/api/survey.py
@@ -18,7 +18,10 @@
 
 from posthog.models.feature_flag.feature_flag import FeatureFlag
 from posthog.models.team.team import Team
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
 from django.utils.text import slugify
 from django.views.decorators.csrf import csrf_exempt
 
@@ -345,7 +348,6 @@ def surveys(request: Request):
 
 
 def nh3_clean_with_whitelist(to_clean: str):
-
     return nh3.clean(
         to_clean,
         link_rel="noopener",
@@ -392,7 +394,6 @@ def nh3_clean_with_whitelist(to_clean: str):
             "img",
             "ins",
             "kbd",
-            "kbd",
             "li",
             "map",
             "mark",
@@ -442,7 +443,17 @@ def nh3_clean_with_whitelist(to_clean: str):
             "ins": {"cite", "datetime"},
             "ol": {"start", "type"},
             "q": {"cite"},
-            "table": {"align", "bgcolor", "border", "cellpadding", "cellspacing", "frame", "rules", "summary", "width"},
+            "table": {
+                "align",
+                "bgcolor",
+                "border",
+                "cellpadding",
+                "cellspacing",
+                "frame",
+                "rules",
+                "summary",
+                "width",
+            },
             "tbody": {"align", "char", "charoff", "valign"},
             "td": {
                 "abbr",
diff --git a/posthog/api/tagged_item.py b/posthog/api/tagged_item.py
index eb35c2746f0bb..d756b3411655e 100644
--- a/posthog/api/tagged_item.py
+++ b/posthog/api/tagged_item.py
@@ -23,7 +23,6 @@ def _is_licensed(self):
         )
 
     def _attempt_set_tags(self, tags, obj, force_create=False):
-
         if not force_create and not self._is_licensed() and tags is not None:
             # Silently fail on updating tags so that entire request isn't blocked
             return
@@ -88,7 +87,11 @@ def is_licensed(self):
     def prefetch_tagged_items_if_available(self, queryset: QuerySet) -> QuerySet:
         if self.is_licensed():
             return queryset.prefetch_related(
-                Prefetch("tagged_items", queryset=TaggedItem.objects.select_related("tag"), to_attr="prefetched_tags")
+                Prefetch(
+                    "tagged_items",
+                    queryset=TaggedItem.objects.select_related("tag"),
+                    to_attr="prefetched_tags",
+                )
             )
         return queryset
 
diff --git a/posthog/api/team.py b/posthog/api/team.py
index 8127313491434..2c076a6a8d8b3 100644
--- a/posthog/api/team.py
+++ b/posthog/api/team.py
@@ -4,7 +4,14 @@
 
 from django.core.cache import cache
 from django.shortcuts import get_object_or_404
-from rest_framework import exceptions, permissions, request, response, serializers, viewsets
+from rest_framework import (
+    exceptions,
+    permissions,
+    request,
+    response,
+    serializers,
+    viewsets,
+)
 from rest_framework.decorators import action
 from posthog.api.geoip import get_geoip_properties
 
@@ -16,7 +23,10 @@
 from posthog.models.group_type_mapping import GroupTypeMapping
 from posthog.models.organization import OrganizationMembership
 from posthog.models.signals import mute_selected_signals
-from posthog.models.team.team import groups_on_events_querying_enabled, set_team_in_cache
+from posthog.models.team.team import (
+    groups_on_events_querying_enabled,
+    set_team_in_cache,
+)
 from posthog.models.team.util import delete_batch_exports, delete_bulky_postgres_data
 from posthog.models.utils import generate_random_token_project
 from posthog.permissions import (
@@ -194,7 +204,7 @@ def validate(self, attrs: Any) -> Any:
                 organization_id = self.instance.organization_id
             else:
                 organization_id = self.context["view"].organization
-            org_membership: OrganizationMembership = OrganizationMembership.objects.only("level").get(
+            org_membership: (OrganizationMembership) = OrganizationMembership.objects.only("level").get(
                 organization_id=organization_id, user=request.user
             )
             if org_membership.level < OrganizationMembership.Level.ADMIN:
diff --git a/posthog/api/test/batch_exports/operations.py b/posthog/api/test/batch_exports/operations.py
index 90d515130a9c4..6bcf8365a5f59 100644
--- a/posthog/api/test/batch_exports/operations.py
+++ b/posthog/api/test/batch_exports/operations.py
@@ -3,7 +3,11 @@
 
 
 def create_batch_export(client: TestClient, team_id: int, batch_export_data: dict):
-    return client.post(f"/api/projects/{team_id}/batch_exports", batch_export_data, content_type="application/json")
+    return client.post(
+        f"/api/projects/{team_id}/batch_exports",
+        batch_export_data,
+        content_type="application/json",
+    )
 
 
 def create_batch_export_ok(client: TestClient, team_id: int, batch_export_data: dict):
@@ -47,7 +51,10 @@ def get_batch_export_ok(client: TestClient, team_id: int, batch_export_id: int):
 
 
 def get_batch_export_runs(client: TestClient, team_id: int, batch_export_id: str):
-    return client.get(f"/api/projects/{team_id}/batch_exports/{batch_export_id}/runs", content_type="application/json")
+    return client.get(
+        f"/api/projects/{team_id}/batch_exports/{batch_export_id}/runs",
+        content_type="application/json",
+    )
 
 
 def get_batch_export_runs_ok(client: TestClient, team_id: int, batch_export_id: str):
diff --git a/posthog/api/test/batch_exports/test_backfill.py b/posthog/api/test/batch_exports/test_backfill.py
index 44f82b988dea6..a0c874717fb46 100644
--- a/posthog/api/test/batch_exports/test_backfill.py
+++ b/posthog/api/test/batch_exports/test_backfill.py
@@ -50,7 +50,13 @@ def test_batch_export_backfill(client: HttpClient):
         batch_export = create_batch_export_ok(client, team.pk, batch_export_data)
         batch_export_id = batch_export["id"]
 
-        response = backfill_batch_export(client, team.pk, batch_export_id, "2021-01-01T00:00:00", "2021-01-01T01:00:00")
+        response = backfill_batch_export(
+            client,
+            team.pk,
+            batch_export_id,
+            "2021-01-01T00:00:00",
+            "2021-01-01T01:00:00",
+        )
         assert response.status_code == status.HTTP_200_OK, response.json()
 
 
@@ -121,10 +127,22 @@ def test_batch_export_backfill_with_start_at_after_end_at(client: HttpClient):
 
         batch_export_id = batch_export["id"]
 
-        response = backfill_batch_export(client, team.pk, batch_export_id, "2021-01-01T01:00:00", "2021-01-01T01:00:00")
+        response = backfill_batch_export(
+            client,
+            team.pk,
+            batch_export_id,
+            "2021-01-01T01:00:00",
+            "2021-01-01T01:00:00",
+        )
         assert response.status_code == status.HTTP_400_BAD_REQUEST, response.json()
 
-        response = backfill_batch_export(client, team.pk, batch_export_id, "2021-01-01T01:00:00", "2020-01-01T01:00:00")
+        response = backfill_batch_export(
+            client,
+            team.pk,
+            batch_export_id,
+            "2021-01-01T01:00:00",
+            "2020-01-01T01:00:00",
+        )
         assert response.status_code == status.HTTP_400_BAD_REQUEST, response.json()
 
 
@@ -162,7 +180,13 @@ def test_cannot_trigger_backfill_for_another_organization(client: HttpClient):
         batch_export_id = batch_export["id"]
 
         client.force_login(other_user)
-        response = backfill_batch_export(client, team.pk, batch_export_id, "2021-01-01T00:00:00", "2021-01-01T01:00:00")
+        response = backfill_batch_export(
+            client,
+            team.pk,
+            batch_export_id,
+            "2021-01-01T00:00:00",
+            "2021-01-01T01:00:00",
+        )
 
         assert response.status_code == status.HTTP_403_FORBIDDEN, response.json()
 
@@ -198,7 +222,11 @@ def test_backfill_is_partitioned_by_team_id(client: HttpClient):
         batch_export_id = batch_export["id"]
 
         response = backfill_batch_export(
-            client, other_team.pk, batch_export_id, "2021-01-01T00:00:00", "2021-01-01T01:00:00"
+            client,
+            other_team.pk,
+            batch_export_id,
+            "2021-01-01T00:00:00",
+            "2021-01-01T01:00:00",
         )
 
         assert response.status_code == status.HTTP_404_NOT_FOUND, response.json()
diff --git a/posthog/api/test/batch_exports/test_create.py b/posthog/api/test/batch_exports/test_create.py
index ca58d13a17347..d2f0a13d72a0b 100644
--- a/posthog/api/test/batch_exports/test_create.py
+++ b/posthog/api/test/batch_exports/test_create.py
@@ -56,7 +56,8 @@ def test_create_batch_export_with_interval_schedule(client: HttpClient, interval
 
     with start_test_worker(temporal):
         with mock.patch(
-            "posthog.batch_exports.http.posthoganalytics.feature_enabled", return_value=True
+            "posthog.batch_exports.http.posthoganalytics.feature_enabled",
+            return_value=True,
         ) as feature_enabled:
             response = create_batch_export(
                 client,
@@ -70,7 +71,10 @@ def test_create_batch_export_with_interval_schedule(client: HttpClient, interval
                 str(team.uuid),
                 groups={"organization": str(team.organization.id)},
                 group_properties={
-                    "organization": {"id": str(team.organization.id), "created_at": team.organization.created_at}
+                    "organization": {
+                        "id": str(team.organization.id),
+                        "created_at": team.organization.created_at,
+                    }
                 },
                 send_feature_flag_events=False,
             )
@@ -179,7 +183,8 @@ def test_cannot_create_a_batch_export_with_higher_frequencies_if_not_enabled(cli
     with start_test_worker(temporal):
         client.force_login(user)
         with mock.patch(
-            "posthog.batch_exports.http.posthoganalytics.feature_enabled", return_value=False
+            "posthog.batch_exports.http.posthoganalytics.feature_enabled",
+            return_value=False,
         ) as feature_enabled:
             response = create_batch_export(
                 client,
@@ -192,7 +197,10 @@ def test_cannot_create_a_batch_export_with_higher_frequencies_if_not_enabled(cli
                 str(team.uuid),
                 groups={"organization": str(team.organization.id)},
                 group_properties={
-                    "organization": {"id": str(team.organization.id), "created_at": team.organization.created_at}
+                    "organization": {
+                        "id": str(team.organization.id),
+                        "created_at": team.organization.created_at,
+                    }
                 },
                 send_feature_flag_events=False,
             )
diff --git a/posthog/api/test/dashboards/__init__.py b/posthog/api/test/dashboards/__init__.py
index 8239e83818ae1..79d1e435e64ec 100644
--- a/posthog/api/test/dashboards/__init__.py
+++ b/posthog/api/test/dashboards/__init__.py
@@ -22,7 +22,8 @@ def soft_delete(
             extra_data = {}
 
         api_response = self.client.patch(
-            f"/api/projects/{self.team.id}/{model_type}/{model_id}", {"deleted": True, **extra_data}
+            f"/api/projects/{self.team.id}/{model_type}/{model_id}",
+            {"deleted": True, **extra_data},
         )
         assert api_response.status_code == status.HTTP_200_OK
         self.assertEqual(
@@ -107,7 +108,10 @@ def list_insights(
         if query_params is None:
             query_params = {}
 
-        response = self.client.get(f"/api/projects/{team_id}/insights/", {"basic": True, "limit": 30, **query_params})
+        response = self.client.get(
+            f"/api/projects/{team_id}/insights/",
+            {"basic": True, "limit": 30, **query_params},
+        )
         self.assertEqual(response.status_code, expected_status)
 
         response_json = response.json()
@@ -133,7 +137,10 @@ def get_insight(
         return response_json
 
     def create_insight(
-        self, data: Dict[str, Any], team_id: Optional[int] = None, expected_status: int = status.HTTP_201_CREATED
+        self,
+        data: Dict[str, Any],
+        team_id: Optional[int] = None,
+        expected_status: int = status.HTTP_201_CREATED,
     ) -> Tuple[int, Dict[str, Any]]:
         if team_id is None:
             team_id = self.team.id
@@ -181,7 +188,8 @@ def create_text_tile(
             extra_data = {}
 
         response = self.client.patch(
-            f"/api/projects/{team_id}/dashboards/{dashboard_id}", {"tiles": [{"text": {"body": text}, **extra_data}]}
+            f"/api/projects/{team_id}/dashboards/{dashboard_id}",
+            {"tiles": [{"text": {"body": text}, **extra_data}]},
         )
 
         self.assertEqual(response.status_code, expected_status, response.json())
@@ -190,7 +198,10 @@ def create_text_tile(
         return response_json.get("id", None), response_json
 
     def get_insight_activity(
-        self, insight_id: Optional[int] = None, team_id: Optional[int] = None, expected_status: int = status.HTTP_200_OK
+        self,
+        insight_id: Optional[int] = None,
+        team_id: Optional[int] = None,
+        expected_status: int = status.HTTP_200_OK,
     ):
         if team_id is None:
             team_id = self.team.id
@@ -259,9 +270,13 @@ def set_tile_layout(self, dashboard_id: int, expected_tiles_to_update: int) -> N
             self.assertEqual(response.status_code, status.HTTP_200_OK)
 
     def add_insight_to_dashboard(
-        self, dashboard_ids: List[int], insight_id: int, expected_status: int = status.HTTP_200_OK
+        self,
+        dashboard_ids: List[int],
+        insight_id: int,
+        expected_status: int = status.HTTP_200_OK,
     ):
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/insights/{insight_id}", {"dashboards": dashboard_ids}
+            f"/api/projects/{self.team.id}/insights/{insight_id}",
+            {"dashboards": dashboard_ids},
         )
         self.assertEqual(response.status_code, expected_status)
diff --git a/posthog/api/test/dashboards/test_dashboard.py b/posthog/api/test/dashboards/test_dashboard.py
index 5472106f36324..74216d2280453 100644
--- a/posthog/api/test/dashboards/test_dashboard.py
+++ b/posthog/api/test/dashboards/test_dashboard.py
@@ -45,7 +45,7 @@
             "description": "Shows the number of unique users that use your app every day.",
         },
     ],
-    "variables": []
+    "variables": [],
     # purposely missing tags as they are not required
 }
 
@@ -69,7 +69,10 @@ def test_retrieve_dashboard_list(self):
             self.dashboard_api.create_dashboard({"name": dashboard_name})
 
         response_data = self.dashboard_api.list_dashboards()
-        self.assertEqual([dashboard["name"] for dashboard in response_data["results"]], dashboard_names)
+        self.assertEqual(
+            [dashboard["name"] for dashboard in response_data["results"]],
+            dashboard_names,
+        )
 
     @snapshot_postgres_queries
     def test_retrieve_dashboard(self):
@@ -82,9 +85,13 @@ def test_retrieve_dashboard(self):
         self.assertEqual(response_data["created_by"]["distinct_id"], self.user.distinct_id)
         self.assertEqual(response_data["created_by"]["first_name"], self.user.first_name)
         self.assertEqual(response_data["creation_mode"], "default")
-        self.assertEqual(response_data["restriction_level"], Dashboard.RestrictionLevel.EVERYONE_IN_PROJECT_CAN_EDIT)
         self.assertEqual(
-            response_data["effective_privilege_level"], Dashboard.RestrictionLevel.ONLY_COLLABORATORS_CAN_EDIT
+            response_data["restriction_level"],
+            Dashboard.RestrictionLevel.EVERYONE_IN_PROJECT_CAN_EDIT,
+        )
+        self.assertEqual(
+            response_data["effective_privilege_level"],
+            Dashboard.RestrictionLevel.ONLY_COLLABORATORS_CAN_EDIT,
         )
 
     def test_create_basic_dashboard(self):
@@ -95,9 +102,13 @@ def test_create_basic_dashboard(self):
         self.assertEqual(response_data["description"], "")
         self.assertEqual(response_data["tags"], [])
         self.assertEqual(response_data["creation_mode"], "default")
-        self.assertEqual(response_data["restriction_level"], Dashboard.RestrictionLevel.EVERYONE_IN_PROJECT_CAN_EDIT)
         self.assertEqual(
-            response_data["effective_privilege_level"], Dashboard.RestrictionLevel.ONLY_COLLABORATORS_CAN_EDIT
+            response_data["restriction_level"],
+            Dashboard.RestrictionLevel.EVERYONE_IN_PROJECT_CAN_EDIT,
+        )
+        self.assertEqual(
+            response_data["effective_privilege_level"],
+            Dashboard.RestrictionLevel.ONLY_COLLABORATORS_CAN_EDIT,
         )
 
         instance = Dashboard.objects.get(id=response_data["id"])
@@ -105,7 +116,10 @@ def test_create_basic_dashboard(self):
 
     def test_update_dashboard(self):
         dashboard = Dashboard.objects.create(
-            team=self.team, name="private dashboard", created_by=self.user, creation_mode="template"
+            team=self.team,
+            name="private dashboard",
+            created_by=self.user,
+            creation_mode="template",
         )
         _, response_data = self.dashboard_api.update_dashboard(
             dashboard.pk, {"name": "dashboard new name", "creation_mode": "duplicate"}
@@ -114,9 +128,13 @@ def test_update_dashboard(self):
         self.assertEqual(response_data["name"], "dashboard new name")
         self.assertEqual(response_data["created_by"]["distinct_id"], self.user.distinct_id)
         self.assertEqual(response_data["creation_mode"], "template")
-        self.assertEqual(response_data["restriction_level"], Dashboard.RestrictionLevel.EVERYONE_IN_PROJECT_CAN_EDIT)
         self.assertEqual(
-            response_data["effective_privilege_level"], Dashboard.RestrictionLevel.ONLY_COLLABORATORS_CAN_EDIT
+            response_data["restriction_level"],
+            Dashboard.RestrictionLevel.EVERYONE_IN_PROJECT_CAN_EDIT,
+        )
+        self.assertEqual(
+            response_data["effective_privilege_level"],
+            Dashboard.RestrictionLevel.ONLY_COLLABORATORS_CAN_EDIT,
         )
 
         dashboard.refresh_from_db()
@@ -124,11 +142,23 @@ def test_update_dashboard(self):
 
     def test_cannot_update_dashboard_with_invalid_filters(self):
         dashboard = Dashboard.objects.create(
-            team=self.team, name="private dashboard", created_by=self.user, creation_mode="template"
+            team=self.team,
+            name="private dashboard",
+            created_by=self.user,
+            creation_mode="template",
         )
         self.dashboard_api.update_dashboard(
             dashboard.pk,
-            {"filters": [{"key": "brand", "value": ["1"], "operator": "exact", "type": "event"}]},
+            {
+                "filters": [
+                    {
+                        "key": "brand",
+                        "value": ["1"],
+                        "operator": "exact",
+                        "type": "event",
+                    }
+                ]
+            },
             expected_status=status.HTTP_400_BAD_REQUEST,
         )
 
@@ -161,7 +191,10 @@ def test_shared_dashboard(self):
 
     def test_return_cached_results_bleh(self):
         dashboard = Dashboard.objects.create(team=self.team, name="dashboard")
-        filter_dict = {"events": [{"id": "$pageview"}], "properties": [{"key": "$browser", "value": "Mac OS X"}]}
+        filter_dict = {
+            "events": [{"id": "$pageview"}],
+            "properties": [{"key": "$browser", "value": "Mac OS X"}],
+        }
         filter = Filter(data=filter_dict)
 
         item = Insight.objects.create(filters=filter_dict, team=self.team)
@@ -178,12 +211,23 @@ def test_return_cached_results_bleh(self):
         ).json()
         item = Insight.objects.get(pk=item.pk)
         self.assertAlmostEqual(item.caching_state.last_refresh, now(), delta=timezone.timedelta(seconds=5))
-        self.assertAlmostEqual(parser.isoparse(response["last_refresh"]), now(), delta=timezone.timedelta(seconds=5))
-        self.assertEqual(item.caching_state.cache_key, generate_cache_key(f"{filter.toJSON()}_{self.team.pk}"))
+        self.assertAlmostEqual(
+            parser.isoparse(response["last_refresh"]),
+            now(),
+            delta=timezone.timedelta(seconds=5),
+        )
+        self.assertEqual(
+            item.caching_state.cache_key,
+            generate_cache_key(f"{filter.toJSON()}_{self.team.pk}"),
+        )
 
         response = self.dashboard_api.get_dashboard(dashboard.pk)
 
-        self.assertAlmostEqual(Dashboard.objects.get().last_accessed_at, now(), delta=timezone.timedelta(seconds=5))
+        self.assertAlmostEqual(
+            Dashboard.objects.get().last_accessed_at,
+            now(),
+            delta=timezone.timedelta(seconds=5),
+        )
         self.assertEqual(response["tiles"][0]["insight"]["result"][0]["count"], 0)
 
     # :KLUDGE: avoid making extra queries that are explicitly not cached in tests. Avoids false N+1-s.
@@ -274,12 +318,17 @@ def test_loading_individual_dashboard_does_not_prefetch_all_possible_tiles(self)
 
     def test_no_cache_available(self):
         dashboard = Dashboard.objects.create(team=self.team, name="dashboard")
-        filter_dict = {"events": [{"id": "$pageview"}], "properties": [{"key": "$browser", "value": "Mac OS X"}]}
+        filter_dict = {
+            "events": [{"id": "$pageview"}],
+            "properties": [{"key": "$browser", "value": "Mac OS X"}],
+        }
 
         with freeze_time("2020-01-04T13:00:01Z"):
             # Pretend we cached something a while ago, but we won't have anything in the redis cache
             insight = Insight.objects.create(
-                filters=Filter(data=filter_dict).to_dict(), team=self.team, last_refresh=now()
+                filters=Filter(data=filter_dict).to_dict(),
+                team=self.team,
+                last_refresh=now(),
             )
             DashboardTile.objects.create(dashboard=dashboard, insight=insight)
 
@@ -296,7 +345,10 @@ def test_refresh_cache(self):
             # Pretend we cached something a while ago, but we won't have anything in the redis cache
             item_default: Insight = Insight.objects.create(
                 filters=Filter(
-                    data={"events": [{"id": "$pageview"}], "properties": [{"key": "$browser", "value": "Mac OS X"}]}
+                    data={
+                        "events": [{"id": "$pageview"}],
+                        "properties": [{"key": "$browser", "value": "Mac OS X"}],
+                    }
                 ).to_dict(),
                 team=self.team,
                 order=0,
@@ -306,7 +358,14 @@ def test_refresh_cache(self):
                 filters=Filter(
                     data={
                         "display": "ActionsLineGraph",
-                        "events": [{"id": "$pageview", "type": "events", "order": 0, "properties": []}],
+                        "events": [
+                            {
+                                "id": "$pageview",
+                                "type": "events",
+                                "order": 0,
+                                "properties": [],
+                            }
+                        ],
                         "filters": [],
                         "interval": "day",
                         "pagination": {},
@@ -331,14 +390,24 @@ def test_refresh_cache(self):
             item_trends.refresh_from_db()
 
             self.assertEqual(
-                parser.isoparse(response_data["tiles"][0]["last_refresh"]), item_default.caching_state.last_refresh
+                parser.isoparse(response_data["tiles"][0]["last_refresh"]),
+                item_default.caching_state.last_refresh,
             )
             self.assertEqual(
-                parser.isoparse(response_data["tiles"][1]["last_refresh"]), item_default.caching_state.last_refresh
+                parser.isoparse(response_data["tiles"][1]["last_refresh"]),
+                item_default.caching_state.last_refresh,
             )
 
-            self.assertAlmostEqual(item_default.caching_state.last_refresh, now(), delta=timezone.timedelta(seconds=5))
-            self.assertAlmostEqual(item_trends.caching_state.last_refresh, now(), delta=timezone.timedelta(seconds=5))
+            self.assertAlmostEqual(
+                item_default.caching_state.last_refresh,
+                now(),
+                delta=timezone.timedelta(seconds=5),
+            )
+            self.assertAlmostEqual(
+                item_trends.caching_state.last_refresh,
+                now(),
+                delta=timezone.timedelta(seconds=5),
+            )
 
     def test_dashboard_endpoints(self):
         # create
@@ -370,7 +439,11 @@ def test_dashboard_endpoints(self):
     def test_delete_does_not_delete_insights_by_default(self):
         dashboard_id, _ = self.dashboard_api.create_dashboard({"filters": {"date_from": "-14d"}})
         insight_id, _ = self.dashboard_api.create_insight(
-            {"filters": {"hello": "test", "date_from": "-7d"}, "dashboards": [dashboard_id], "name": "some_item"}
+            {
+                "filters": {"hello": "test", "date_from": "-7d"},
+                "dashboards": [dashboard_id],
+                "name": "some_item",
+            }
         )
 
         dashboard_before_delete = self.dashboard_api.get_dashboard(dashboard_id)
@@ -395,7 +468,10 @@ def test_delete_dashboard_can_delete_tiles(self):
         )
 
         insight_on_two_dashboards_id, _ = self.dashboard_api.create_insight(
-            {"name": "on two dashboards", "dashboards": [dashboard_one_id, dashboard_two_id]}
+            {
+                "name": "on two dashboards",
+                "dashboards": [dashboard_one_id, dashboard_two_id],
+            }
         )
 
         dashboard_one_before_delete = self.dashboard_api.get_dashboard(dashboard_one_id)
@@ -407,9 +483,15 @@ def test_delete_dashboard_can_delete_tiles(self):
         self.dashboard_api.soft_delete(dashboard_one_id, "dashboards", {"delete_insights": True})
 
         self.dashboard_api.get_insight(
-            insight_on_one_dashboard_id, self.team.id, expected_status=status.HTTP_404_NOT_FOUND
+            insight_on_one_dashboard_id,
+            self.team.id,
+            expected_status=status.HTTP_404_NOT_FOUND,
+        )
+        self.dashboard_api.get_insight(
+            insight_on_two_dashboards_id,
+            self.team.id,
+            expected_status=status.HTTP_200_OK,
         )
-        self.dashboard_api.get_insight(insight_on_two_dashboards_id, self.team.id, expected_status=status.HTTP_200_OK)
 
         dashboard_two_after_delete = self.dashboard_api.get_dashboard(dashboard_two_id)
         assert len(dashboard_two_after_delete["tiles"]) == 1
@@ -417,7 +499,11 @@ def test_delete_dashboard_can_delete_tiles(self):
     def test_dashboard_items(self):
         dashboard_id, _ = self.dashboard_api.create_dashboard({"filters": {"date_from": "-14d"}})
         insight_id, _ = self.dashboard_api.create_insight(
-            {"filters": {"hello": "test", "date_from": "-7d"}, "dashboards": [dashboard_id], "name": "some_item"}
+            {
+                "filters": {"hello": "test", "date_from": "-7d"},
+                "dashboards": [dashboard_id],
+                "name": "some_item",
+            }
         )
 
         response = self.dashboard_api.get_dashboard(dashboard_id)
@@ -443,10 +529,18 @@ def test_dashboard_insights_out_of_synch_with_tiles_are_not_shown(self):
         """
         dashboard_id, _ = self.dashboard_api.create_dashboard({"filters": {"date_from": "-14d"}})
         insight_id, _ = self.dashboard_api.create_insight(
-            {"filters": {"hello": "test", "date_from": "-7d"}, "dashboards": [dashboard_id], "name": "some_item"}
+            {
+                "filters": {"hello": "test", "date_from": "-7d"},
+                "dashboards": [dashboard_id],
+                "name": "some_item",
+            }
         )
         out_of_synch_insight_id, _ = self.dashboard_api.create_insight(
-            {"filters": {"hello": "test", "date_from": "-7d"}, "dashboards": [dashboard_id], "name": "out of synch"}
+            {
+                "filters": {"hello": "test", "date_from": "-7d"},
+                "dashboards": [dashboard_id],
+                "name": "out of synch",
+            }
         )
 
         response = self.dashboard_api.get_dashboard(dashboard_id)
@@ -469,7 +563,11 @@ def test_dashboard_insights_out_of_synch_with_tiles_are_not_shown(self):
     def test_dashboard_insight_tiles_can_be_loaded_correct_context(self):
         dashboard_id, _ = self.dashboard_api.create_dashboard({"filters": {"date_from": "-14d"}})
         insight_id, _ = self.dashboard_api.create_insight(
-            {"filters": {"hello": "test", "date_from": "-7d"}, "dashboards": [dashboard_id], "name": "some_item"}
+            {
+                "filters": {"hello": "test", "date_from": "-7d"},
+                "dashboards": [dashboard_id],
+                "name": "some_item",
+            }
         )
 
         response = self.dashboard_api.get_dashboard(dashboard_id)
@@ -483,19 +581,32 @@ def test_dashboard_insight_tiles_can_be_loaded_correct_context(self):
     def test_dashboard_filtering_on_properties(self):
         dashboard_id, _ = self.dashboard_api.create_dashboard({"filters": {"date_from": "-24h"}})
         _, response = self.dashboard_api.update_dashboard(
-            dashboard_id, {"filters": {"date_from": "-24h", "properties": [{"key": "prop", "value": "val"}]}}
+            dashboard_id,
+            {
+                "filters": {
+                    "date_from": "-24h",
+                    "properties": [{"key": "prop", "value": "val"}],
+                }
+            },
         )
 
         self.assertEqual(response["filters"]["properties"], [{"key": "prop", "value": "val"}])
 
         insight_id, _ = self.dashboard_api.create_insight(
-            {"filters": {"hello": "test", "date_from": "-7d"}, "dashboards": [dashboard_id], "name": "some_item"}
+            {
+                "filters": {"hello": "test", "date_from": "-7d"},
+                "dashboards": [dashboard_id],
+                "name": "some_item",
+            }
         )
 
         response = self.dashboard_api.get_dashboard(dashboard_id)
         self.assertEqual(len(response["tiles"]), 1)
         self.assertEqual(response["tiles"][0]["insight"]["name"], "some_item")
-        self.assertEqual(response["tiles"][0]["insight"]["filters"]["properties"], [{"key": "prop", "value": "val"}])
+        self.assertEqual(
+            response["tiles"][0]["insight"]["filters"]["properties"],
+            [{"key": "prop", "value": "val"}],
+        )
 
     def test_dashboard_filter_is_applied_even_if_insight_is_created_before_dashboard(self):
         insight_id, _ = self.dashboard_api.create_insight(
@@ -535,7 +646,11 @@ def test_dashboard_item_layout(self):
         dashboard_id, _ = self.dashboard_api.create_dashboard({"name": "asdasd", "pinned": True})
 
         insight_id, _ = self.dashboard_api.create_insight(
-            {"filters": {"hello": "test"}, "dashboards": [dashboard_id], "name": "another"}
+            {
+                "filters": {"hello": "test"},
+                "dashboards": [dashboard_id],
+                "name": "another",
+            }
         )
 
         dashboard_json = self.dashboard_api.get_dashboard(dashboard_id)
@@ -554,7 +669,11 @@ def test_dashboard_tile_color_can_be_set_for_new_or_existing_tiles(self):
         dashboard_id, _ = self.dashboard_api.create_dashboard({"name": "asdasd", "pinned": True})
 
         insight_id, _ = self.dashboard_api.create_insight(
-            {"filters": {"hello": "test"}, "dashboards": [dashboard_id], "name": "another"}
+            {
+                "filters": {"hello": "test"},
+                "dashboards": [dashboard_id],
+                "name": "another",
+            }
         )
 
         dashboard_json = self.dashboard_api.get_dashboard(dashboard_id)
@@ -644,7 +763,11 @@ def test_dashboard_creation_validation(self):
 
         # valid - use_dashboard is set and use_template empty string
         self.dashboard_api.create_dashboard(
-            {"name": "another", "use_template": "", "use_dashboard": existing_dashboard.id},
+            {
+                "name": "another",
+                "use_template": "",
+                "use_dashboard": existing_dashboard.id,
+            },
             expected_status=status.HTTP_201_CREATED,
         )
 
@@ -705,7 +828,8 @@ def test_dashboard_duplication_without_tile_duplicate_excludes_soft_deleted_tile
         assert tile_to_delete["insight"]["id"] == insight_two_id
 
         self.dashboard_api.update_dashboard(
-            existing_dashboard.pk, {"tiles": [{"id": tile_to_delete["id"], "deleted": True}]}
+            existing_dashboard.pk,
+            {"tiles": [{"id": tile_to_delete["id"], "deleted": True}]},
         )
         dashboard_json = self.dashboard_api.get_dashboard(existing_dashboard.pk)
         assert len(dashboard_json["tiles"]) == 2
@@ -723,7 +847,11 @@ def test_dashboard_duplication_can_duplicate_tiles(self):
         _, dashboard_with_tiles = self.dashboard_api.create_text_tile(existing_dashboard.id)
 
         _, duplicate_response = self.dashboard_api.create_dashboard(
-            {"name": "another", "use_dashboard": existing_dashboard.id, "duplicate_tiles": True}
+            {
+                "name": "another",
+                "use_dashboard": existing_dashboard.id,
+                "duplicate_tiles": True,
+            }
         )
 
         after_duplication_insight_id = duplicate_response["tiles"][0]["insight"]["id"]
@@ -739,7 +867,11 @@ def test_dashboard_duplication_can_duplicate_tiles_without_editing_name_if_there
         _, dashboard_with_tiles = self.dashboard_api.create_text_tile(existing_dashboard.id)
 
         _, duplicate_response = self.dashboard_api.create_dashboard(
-            {"name": "another", "use_dashboard": existing_dashboard.id, "duplicate_tiles": True}
+            {
+                "name": "another",
+                "use_dashboard": existing_dashboard.id,
+                "duplicate_tiles": True,
+            }
         )
 
         assert duplicate_response["tiles"][0]["insight"]["name"] is None
@@ -766,14 +898,16 @@ def test_dashboard_duplication(self):
     def test_invalid_dashboard_duplication(self):
         # pass a random number (non-existent dashboard id) as use_dashboard
         self.dashboard_api.create_dashboard(
-            {"name": "another", "use_dashboard": 12345}, expected_status=status.HTTP_400_BAD_REQUEST
+            {"name": "another", "use_dashboard": 12345},
+            expected_status=status.HTTP_400_BAD_REQUEST,
         )
 
     def test_duplication_fail_for_different_team(self):
         another_team = Team.objects.create(organization=self.organization)
         another_team_dashboard = Dashboard.objects.create(team=another_team, name="Another Team's Dashboard")
         self.dashboard_api.create_dashboard(
-            {"name": "another", "use_dashboard": another_team_dashboard.id}, expected_status=status.HTTP_400_BAD_REQUEST
+            {"name": "another", "use_dashboard": another_team_dashboard.id},
+            expected_status=status.HTTP_400_BAD_REQUEST,
         )
 
     def test_return_cached_results_dashboard_has_filters(self):
@@ -837,12 +971,21 @@ def test_invalid_properties(self):
     def test_insights_with_no_insight_set(self):
         # We were saving some insights on the default dashboard with no insight
         dashboard = Dashboard.objects.create(team=self.team, name="Dashboard", created_by=self.user)
-        item = Insight.objects.create(filters={"events": [{"id": "$pageview"}]}, team=self.team, last_refresh=now())
+        item = Insight.objects.create(
+            filters={"events": [{"id": "$pageview"}]},
+            team=self.team,
+            last_refresh=now(),
+        )
         DashboardTile.objects.create(insight=item, dashboard=dashboard)
         response = self.dashboard_api.get_dashboard(dashboard.pk)
         self.assertEqual(
             response["tiles"][0]["insight"]["filters"],
-            {"events": [{"id": "$pageview"}], "insight": "TRENDS", "date_from": "-7d", "date_to": None},
+            {
+                "events": [{"id": "$pageview"}],
+                "insight": "TRENDS",
+                "date_from": "-7d",
+                "date_to": None,
+            },
         )
 
     def test_retrieve_dashboard_different_team(self):
@@ -1036,7 +1179,10 @@ def test_create_from_template_json_must_provide_at_least_one_tile(self) -> None:
         assert response.status_code == 400, response.json()
 
     def test_create_from_template_json_cam_provide_text_tile(self) -> None:
-        template: Dict = {**valid_template, "tiles": [{"type": "TEXT", "body": "hello world", "layouts": {}}]}
+        template: Dict = {
+            **valid_template,
+            "tiles": [{"type": "TEXT", "body": "hello world", "layouts": {}}],
+        }
 
         response = self.client.post(
             f"/api/projects/{self.team.id}/dashboards/create_from_template_json",
@@ -1068,7 +1214,12 @@ def test_create_from_template_json_cam_provide_query_tile(self) -> None:
             **valid_template,
             # client provides an incorrect "empty" filter alongside a query
             "tiles": [
-                {"type": "INSIGHT", "query": {"kind": "a datatable"}, "filters": {"date_from": None}, "layouts": {}}
+                {
+                    "type": "INSIGHT",
+                    "query": {"kind": "a datatable"},
+                    "filters": {"date_from": None},
+                    "layouts": {},
+                }
             ],
         }
 
@@ -1085,7 +1236,13 @@ def test_create_from_template_json_cam_provide_query_tile(self) -> None:
                 "insight": {
                     "created_at": ANY,
                     "created_by": None,
-                    "dashboard_tiles": [{"dashboard_id": response.json()["id"], "deleted": None, "id": ANY}],
+                    "dashboard_tiles": [
+                        {
+                            "dashboard_id": response.json()["id"],
+                            "deleted": None,
+                            "id": ANY,
+                        }
+                    ],
                     "dashboards": [response.json()["id"]],
                     "deleted": False,
                     "derived_name": None,
diff --git a/posthog/api/test/dashboards/test_dashboard_duplication.py b/posthog/api/test/dashboards/test_dashboard_duplication.py
index bb273487a5ab6..dbfa572e9c014 100644
--- a/posthog/api/test/dashboards/test_dashboard_duplication.py
+++ b/posthog/api/test/dashboards/test_dashboard_duplication.py
@@ -15,7 +15,8 @@ def setUp(self) -> None:
         dashboard_id, _ = self.dashboard_api.create_dashboard({})
 
         self.dashboard_api.create_text_tile(
-            dashboard_id, extra_data={"layouts": self.tile_layout, "color": self.tile_color}
+            dashboard_id,
+            extra_data={"layouts": self.tile_layout, "color": self.tile_color},
         )
 
         self.dashboard_api.create_insight({"dashboards": [dashboard_id]})
@@ -36,7 +37,11 @@ def setUp(self) -> None:
     def test_duplicating_dashboard_while_duplicating_tiles(self) -> None:
         duplicated_dashboard = self.client.post(
             f"/api/projects/{self.team.id}/dashboards/",
-            {"duplicate_tiles": True, "use_dashboard": self.starting_dashboard["id"], "name": "new"},
+            {
+                "duplicate_tiles": True,
+                "use_dashboard": self.starting_dashboard["id"],
+                "name": "new",
+            },
         ).json()
 
         assert len(duplicated_dashboard["tiles"]) == 2
@@ -45,13 +50,23 @@ def test_duplicating_dashboard_while_duplicating_tiles(self) -> None:
         # makes new children
         assert self.original_child_ids != self._tile_child_ids_from(duplicated_dashboard)
 
-        assert [tile["color"] for tile in duplicated_dashboard["tiles"]] == [self.tile_color, self.tile_color]
-        assert [tile["layouts"] for tile in duplicated_dashboard["tiles"]] == [self.tile_layout, self.tile_layout]
+        assert [tile["color"] for tile in duplicated_dashboard["tiles"]] == [
+            self.tile_color,
+            self.tile_color,
+        ]
+        assert [tile["layouts"] for tile in duplicated_dashboard["tiles"]] == [
+            self.tile_layout,
+            self.tile_layout,
+        ]
 
     def test_duplicating_dashboard_without_duplicating_tiles(self) -> None:
         duplicated_dashboard = self.client.post(
             f"/api/projects/{self.team.id}/dashboards/",
-            {"duplicate_tiles": False, "use_dashboard": self.starting_dashboard["id"], "name": "new"},
+            {
+                "duplicate_tiles": False,
+                "use_dashboard": self.starting_dashboard["id"],
+                "name": "new",
+            },
         ).json()
 
         assert len(duplicated_dashboard["tiles"]) == 2
@@ -60,8 +75,14 @@ def test_duplicating_dashboard_without_duplicating_tiles(self) -> None:
         # uses existing children
         assert self.original_child_ids == self._tile_child_ids_from(duplicated_dashboard)
 
-        assert [tile["color"] for tile in duplicated_dashboard["tiles"]] == [self.tile_color, self.tile_color]
-        assert [tile["layouts"] for tile in duplicated_dashboard["tiles"]] == [self.tile_layout, self.tile_layout]
+        assert [tile["color"] for tile in duplicated_dashboard["tiles"]] == [
+            self.tile_color,
+            self.tile_color,
+        ]
+        assert [tile["layouts"] for tile in duplicated_dashboard["tiles"]] == [
+            self.tile_layout,
+            self.tile_layout,
+        ]
 
     @staticmethod
     def _tile_child_ids_from(dashboard_json: Dict) -> List[int]:
diff --git a/posthog/api/test/dashboards/test_dashboard_text_tiles.py b/posthog/api/test/dashboards/test_dashboard_text_tiles.py
index 1ab85f9be6d57..509c7b0b9f36a 100644
--- a/posthog/api/test/dashboards/test_dashboard_text_tiles.py
+++ b/posthog/api/test/dashboards/test_dashboard_text_tiles.py
@@ -188,7 +188,11 @@ def test_can_remove_text_tiles_from_dashboard(self) -> None:
         dashboard_json = self.dashboard_api.get_dashboard(dashboard_id)
         tiles = dashboard_json["tiles"]
         assert len(tiles) == 3
-        assert [t["text"]["body"] for t in tiles] == ["io sono testo", "soy texto", "i am text"]
+        assert [t["text"]["body"] for t in tiles] == [
+            "io sono testo",
+            "soy texto",
+            "i am text",
+        ]
 
     def test_do_not_see_deleted_text_tiles_when_adding_new_ones(self) -> None:
         dashboard_id, _ = self.dashboard_api.create_dashboard({"name": "dashboard"})
diff --git a/posthog/api/test/notebooks/test_notebook.py b/posthog/api/test/notebooks/test_notebook.py
index 1b7f36ae54ce3..a82b8aef4062d 100644
--- a/posthog/api/test/notebooks/test_notebook.py
+++ b/posthog/api/test/notebooks/test_notebook.py
@@ -54,7 +54,10 @@ def test_cannot_list_deleted_notebook(self) -> None:
         notebook_two = self.client.post(f"/api/projects/{self.team.id}/notebooks", data={}).json()
         notebook_three = self.client.post(f"/api/projects/{self.team.id}/notebooks", data={}).json()
 
-        self.client.patch(f"/api/projects/{self.team.id}/notebooks/{notebook_two['short_id']}", data={"deleted": True})
+        self.client.patch(
+            f"/api/projects/{self.team.id}/notebooks/{notebook_two['short_id']}",
+            data={"deleted": True},
+        )
 
         response = self.client.get(f"/api/projects/{self.team.id}/notebooks")
 
@@ -68,12 +71,17 @@ def test_cannot_list_deleted_notebook(self) -> None:
     @parameterized.expand(
         [
             ("without_content", None, None),
-            ("with_content", {"some": "kind", "of": "tip", "tap": "content"}, "some kind of tip tap content"),
+            (
+                "with_content",
+                {"some": "kind", "of": "tip", "tap": "content"},
+                "some kind of tip tap content",
+            ),
         ]
     )
     def test_create_a_notebook(self, _, content: Dict | None, text_content: str | None) -> None:
         response = self.client.post(
-            f"/api/projects/{self.team.id}/notebooks", data={"content": content, "text_content": text_content}
+            f"/api/projects/{self.team.id}/notebooks",
+            data={"content": content, "text_content": text_content},
         )
         assert response.status_code == status.HTTP_201_CREATED
         assert response.json() == {
@@ -113,7 +121,11 @@ def test_updates_notebook(self) -> None:
         with freeze_time("2022-01-02"):
             response = self.client.patch(
                 f"/api/projects/{self.team.id}/notebooks/{short_id}",
-                {"content": {"some": "updated content"}, "version": response_json["version"], "title": "New title"},
+                {
+                    "content": {"some": "updated content"},
+                    "version": response_json["version"],
+                    "title": "New title",
+                },
             )
 
         assert response.json()["short_id"] == short_id
@@ -157,7 +169,10 @@ def test_updates_notebook(self) -> None:
                     },
                     "item_id": response.json()["id"],
                     "scope": "Notebook",
-                    "user": {"email": self.user.email, "first_name": self.user.first_name},
+                    "user": {
+                        "email": self.user.email,
+                        "first_name": self.user.first_name,
+                    },
                 },
             ],
         )
diff --git a/posthog/api/test/notebooks/test_notebook_filtering.py b/posthog/api/test/notebooks/test_notebook_filtering.py
index 9f6eda474060a..bbe191892d8e8 100644
--- a/posthog/api/test/notebooks/test_notebook_filtering.py
+++ b/posthog/api/test/notebooks/test_notebook_filtering.py
@@ -23,13 +23,19 @@
 
 PERSON_CONTENT = lambda id: {"type": "ph-person", "attrs": {"id": id or "person_id"}}
 
-RECORDING_CONTENT = lambda id: {"type": "ph-recording", "attrs": {"id": id or "session_recording_id"}}
+RECORDING_CONTENT = lambda id: {
+    "type": "ph-recording",
+    "attrs": {"id": id or "session_recording_id"},
+}
 RECORDING_COMMENT_CONTENT = lambda id, text: {
     "type": "paragraph",
     "content": [
         {
             "type": "ph-replay-timestamp",
-            "attrs": {"playbackTime": 0, "sessionRecordingId": id or "session_recording_id"},
+            "attrs": {
+                "playbackTime": 0,
+                "sessionRecordingId": id or "session_recording_id",
+            },
         },
         {"text": text or "what the person typed", "type": "text"},
     ],
@@ -45,7 +51,11 @@
     },
 }
 
-BASIC_TEXT = lambda text: {"type": "paragraph", "content": [{"text": text, "type": "text"}], "text_content": text}
+BASIC_TEXT = lambda text: {
+    "type": "paragraph",
+    "content": [{"text": text, "type": "text"}],
+    "text_content": text,
+}
 
 
 class TestNotebooksFiltering(APIBaseTest, QueryMatchingTest):
@@ -124,7 +134,10 @@ def test_filters_based_on_params(self) -> None:
             f"/api/projects/{self.team.id}/notebooks?user=true",
         ).json()["results"]
 
-        assert [r["short_id"] for r in results] == [notebook_two.short_id, notebook_one.short_id]
+        assert [r["short_id"] for r in results] == [
+            notebook_two.short_id,
+            notebook_one.short_id,
+        ]
 
         response = self.client.get(
             f"/api/projects/{self.team.id}/notebooks?created_by={other_user.uuid}",
@@ -362,8 +375,14 @@ def test_filtering_by_id_of_types(self) -> None:
         )
 
     def test_notebook_filter_can_combine(self) -> None:
-        recording_one_node = {"type": "ph-recording", "attrs": {"id": "recording_one", "height": None}}
-        recording_two_node = {"type": "ph-recording", "attrs": {"id": "recording_two", "height": None}}
+        recording_one_node = {
+            "type": "ph-recording",
+            "attrs": {"id": "recording_one", "height": None},
+        }
+        recording_two_node = {
+            "type": "ph-recording",
+            "attrs": {"id": "recording_two", "height": None},
+        }
 
         content_with_both_recordings = [recording_one_node, recording_two_node]
         content_with_recording_one = [recording_one_node]
diff --git a/posthog/api/test/openapi_validation.py b/posthog/api/test/openapi_validation.py
index 0c3bd22d26896..e86bf5198bb53 100644
--- a/posthog/api/test/openapi_validation.py
+++ b/posthog/api/test/openapi_validation.py
@@ -56,7 +56,10 @@ def validate_response(openapi_spec: Dict[str, Any], response: Any, path_override
         request_body_content_type = response.request.get("CONTENT_TYPE", "*/*").split(";")[0]
         request_body_content_encoding = response.request.get("HTTP_CONTENT_ENCODING", None)
 
-        request_body_value = cast(bytes, request_fake_payload._FakePayload__content.getvalue())  # type: ignore
+        request_body_value = cast(
+            bytes,
+            request_fake_payload._FakePayload__content.getvalue(),  # type: ignore
+        )
         if request_body_content_encoding == "gzip":
             request_body = gzip.decompress(request_body_value)
         elif request_body_content_encoding == "lz64":
diff --git a/posthog/api/test/test_action.py b/posthog/api/test/test_action.py
index 15ba5f30157de..fc21c9f12f270 100644
--- a/posthog/api/test/test_action.py
+++ b/posthog/api/test/test_action.py
@@ -22,7 +22,14 @@ def test_create_action(self, patch_capture, *args):
             f"/api/projects/{self.team.id}/actions/",
             data={
                 "name": "user signed up",
-                "steps": [{"text": "sign up", "selector": "div > button", "url": "/signup", "isNew": "asdf"}],
+                "steps": [
+                    {
+                        "text": "sign up",
+                        "selector": "div > button",
+                        "url": "/signup",
+                        "isNew": "asdf",
+                    }
+                ],
                 "description": "Test description",
             },
             HTTP_ORIGIN="http://testserver",
@@ -68,7 +75,9 @@ def test_cant_create_action_with_the_same_name(self, *args):
 
         # Make sure the endpoint works with and without the trailing slash
         response = self.client.post(
-            f"/api/projects/{self.team.id}/actions/", {"name": "user signed up"}, HTTP_ORIGIN="http://testserver"
+            f"/api/projects/{self.team.id}/actions/",
+            {"name": "user signed up"},
+            HTTP_ORIGIN="http://testserver",
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
@@ -157,7 +166,6 @@ def test_update_action(self, patch_capture, *args):
             self.client.get(f"/api/projects/{self.team.id}/actions/")
 
     def test_update_action_remove_all_steps(self, *args):
-
         action = Action.objects.create(name="user signed up", team=self.team)
         ActionStep.objects.create(action=action, text="sign me up!")
 
@@ -202,11 +210,15 @@ def test_create_from_other_domain(self, *args):
         self.assertEqual(response.status_code, 201)
         self.assertEqual(response.json()["post_to_slack"], True)
 
-        list_response = self.client.get(f"/api/projects/{self.team.id}/actions/", HTTP_ORIGIN="https://evilwebsite.com")
+        list_response = self.client.get(
+            f"/api/projects/{self.team.id}/actions/",
+            HTTP_ORIGIN="https://evilwebsite.com",
+        )
         self.assertEqual(list_response.status_code, 403)
 
         detail_response = self.client.get(
-            f"/api/projects/{self.team.id}/actions/{response.json()['id']}/", HTTP_ORIGIN="https://evilwebsite.com"
+            f"/api/projects/{self.team.id}/actions/{response.json()['id']}/",
+            HTTP_ORIGIN="https://evilwebsite.com",
         )
         self.assertEqual(detail_response.status_code, 403)
 
@@ -250,10 +262,25 @@ def test_get_event_count(self, *args):
         team2 = Organization.objects.bootstrap(None, team_fields={"name": "bla"})[2]
         action = Action.objects.create(team=self.team, name="bla")
         ActionStep.objects.create(action=action, event="custom event")
-        _create_event(event="custom event", team=self.team, distinct_id="test", timestamp="2021-12-04T19:20:00Z")
-        _create_event(event="another event", team=self.team, distinct_id="test", timestamp="2021-12-04T19:20:00Z")
+        _create_event(
+            event="custom event",
+            team=self.team,
+            distinct_id="test",
+            timestamp="2021-12-04T19:20:00Z",
+        )
+        _create_event(
+            event="another event",
+            team=self.team,
+            distinct_id="test",
+            timestamp="2021-12-04T19:20:00Z",
+        )
         # test team leakage
-        _create_event(event="custom event", team=team2, distinct_id="test", timestamp="2021-12-04T19:20:00Z")
+        _create_event(
+            event="custom event",
+            team=team2,
+            distinct_id="test",
+            timestamp="2021-12-04T19:20:00Z",
+        )
 
         response = self.client.get(f"/api/projects/{self.team.id}/actions/{action.id}/count").json()
         self.assertEqual(response, {"count": 1})
@@ -262,10 +289,22 @@ def test_get_event_count(self, *args):
     def test_hogql_filter(self, *args):
         action = Action.objects.create(team=self.team, name="bla")
         ActionStep.objects.create(
-            action=action, event="custom event", properties=[{"key": "'a%sd' != 'sdf'", "type": "hogql"}]
+            action=action,
+            event="custom event",
+            properties=[{"key": "'a%sd' != 'sdf'", "type": "hogql"}],
+        )
+        _create_event(
+            event="custom event",
+            team=self.team,
+            distinct_id="test",
+            timestamp="2021-12-04T19:20:00Z",
+        )
+        _create_event(
+            event="another event",
+            team=self.team,
+            distinct_id="test",
+            timestamp="2021-12-04T19:21:00Z",
         )
-        _create_event(event="custom event", team=self.team, distinct_id="test", timestamp="2021-12-04T19:20:00Z")
-        _create_event(event="another event", team=self.team, distinct_id="test", timestamp="2021-12-04T19:21:00Z")
 
         # action count
         response = self.client.get(f"/api/projects/{self.team.id}/actions/{action.id}/count").json()
@@ -283,10 +322,22 @@ def test_hogql_filter(self, *args):
     def test_hogql_filter_no_event(self, *args):
         action = Action.objects.create(team=self.team, name="bla")
         ActionStep.objects.create(
-            action=action, event=None, properties=[{"key": "event like 'blue %'", "type": "hogql"}]
+            action=action,
+            event=None,
+            properties=[{"key": "event like 'blue %'", "type": "hogql"}],
+        )
+        _create_event(
+            event="blue event",
+            team=self.team,
+            distinct_id="test",
+            timestamp="2021-12-04T19:20:00Z",
+        )
+        _create_event(
+            event="green event",
+            team=self.team,
+            distinct_id="test",
+            timestamp="2021-12-04T19:21:00Z",
         )
-        _create_event(event="blue event", team=self.team, distinct_id="test", timestamp="2021-12-04T19:20:00Z")
-        _create_event(event="green event", team=self.team, distinct_id="test", timestamp="2021-12-04T19:21:00Z")
 
         # action count
         response = self.client.get(f"/api/projects/{self.team.id}/actions/{action.id}/count").json()
@@ -306,14 +357,18 @@ def test_listing_actions_is_not_nplus1(self) -> None:
             self.client.get(f"/api/projects/{self.team.id}/actions/")
 
         Action.objects.create(
-            team=self.team, name="first", created_by=User.objects.create_and_join(self.organization, "a", "")
+            team=self.team,
+            name="first",
+            created_by=User.objects.create_and_join(self.organization, "a", ""),
         )
 
         with self.assertNumQueries(7), snapshot_postgres_queries_context(self):
             self.client.get(f"/api/projects/{self.team.id}/actions/")
 
         Action.objects.create(
-            team=self.team, name="second", created_by=User.objects.create_and_join(self.organization, "b", "")
+            team=self.team,
+            name="second",
+            created_by=User.objects.create_and_join(self.organization, "b", ""),
         )
 
         with self.assertNumQueries(7), snapshot_postgres_queries_context(self):
@@ -332,7 +387,8 @@ def test_get_tags_on_non_ee_returns_empty_list(self):
 
     def test_create_tags_on_non_ee_not_allowed(self):
         response = self.client.post(
-            f"/api/projects/{self.team.id}/actions/", {"name": "Default", "tags": ["random", "hello"]}
+            f"/api/projects/{self.team.id}/actions/",
+            {"name": "Default", "tags": ["random", "hello"]},
         )
 
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
@@ -346,7 +402,11 @@ def test_update_tags_on_non_ee_not_allowed(self):
 
         response = self.client.patch(
             f"/api/projects/{self.team.id}/actions/{action.id}",
-            {"name": "action new name", "tags": ["random", "hello"], "description": "Internal system metrics."},
+            {
+                "name": "action new name",
+                "tags": ["random", "hello"],
+                "description": "Internal system metrics.",
+            },
         )
 
         self.assertEqual(response.status_code, status.HTTP_200_OK)
@@ -375,7 +435,11 @@ def test_empty_tags_does_not_delete_tags(self):
 
         response = self.client.patch(
             f"/api/projects/{self.team.id}/actions/{action.id}",
-            {"name": "action new name", "description": "Internal system metrics.", "tags": []},
+            {
+                "name": "action new name",
+                "description": "Internal system metrics.",
+                "tags": [],
+            },
         )
 
         self.assertEqual(response.status_code, status.HTTP_200_OK)
@@ -387,7 +451,14 @@ def test_hard_deletion_is_forbidden(self):
             f"/api/projects/{self.team.id}/actions/",
             data={
                 "name": "user signed up",
-                "steps": [{"text": "sign up", "selector": "div > button", "url": "/signup", "isNew": "asdf"}],
+                "steps": [
+                    {
+                        "text": "sign up",
+                        "selector": "div > button",
+                        "url": "/signup",
+                        "isNew": "asdf",
+                    }
+                ],
                 "description": "Test description",
             },
             HTTP_ORIGIN="http://testserver",
diff --git a/posthog/api/test/test_activity_log.py b/posthog/api/test/test_activity_log.py
index 4f55c24fac3dc..a59a9e2736de0 100644
--- a/posthog/api/test/test_activity_log.py
+++ b/posthog/api/test/test_activity_log.py
@@ -13,7 +13,10 @@ def _feature_flag_json_payload(key: str) -> Dict:
     return {
         "key": key,
         "name": "",
-        "filters": {"groups": [{"properties": [], "rollout_percentage": None}], "multivariate": None},
+        "filters": {
+            "groups": [{"properties": [], "rollout_percentage": None}],
+            "multivariate": None,
+        },
         "deleted": False,
         "active": True,
         "created_by": None,
@@ -60,12 +63,14 @@ def _create_and_edit_things(self):
 
             frozen_time.tick(delta=timedelta(minutes=6))
             flag_one = self.client.post(
-                f"/api/projects/{self.team.id}/feature_flags/", _feature_flag_json_payload("one")
+                f"/api/projects/{self.team.id}/feature_flags/",
+                _feature_flag_json_payload("one"),
             ).json()["id"]
 
             frozen_time.tick(delta=timedelta(minutes=6))
             flag_two = self.client.post(
-                f"/api/projects/{self.team.id}/feature_flags/", _feature_flag_json_payload("two")
+                f"/api/projects/{self.team.id}/feature_flags/",
+                _feature_flag_json_payload("two"),
             ).json()["id"]
 
             frozen_time.tick(delta=timedelta(minutes=6))
@@ -118,7 +123,8 @@ def _edit_them_all(
             frozen_time.tick(delta=timedelta(minutes=6))
         assert (
             self.client.patch(
-                f"/api/projects/{self.team.id}/feature_flags/{flag_one}", {"name": f"one-edited-by-{the_user.id}"}
+                f"/api/projects/{self.team.id}/feature_flags/{flag_one}",
+                {"name": f"one-edited-by-{the_user.id}"},
             ).status_code
             == status.HTTP_200_OK
         )
@@ -126,7 +132,8 @@ def _edit_them_all(
         frozen_time.tick(delta=timedelta(minutes=6))
         assert (
             self.client.patch(
-                f"/api/projects/{self.team.id}/feature_flags/{flag_two}", {"name": f"two-edited-by-{the_user.id}"}
+                f"/api/projects/{self.team.id}/feature_flags/{flag_two}",
+                {"name": f"two-edited-by-{the_user.id}"},
             ).status_code
             == status.HTTP_200_OK
         )
@@ -250,7 +257,8 @@ def test_reading_notifications_marks_them_unread(self):
 
         # the user can mark where they have read up to
         bookmark_response = self.client.post(
-            f"/api/projects/{self.team.id}/activity_log/bookmark_activity_notification", {"bookmark": most_recent_date}
+            f"/api/projects/{self.team.id}/activity_log/bookmark_activity_notification",
+            {"bookmark": most_recent_date},
         )
         assert bookmark_response.status_code == status.HTTP_204_NO_CONTENT
 
@@ -260,7 +268,10 @@ def test_reading_notifications_marks_them_unread(self):
         assert [c["unread"] for c in changes.json()["results"]] == [True, True]
 
     def _create_insight(
-        self, data: Dict[str, Any], team_id: Optional[int] = None, expected_status: int = status.HTTP_201_CREATED
+        self,
+        data: Dict[str, Any],
+        team_id: Optional[int] = None,
+        expected_status: int = status.HTTP_201_CREATED,
     ) -> Tuple[int, Dict[str, Any]]:
         if team_id is None:
             team_id = self.team.id
diff --git a/posthog/api/test/test_annotation.py b/posthog/api/test/test_annotation.py
index c559411f607d5..971028d4f55e7 100644
--- a/posthog/api/test/test_annotation.py
+++ b/posthog/api/test/test_annotation.py
@@ -6,14 +6,22 @@
 from rest_framework import status
 
 from posthog.models import Annotation, Organization, Team, User
-from posthog.test.base import APIBaseTest, QueryMatchingTest, snapshot_postgres_queries_context, FuzzyInt
+from posthog.test.base import (
+    APIBaseTest,
+    QueryMatchingTest,
+    snapshot_postgres_queries_context,
+    FuzzyInt,
+)
 
 
 class TestAnnotation(APIBaseTest, QueryMatchingTest):
     @patch("posthog.api.annotation.report_user_action")
     def test_retrieving_annotation(self, mock_capture):
         Annotation.objects.create(
-            organization=self.organization, team=self.team, created_at="2020-01-04T12:00:00Z", content="hello world!"
+            organization=self.organization,
+            team=self.team,
+            created_at="2020-01-04T12:00:00Z",
+            content="hello world!",
         )
 
         # Annotation creation is not reported to PostHog because it has no created_by
@@ -89,7 +97,10 @@ def test_cannot_fetch_annotations_of_org_user_does_not_belong_to(self):
         response_1 = self.client.get(f"/api/projects/{separate_team.id}/annotations/")
 
         self.assertEqual(response_1.status_code, 403)
-        self.assertEqual(response_1.json(), self.permission_denied_response("You don't have access to the project."))
+        self.assertEqual(
+            response_1.json(),
+            self.permission_denied_response("You don't have access to the project."),
+        )
 
         response_2 = self.client.get(f"/api/projects/{self.team.id}/annotations/")
 
@@ -122,7 +133,9 @@ def test_creating_annotation(self, mock_capture):
 
         # Assert analytics are sent
         mock_capture.assert_called_once_with(
-            self.user, "annotation created", {"scope": "organization", "date_marker": date_marker}
+            self.user,
+            "annotation created",
+            {"scope": "organization", "date_marker": date_marker},
         )
 
     @patch("posthog.api.annotation.report_user_action")
@@ -149,13 +162,17 @@ def test_can_create_annotations_as_a_bot(self, mock_capture):
     def test_downgrading_scope_from_org_to_project_uses_team_id_from_api(self, mock_capture):
         second_team = Team.objects.create(organization=self.organization, name="Second team")
         test_annotation = Annotation.objects.create(
-            organization=self.organization, team=self.team, content="hello world!", scope=Annotation.Scope.ORGANIZATION
+            organization=self.organization,
+            team=self.team,
+            content="hello world!",
+            scope=Annotation.Scope.ORGANIZATION,
         )
         mock_capture.reset_mock()  # Disregard the "annotation created" call
         self.client.force_login(self.user)
 
         response = self.client.patch(
-            f"/api/projects/{second_team.id}/annotations/{test_annotation.pk}/", {"scope": Annotation.Scope.PROJECT}
+            f"/api/projects/{second_team.id}/annotations/{test_annotation.pk}/",
+            {"scope": Annotation.Scope.PROJECT},
         )
         test_annotation.refresh_from_db()
 
diff --git a/posthog/api/test/test_app_metrics.py b/posthog/api/test/test_app_metrics.py
index 401424170930f..7d3f2a4aa9bf0 100644
--- a/posthog/api/test/test_app_metrics.py
+++ b/posthog/api/test/test_app_metrics.py
@@ -62,7 +62,13 @@ def test_retrieve(self):
                     "failures": [0, 0, 0, 0, 0, 0, 1, 0],
                     "totals": {"successes": 3, "successes_on_retry": 0, "failures": 1},
                 },
-                "errors": [{"error_type": "SomeError", "count": 1, "last_seen": "2021-12-04T00:00:00Z"}],
+                "errors": [
+                    {
+                        "error_type": "SomeError",
+                        "count": 1,
+                        "last_seen": "2021-12-04T00:00:00Z",
+                    }
+                ],
             },
         )
 
@@ -99,7 +105,11 @@ def test_retrieve_historical_export(self):
                 activity="job_triggered",
                 detail=Detail(
                     name="Some export plugin",
-                    trigger=Trigger(job_type="Export historical events V2", job_id="1234", payload=SAMPLE_PAYLOAD),
+                    trigger=Trigger(
+                        job_type="Export historical events V2",
+                        job_id="1234",
+                        payload=SAMPLE_PAYLOAD,
+                    ),
                 ),
             )
         with freeze_time("2021-08-25T05:00:00Z"):
@@ -107,7 +117,11 @@ def test_retrieve_historical_export(self):
                 activity="export_success",
                 detail=Detail(
                     name="Some export plugin",
-                    trigger=Trigger(job_type="Export historical events V2", job_id="1234", payload={}),
+                    trigger=Trigger(
+                        job_type="Export historical events V2",
+                        job_id="1234",
+                        payload={},
+                    ),
                 ),
             )
 
@@ -159,7 +173,11 @@ def test_retrieve_historical_export(self):
                     "successes": [0, 102, 0, 10, 0, 0, 0],
                     "successes_on_retry": [0, 0, 0, 0, 0, 0, 0],
                     "failures": [0, 0, 1, 0, 0, 0, 0],
-                    "totals": {"successes": 112, "successes_on_retry": 0, "failures": 1},
+                    "totals": {
+                        "successes": 112,
+                        "successes_on_retry": 0,
+                        "failures": 1,
+                    },
                 },
                 "summary": {
                     "duration": 4 * 60 * 60,
@@ -170,7 +188,13 @@ def test_retrieve_historical_export(self):
                     "created_at": "2021-08-25T01:00:00Z",
                     "created_by": mock.ANY,
                 },
-                "errors": [{"error_type": "SomeError", "count": 1, "last_seen": "2021-08-25T02:55:00Z"}],
+                "errors": [
+                    {
+                        "error_type": "SomeError",
+                        "count": 1,
+                        "last_seen": "2021-08-25T02:55:00Z",
+                    }
+                ],
             },
         )
 
diff --git a/posthog/api/test/test_async_migrations.py b/posthog/api/test/test_async_migrations.py
index cedf64f27a2c3..f3b38a752dfb6 100644
--- a/posthog/api/test/test_async_migrations.py
+++ b/posthog/api/test/test_async_migrations.py
@@ -1,7 +1,11 @@
 from unittest.mock import patch
 
 from posthog.async_migrations.definition import AsyncMigrationDefinition
-from posthog.models.async_migration import AsyncMigration, AsyncMigrationError, MigrationStatus
+from posthog.models.async_migration import (
+    AsyncMigration,
+    AsyncMigrationError,
+    MigrationStatus,
+)
 from posthog.test.base import APIBaseTest
 
 
@@ -28,7 +32,6 @@ def setUp(self):
         return super().setUp()
 
     def test_get_async_migrations_without_staff_status(self):
-
         response = self.client.get(f"/api/async_migrations/").json()
         self.assertEqual(response["count"], 0)
 
@@ -55,7 +58,8 @@ def test_trigger_endpoint(self, mock_run_async_migration):
         sm1 = create_async_migration()
 
         response = self.client.post(
-            f"/api/async_migrations/{sm1.id}/trigger", {"parameters": {"SOME_KEY": 1234}}
+            f"/api/async_migrations/{sm1.id}/trigger",
+            {"parameters": {"SOME_KEY": 1234}},
         ).json()
         sm1.refresh_from_db()
 
@@ -118,4 +122,7 @@ def test_force_rollback_endpoint_migration_not_complete(self):
         response = self.client.post(f"/api/async_migrations/{sm1.id}/force_rollback").json()
 
         self.assertEqual(response["success"], False)
-        self.assertEqual(response["error"], "Can't force rollback a migration that did not complete successfully.")
+        self.assertEqual(
+            response["error"],
+            "Can't force rollback a migration that did not complete successfully.",
+        )
diff --git a/posthog/api/test/test_authentication.py b/posthog/api/test/test_authentication.py
index f4bc89beb2519..6ce47c6c1d233 100644
--- a/posthog/api/test/test_authentication.py
+++ b/posthog/api/test/test_authentication.py
@@ -34,7 +34,11 @@ class TestLoginPrecheckAPI(APIBaseTest):
     CONFIG_AUTO_LOGIN = False
 
     def test_login_precheck_with_unenforced_sso(self):
-        OrganizationDomain.objects.create(domain="witw.app", organization=self.organization, verified_at=timezone.now())
+        OrganizationDomain.objects.create(
+            domain="witw.app",
+            organization=self.organization,
+            verified_at=timezone.now(),
+        )
 
         response = self.client.post("/api/login/precheck", {"email": "any_user_name_here@witw.app"})
         self.assertEqual(response.status_code, status.HTTP_200_OK)
@@ -82,7 +86,11 @@ def test_user_logs_in_with_email_and_password(self, mock_capture, mock_identify)
             self.user.distinct_id,
             "user logged in",
             properties={"social_provider": ""},
-            groups={"instance": ANY, "organization": str(self.team.organization_id), "project": str(self.team.uuid)},
+            groups={
+                "instance": ANY,
+                "organization": str(self.team.organization_id),
+                "project": str(self.team.uuid),
+            },
         )
 
     @patch("posthog.api.authentication.is_email_available", return_value=True)
@@ -142,7 +150,10 @@ def test_user_cant_login_with_incorrect_password(self, mock_capture):
 
     @patch("posthoganalytics.capture")
     def test_user_cant_login_with_incorrect_email(self, mock_capture):
-        response = self.client.post("/api/login", {"email": "user2@posthog.com", "password": self.CONFIG_PASSWORD})
+        response = self.client.post(
+            "/api/login",
+            {"email": "user2@posthog.com", "password": self.CONFIG_PASSWORD},
+        )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(response.json(), self.ERROR_INVALID_CREDENTIALS)
 
@@ -183,7 +194,10 @@ def test_login_endpoint_is_protected_against_brute_force_attempts(self):
         # Fill the attempt limit
         with self.settings(AXES_ENABLED=True, AXES_FAILURE_LIMIT=3):
             for _ in range(0, 2):
-                response = self.client.post("/api/login", {"email": "new_user@posthog.com", "password": "invalid"})
+                response = self.client.post(
+                    "/api/login",
+                    {"email": "new_user@posthog.com", "password": "invalid"},
+                )
                 self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
                 self.assertEqual(response.json(), self.ERROR_INVALID_CREDENTIALS)
 
@@ -210,7 +224,12 @@ def test_login_2fa_enabled(self):
         self.assertEqual(response.status_code, status.HTTP_401_UNAUTHORIZED)
         self.assertEqual(
             response.json(),
-            {"type": "server_error", "code": "2fa_required", "detail": "2FA is required.", "attr": None},
+            {
+                "type": "server_error",
+                "code": "2fa_required",
+                "detail": "2FA is required.",
+                "attr": None,
+            },
         )
 
         # Assert user is not logged in
@@ -234,11 +253,19 @@ def test_2fa_expired(self):
         self.user.totpdevice_set.create(name="default", key=random_hex(), digits=6)  # type: ignore
 
         with freeze_time("2023-01-01T10:00:00"):
-            response = self.client.post("/api/login", {"email": self.CONFIG_EMAIL, "password": self.CONFIG_PASSWORD})
+            response = self.client.post(
+                "/api/login",
+                {"email": self.CONFIG_EMAIL, "password": self.CONFIG_PASSWORD},
+            )
             self.assertEqual(response.status_code, status.HTTP_401_UNAUTHORIZED)
             self.assertEqual(
                 response.json(),
-                {"type": "server_error", "code": "2fa_required", "detail": "2FA is required.", "attr": None},
+                {
+                    "type": "server_error",
+                    "code": "2fa_required",
+                    "detail": "2FA is required.",
+                    "attr": None,
+                },
             )
 
         with freeze_time("2023-01-01T10:30:00"):
@@ -260,9 +287,13 @@ def test_2fa_expired(self):
     def test_2fa_throttling(self):
         self.user.totpdevice_set.create(name="default", key=random_hex(), digits=6)  # type: ignore
         self.client.post("/api/login", {"email": self.CONFIG_EMAIL, "password": self.CONFIG_PASSWORD})
-        self.assertEqual(self.client.post("/api/login/token", {"token": "abcdefg"}).json()["code"], "2fa_invalid")
         self.assertEqual(
-            self.client.post("/api/login/token", {"token": "abcdefg"}).json()["code"], "2fa_too_many_attempts"
+            self.client.post("/api/login/token", {"token": "abcdefg"}).json()["code"],
+            "2fa_invalid",
+        )
+        self.assertEqual(
+            self.client.post("/api/login/token", {"token": "abcdefg"}).json()["code"],
+            "2fa_too_many_attempts",
         )
 
 
@@ -289,7 +320,8 @@ def test_anonymous_user_can_request_password_reset(self, mock_capture):
 
         user: User = User.objects.get(email=self.CONFIG_EMAIL)
         self.assertEqual(
-            user.requested_password_reset_at, datetime.datetime(2021, 10, 5, 12, 0, 0, tzinfo=timezone.utc)
+            user.requested_password_reset_at,
+            datetime.datetime(2021, 10, 5, 12, 0, 0, tzinfo=timezone.utc),
         )
 
         self.assertSetEqual({",".join(outmail.to) for outmail in mail.outbox}, {self.CONFIG_EMAIL})
@@ -299,7 +331,9 @@ def test_anonymous_user_can_request_password_reset(self, mock_capture):
 
         html_message = mail.outbox[0].alternatives[0][0]  # type: ignore
         self.validate_basic_html(
-            html_message, "https://my.posthog.net", preheader="Please follow the link inside to reset your password."
+            html_message,
+            "https://my.posthog.net",
+            preheader="Please follow the link inside to reset your password.",
         )
 
         # validate reset token
@@ -307,7 +341,8 @@ def test_anonymous_user_can_request_password_reset(self, mock_capture):
         reset_link = html_message[link_index : html_message.find('"', link_index)]
         self.assertTrue(
             password_reset_token_generator.check_token(
-                self.user, reset_link.replace("https://my.posthog.net/reset/", "").replace(f"{self.user.uuid}/", "")
+                self.user,
+                reset_link.replace("https://my.posthog.net/reset/", "").replace(f"{self.user.uuid}/", ""),
             )
         )
 
@@ -337,7 +372,9 @@ def test_reset_with_sso_available(self):
 
         html_message = mail.outbox[0].alternatives[0][0]  # type: ignore
         self.validate_basic_html(
-            html_message, "https://my.posthog.net", preheader="Please follow the link inside to reset your password."
+            html_message,
+            "https://my.posthog.net",
+            preheader="Please follow the link inside to reset your password.",
         )
 
         # validate reset token
@@ -345,7 +382,8 @@ def test_reset_with_sso_available(self):
         reset_link = html_message[link_index : html_message.find('"', link_index)]
         self.assertTrue(
             password_reset_token_generator.check_token(
-                self.user, reset_link.replace(f"https://my.posthog.net/reset/{self.user.uuid}/", "")
+                self.user,
+                reset_link.replace(f"https://my.posthog.net/reset/{self.user.uuid}/", ""),
             )
         )
 
@@ -389,7 +427,8 @@ def test_cant_reset_more_than_six_times(self):
                 # Fourth request should fail
                 self.assertEqual(response.status_code, status.HTTP_429_TOO_MANY_REQUESTS)
                 self.assertDictContainsSubset(
-                    {"attr": None, "code": "throttled", "type": "throttled_error"}, response.json()
+                    {"attr": None, "code": "throttled", "type": "throttled_error"},
+                    response.json(),
                 )
 
         # Three emails should be sent, fourth should not
@@ -408,7 +447,12 @@ def test_cant_validate_token_without_a_token(self):
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
             response.json(),
-            {"type": "validation_error", "code": "required", "detail": "This field is required.", "attr": "token"},
+            {
+                "type": "validation_error",
+                "code": "required",
+                "detail": "This field is required.",
+                "attr": "token",
+            },
         )
 
     def test_invalid_token_returns_error(self):
@@ -418,7 +462,12 @@ def test_invalid_token_returns_error(self):
             # tokens expire after one day
             expired_token = password_reset_token_generator.make_token(self.user)
 
-        for token in [valid_token[:-1], "not_even_trying", self.user.uuid, expired_token]:
+        for token in [
+            valid_token[:-1],
+            "not_even_trying",
+            self.user.uuid,
+            expired_token,
+        ]:
             response = self.client.get(f"/api/reset/{self.user.uuid}/?token={token}")
             self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
             self.assertEqual(
@@ -470,12 +519,20 @@ def test_user_can_reset_password(self, mock_capture, mock_identify):
             self.user.distinct_id,
             "user logged in",
             properties={"social_provider": ""},
-            groups={"instance": ANY, "organization": str(self.team.organization_id), "project": str(self.team.uuid)},
+            groups={
+                "instance": ANY,
+                "organization": str(self.team.organization_id),
+                "project": str(self.team.uuid),
+            },
         )
         mock_capture.assert_any_call(
             self.user.distinct_id,
             "user password reset",
-            groups={"instance": ANY, "organization": str(self.team.organization_id), "project": str(self.team.uuid)},
+            groups={
+                "instance": ANY,
+                "organization": str(self.team.organization_id),
+                "project": str(self.team.uuid),
+            },
         )
         self.assertEqual(mock_capture.call_count, 2)
 
@@ -507,7 +564,12 @@ def test_cant_reset_password_with_no_token(self):
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
             response.json(),
-            {"type": "validation_error", "code": "required", "detail": "This field is required.", "attr": "token"},
+            {
+                "type": "validation_error",
+                "code": "required",
+                "detail": "This field is required.",
+                "attr": "token",
+            },
         )
 
         # user remains logged out
@@ -526,8 +588,16 @@ def test_cant_reset_password_with_invalid_token(self):
             # tokens expire after one day
             expired_token = password_reset_token_generator.make_token(self.user)
 
-        for token in [valid_token[:-1], "not_even_trying", self.user.uuid, expired_token]:
-            response = self.client.post(f"/api/reset/{self.user.uuid}/", {"token": token, "password": "a12345678"})
+        for token in [
+            valid_token[:-1],
+            "not_even_trying",
+            self.user.uuid,
+            expired_token,
+        ]:
+            response = self.client.post(
+                f"/api/reset/{self.user.uuid}/",
+                {"token": token, "password": "a12345678"},
+            )
             self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
             self.assertEqual(
                 response.json(),
@@ -579,7 +649,8 @@ def test_e2e_test_special_handlers(self):
 
         with self.settings(E2E_TESTING=True):
             response = self.client.post(
-                "/api/reset/e2e_test_user/", {"token": "e2e_test_token", "password": "a12345678"}
+                "/api/reset/e2e_test_user/",
+                {"token": "e2e_test_token", "password": "a12345678"},
             )
         self.assertEqual(response.status_code, status.HTTP_204_NO_CONTENT)
 
@@ -590,7 +661,10 @@ def test_personal_api_key_updates_last_used_at_hourly(self):
 
         personal_api_key = generate_random_token_personal()
         PersonalAPIKey.objects.create(
-            label="X", user=self.user, last_used_at="2021-08-25T21:09:14", secure_value=hash_key_value(personal_api_key)
+            label="X",
+            user=self.user,
+            last_used_at="2021-08-25T21:09:14",
+            secure_value=hash_key_value(personal_api_key),
         )
 
         with freeze_time("2021-08-25T22:10:14.252"):
@@ -610,7 +684,10 @@ def test_personal_api_key_updates_last_used_at_outside_the_year(self):
 
         personal_api_key = generate_random_token_personal()
         PersonalAPIKey.objects.create(
-            label="X", user=self.user, last_used_at="2021-08-25T21:09:14", secure_value=hash_key_value(personal_api_key)
+            label="X",
+            user=self.user,
+            last_used_at="2021-08-25T21:09:14",
+            secure_value=hash_key_value(personal_api_key),
         )
 
         with freeze_time("2022-08-25T22:00:14.252"):
@@ -630,7 +707,10 @@ def test_personal_api_key_updates_last_used_at_outside_the_day(self):
 
         personal_api_key = generate_random_token_personal()
         PersonalAPIKey.objects.create(
-            label="X", user=self.user, last_used_at="2021-08-25T21:09:14", secure_value=hash_key_value(personal_api_key)
+            label="X",
+            user=self.user,
+            last_used_at="2021-08-25T21:09:14",
+            secure_value=hash_key_value(personal_api_key),
         )
 
         with freeze_time("2021-08-26T22:00:14.252"):
@@ -668,7 +748,10 @@ def test_personal_api_key_does_not_update_last_used_at_within_the_hour(self):
 
         personal_api_key = generate_random_token_personal()
         PersonalAPIKey.objects.create(
-            label="X", user=self.user, last_used_at="2021-08-25T21:09:14", secure_value=hash_key_value(personal_api_key)
+            label="X",
+            user=self.user,
+            last_used_at="2021-08-25T21:09:14",
+            secure_value=hash_key_value(personal_api_key),
         )
 
         with freeze_time("2021-08-25T21:14:14.252"):
@@ -687,7 +770,10 @@ def test_personal_api_key_does_not_update_last_used_at_when_in_the_past(self):
 
         personal_api_key = generate_random_token_personal()
         PersonalAPIKey.objects.create(
-            label="X", user=self.user, last_used_at="2021-08-25T21:09:14", secure_value=hash_key_value(personal_api_key)
+            label="X",
+            user=self.user,
+            last_used_at="2021-08-25T21:09:14",
+            secure_value=hash_key_value(personal_api_key),
         )
 
         with freeze_time("2021-08-24T21:14:14.252"):
diff --git a/posthog/api/test/test_capture.py b/posthog/api/test/test_capture.py
index fae47f35cbd8b..d3e53b44375f1 100644
--- a/posthog/api/test/test_capture.py
+++ b/posthog/api/test/test_capture.py
@@ -50,7 +50,10 @@ def mocked_get_ingest_context_from_token(_: Any) -> None:
     raise Exception("test exception")
 
 
-parser = ResolvingParser(url=str(pathlib.Path(__file__).parent / "../../../openapi/capture.yaml"), strict=True)
+parser = ResolvingParser(
+    url=str(pathlib.Path(__file__).parent / "../../../openapi/capture.yaml"),
+    strict=True,
+)
 openapi_spec = cast(Dict[str, Any], parser.specification)
 
 
@@ -122,7 +125,11 @@ def _send_session_recording_event(
         }
 
         self.client.post(
-            "/s/", data={"data": json.dumps([event for _ in range(number_of_events)]), "api_key": self.team.api_token}
+            "/s/",
+            data={
+                "data": json.dumps([event for _ in range(number_of_events)]),
+                "api_key": self.team.api_token,
+            },
         )
 
         return event
@@ -149,7 +156,10 @@ def test_capture_randomly_partitions_with_likely_anonymous_ids(self, kafka_produ
                 },
             }
             with self.assertNumQueries(0):  # Capture does not hit PG anymore
-                self.client.get("/e/?data=%s" % quote(self._to_json(data)), HTTP_ORIGIN="https://localhost")
+                self.client.get(
+                    "/e/?data=%s" % quote(self._to_json(data)),
+                    HTTP_ORIGIN="https://localhost",
+                )
 
             kafka_produce.assert_called_with(topic=KAFKA_EVENTS_PLUGIN_INGESTION_TOPIC, data=ANY, key=None)
 
@@ -174,7 +184,10 @@ def test_cached_is_randomly_partitioned(self):
                 # First time we see this key it's looked up in local config.
                 # The bucket has capacity to serve 1 requests/key, so we are not immediately returning.
                 # Since local config is empty and bucket has capacity, this should not override.
-                with self.settings(EVENT_PARTITION_KEYS_TO_OVERRIDE=[], PARTITION_KEY_AUTOMATIC_OVERRIDE_ENABLED=True):
+                with self.settings(
+                    EVENT_PARTITION_KEYS_TO_OVERRIDE=[],
+                    PARTITION_KEY_AUTOMATIC_OVERRIDE_ENABLED=True,
+                ):
                     assert capture.is_randomly_partitioned(partition_key) is False
                     assert limiter._storage._buckets[partition_key][0] == 0
 
@@ -186,7 +199,10 @@ def test_cached_is_randomly_partitioned(self):
             with freeze_time(start + timedelta(seconds=1)):
                 # Now we have let one second pass so the bucket must have capacity to serve the request.
                 # We once again look at the local configuration, which is empty.
-                with self.settings(EVENT_PARTITION_KEYS_TO_OVERRIDE=[], PARTITION_KEY_AUTOMATIC_OVERRIDE_ENABLED=True):
+                with self.settings(
+                    EVENT_PARTITION_KEYS_TO_OVERRIDE=[],
+                    PARTITION_KEY_AUTOMATIC_OVERRIDE_ENABLED=True,
+                ):
                     assert capture.is_randomly_partitioned(partition_key) is False
 
     @patch("posthog.kafka_client.client._KafkaProducer.produce")
@@ -197,13 +213,26 @@ def test_capture_event(self, kafka_produce):
                 "distinct_id": 2,
                 "token": self.team.api_token,
                 "$elements": [
-                    {"tag_name": "a", "nth_child": 1, "nth_of_type": 2, "attr__class": "btn btn-sm"},
-                    {"tag_name": "div", "nth_child": 1, "nth_of_type": 2, "$el_text": "💻"},
+                    {
+                        "tag_name": "a",
+                        "nth_child": 1,
+                        "nth_of_type": 2,
+                        "attr__class": "btn btn-sm",
+                    },
+                    {
+                        "tag_name": "div",
+                        "nth_child": 1,
+                        "nth_of_type": 2,
+                        "$el_text": "💻",
+                    },
                 ],
             },
         }
         with self.assertNumQueries(0):  # Capture does not hit PG anymore
-            response = self.client.get("/e/?data=%s" % quote(self._to_json(data)), HTTP_ORIGIN="https://localhost")
+            response = self.client.get(
+                "/e/?data=%s" % quote(self._to_json(data)),
+                HTTP_ORIGIN="https://localhost",
+            )
 
         self.assertEqual(response.get("access-control-allow-origin"), "https://localhost")
         self.assertDictContainsSubset(
@@ -231,13 +260,26 @@ def test_capture_event_shortcircuits(self, kafka_produce, patch_axes):
                 "distinct_id": 2,
                 "token": self.team.api_token,
                 "$elements": [
-                    {"tag_name": "a", "nth_child": 1, "nth_of_type": 2, "attr__class": "btn btn-sm"},
-                    {"tag_name": "div", "nth_child": 1, "nth_of_type": 2, "$el_text": "💻"},
+                    {
+                        "tag_name": "a",
+                        "nth_child": 1,
+                        "nth_of_type": 2,
+                        "attr__class": "btn btn-sm",
+                    },
+                    {
+                        "tag_name": "div",
+                        "nth_child": 1,
+                        "nth_of_type": 2,
+                        "$el_text": "💻",
+                    },
                 ],
             },
         }
         with self.assertNumQueries(0):
-            response = self.client.get("/e/?data=%s" % quote(self._to_json(data)), HTTP_ORIGIN="https://localhost")
+            response = self.client.get(
+                "/e/?data=%s" % quote(self._to_json(data)),
+                HTTP_ORIGIN="https://localhost",
+            )
         self.assertEqual(response.get("access-control-allow-origin"), "https://localhost")
         self.assertDictContainsSubset(
             {
@@ -287,8 +329,18 @@ def test_capture_events_503_on_kafka_produce_errors(self, kafka_produce):
                 "distinct_id": 2,
                 "token": self.team.api_token,
                 "$elements": [
-                    {"tag_name": "a", "nth_child": 1, "nth_of_type": 2, "attr__class": "btn btn-sm"},
-                    {"tag_name": "div", "nth_child": 1, "nth_of_type": 2, "$el_text": "💻"},
+                    {
+                        "tag_name": "a",
+                        "nth_child": 1,
+                        "nth_of_type": 2,
+                        "attr__class": "btn btn-sm",
+                    },
+                    {
+                        "tag_name": "div",
+                        "nth_child": 1,
+                        "nth_of_type": 2,
+                        "$el_text": "💻",
+                    },
                 ],
             },
         }
@@ -298,10 +350,15 @@ def test_capture_events_503_on_kafka_produce_errors(self, kafka_produce):
 
     @patch("posthog.kafka_client.client._KafkaProducer.produce")
     def test_capture_event_ip(self, kafka_produce):
-        data = {"event": "some_event", "properties": {"distinct_id": 2, "token": self.team.api_token}}
+        data = {
+            "event": "some_event",
+            "properties": {"distinct_id": 2, "token": self.team.api_token},
+        }
 
         self.client.get(
-            "/e/?data=%s" % quote(self._to_json(data)), HTTP_X_FORWARDED_FOR="1.2.3.4", HTTP_ORIGIN="https://localhost"
+            "/e/?data=%s" % quote(self._to_json(data)),
+            HTTP_X_FORWARDED_FOR="1.2.3.4",
+            HTTP_ORIGIN="https://localhost",
         )
         self.assertDictContainsSubset(
             {
@@ -316,7 +373,10 @@ def test_capture_event_ip(self, kafka_produce):
 
     @patch("posthog.kafka_client.client._KafkaProducer.produce")
     def test_capture_event_ipv6(self, kafka_produce):
-        data = {"event": "some_event", "properties": {"distinct_id": 2, "token": self.team.api_token}}
+        data = {
+            "event": "some_event",
+            "properties": {"distinct_id": 2, "token": self.team.api_token},
+        }
 
         self.client.get(
             "/e/?data=%s" % quote(self._to_json(data)),
@@ -337,7 +397,10 @@ def test_capture_event_ipv6(self, kafka_produce):
     # Regression test as Azure Gateway forwards ipv4 ips with a port number
     @patch("posthog.kafka_client.client._KafkaProducer.produce")
     def test_capture_event_ip_with_port(self, kafka_produce):
-        data = {"event": "some_event", "properties": {"distinct_id": 2, "token": self.team.api_token}}
+        data = {
+            "event": "some_event",
+            "properties": {"distinct_id": 2, "token": self.team.api_token},
+        }
 
         self.client.get(
             "/e/?data=%s" % quote(self._to_json(data)),
@@ -368,13 +431,26 @@ def test_capture_event_adds_library_to_sentry(self, patched_scope):
                 "distinct_id": 2,
                 "token": self.team.api_token,
                 "$elements": [
-                    {"tag_name": "a", "nth_child": 1, "nth_of_type": 2, "attr__class": "btn btn-sm"},
-                    {"tag_name": "div", "nth_child": 1, "nth_of_type": 2, "$el_text": "💻"},
+                    {
+                        "tag_name": "a",
+                        "nth_child": 1,
+                        "nth_of_type": 2,
+                        "attr__class": "btn btn-sm",
+                    },
+                    {
+                        "tag_name": "div",
+                        "nth_child": 1,
+                        "nth_of_type": 2,
+                        "$el_text": "💻",
+                    },
                 ],
             },
         }
         with freeze_time(timezone.now()):
-            self.client.get("/e/?data=%s" % quote(self._to_json(data)), HTTP_ORIGIN="https://localhost")
+            self.client.get(
+                "/e/?data=%s" % quote(self._to_json(data)),
+                HTTP_ORIGIN="https://localhost",
+            )
 
         mock_set_tag.assert_has_calls([call("library", "web"), call("library.version", "1.14.1")])
 
@@ -389,13 +465,26 @@ def test_capture_event_adds_unknown_to_sentry_when_no_properties_sent(self, patc
                 "distinct_id": 2,
                 "token": self.team.api_token,
                 "$elements": [
-                    {"tag_name": "a", "nth_child": 1, "nth_of_type": 2, "attr__class": "btn btn-sm"},
-                    {"tag_name": "div", "nth_child": 1, "nth_of_type": 2, "$el_text": "💻"},
+                    {
+                        "tag_name": "a",
+                        "nth_child": 1,
+                        "nth_of_type": 2,
+                        "attr__class": "btn btn-sm",
+                    },
+                    {
+                        "tag_name": "div",
+                        "nth_child": 1,
+                        "nth_of_type": 2,
+                        "$el_text": "💻",
+                    },
                 ],
             },
         }
         with freeze_time(timezone.now()):
-            self.client.get("/e/?data=%s" % quote(self._to_json(data)), HTTP_ORIGIN="https://localhost")
+            self.client.get(
+                "/e/?data=%s" % quote(self._to_json(data)),
+                HTTP_ORIGIN="https://localhost",
+            )
 
         mock_set_tag.assert_has_calls([call("library", "unknown"), call("library.version", "unknown")])
 
@@ -406,8 +495,20 @@ def test_multiple_events(self, kafka_produce):
             data={
                 "data": json.dumps(
                     [
-                        {"event": "beep", "properties": {"distinct_id": "eeee", "token": self.team.api_token}},
-                        {"event": "boop", "properties": {"distinct_id": "aaaa", "token": self.team.api_token}},
+                        {
+                            "event": "beep",
+                            "properties": {
+                                "distinct_id": "eeee",
+                                "token": self.team.api_token,
+                            },
+                        },
+                        {
+                            "event": "boop",
+                            "properties": {
+                                "distinct_id": "aaaa",
+                                "token": self.team.api_token,
+                            },
+                        },
                     ]
                 ),
                 "api_key": self.team.api_token,
@@ -427,9 +528,18 @@ def test_drops_performance_events(self, kafka_produce):
                     [
                         {
                             "event": "$performance_event",
-                            "properties": {"distinct_id": "eeee", "token": self.team.api_token},
+                            "properties": {
+                                "distinct_id": "eeee",
+                                "token": self.team.api_token,
+                            },
+                        },
+                        {
+                            "event": "boop",
+                            "properties": {
+                                "distinct_id": "aaaa",
+                                "token": self.team.api_token,
+                            },
                         },
-                        {"event": "boop", "properties": {"distinct_id": "aaaa", "token": self.team.api_token}},
                     ]
                 ),
                 "api_key": self.team.api_token,
@@ -535,7 +645,9 @@ def test_invalid_gzip(self, kafka_produce):
         self.team.save()
 
         response = self.client.post(
-            "/track?compression=gzip", data=b"\x1f\x8b\x08\x00\x00\x00\x00\x00\x00\x03", content_type="text/plain"
+            "/track?compression=gzip",
+            data=b"\x1f\x8b\x08\x00\x00\x00\x00\x00\x00\x03",
+            content_type="text/plain",
         )
 
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
@@ -559,7 +671,8 @@ def test_invalid_lz64(self, kafka_produce):
         self.assertEqual(
             response.json(),
             self.validation_error_response(
-                "Malformed request data: Failed to decompress data.", code="invalid_payload"
+                "Malformed request data: Failed to decompress data.",
+                code="invalid_payload",
             ),
         )
         self.assertEqual(kafka_produce.call_count, 0)
@@ -582,7 +695,11 @@ def test_empty_request_returns_an_error(self, kafka_produce):
         """
 
         # Empty GET
-        response = self.client.get("/e/?data=", content_type="application/json", HTTP_ORIGIN="https://localhost")
+        response = self.client.get(
+            "/e/?data=",
+            content_type="application/json",
+            HTTP_ORIGIN="https://localhost",
+        )
         self.assertEqual(response.status_code, 400)
         self.assertEqual(kafka_produce.call_count, 0)
 
@@ -595,7 +712,9 @@ def test_empty_request_returns_an_error(self, kafka_produce):
     def test_batch(self, kafka_produce):
         data = {"type": "capture", "event": "user signed up", "distinct_id": "2"}
         self.client.post(
-            "/batch/", data={"api_key": self.team.api_token, "batch": [data]}, content_type="application/json"
+            "/batch/",
+            data={"api_key": self.team.api_token, "batch": [data]},
+            content_type="application/json",
         )
         arguments = self._to_arguments(kafka_produce)
         arguments.pop("now")  # can't compare fakedate
@@ -622,14 +741,17 @@ def test_batch_with_invalid_event(self, kafka_produce):
             {"type": "capture", "event": "event5", "distinct_id": "2"},
         ]
         response = self.client.post(
-            "/batch/", data={"api_key": self.team.api_token, "batch": data}, content_type="application/json"
+            "/batch/",
+            data={"api_key": self.team.api_token, "batch": data},
+            content_type="application/json",
         )
 
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
             response.json(),
             self.validation_error_response(
-                'Invalid payload: All events must have the event field "distinct_id"!', code="invalid_payload"
+                'Invalid payload: All events must have the event field "distinct_id"!',
+                code="invalid_payload",
             ),
         )
         self.assertEqual(kafka_produce.call_count, 0)
@@ -656,14 +778,17 @@ def test_batch_with_dumped_json_data(self, kafka_produce):
         """
         data = json.dumps([{"event": "$groupidentify", "distinct_id": "2", "properties": {}}])
         response = self.client.post(
-            "/batch/", data={"api_key": self.team.api_token, "batch": data}, content_type="application/json"
+            "/batch/",
+            data={"api_key": self.team.api_token, "batch": data},
+            content_type="application/json",
         )
 
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
             response.json(),
             self.validation_error_response(
-                "Invalid payload: All events must be dictionaries not 'str'!", code="invalid_payload"
+                "Invalid payload: All events must be dictionaries not 'str'!",
+                code="invalid_payload",
             ),
         )
         self.assertEqual(kafka_produce.call_count, 0)
@@ -786,7 +911,13 @@ def test_batch_incorrect_token_shape(self):
             "/batch/",
             data={
                 "api_key": {"some": "object"},
-                "batch": [{"type": "capture", "event": "user signed up", "distinct_id": "whatever"}],
+                "batch": [
+                    {
+                        "type": "capture",
+                        "event": "user signed up",
+                        "distinct_id": "whatever",
+                    }
+                ],
             },
             content_type="application/json",
         )
@@ -803,7 +934,15 @@ def test_batch_incorrect_token_shape(self):
     def test_batch_token_not_set(self):
         response = self.client.post(
             "/batch/",
-            data={"batch": [{"type": "capture", "event": "user signed up", "distinct_id": "whatever"}]},
+            data={
+                "batch": [
+                    {
+                        "type": "capture",
+                        "event": "user signed up",
+                        "distinct_id": "whatever",
+                    }
+                ]
+            },
             content_type="application/json",
         )
 
@@ -822,7 +961,10 @@ def test_batch_token_not_set(self):
     def test_batch_distinct_id_not_set(self, statsd_incr):
         response = self.client.post(
             "/batch/",
-            data={"api_key": self.team.api_token, "batch": [{"type": "capture", "event": "user signed up"}]},
+            data={
+                "api_key": self.team.api_token,
+                "batch": [{"type": "capture", "event": "user signed up"}],
+            },
             content_type="application/json",
         )
 
@@ -830,7 +972,8 @@ def test_batch_distinct_id_not_set(self, statsd_incr):
         self.assertEqual(
             response.json(),
             self.validation_error_response(
-                'Invalid payload: All events must have the event field "distinct_id"!', code="invalid_payload"
+                'Invalid payload: All events must have the event field "distinct_id"!',
+                code="invalid_payload",
             ),
         )
 
@@ -893,11 +1036,18 @@ def test_python_library(self, kafka_produce):
     def test_base64_decode_variations(self, kafka_produce):
         base64 = "eyJldmVudCI6IiRwYWdldmlldyIsInByb3BlcnRpZXMiOnsiZGlzdGluY3RfaWQiOiJlZWVlZWVlZ8+lZWVlZWUifX0="
         dict = self._dict_from_b64(base64)
-        self.assertDictEqual(dict, {"event": "$pageview", "properties": {"distinct_id": "eeeeeeegϥeeeee"}})
+        self.assertDictEqual(
+            dict,
+            {"event": "$pageview", "properties": {"distinct_id": "eeeeeeegϥeeeee"}},
+        )
 
         # POST with "+" in the base64
         self.client.post(
-            "/track/", data={"data": base64, "api_key": self.team.api_token}  # main difference in this test
+            "/track/",
+            data={
+                "data": base64,
+                "api_key": self.team.api_token,
+            },  # main difference in this test
         )
         arguments = self._to_arguments(kafka_produce)
         self.assertEqual(arguments["token"], self.team.api_token)
@@ -906,7 +1056,10 @@ def test_base64_decode_variations(self, kafka_produce):
         # POST with " " in the base64 instead of the "+"
         self.client.post(
             "/track/",
-            data={"data": base64.replace("+", " "), "api_key": self.team.api_token},  # main difference in this test
+            data={
+                "data": base64.replace("+", " "),
+                "api_key": self.team.api_token,
+            },  # main difference in this test
         )
         arguments = self._to_arguments(kafka_produce)
         self.assertEqual(arguments["token"], self.team.api_token)
@@ -972,7 +1125,11 @@ def test_sent_at_field(self, kafka_produce):
             data={
                 "sent_at": tomorrow_sent_at.isoformat(),
                 "data": self._dict_to_b64(
-                    {"event": "$pageview", "timestamp": tomorrow.isoformat(), "properties": {"distinct_id": "eeee"}}
+                    {
+                        "event": "$pageview",
+                        "timestamp": tomorrow.isoformat(),
+                        "properties": {"distinct_id": "eeee"},
+                    }
                 ),
                 "api_key": self.team.api_token,  # main difference in this test
             },
@@ -987,7 +1144,9 @@ def test_sent_at_field(self, kafka_produce):
 
     def test_incorrect_json(self):
         response = self.client.post(
-            "/capture/", '{"event": "incorrect json with trailing comma",}', content_type="application/json"
+            "/capture/",
+            '{"event": "incorrect json with trailing comma",}',
+            content_type="application/json",
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
@@ -1014,7 +1173,8 @@ def test_distinct_id_nan(self, statsd_incr):
         self.assertEqual(
             response.json(),
             self.validation_error_response(
-                'Invalid payload: Event field "distinct_id" should not be blank!', code="invalid_payload"
+                'Invalid payload: Event field "distinct_id" should not be blank!',
+                code="invalid_payload",
             ),
         )
 
@@ -1029,7 +1189,12 @@ def test_distinct_id_nan(self, statsd_incr):
     def test_distinct_id_set_but_null(self, statsd_incr):
         response = self.client.post(
             "/e/",
-            data={"api_key": self.team.api_token, "type": "capture", "event": "user signed up", "distinct_id": None},
+            data={
+                "api_key": self.team.api_token,
+                "type": "capture",
+                "event": "user signed up",
+                "distinct_id": None,
+            },
             content_type="application/json",
         )
 
@@ -1037,7 +1202,8 @@ def test_distinct_id_set_but_null(self, statsd_incr):
         self.assertEqual(
             response.json(),
             self.validation_error_response(
-                'Invalid payload: Event field "distinct_id" should not be blank!', code="invalid_payload"
+                'Invalid payload: Event field "distinct_id" should not be blank!',
+                code="invalid_payload",
             ),
         )
 
@@ -1052,7 +1218,12 @@ def test_distinct_id_set_but_null(self, statsd_incr):
     def test_event_name_missing(self, statsd_incr):
         response = self.client.post(
             "/e/",
-            data={"api_key": self.team.api_token, "type": "capture", "event": "", "distinct_id": "a valid id"},
+            data={
+                "api_key": self.team.api_token,
+                "type": "capture",
+                "event": "",
+                "distinct_id": "a valid id",
+            },
             content_type="application/json",
         )
 
@@ -1072,7 +1243,12 @@ def test_custom_uuid(self, kafka_produce) -> None:
         uuid = "01823e89-f75d-0000-0d4d-3d43e54f6de5"
         response = self.client.post(
             "/e/",
-            data={"api_key": self.team.api_token, "event": "some_event", "distinct_id": "1", "uuid": uuid},
+            data={
+                "api_key": self.team.api_token,
+                "event": "some_event",
+                "distinct_id": "1",
+                "uuid": uuid,
+            },
             content_type="application/json",
         )
 
@@ -1085,7 +1261,12 @@ def test_custom_uuid(self, kafka_produce) -> None:
     def test_custom_uuid_invalid(self, statsd_incr) -> None:
         response = self.client.post(
             "/e/",
-            data={"api_key": self.team.api_token, "event": "some_event", "distinct_id": "1", "uuid": "invalid_uuid"},
+            data={
+                "api_key": self.team.api_token,
+                "event": "some_event",
+                "distinct_id": "1",
+                "uuid": "invalid_uuid",
+            },
             content_type="application/json",
         )
 
@@ -1093,7 +1274,8 @@ def test_custom_uuid_invalid(self, statsd_incr) -> None:
         self.assertEqual(
             response.json(),
             self.validation_error_response(
-                'Invalid payload: Event field "uuid" is not a valid UUID!', code="invalid_payload"
+                'Invalid payload: Event field "uuid" is not a valid UUID!',
+                code="invalid_payload",
             ),
         )
 
@@ -1106,28 +1288,38 @@ def test_custom_uuid_invalid(self, statsd_incr) -> None:
     def test_handle_lacking_event_name_field(self):
         response = self.client.post(
             "/e/",
-            data={"distinct_id": "abc", "properties": {"cost": 2}, "api_key": self.team.api_token},
+            data={
+                "distinct_id": "abc",
+                "properties": {"cost": 2},
+                "api_key": self.team.api_token,
+            },
             content_type="application/json",
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
             response.json(),
             self.validation_error_response(
-                'Invalid payload: All events must have the event name field "event"!', code="invalid_payload"
+                'Invalid payload: All events must have the event name field "event"!',
+                code="invalid_payload",
             ),
         )
 
     def test_handle_invalid_snapshot(self):
         response = self.client.post(
             "/e/",
-            data={"event": "$snapshot", "distinct_id": "abc", "api_key": self.team.api_token},
+            data={
+                "event": "$snapshot",
+                "distinct_id": "abc",
+                "api_key": self.team.api_token,
+            },
             content_type="application/json",
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
             response.json(),
             self.validation_error_response(
-                'Invalid payload: $snapshot events must contain property "$snapshot_data"!', code="invalid_payload"
+                'Invalid payload: $snapshot events must contain property "$snapshot_data"!',
+                code="invalid_payload",
             ),
         )
 
@@ -1202,7 +1394,10 @@ def test_legacy_recording_ingestion_compression_and_transformation(self, kafka_p
             event_data=event_data,
         )
         self.assertEqual(kafka_produce.call_count, 1)
-        self.assertEqual(kafka_produce.call_args_list[0][1]["topic"], KAFKA_SESSION_RECORDING_SNAPSHOT_ITEM_EVENTS)
+        self.assertEqual(
+            kafka_produce.call_args_list[0][1]["topic"],
+            KAFKA_SESSION_RECORDING_SNAPSHOT_ITEM_EVENTS,
+        )
         key = kafka_produce.call_args_list[0][1]["key"]
         self.assertEqual(key, session_id)
         data_sent_to_kafka = json.loads(kafka_produce.call_args_list[0][1]["data"]["data"])
@@ -1252,7 +1447,10 @@ def test_create_session_recording_kafka_with_expected_hosts(
         with self.settings(
             KAFKA_HOSTS=["first.server:9092", "second.server:9092"],
             KAFKA_SECURITY_PROTOCOL="SASL_SSL",
-            SESSION_RECORDING_KAFKA_HOSTS=["another-server:9092", "a-fourth.server:9092"],
+            SESSION_RECORDING_KAFKA_HOSTS=[
+                "another-server:9092",
+                "a-fourth.server:9092",
+            ],
             SESSION_RECORDING_KAFKA_SECURITY_PROTOCOL="SSL",
             SESSION_RECORDING_KAFKA_MAX_REQUEST_SIZE_BYTES=1234,
         ):
@@ -1283,7 +1481,10 @@ def test_can_redirect_session_recordings_to_alternative_kafka(
     ) -> None:
         with self.settings(
             KAFKA_HOSTS=["first.server:9092", "second.server:9092"],
-            SESSION_RECORDING_KAFKA_HOSTS=["another-server:9092", "a-fourth.server:9092"],
+            SESSION_RECORDING_KAFKA_HOSTS=[
+                "another-server:9092",
+                "a-fourth.server:9092",
+            ],
         ):
             default_kafka_producer_mock.return_value = KafkaProducer()
             session_recording_producer_factory_mock.return_value = sessionRecordingKafkaProducer()
@@ -1353,8 +1554,14 @@ def test_capture_event_can_override_attributes_important_in_replicator_exports(s
     def test_quota_limits_ignored_if_disabled(self, kafka_produce) -> None:
         from ee.billing.quota_limiting import QuotaResource, replace_limited_team_tokens
 
-        replace_limited_team_tokens(QuotaResource.RECORDINGS, {self.team.api_token: timezone.now().timestamp() + 10000})
-        replace_limited_team_tokens(QuotaResource.EVENTS, {self.team.api_token: timezone.now().timestamp() + 10000})
+        replace_limited_team_tokens(
+            QuotaResource.RECORDINGS,
+            {self.team.api_token: timezone.now().timestamp() + 10000},
+        )
+        replace_limited_team_tokens(
+            QuotaResource.EVENTS,
+            {self.team.api_token: timezone.now().timestamp() + 10000},
+        )
         self._send_session_recording_event()
         self.assertEqual(kafka_produce.call_count, 1)
 
@@ -1371,8 +1578,20 @@ def _produce_events():
                 data={
                     "data": json.dumps(
                         [
-                            {"event": "beep", "properties": {"distinct_id": "eeee", "token": self.team.api_token}},
-                            {"event": "boop", "properties": {"distinct_id": "aaaa", "token": self.team.api_token}},
+                            {
+                                "event": "beep",
+                                "properties": {
+                                    "distinct_id": "eeee",
+                                    "token": self.team.api_token,
+                                },
+                            },
+                            {
+                                "event": "boop",
+                                "properties": {
+                                    "distinct_id": "aaaa",
+                                    "token": self.team.api_token,
+                                },
+                            },
                         ]
                     ),
                     "api_key": self.team.api_token,
@@ -1390,20 +1609,28 @@ def _produce_events():
                 ],
             )
 
-            replace_limited_team_tokens(QuotaResource.EVENTS, {self.team.api_token: timezone.now().timestamp() + 10000})
+            replace_limited_team_tokens(
+                QuotaResource.EVENTS,
+                {self.team.api_token: timezone.now().timestamp() + 10000},
+            )
             _produce_events()
             self.assertEqual(kafka_produce.call_count, 1)  # Only the recording event
 
             replace_limited_team_tokens(
-                QuotaResource.RECORDINGS, {self.team.api_token: timezone.now().timestamp() + 10000}
+                QuotaResource.RECORDINGS,
+                {self.team.api_token: timezone.now().timestamp() + 10000},
             )
             _produce_events()
             self.assertEqual(kafka_produce.call_count, 0)  # No events
 
             replace_limited_team_tokens(
-                QuotaResource.RECORDINGS, {self.team.api_token: timezone.now().timestamp() - 10000}
+                QuotaResource.RECORDINGS,
+                {self.team.api_token: timezone.now().timestamp() - 10000},
+            )
+            replace_limited_team_tokens(
+                QuotaResource.EVENTS,
+                {self.team.api_token: timezone.now().timestamp() - 10000},
             )
-            replace_limited_team_tokens(QuotaResource.EVENTS, {self.team.api_token: timezone.now().timestamp() - 10000})
             _produce_events()
             self.assertEqual(kafka_produce.call_count, 3)  # All events as limit-until timestamp is in the past
 
@@ -1424,8 +1651,18 @@ def test_capture_historical_analytics_events(self, kafka_produce) -> None:
                                 "distinct_id": 2,
                                 "token": self.team.api_token,
                                 "$elements": [
-                                    {"tag_name": "a", "nth_child": 1, "nth_of_type": 2, "attr__class": "btn btn-sm"},
-                                    {"tag_name": "div", "nth_child": 1, "nth_of_type": 2, "$el_text": "💻"},
+                                    {
+                                        "tag_name": "a",
+                                        "nth_child": 1,
+                                        "nth_of_type": 2,
+                                        "attr__class": "btn btn-sm",
+                                    },
+                                    {
+                                        "tag_name": "div",
+                                        "nth_child": 1,
+                                        "nth_of_type": 2,
+                                        "$el_text": "💻",
+                                    },
                                 ],
                             },
                         }
@@ -1433,4 +1670,7 @@ def test_capture_historical_analytics_events(self, kafka_produce) -> None:
                 },
             )
             self.assertEqual(kafka_produce.call_count, 1)
-            self.assertEqual(kafka_produce.call_args_list[0][1]["topic"], KAFKA_EVENTS_PLUGIN_INGESTION_HISTORICAL)
+            self.assertEqual(
+                kafka_produce.call_args_list[0][1]["topic"],
+                KAFKA_EVENTS_PLUGIN_INGESTION_HISTORICAL,
+            )
diff --git a/posthog/api/test/test_cohort.py b/posthog/api/test/test_cohort.py
index 78fc35ac64d6b..2d9082ecb5cb0 100644
--- a/posthog/api/test/test_cohort.py
+++ b/posthog/api/test/test_cohort.py
@@ -58,7 +58,12 @@ def test_creating_update_and_calculating(self, patch_calculate_cohort, patch_cap
             {
                 "filters": {
                     "type": "OR",
-                    "values": [{"type": "AND", "values": [{"key": "team_id", "value": 5, "type": "person"}]}],
+                    "values": [
+                        {
+                            "type": "AND",
+                            "values": [{"key": "team_id", "value": 5, "type": "person"}],
+                        }
+                    ],
                 },
                 "name_length": 8,
                 "groups_count": 1,
@@ -91,7 +96,12 @@ def test_creating_update_and_calculating(self, patch_calculate_cohort, patch_cap
             {
                 "filters": {
                     "type": "OR",
-                    "values": [{"type": "AND", "values": [{"key": "team_id", "value": 6, "type": "person"}]}],
+                    "values": [
+                        {
+                            "type": "AND",
+                            "values": [{"key": "team_id", "value": 6, "type": "person"}],
+                        }
+                    ],
                 },
                 "name_length": 9,
                 "groups_count": 1,
@@ -193,7 +203,9 @@ def test_static_cohort_csv_upload(self, patch_calculate_cohort_from_list):
 
         # Only change name without updating CSV
         response = client.patch(
-            f"/api/projects/{self.team.id}/cohorts/{response.json()['id']}", {"name": "test2"}, format="multipart"
+            f"/api/projects/{self.team.id}/cohorts/{response.json()['id']}",
+            {"name": "test2"},
+            format="multipart",
         )
 
         self.assertEqual(response.status_code, 200)
@@ -235,7 +247,10 @@ def test_static_cohort_to_dynamic_cohort(self, patch_calculate_cohort, patch_cal
 
         response = self.client.patch(
             f"/api/projects/{self.team.id}/cohorts/{response.json()['id']}",
-            {"is_static": False, "groups": [{"properties": [{"key": "email", "value": "email@example.org"}]}]},
+            {
+                "is_static": False,
+                "groups": [{"properties": [{"key": "email", "value": "email@example.org"}]}],
+            },
         )
         self.assertEqual(response.status_code, 200)
         self.assertEqual(patch_calculate_cohort.call_count, 1)
@@ -247,7 +262,8 @@ def test_cohort_list(self):
         Person.objects.create(team=self.team, properties={"prop": 6})
 
         self.client.post(
-            f"/api/projects/{self.team.id}/cohorts", data={"name": "whatever", "groups": [{"properties": {"prop": 5}}]}
+            f"/api/projects/{self.team.id}/cohorts",
+            data={"name": "whatever", "groups": [{"properties": {"prop": 5}}]},
         )
 
         response = self.client.get(f"/api/projects/{self.team.id}/cohorts").json()
@@ -284,11 +300,16 @@ def test_csv_export_new(self):
     def test_filter_by_cohort(self):
         _create_person(team=self.team, distinct_ids=[f"fake"], properties={})
         for i in range(150):
-            _create_person(team=self.team, distinct_ids=[f"person_{i}"], properties={"$os": "Chrome"})
+            _create_person(
+                team=self.team,
+                distinct_ids=[f"person_{i}"],
+                properties={"$os": "Chrome"},
+            )
 
         flush_persons_and_events()
         cohort = Cohort.objects.create(
-            team=self.team, groups=[{"properties": [{"key": "$os", "value": "Chrome", "type": "person"}]}]
+            team=self.team,
+            groups=[{"properties": [{"key": "$os", "value": "Chrome", "type": "person"}]}],
         )
         cohort.calculate_people_ch(pending_version=0)
 
@@ -300,12 +321,21 @@ def test_filter_by_cohort(self):
 
     def test_filter_by_cohort_prop(self):
         for i in range(5):
-            _create_person(team=self.team, distinct_ids=[f"person_{i}"], properties={"$os": "Chrome"})
+            _create_person(
+                team=self.team,
+                distinct_ids=[f"person_{i}"],
+                properties={"$os": "Chrome"},
+            )
 
-        _create_person(team=self.team, distinct_ids=[f"target"], properties={"$os": "Chrome", "$browser": "Safari"})
+        _create_person(
+            team=self.team,
+            distinct_ids=[f"target"],
+            properties={"$os": "Chrome", "$browser": "Safari"},
+        )
 
         cohort = Cohort.objects.create(
-            team=self.team, groups=[{"properties": [{"key": "$os", "value": "Chrome", "type": "person"}]}]
+            team=self.team,
+            groups=[{"properties": [{"key": "$os", "value": "Chrome", "type": "person"}]}],
         )
         cohort.calculate_people_ch(pending_version=0)
 
@@ -319,15 +349,26 @@ def test_filter_by_cohort_prop(self):
     @patch("posthog.api.person.posthoganalytics.feature_enabled", return_value=True)
     def test_filter_by_cohort_prop_from_clickhouse(self, patch_feature_enabled):
         for i in range(5):
-            _create_person(team=self.team, distinct_ids=[f"person_{i}"], properties={"$os": "Chrome"})
+            _create_person(
+                team=self.team,
+                distinct_ids=[f"person_{i}"],
+                properties={"$os": "Chrome"},
+            )
 
-        _create_person(team=self.team, distinct_ids=[f"target"], properties={"$os": "Chrome", "$browser": "Safari"})
         _create_person(
-            team=self.team, distinct_ids=[f"not_target"], properties={"$os": "Something else", "$browser": "Safari"}
+            team=self.team,
+            distinct_ids=[f"target"],
+            properties={"$os": "Chrome", "$browser": "Safari"},
+        )
+        _create_person(
+            team=self.team,
+            distinct_ids=[f"not_target"],
+            properties={"$os": "Something else", "$browser": "Safari"},
         )
 
         cohort = Cohort.objects.create(
-            team=self.team, groups=[{"properties": [{"key": "$os", "value": "Chrome", "type": "person"}]}]
+            team=self.team,
+            groups=[{"properties": [{"key": "$os", "value": "Chrome", "type": "person"}]}],
         )
         cohort.calculate_people_ch(pending_version=0)
 
@@ -339,13 +380,22 @@ def test_filter_by_cohort_prop_from_clickhouse(self, patch_feature_enabled):
 
     def test_filter_by_cohort_search(self):
         for i in range(5):
-            _create_person(team=self.team, distinct_ids=[f"person_{i}"], properties={"$os": "Chrome"})
+            _create_person(
+                team=self.team,
+                distinct_ids=[f"person_{i}"],
+                properties={"$os": "Chrome"},
+            )
 
-        _create_person(team=self.team, distinct_ids=[f"target"], properties={"$os": "Chrome", "$browser": "Safari"})
+        _create_person(
+            team=self.team,
+            distinct_ids=[f"target"],
+            properties={"$os": "Chrome", "$browser": "Safari"},
+        )
         flush_persons_and_events()
 
         cohort = Cohort.objects.create(
-            team=self.team, groups=[{"properties": [{"key": "$os", "value": "Chrome", "type": "person"}]}]
+            team=self.team,
+            groups=[{"properties": [{"key": "$os", "value": "Chrome", "type": "person"}]}],
         )
         cohort.calculate_people_ch(pending_version=0)
 
@@ -381,7 +431,17 @@ def test_creating_update_and_calculating_with_cycle(self, patch_calculate_cohort
             f"/api/projects/{self.team.id}/cohorts",
             data={
                 "name": "cohort B",
-                "groups": [{"properties": [{"type": "cohort", "value": response_a.json()["id"], "key": "id"}]}],
+                "groups": [
+                    {
+                        "properties": [
+                            {
+                                "type": "cohort",
+                                "value": response_a.json()["id"],
+                                "key": "id",
+                            }
+                        ]
+                    }
+                ],
             },
         )
         self.assertEqual(patch_calculate_cohort.call_count, 2)
@@ -391,7 +451,17 @@ def test_creating_update_and_calculating_with_cycle(self, patch_calculate_cohort
             f"/api/projects/{self.team.id}/cohorts",
             data={
                 "name": "cohort C",
-                "groups": [{"properties": [{"type": "cohort", "value": response_b.json()["id"], "key": "id"}]}],
+                "groups": [
+                    {
+                        "properties": [
+                            {
+                                "type": "cohort",
+                                "value": response_b.json()["id"],
+                                "key": "id",
+                            }
+                        ]
+                    }
+                ],
             },
         )
         self.assertEqual(patch_calculate_cohort.call_count, 3)
@@ -401,12 +471,26 @@ def test_creating_update_and_calculating_with_cycle(self, patch_calculate_cohort
             f"/api/projects/{self.team.id}/cohorts/{response_a.json()['id']}",
             data={
                 "name": "Cohort A, reloaded",
-                "groups": [{"properties": [{"type": "cohort", "value": response_c.json()["id"], "key": "id"}]}],
+                "groups": [
+                    {
+                        "properties": [
+                            {
+                                "type": "cohort",
+                                "value": response_c.json()["id"],
+                                "key": "id",
+                            }
+                        ]
+                    }
+                ],
             },
         )
         self.assertEqual(response.status_code, 400, response.content)
         self.assertDictContainsSubset(
-            {"detail": "Cohorts cannot reference other cohorts in a loop.", "type": "validation_error"}, response.json()
+            {
+                "detail": "Cohorts cannot reference other cohorts in a loop.",
+                "type": "validation_error",
+            },
+            response.json(),
         )
         self.assertEqual(patch_calculate_cohort.call_count, 3)
 
@@ -415,12 +499,26 @@ def test_creating_update_and_calculating_with_cycle(self, patch_calculate_cohort
             f"/api/projects/{self.team.id}/cohorts/{response_a.json()['id']}",
             data={
                 "name": "Cohort A, reloaded",
-                "groups": [{"properties": [{"type": "cohort", "value": response_a.json()["id"], "key": "id"}]}],
+                "groups": [
+                    {
+                        "properties": [
+                            {
+                                "type": "cohort",
+                                "value": response_a.json()["id"],
+                                "key": "id",
+                            }
+                        ]
+                    }
+                ],
             },
         )
         self.assertEqual(response.status_code, 400, response.content)
         self.assertDictContainsSubset(
-            {"detail": "Cohorts cannot reference other cohorts in a loop.", "type": "validation_error"}, response.json()
+            {
+                "detail": "Cohorts cannot reference other cohorts in a loop.",
+                "type": "validation_error",
+            },
+            response.json(),
         )
         self.assertEqual(patch_calculate_cohort.call_count, 3)
 
@@ -439,7 +537,17 @@ def test_creating_update_with_non_directed_cycle(self, patch_calculate_cohort, p
             f"/api/projects/{self.team.id}/cohorts",
             data={
                 "name": "cohort B",
-                "groups": [{"properties": [{"type": "cohort", "value": response_a.json()["id"], "key": "id"}]}],
+                "groups": [
+                    {
+                        "properties": [
+                            {
+                                "type": "cohort",
+                                "value": response_a.json()["id"],
+                                "key": "id",
+                            }
+                        ]
+                    }
+                ],
             },
         )
         self.assertEqual(patch_calculate_cohort.call_count, 2)
@@ -452,8 +560,16 @@ def test_creating_update_with_non_directed_cycle(self, patch_calculate_cohort, p
                 "groups": [
                     {
                         "properties": [
-                            {"type": "cohort", "value": response_b.json()["id"], "key": "id"},
-                            {"type": "cohort", "value": response_a.json()["id"], "key": "id"},
+                            {
+                                "type": "cohort",
+                                "value": response_b.json()["id"],
+                                "key": "id",
+                            },
+                            {
+                                "type": "cohort",
+                                "value": response_a.json()["id"],
+                                "key": "id",
+                            },
                         ]
                     }
                 ],
@@ -492,25 +608,47 @@ def test_creating_update_and_calculating_with_invalid_cohort(self, patch_calcula
         )
         self.assertEqual(response.status_code, 400, response.content)
         self.assertDictContainsSubset(
-            {"detail": "Invalid Cohort ID in filter", "type": "validation_error"}, response.json()
+            {"detail": "Invalid Cohort ID in filter", "type": "validation_error"},
+            response.json(),
         )
         self.assertEqual(patch_calculate_cohort.call_count, 1)
 
     @patch("posthog.api.cohort.report_user_action")
     def test_creating_update_and_calculating_with_new_cohort_filters(self, patch_capture):
-        _create_person(distinct_ids=["p1"], team_id=self.team.pk, properties={"$some_prop": "something"})
+        _create_person(
+            distinct_ids=["p1"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
+        )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="p1", timestamp=datetime.now() - timedelta(hours=12)
+            team=self.team,
+            event="$pageview",
+            distinct_id="p1",
+            timestamp=datetime.now() - timedelta(hours=12),
         )
 
-        _create_person(distinct_ids=["p2"], team_id=self.team.pk, properties={"$some_prop": "not it"})
+        _create_person(
+            distinct_ids=["p2"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "not it"},
+        )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="p2", timestamp=datetime.now() - timedelta(hours=12)
+            team=self.team,
+            event="$pageview",
+            distinct_id="p2",
+            timestamp=datetime.now() - timedelta(hours=12),
         )
 
-        _create_person(distinct_ids=["p3"], team_id=self.team.pk, properties={"$some_prop": "not it"})
+        _create_person(
+            distinct_ids=["p3"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "not it"},
+        )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="p3", timestamp=datetime.now() - timedelta(days=12)
+            team=self.team,
+            event="$pageview",
+            distinct_id="p3",
+            timestamp=datetime.now() - timedelta(days=12),
         )
 
         flush_persons_and_events()
@@ -523,7 +661,11 @@ def test_creating_update_and_calculating_with_new_cohort_filters(self, patch_cap
                     "properties": {
                         "type": "OR",
                         "values": [
-                            {"key": "$some_prop", "value": "something", "type": "person"},
+                            {
+                                "key": "$some_prop",
+                                "value": "something",
+                                "type": "person",
+                            },
                             {
                                 "key": "$pageview",
                                 "event_type": "events",
@@ -552,9 +694,21 @@ def test_creating_update_and_calculating_with_new_cohort_filters(self, patch_cap
     def test_cohort_with_is_set_filter_missing_value(self, patch_capture):
         # regression test: Removing `value` was silently failing
 
-        _create_person(distinct_ids=["p1"], team_id=self.team.pk, properties={"$some_prop": "something"})
-        _create_person(distinct_ids=["p2"], team_id=self.team.pk, properties={"$some_prop": "not it"})
-        _create_person(distinct_ids=["p3"], team_id=self.team.pk, properties={"$some_prop": "not it"})
+        _create_person(
+            distinct_ids=["p1"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
+        )
+        _create_person(
+            distinct_ids=["p2"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "not it"},
+        )
+        _create_person(
+            distinct_ids=["p3"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "not it"},
+        )
         _create_person(distinct_ids=["p4"], team_id=self.team.pk, properties={})
         flush_persons_and_events()
 
@@ -565,7 +719,13 @@ def test_cohort_with_is_set_filter_missing_value(self, patch_capture):
                 "filters": {
                     "properties": {
                         "type": "OR",
-                        "values": [{"key": "$some_prop", "type": "person", "operator": "is_set"}],
+                        "values": [
+                            {
+                                "key": "$some_prop",
+                                "type": "person",
+                                "operator": "is_set",
+                            }
+                        ],
                     }
                 },
             },
@@ -597,12 +757,19 @@ def test_creating_update_and_calculating_ignore_bad_filters(self, patch_calculat
 
         update_response = self.client.patch(
             f"/api/projects/{self.team.id}/cohorts/{response.json()['id']}",
-            data={"name": "whatever", "filters": "[Slkasd=lkxcn]", "groups": [{"properties": {"team_id": 5}}]},
+            data={
+                "name": "whatever",
+                "filters": "[Slkasd=lkxcn]",
+                "groups": [{"properties": {"team_id": 5}}],
+            },
         )
 
         self.assertEqual(update_response.status_code, 400, response.content)
         self.assertDictContainsSubset(
-            {"detail": "Filters must be a dictionary with a 'properties' key.", "type": "validation_error"},
+            {
+                "detail": "Filters must be a dictionary with a 'properties' key.",
+                "type": "validation_error",
+            },
             update_response.json(),
         )
 
@@ -632,7 +799,11 @@ def test_update_cohort_used_in_flags(self, patch_calculate_cohort, patch_capture
                     "properties": {
                         "type": "OR",
                         "values": [
-                            {"key": "$some_prop", "value": "something", "type": "person"},
+                            {
+                                "key": "$some_prop",
+                                "value": "something",
+                                "type": "person",
+                            },
                         ],
                     }
                 },
@@ -679,7 +850,11 @@ def test_update_cohort_used_in_flags(self, patch_calculate_cohort, patch_capture
                     "properties": {
                         "type": "OR",
                         "values": [
-                            {"key": "$some_prop", "value": "something", "type": "person"},
+                            {
+                                "key": "$some_prop",
+                                "value": "something",
+                                "type": "person",
+                            },
                             {
                                 "key": "$pageview",
                                 "event_type": "events",
@@ -712,7 +887,11 @@ def test_update_cohort_used_in_flags(self, patch_calculate_cohort, patch_capture
                     "properties": {
                         "type": "OR",
                         "values": [
-                            {"key": "$some_prop", "value": "something", "type": "person"},
+                            {
+                                "key": "$some_prop",
+                                "value": "something",
+                                "type": "person",
+                            },
                             {
                                 "key": "id",
                                 "value": second_cohort_pk,
@@ -736,19 +915,40 @@ def test_update_cohort_used_in_flags(self, patch_calculate_cohort, patch_capture
 
     @patch("posthog.api.cohort.report_user_action")
     def test_duplicating_dynamic_cohort_as_static(self, patch_capture):
-        _create_person(distinct_ids=["p1"], team_id=self.team.pk, properties={"$some_prop": "something"})
+        _create_person(
+            distinct_ids=["p1"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
+        )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="p1", timestamp=datetime.now() - timedelta(hours=12)
+            team=self.team,
+            event="$pageview",
+            distinct_id="p1",
+            timestamp=datetime.now() - timedelta(hours=12),
         )
 
-        _create_person(distinct_ids=["p2"], team_id=self.team.pk, properties={"$some_prop": "not it"})
+        _create_person(
+            distinct_ids=["p2"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "not it"},
+        )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="p2", timestamp=datetime.now() - timedelta(hours=12)
+            team=self.team,
+            event="$pageview",
+            distinct_id="p2",
+            timestamp=datetime.now() - timedelta(hours=12),
         )
 
-        _create_person(distinct_ids=["p3"], team_id=self.team.pk, properties={"$some_prop": "not it"})
+        _create_person(
+            distinct_ids=["p3"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "not it"},
+        )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="p3", timestamp=datetime.now() - timedelta(days=12)
+            team=self.team,
+            event="$pageview",
+            distinct_id="p3",
+            timestamp=datetime.now() - timedelta(days=12),
         )
 
         flush_persons_and_events()
@@ -761,7 +961,11 @@ def test_duplicating_dynamic_cohort_as_static(self, patch_capture):
                     "properties": {
                         "type": "OR",
                         "values": [
-                            {"key": "$some_prop", "value": "something", "type": "person"},
+                            {
+                                "key": "$some_prop",
+                                "value": "something",
+                                "type": "person",
+                            },
                             {
                                 "key": "$pageview",
                                 "event_type": "events",
@@ -802,19 +1006,40 @@ def test_duplicating_dynamic_cohort_as_static(self, patch_capture):
     @snapshot_clickhouse_queries
     @patch("posthog.api.cohort.report_user_action")
     def test_async_deletion_of_cohort(self, patch_capture):
-        _create_person(distinct_ids=["p1"], team_id=self.team.pk, properties={"$some_prop": "something"})
+        _create_person(
+            distinct_ids=["p1"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
+        )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="p1", timestamp=datetime.now() - timedelta(hours=12)
+            team=self.team,
+            event="$pageview",
+            distinct_id="p1",
+            timestamp=datetime.now() - timedelta(hours=12),
         )
 
-        _create_person(distinct_ids=["p2"], team_id=self.team.pk, properties={"$some_prop": "not it"})
+        _create_person(
+            distinct_ids=["p2"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "not it"},
+        )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="p2", timestamp=datetime.now() - timedelta(hours=12)
+            team=self.team,
+            event="$pageview",
+            distinct_id="p2",
+            timestamp=datetime.now() - timedelta(hours=12),
         )
 
-        _create_person(distinct_ids=["p3"], team_id=self.team.pk, properties={"$some_prop": "not it"})
+        _create_person(
+            distinct_ids=["p3"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "not it"},
+        )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="p3", timestamp=datetime.now() - timedelta(days=12)
+            team=self.team,
+            event="$pageview",
+            distinct_id="p3",
+            timestamp=datetime.now() - timedelta(days=12),
         )
 
         flush_persons_and_events()
@@ -827,7 +1052,11 @@ def test_async_deletion_of_cohort(self, patch_capture):
                     "properties": {
                         "type": "OR",
                         "values": [
-                            {"key": "$some_prop", "value": "something", "type": "person"},
+                            {
+                                "key": "$some_prop",
+                                "value": "something",
+                                "type": "person",
+                            },
                             {
                                 "key": "$pageview",
                                 "event_type": "events",
@@ -858,7 +1087,11 @@ def test_async_deletion_of_cohort(self, patch_capture):
                     "properties": {
                         "type": "OR",
                         "values": [
-                            {"key": "$some_prop", "value": "something", "type": "person"},
+                            {
+                                "key": "$some_prop",
+                                "value": "something",
+                                "type": "person",
+                            },
                         ],
                     }
                 },
@@ -891,7 +1124,10 @@ def test_async_deletion_of_cohort(self, patch_capture):
         sync_execute(f"OPTIMIZE TABLE cohortpeople FINAL SETTINGS mutations_sync = 2")
 
         # check clickhouse data is gone from cohortpeople table
-        res = sync_execute("SELECT count() FROM cohortpeople WHERE cohort_id = %(cohort_id)s", {"cohort_id": cohort_id})
+        res = sync_execute(
+            "SELECT count() FROM cohortpeople WHERE cohort_id = %(cohort_id)s",
+            {"cohort_id": cohort_id},
+        )
         self.assertEqual(res[0][0], 1)
 
         # now let's ensure verification of deletion happens on next run
@@ -929,19 +1165,40 @@ def test_deletion_of_cohort_cancels_async_deletion(self):
 
     @patch("posthog.api.cohort.report_user_action")
     def test_async_deletion_of_cohort_with_race_condition_multiple_updates(self, patch_capture):
-        _create_person(distinct_ids=["p1"], team_id=self.team.pk, properties={"$some_prop": "something"})
+        _create_person(
+            distinct_ids=["p1"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
+        )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="p1", timestamp=datetime.now() - timedelta(hours=12)
+            team=self.team,
+            event="$pageview",
+            distinct_id="p1",
+            timestamp=datetime.now() - timedelta(hours=12),
         )
 
-        _create_person(distinct_ids=["p2"], team_id=self.team.pk, properties={"$some_prop": "not it"})
+        _create_person(
+            distinct_ids=["p2"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "not it"},
+        )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="p2", timestamp=datetime.now() - timedelta(hours=12)
+            team=self.team,
+            event="$pageview",
+            distinct_id="p2",
+            timestamp=datetime.now() - timedelta(hours=12),
         )
 
-        _create_person(distinct_ids=["p3"], team_id=self.team.pk, properties={"$some_prop": "not it"})
+        _create_person(
+            distinct_ids=["p3"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "not it"},
+        )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="p3", timestamp=datetime.now() - timedelta(days=12)
+            team=self.team,
+            event="$pageview",
+            distinct_id="p3",
+            timestamp=datetime.now() - timedelta(days=12),
         )
 
         flush_persons_and_events()
@@ -954,7 +1211,11 @@ def test_async_deletion_of_cohort_with_race_condition_multiple_updates(self, pat
                     "properties": {
                         "type": "OR",
                         "values": [
-                            {"key": "$some_prop", "value": "something", "type": "person"},
+                            {
+                                "key": "$some_prop",
+                                "value": "something",
+                                "type": "person",
+                            },
                             {
                                 "key": "$pageview",
                                 "event_type": "events",
@@ -985,7 +1246,11 @@ def test_async_deletion_of_cohort_with_race_condition_multiple_updates(self, pat
                     "properties": {
                         "type": "OR",
                         "values": [
-                            {"key": "$some_prop", "value": "something", "type": "person"},
+                            {
+                                "key": "$some_prop",
+                                "value": "something",
+                                "type": "person",
+                            },
                         ],
                     }
                 },
@@ -1000,7 +1265,11 @@ def test_async_deletion_of_cohort_with_race_condition_multiple_updates(self, pat
                     "properties": {
                         "type": "OR",
                         "values": [
-                            {"key": "$some_prop", "value": "something2", "type": "person"},
+                            {
+                                "key": "$some_prop",
+                                "value": "something2",
+                                "type": "person",
+                            },
                         ],
                     }
                 },
@@ -1043,7 +1312,10 @@ def test_async_deletion_of_cohort_with_race_condition_multiple_updates(self, pat
         # check clickhouse data is gone from cohortpeople table
         # Without async deletions, this number would've been 5, because of extra random stuff being added to cohortpeople table
         # due to the racy calls to update cohort
-        res = sync_execute("SELECT count() FROM cohortpeople WHERE cohort_id = %(cohort_id)s", {"cohort_id": cohort_id})
+        res = sync_execute(
+            "SELECT count() FROM cohortpeople WHERE cohort_id = %(cohort_id)s",
+            {"cohort_id": cohort_id},
+        )
         self.assertEqual(res[0][0], 2)
 
         # now let's ensure verification of deletion happens on next run
diff --git a/posthog/api/test/test_decide.py b/posthog/api/test/test_decide.py
index e3e13458acb54..78019779fb5f1 100644
--- a/posthog/api/test/test_decide.py
+++ b/posthog/api/test/test_decide.py
@@ -20,7 +20,15 @@
 
 from posthog.api.test.test_feature_flag import QueryTimeoutWrapper
 from posthog.api.decide import label_for_team_id_to_track
-from posthog.models import FeatureFlag, GroupTypeMapping, Person, PersonalAPIKey, Plugin, PluginConfig, PluginSourceFile
+from posthog.models import (
+    FeatureFlag,
+    GroupTypeMapping,
+    Person,
+    PersonalAPIKey,
+    Plugin,
+    PluginConfig,
+    PluginSourceFile,
+)
 from posthog.models.cohort.cohort import Cohort
 from posthog.models.organization import Organization, OrganizationMembership
 from posthog.models.personal_api_key import hash_key_value
@@ -29,12 +37,20 @@
 from posthog.models.person import PersonDistinctId
 from posthog.models.user import User
 from posthog.models.utils import generate_random_token_personal
-from posthog.test.base import BaseTest, QueryMatchingTest, snapshot_postgres_queries, snapshot_postgres_queries_context
+from posthog.test.base import (
+    BaseTest,
+    QueryMatchingTest,
+    snapshot_postgres_queries,
+    snapshot_postgres_queries_context,
+)
 from posthog.database_healthcheck import postgres_healthcheck
 from posthog import redis
 
 
-@patch("posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected", return_value=True)
+@patch(
+    "posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected",
+    return_value=True,
+)
 class TestDecide(BaseTest, QueryMatchingTest):
     """
     Tests the `/decide` endpoint.
@@ -109,7 +125,15 @@ def test_defaults_to_v2_if_conflicting_parameters(self, *args):
 
         response = self.client.post(
             f"/decide/?v=2&v=1.19.0",
-            {"data": self._dict_to_b64({"token": self.team.api_token, "distinct_id": "example_id", "groups": {}})},
+            {
+                "data": self._dict_to_b64(
+                    {
+                        "token": self.team.api_token,
+                        "distinct_id": "example_id",
+                        "groups": {},
+                    }
+                )
+            },
             HTTP_ORIGIN="http://127.0.0.1:8000",
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
@@ -267,7 +291,10 @@ def test_session_recording_empty_linked_flag(self, *args):
         response = self._post_decide().json()
         assert response["sessionRecording"]["linkedFlag"] is None
 
-        self._update_team({"session_recording_linked_flag": {}}, expected_status_code=status.HTTP_400_BAD_REQUEST)
+        self._update_team(
+            {"session_recording_linked_flag": {}},
+            expected_status_code=status.HTTP_400_BAD_REQUEST,
+        )
 
     def test_exception_autocapture_opt_in(self, *args):
         # :TRICKY: Test for regression around caching
@@ -277,7 +304,10 @@ def test_exception_autocapture_opt_in(self, *args):
         self._update_team({"autocapture_exceptions_opt_in": True})
 
         response = self._post_decide().json()
-        self.assertEqual(response["autocaptureExceptions"], {"errors_to_ignore": [], "endpoint": "/e/"})
+        self.assertEqual(
+            response["autocaptureExceptions"],
+            {"errors_to_ignore": [], "endpoint": "/e/"},
+        )
 
     def test_exception_autocapture_errors_to_ignore(self, *args):
         # :TRICKY: Test for regression around caching
@@ -286,13 +316,21 @@ def test_exception_autocapture_errors_to_ignore(self, *args):
 
         self._update_team({"autocapture_exceptions_opt_in": True})
         self._update_team(
-            {"autocapture_exceptions_errors_to_ignore": ["ResizeObserver loop limit exceeded", ".* bot .*"]}
+            {
+                "autocapture_exceptions_errors_to_ignore": [
+                    "ResizeObserver loop limit exceeded",
+                    ".* bot .*",
+                ]
+            }
         )
 
         response = self._post_decide().json()
         self.assertEqual(
             response["autocaptureExceptions"],
-            {"errors_to_ignore": ["ResizeObserver loop limit exceeded", ".* bot .*"], "endpoint": "/e/"},
+            {
+                "errors_to_ignore": ["ResizeObserver loop limit exceeded", ".* bot .*"],
+                "endpoint": "/e/",
+            },
         )
 
     def test_user_session_recording_opt_in_wildcard_domain(self, *args):
@@ -300,7 +338,12 @@ def test_user_session_recording_opt_in_wildcard_domain(self, *args):
         response = self._post_decide().json()
         self.assertEqual(response["sessionRecording"], False)
 
-        self._update_team({"session_recording_opt_in": True, "recording_domains": ["https://*.example.com"]})
+        self._update_team(
+            {
+                "session_recording_opt_in": True,
+                "recording_domains": ["https://*.example.com"],
+            }
+        )
 
         response = self._post_decide(origin="https://random.example.com").json()
         assert response["sessionRecording"] == {
@@ -318,7 +361,12 @@ def test_user_session_recording_opt_in_wildcard_domain(self, *args):
         self.assertEqual(response["sessionRecording"], False)
 
     def test_user_session_recording_evil_site(self, *args):
-        self._update_team({"session_recording_opt_in": True, "recording_domains": ["https://example.com"]})
+        self._update_team(
+            {
+                "session_recording_opt_in": True,
+                "recording_domains": ["https://example.com"],
+            }
+        )
 
         response = self._post_decide(origin="evil.site.com").json()
         assert response["sessionRecording"] is False
@@ -357,7 +405,12 @@ def test_user_session_recording_allowed_when_no_permitted_domains_are_set(self,
         }
 
     def test_user_session_recording_allowed_when_permitted_domains_are_not_http_based(self, *args):
-        self._update_team({"session_recording_opt_in": True, "recording_domains": ["capacitor://localhost"]})
+        self._update_team(
+            {
+                "session_recording_opt_in": True,
+                "recording_domains": ["capacitor://localhost"],
+            }
+        )
 
         response = self._post_decide(origin="capacitor://localhost:8000/home").json()
         assert response["sessionRecording"] == {
@@ -384,7 +437,12 @@ def test_web_app_queries(self, *args):
             status=PluginSourceFile.Status.TRANSPILED,
         )
         PluginConfig.objects.create(
-            plugin=plugin, enabled=True, order=1, team=self.team, config={}, web_token="tokentoken"
+            plugin=plugin,
+            enabled=True,
+            order=1,
+            team=self.team,
+            config={},
+            web_token="tokentoken",
         )
         sync_team_inject_web_apps(self.team)
 
@@ -406,7 +464,12 @@ def test_site_app_injection(self, *args):
             status=PluginSourceFile.Status.TRANSPILED,
         )
         plugin_config = PluginConfig.objects.create(
-            plugin=plugin, enabled=True, order=1, team=self.team, config={}, web_token="tokentoken"
+            plugin=plugin,
+            enabled=True,
+            order=1,
+            team=self.team,
+            config={},
+            web_token="tokentoken",
         )
         self.team.refresh_from_db()
         self.assertTrue(self.team.inject_web_apps)
@@ -421,9 +484,17 @@ def test_feature_flags(self, *args):
         self.team.app_urls = ["https://example.com"]
         self.team.save()
         self.client.logout()
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
         FeatureFlag.objects.create(
-            team=self.team, rollout_percentage=50, name="Beta feature", key="beta-feature", created_by=self.user
+            team=self.team,
+            rollout_percentage=50,
+            name="Beta feature",
+            key="beta-feature",
+            created_by=self.user,
         )
         FeatureFlag.objects.create(
             team=self.team,
@@ -444,7 +515,19 @@ def test_feature_flags(self, *args):
         )
         FeatureFlag.objects.create(
             team=self.team,
-            filters={"groups": [{"properties": [{"key": "email", "value": "tim@posthog.com", "type": "person"}]}]},
+            filters={
+                "groups": [
+                    {
+                        "properties": [
+                            {
+                                "key": "email",
+                                "value": "tim@posthog.com",
+                                "type": "person",
+                            }
+                        ]
+                    }
+                ]
+            },
             name="Filter by property 2",
             key="filer-by-property-2",
             created_by=self.user,
@@ -467,14 +550,24 @@ def test_feature_flags_v3_json(self, *args):
         self.team.app_urls = ["https://example.com"]
         self.team.save()
         self.client.logout()
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
 
         FeatureFlag.objects.create(
             team=self.team,
             filters={
                 "groups": [
                     {
-                        "properties": [{"key": "email", "value": "tim@posthog.com", "type": "person"}],
+                        "properties": [
+                            {
+                                "key": "email",
+                                "value": "tim@posthog.com",
+                                "type": "person",
+                            }
+                        ],
                         "rollout_percentage": None,
                     }
                 ],
@@ -489,15 +582,26 @@ def test_feature_flags_v3_json(self, *args):
             response = self._post_decide(api_version=3)
             self.assertEqual(response.status_code, status.HTTP_200_OK)
 
-        self.assertEqual({"color": "blue"}, response.json()["featureFlagPayloads"]["filter-by-property"])
+        self.assertEqual(
+            {"color": "blue"},
+            response.json()["featureFlagPayloads"]["filter-by-property"],
+        )
 
     def test_feature_flags_v3_json_multivariate(self, *args):
         self.team.app_urls = ["https://example.com"]
         self.team.save()
         self.client.logout()
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
         FeatureFlag.objects.create(
-            team=self.team, rollout_percentage=50, name="Beta feature", key="beta-feature", created_by=self.user
+            team=self.team,
+            rollout_percentage=50,
+            name="Beta feature",
+            key="beta-feature",
+            created_by=self.user,
         )
         FeatureFlag.objects.create(
             team=self.team,
@@ -512,9 +616,21 @@ def test_feature_flags_v3_json_multivariate(self, *args):
                 "groups": [{"properties": [], "rollout_percentage": None}],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
                 "payloads": {"first-variant": {"color": "blue"}},
@@ -535,15 +651,26 @@ def test_feature_flags_v3_json_multivariate(self, *args):
             response = self._post_decide(api_version=3)
             self.assertEqual(response.status_code, status.HTTP_200_OK)
             self.assertEqual("first-variant", response.json()["featureFlags"]["multivariate-flag"])
-            self.assertEqual({"color": "blue"}, response.json()["featureFlagPayloads"]["multivariate-flag"])
+            self.assertEqual(
+                {"color": "blue"},
+                response.json()["featureFlagPayloads"]["multivariate-flag"],
+            )
 
     def test_feature_flags_v2(self, *args):
         self.team.app_urls = ["https://example.com"]
         self.team.save()
         self.client.logout()
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
         FeatureFlag.objects.create(
-            team=self.team, rollout_percentage=50, name="Beta feature", key="beta-feature", created_by=self.user
+            team=self.team,
+            rollout_percentage=50,
+            name="Beta feature",
+            key="beta-feature",
+            created_by=self.user,
         )
         FeatureFlag.objects.create(
             team=self.team,
@@ -558,9 +685,21 @@ def test_feature_flags_v2(self, *args):
                 "groups": [{"properties": [], "rollout_percentage": None}],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             },
@@ -596,7 +735,11 @@ def test_feature_flags_v2_with_property_overrides(self, *args):
         self.team.app_urls = ["https://example.com"]
         self.team.save()
         self.client.logout()
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"$geoip_country_name": "India"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"$geoip_country_name": "India"},
+        )
         Person.objects.create(team=self.team, distinct_ids=["other_id"], properties={})
 
         australia_ip = "13.106.122.3"
@@ -610,7 +753,13 @@ def test_feature_flags_v2_with_property_overrides(self, *args):
             filters={
                 "groups": [
                     {
-                        "properties": [{"key": "$geoip_country_name", "value": "Australia", "type": "person"}],
+                        "properties": [
+                            {
+                                "key": "$geoip_country_name",
+                                "value": "Australia",
+                                "type": "person",
+                            }
+                        ],
                         "rollout_percentage": 100,
                     }
                 ]
@@ -621,15 +770,33 @@ def test_feature_flags_v2_with_property_overrides(self, *args):
             filters={
                 "groups": [
                     {
-                        "properties": [{"key": "$geoip_country_name", "value": "India", "type": "person"}],
+                        "properties": [
+                            {
+                                "key": "$geoip_country_name",
+                                "value": "India",
+                                "type": "person",
+                            }
+                        ],
                         "rollout_percentage": None,
                     }
                 ],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             },
@@ -653,7 +820,11 @@ def test_feature_flags_v2_with_geoip_error(self, *args):
         self.team.app_urls = ["https://example.com"]
         self.team.save()
         self.client.logout()
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"$geoip_country_name": "India"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"$geoip_country_name": "India"},
+        )
         Person.objects.create(team=self.team, distinct_ids=["other_id"], properties={})
 
         FeatureFlag.objects.create(
@@ -665,7 +836,13 @@ def test_feature_flags_v2_with_geoip_error(self, *args):
             filters={
                 "groups": [
                     {
-                        "properties": [{"key": "$geoip_country_name", "value": "Australia", "type": "person"}],
+                        "properties": [
+                            {
+                                "key": "$geoip_country_name",
+                                "value": "Australia",
+                                "type": "person",
+                            }
+                        ],
                         "rollout_percentage": 100,
                     }
                 ]
@@ -676,15 +853,33 @@ def test_feature_flags_v2_with_geoip_error(self, *args):
             filters={
                 "groups": [
                     {
-                        "properties": [{"key": "$geoip_country_name", "value": "India", "type": "person"}],
+                        "properties": [
+                            {
+                                "key": "$geoip_country_name",
+                                "value": "India",
+                                "type": "person",
+                            }
+                        ],
                         "rollout_percentage": None,
                     }
                 ],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             },
@@ -710,7 +905,9 @@ def test_feature_flags_v2_consistent_flags(self, *args):
         self.team.save()
         self.client.logout()
         person = Person.objects.create(
-            team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"}
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
         )
         FeatureFlag.objects.create(
             team=self.team,
@@ -733,9 +930,21 @@ def test_feature_flags_v2_consistent_flags(self, *args):
                 "groups": [{"properties": [], "rollout_percentage": None}],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             },
@@ -762,7 +971,11 @@ def test_feature_flags_v2_consistent_flags(self, *args):
         with self.assertNumQueries(13):
             response = self._post_decide(
                 api_version=2,
-                data={"token": self.team.api_token, "distinct_id": "other_id", "$anon_distinct_id": "example_id"},
+                data={
+                    "token": self.team.api_token,
+                    "distinct_id": "other_id",
+                    "$anon_distinct_id": "example_id",
+                },
             )
             self.assertTrue(response.json()["featureFlags"]["beta-feature"])
             self.assertTrue(response.json()["featureFlags"]["default-flag"])
@@ -774,9 +987,17 @@ def test_feature_flags_v3_consistent_flags_with_numeric_distinct_ids(self, *args
         self.team.app_urls = ["https://example.com"]
         self.team.save()
         self.client.logout()
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
         Person.objects.create(team=self.team, distinct_ids=[1], properties={"email": "tim@posthog.com"})
-        Person.objects.create(team=self.team, distinct_ids=[12345, "xyz"], properties={"email": "tim@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=[12345, "xyz"],
+            properties={"email": "tim@posthog.com"},
+        )
         FeatureFlag.objects.create(
             team=self.team,
             rollout_percentage=30,
@@ -802,7 +1023,11 @@ def test_feature_flags_v3_consistent_flags_with_numeric_distinct_ids(self, *args
         with self.assertNumQueries(13):
             response = self._post_decide(
                 api_version=2,
-                data={"token": self.team.api_token, "distinct_id": 12345, "$anon_distinct_id": "example_id"},
+                data={
+                    "token": self.team.api_token,
+                    "distinct_id": 12345,
+                    "$anon_distinct_id": "example_id",
+                },
             )
             self.assertTrue(response.json()["featureFlags"]["beta-feature"])
             self.assertTrue(response.json()["featureFlags"]["default-flag"])
@@ -810,7 +1035,11 @@ def test_feature_flags_v3_consistent_flags_with_numeric_distinct_ids(self, *args
         with self.assertNumQueries(9):
             response = self._post_decide(
                 api_version=2,
-                data={"token": self.team.api_token, "distinct_id": "xyz", "$anon_distinct_id": 12345},
+                data={
+                    "token": self.team.api_token,
+                    "distinct_id": "xyz",
+                    "$anon_distinct_id": 12345,
+                },
             )
             self.assertTrue(response.json()["featureFlags"]["beta-feature"])
             self.assertTrue(response.json()["featureFlags"]["default-flag"])
@@ -818,7 +1047,11 @@ def test_feature_flags_v3_consistent_flags_with_numeric_distinct_ids(self, *args
         with self.assertNumQueries(9):
             response = self._post_decide(
                 api_version=2,
-                data={"token": self.team.api_token, "distinct_id": 5, "$anon_distinct_id": 12345},
+                data={
+                    "token": self.team.api_token,
+                    "distinct_id": 5,
+                    "$anon_distinct_id": 12345,
+                },
             )
             self.assertTrue(response.json()["featureFlags"]["beta-feature"])
             self.assertTrue(response.json()["featureFlags"]["default-flag"])
@@ -851,9 +1084,21 @@ def test_feature_flags_v2_consistent_flags_with_ingestion_delays(self, *args):
                 "groups": [{"properties": [], "rollout_percentage": None}],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             },
@@ -878,7 +1123,11 @@ def test_feature_flags_v2_consistent_flags_with_ingestion_delays(self, *args):
         with self.assertNumQueries(12):
             response = self._post_decide(
                 api_version=2,
-                data={"token": self.team.api_token, "distinct_id": "other_id", "$anon_distinct_id": "example_id"},
+                data={
+                    "token": self.team.api_token,
+                    "distinct_id": "other_id",
+                    "$anon_distinct_id": "example_id",
+                },
             )
             # self.assertTrue(response.json()["featureFlags"]["beta-feature"])
             self.assertTrue(response.json()["featureFlags"]["default-flag"])
@@ -891,7 +1140,9 @@ def test_feature_flags_v2_consistent_flags_with_merged_persons(self, *args):
         self.team.save()
         self.client.logout()
         person = Person.objects.create(
-            team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"}
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
         )
         FeatureFlag.objects.create(
             team=self.team,
@@ -914,9 +1165,21 @@ def test_feature_flags_v2_consistent_flags_with_merged_persons(self, *args):
                 "groups": [{"properties": [], "rollout_percentage": None}],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             },
@@ -939,14 +1202,20 @@ def test_feature_flags_v2_consistent_flags_with_merged_persons(self, *args):
         # on identify, this will trigger a merge with person.id being deleted, and
         # `example_id` becoming a part of person2.
         person2 = Person.objects.create(
-            team=self.team, distinct_ids=["other_id"], properties={"email": "tim@posthog.com"}
+            team=self.team,
+            distinct_ids=["other_id"],
+            properties={"email": "tim@posthog.com"},
         )
 
         # caching flag definitions in the above mean fewer queries
         with self.assertNumQueries(13):
             response = self._post_decide(
                 api_version=2,
-                data={"token": self.team.api_token, "distinct_id": "other_id", "$anon_distinct_id": "example_id"},
+                data={
+                    "token": self.team.api_token,
+                    "distinct_id": "other_id",
+                    "$anon_distinct_id": "example_id",
+                },
             )
             self.assertTrue(response.json()["featureFlags"]["beta-feature"])
             self.assertTrue(response.json()["featureFlags"]["default-flag"])
@@ -979,7 +1248,10 @@ def test_feature_flags_v2_consistent_flags_with_merged_persons(self, *args):
 
         # caching flag definitions in the above mean fewer queries
         with self.assertNumQueries(5):
-            response = self._post_decide(api_version=2, data={"token": self.team.api_token, "distinct_id": "other_id"})
+            response = self._post_decide(
+                api_version=2,
+                data={"token": self.team.api_token, "distinct_id": "other_id"},
+            )
             self.assertTrue(response.json()["featureFlags"]["beta-feature"])
             self.assertTrue(response.json()["featureFlags"]["default-flag"])
             self.assertEqual(
@@ -991,7 +1263,9 @@ def test_feature_flags_v2_consistent_flags_with_delayed_new_identified_person(se
         self.team.save()
         self.client.logout()
         person = Person.objects.create(
-            team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"}
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
         )
         FeatureFlag.objects.create(
             team=self.team,
@@ -1014,9 +1288,21 @@ def test_feature_flags_v2_consistent_flags_with_delayed_new_identified_person(se
                 "groups": [{"properties": [], "rollout_percentage": None}],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             },
@@ -1042,7 +1328,11 @@ def test_feature_flags_v2_consistent_flags_with_delayed_new_identified_person(se
             # one extra query to find person_id for $anon_distinct_id
             response = self._post_decide(
                 api_version=2,
-                data={"token": self.team.api_token, "distinct_id": "other_id", "$anon_distinct_id": "example_id"},
+                data={
+                    "token": self.team.api_token,
+                    "distinct_id": "other_id",
+                    "$anon_distinct_id": "example_id",
+                },
             )
             self.assertTrue(response.json()["featureFlags"]["beta-feature"])
             self.assertTrue(response.json()["featureFlags"]["default-flag"])
@@ -1059,7 +1349,10 @@ def test_feature_flags_v2_consistent_flags_with_delayed_new_identified_person(se
         with self.assertNumQueries(4):
             # caching flag definitions in the above mean fewer queries
 
-            response = self._post_decide(api_version=2, data={"token": self.team.api_token, "distinct_id": "other_id"})
+            response = self._post_decide(
+                api_version=2,
+                data={"token": self.team.api_token, "distinct_id": "other_id"},
+            )
             # self.assertTrue(response.json()["featureFlags"]["beta-feature"])
             self.assertTrue(response.json()["featureFlags"]["default-flag"])
             self.assertEqual("third-variant", response.json()["featureFlags"]["multivariate-flag"])  # variant changed
@@ -1069,7 +1362,10 @@ def test_feature_flags_v2_consistent_flags_with_delayed_new_identified_person(se
 
         # caching flag definitions in the above mean fewer queries
         with self.assertNumQueries(5):
-            response = self._post_decide(api_version=2, data={"token": self.team.api_token, "distinct_id": "other_id"})
+            response = self._post_decide(
+                api_version=2,
+                data={"token": self.team.api_token, "distinct_id": "other_id"},
+            )
             self.assertTrue(response.json()["featureFlags"]["beta-feature"])
             self.assertTrue(response.json()["featureFlags"]["default-flag"])
             self.assertEqual(
@@ -1081,10 +1377,14 @@ def test_feature_flags_v2_complex(self, *args):
         self.team.save()
         self.client.logout()
         Person.objects.create(
-            team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com", "realm": "cloud"}
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com", "realm": "cloud"},
         )
         Person.objects.create(
-            team=self.team, distinct_ids=["hosted_id"], properties={"email": "sam@posthog.com", "realm": "hosted"}
+            team=self.team,
+            distinct_ids=["hosted_id"],
+            properties={"email": "sam@posthog.com", "realm": "hosted"},
         )
         FeatureFlag.objects.create(
             team=self.team,
@@ -1097,14 +1397,33 @@ def test_feature_flags_v2_complex(self, *args):
             team=self.team,
             filters={
                 "groups": [
-                    {"properties": [{"key": "realm", "type": "person", "value": "cloud"}], "rollout_percentage": 80}
+                    {
+                        "properties": [{"key": "realm", "type": "person", "value": "cloud"}],
+                        "rollout_percentage": 80,
+                    }
                 ],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 25},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
-                        {"key": "fourth-variant", "name": "Fourth Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "fourth-variant",
+                            "name": "Fourth Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             },
@@ -1144,7 +1463,11 @@ def test_feature_flags_v3(self, *args):
         self.team.save()
         self.client.logout()
 
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
 
         # use a non-csrf client to make requests to add feature flags
         client = Client()
@@ -1183,9 +1506,21 @@ def test_feature_flags_v3(self, *args):
                     "groups": [{"properties": [], "rollout_percentage": None}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -1224,7 +1559,11 @@ def test_feature_flags_v3_with_database_errors(self, mock_counter, *args):
         self.team.save()
         self.client.logout()
 
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
 
         # use a non-csrf client to make requests to add feature flags
         client = Client()
@@ -1236,7 +1575,14 @@ def test_feature_flags_v3_with_database_errors(self, mock_counter, *args):
                 "filters": {
                     "groups": [
                         {
-                            "properties": [{"key": "email", "value": "tim", "type": "person", "operator": "icontains"}],
+                            "properties": [
+                                {
+                                    "key": "email",
+                                    "value": "tim",
+                                    "type": "person",
+                                    "operator": "icontains",
+                                }
+                            ],
                             "rollout_percentage": 50,
                         }
                     ]
@@ -1270,9 +1616,21 @@ def test_feature_flags_v3_with_database_errors(self, mock_counter, *args):
                     "groups": [{"properties": [], "rollout_percentage": None}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -1315,7 +1673,11 @@ def test_feature_flags_v3_metric_counter(self, mock_error_counter, mock_counter,
         self.team.save()
         self.client.logout()
 
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
 
         # use a non-csrf client to make requests to add feature flags
         client = Client()
@@ -1327,7 +1689,14 @@ def test_feature_flags_v3_metric_counter(self, mock_error_counter, mock_counter,
                 "filters": {
                     "groups": [
                         {
-                            "properties": [{"key": "email", "value": "tim", "type": "person", "operator": "icontains"}],
+                            "properties": [
+                                {
+                                    "key": "email",
+                                    "value": "tim",
+                                    "type": "person",
+                                    "operator": "icontains",
+                                }
+                            ],
                             "rollout_percentage": 50,
                         }
                     ]
@@ -1361,9 +1730,21 @@ def test_feature_flags_v3_metric_counter(self, mock_error_counter, mock_counter,
                     "groups": [{"properties": [], "rollout_percentage": None}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -1379,11 +1760,17 @@ def test_feature_flags_v3_metric_counter(self, mock_error_counter, mock_counter,
             # also adding team to cache
             response = self._post_decide(
                 api_version=3,
-                data={"token": self.team.api_token, "distinct_id": "other_id", "$anon_distinct_id": "example_id"},
+                data={
+                    "token": self.team.api_token,
+                    "distinct_id": "other_id",
+                    "$anon_distinct_id": "example_id",
+                },
             )
 
             mock_counter.labels.assert_called_once_with(
-                team_id=str(self.team.pk), errors_computing=False, has_hash_key_override=True
+                team_id=str(self.team.pk),
+                errors_computing=False,
+                has_hash_key_override=True,
             )
             mock_counter.labels.return_value.inc.assert_called_once()
             mock_error_counter.labels.assert_not_called()
@@ -1398,12 +1785,15 @@ def test_feature_flags_v3_metric_counter(self, mock_error_counter, mock_counter,
                 self.assertTrue(response.json()["featureFlags"]["beta-feature"])
                 self.assertTrue(response.json()["featureFlags"]["default-flag"])
                 self.assertEqual(
-                    "first-variant", response.json()["featureFlags"]["multivariate-flag"]
+                    "first-variant",
+                    response.json()["featureFlags"]["multivariate-flag"],
                 )  # assigned by distinct_id hash
                 self.assertFalse(response.json()["errorsWhileComputingFlags"])
 
             mock_counter.labels.assert_called_once_with(
-                team_id=str(self.team.pk), errors_computing=False, has_hash_key_override=False
+                team_id=str(self.team.pk),
+                errors_computing=False,
+                has_hash_key_override=False,
             )
             mock_counter.labels.return_value.inc.assert_called_once()
             mock_error_counter.labels.assert_not_called()
@@ -1420,7 +1810,9 @@ def test_feature_flags_v3_metric_counter(self, mock_error_counter, mock_counter,
                 self.assertTrue(response.json()["errorsWhileComputingFlags"])
 
                 mock_counter.labels.assert_called_once_with(
-                    team_id=str(self.team.pk), errors_computing=True, has_hash_key_override=False
+                    team_id=str(self.team.pk),
+                    errors_computing=True,
+                    has_hash_key_override=False,
                 )
                 mock_counter.labels.return_value.inc.assert_called_once()
                 mock_error_counter.labels.assert_any_call(reason="healthcheck_failed")
@@ -1434,7 +1826,11 @@ def test_feature_flags_v3_with_database_errors_and_no_flags(self, *args):
         self.team.save()
         self.client.logout()
 
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
 
         # adding team to cache
         self._post_decide(api_version=3)
@@ -1526,7 +1922,9 @@ def test_feature_flags_v3_consistent_flags_with_database_errors(self, *args):
         self.team.save()
         self.client.logout()
         person = Person.objects.create(
-            team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"}
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
         )
         FeatureFlag.objects.create(
             team=self.team,
@@ -1549,9 +1947,21 @@ def test_feature_flags_v3_consistent_flags_with_database_errors(self, *args):
                 "groups": [{"properties": [], "rollout_percentage": None}],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             },
@@ -1586,7 +1996,11 @@ def test_feature_flags_v3_consistent_flags_with_database_errors(self, *args):
         with connection.execute_wrapper(QueryTimeoutWrapper()):
             response = self._post_decide(
                 api_version=3,
-                data={"token": self.team.api_token, "distinct_id": "other_id", "$anon_distinct_id": "example_id"},
+                data={
+                    "token": self.team.api_token,
+                    "distinct_id": "other_id",
+                    "$anon_distinct_id": "example_id",
+                },
             )
             self.assertTrue("beta-feature" not in response.json()["featureFlags"])
             self.assertTrue(response.json()["featureFlags"]["default-flag"])
@@ -1600,11 +2014,16 @@ def test_feature_flags_v2_with_groups(self, *args):
         self.client.logout()
         GroupTypeMapping.objects.create(team=self.team, group_type="organization", group_type_index=0)
         Person.objects.create(
-            team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com", "realm": "cloud"}
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com", "realm": "cloud"},
         )
         FeatureFlag.objects.create(
             team=self.team,
-            filters={"aggregation_group_type_index": 0, "groups": [{"rollout_percentage": 100}]},
+            filters={
+                "aggregation_group_type_index": 0,
+                "groups": [{"rollout_percentage": 100}],
+            },
             name="This is a group-based flag",
             key="groups-flag",
             created_by=self.user,
@@ -1624,10 +2043,19 @@ def test_feature_flags_with_personal_api_key(self, *args):
         PersonalAPIKey.objects.create(label="X", user=self.user, secure_value=hash_key_value(key_value))
         Person.objects.create(team=self.team, distinct_ids=["example_id"])
         FeatureFlag.objects.create(
-            team=self.team, rollout_percentage=100, name="Test", key="test", created_by=self.user
+            team=self.team,
+            rollout_percentage=100,
+            name="Test",
+            key="test",
+            created_by=self.user,
         )
         FeatureFlag.objects.create(
-            team=self.team, rollout_percentage=100, name="Disabled", key="disabled", created_by=self.user, active=False
+            team=self.team,
+            rollout_percentage=100,
+            name="Disabled",
+            key="disabled",
+            created_by=self.user,
+            active=False,
         )  # disabled flag
         FeatureFlag.objects.create(
             team=self.team,
@@ -1636,7 +2064,11 @@ def test_feature_flags_with_personal_api_key(self, *args):
             created_by=self.user,
         )  # enabled for everyone
         response = self._post_decide(
-            {"distinct_id": "example_id", "api_key": key_value, "project_id": self.team.id}
+            {
+                "distinct_id": "example_id",
+                "api_key": key_value,
+                "project_id": self.team.id,
+            }
         ).json()
         self.assertEqual(response["featureFlags"], ["test", "default-flag"])
 
@@ -1646,10 +2078,24 @@ def test_flag_with_regular_cohorts(self, *args):
         self.team.save()
         self.client.logout()
 
-        Person.objects.create(team=self.team, distinct_ids=["example_id_1"], properties={"$some_prop_1": "something_1"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id_1"],
+            properties={"$some_prop_1": "something_1"},
+        )
         cohort = Cohort.objects.create(
             team=self.team,
-            groups=[{"properties": [{"key": "$some_prop_1", "value": "something_1", "type": "person"}]}],
+            groups=[
+                {
+                    "properties": [
+                        {
+                            "key": "$some_prop_1",
+                            "value": "something_1",
+                            "type": "person",
+                        }
+                    ]
+                }
+            ],
             name="cohort1",
         )
         # no calculation for cohort
@@ -1679,12 +2125,24 @@ def test_flag_with_behavioural_cohorts(self, *args):
         self.team.save()
         self.client.logout()
 
-        Person.objects.create(team=self.team, distinct_ids=["example_id_1"], properties={"$some_prop_1": "something_1"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id_1"],
+            properties={"$some_prop_1": "something_1"},
+        )
         cohort = Cohort.objects.create(
             team=self.team,
             groups=[
                 {"event_id": "$pageview", "days": 7},
-                {"properties": [{"key": "$some_prop_1", "value": "something_1", "type": "person"}]},
+                {
+                    "properties": [
+                        {
+                            "key": "$some_prop_1",
+                            "value": "something_1",
+                            "type": "person",
+                        }
+                    ]
+                },
             ],
             name="cohort1",
         )
@@ -1728,20 +2186,31 @@ def test_personal_api_key_without_project_id(self, *args):
     def test_missing_token(self, *args):
         Person.objects.create(team=self.team, distinct_ids=["example_id"])
         FeatureFlag.objects.create(
-            team=self.team, rollout_percentage=100, name="Test", key="test", created_by=self.user
+            team=self.team,
+            rollout_percentage=100,
+            name="Test",
+            key="test",
+            created_by=self.user,
         )
         response = self._post_decide({"distinct_id": "example_id", "api_key": None, "project_id": self.team.id})
         self.assertEqual(response.status_code, status.HTTP_401_UNAUTHORIZED)
 
     def test_invalid_payload_on_decide_endpoint(self, *args):
-        invalid_payloads = [base64.b64encode(b"1-1").decode("utf-8"), "1==1", "{distinct_id-1}"]
+        invalid_payloads = [
+            base64.b64encode(b"1-1").decode("utf-8"),
+            "1==1",
+            "{distinct_id-1}",
+        ]
 
         for payload in invalid_payloads:
             response = self.client.post("/decide/", {"data": payload}, HTTP_ORIGIN="http://127.0.0.1:8000")
             self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
             response_data = response.json()
             detail = response_data.pop("detail")
-            self.assertEqual(response.json(), {"type": "validation_error", "code": "malformed_data", "attr": None})
+            self.assertEqual(
+                response.json(),
+                {"type": "validation_error", "code": "malformed_data", "attr": None},
+            )
             self.assertIn("Malformed request data:", detail)
 
     def test_invalid_gzip_payload_on_decide_endpoint(self, *args):
@@ -1754,7 +2223,10 @@ def test_invalid_gzip_payload_on_decide_endpoint(self, *args):
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         response_data = response.json()
         detail = response_data.pop("detail")
-        self.assertEqual(response.json(), {"type": "validation_error", "code": "malformed_data", "attr": None})
+        self.assertEqual(
+            response.json(),
+            {"type": "validation_error", "code": "malformed_data", "attr": None},
+        )
         self.assertIn("Malformed request data:", detail)
 
     def test_geoip_disable(self, *args):
@@ -1762,7 +2234,11 @@ def test_geoip_disable(self, *args):
         self.team.save()
         self.client.logout()
 
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"$geoip_country_name": "India"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"$geoip_country_name": "India"},
+        )
 
         australia_ip = "13.106.122.3"
 
@@ -1775,7 +2251,13 @@ def test_geoip_disable(self, *args):
             filters={
                 "groups": [
                     {
-                        "properties": [{"key": "$geoip_country_name", "value": "Australia", "type": "person"}],
+                        "properties": [
+                            {
+                                "key": "$geoip_country_name",
+                                "value": "Australia",
+                                "type": "person",
+                            }
+                        ],
                         "rollout_percentage": 100,
                     }
                 ]
@@ -1791,7 +2273,13 @@ def test_geoip_disable(self, *args):
             filters={
                 "groups": [
                     {
-                        "properties": [{"key": "$geoip_country_name", "value": "India", "type": "person"}],
+                        "properties": [
+                            {
+                                "key": "$geoip_country_name",
+                                "value": "India",
+                                "type": "person",
+                            }
+                        ],
                         "rollout_percentage": 100,
                     }
                 ]
@@ -1804,11 +2292,13 @@ def test_geoip_disable(self, *args):
 
             # person has geoip_country_name set to India, but australia-feature is true, because geoip resolution of current IP is enabled
             self.assertEqual(
-                geoip_not_disabled_res.json()["featureFlags"], {"australia-feature": True, "india-feature": False}
+                geoip_not_disabled_res.json()["featureFlags"],
+                {"australia-feature": True, "india-feature": False},
             )
             # person has geoip_country_name set to India, and australia-feature is false, because geoip resolution of current IP is disabled
             self.assertEqual(
-                geoip_disabled_res.json()["featureFlags"], {"australia-feature": False, "india-feature": True}
+                geoip_disabled_res.json()["featureFlags"],
+                {"australia-feature": False, "india-feature": True},
             )
 
         # test for falsy/truthy values
@@ -1817,17 +2307,25 @@ def test_geoip_disable(self, *args):
 
         # person has geoip_country_name set to India, but australia-feature is true, because geoip resolution of current IP is enabled
         self.assertEqual(
-            geoip_not_disabled_res.json()["featureFlags"], {"australia-feature": True, "india-feature": False}
+            geoip_not_disabled_res.json()["featureFlags"],
+            {"australia-feature": True, "india-feature": False},
         )
         # person has geoip_country_name set to India, and australia-feature is false, because geoip resolution of current IP is disabled
-        self.assertEqual(geoip_disabled_res.json()["featureFlags"], {"australia-feature": False, "india-feature": True})
+        self.assertEqual(
+            geoip_disabled_res.json()["featureFlags"],
+            {"australia-feature": False, "india-feature": True},
+        )
 
     def test_disable_flags(self, *args):
         self.team.app_urls = ["https://example.com"]
         self.team.save()
         self.client.logout()
 
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"$geoip_country_name": "India"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"$geoip_country_name": "India"},
+        )
 
         australia_ip = "13.106.122.3"
 
@@ -1840,7 +2338,13 @@ def test_disable_flags(self, *args):
             filters={
                 "groups": [
                     {
-                        "properties": [{"key": "$geoip_country_name", "value": "Australia", "type": "person"}],
+                        "properties": [
+                            {
+                                "key": "$geoip_country_name",
+                                "value": "Australia",
+                                "type": "person",
+                            }
+                        ],
                         "rollout_percentage": 100,
                     }
                 ]
@@ -1856,7 +2360,13 @@ def test_disable_flags(self, *args):
             filters={
                 "groups": [
                     {
-                        "properties": [{"key": "$geoip_country_name", "value": "India", "type": "person"}],
+                        "properties": [
+                            {
+                                "key": "$geoip_country_name",
+                                "value": "India",
+                                "type": "person",
+                            }
+                        ],
                         "rollout_percentage": 100,
                     }
                 ]
@@ -1873,7 +2383,8 @@ def test_disable_flags(self, *args):
 
         # person has geoip_country_name set to India, but australia-feature is true, because geoip resolution of current IP is enabled
         self.assertEqual(
-            flags_not_disabled_res.json()["featureFlags"], {"australia-feature": True, "india-feature": False}
+            flags_not_disabled_res.json()["featureFlags"],
+            {"australia-feature": True, "india-feature": False},
         )
         # person has geoip_country_name set to India, and australia-feature is false, because geoip resolution of current IP is disabled
         self.assertEqual(flags_disabled_res.json()["featureFlags"], {})
@@ -1908,7 +2419,10 @@ def test_decide_doesnt_error_out_when_database_is_down(self, *args):
         self.assertEqual(response["siteApps"], [])
         self.assertEqual(response["capturePerformance"], True)
         self.assertEqual(response["featureFlags"], {})
-        self.assertEqual(response["autocaptureExceptions"], {"errors_to_ignore": [], "endpoint": "/e/"})
+        self.assertEqual(
+            response["autocaptureExceptions"],
+            {"errors_to_ignore": [], "endpoint": "/e/"},
+        )
 
         # now database is down
         with connection.execute_wrapper(QueryTimeoutWrapper()):
@@ -1928,7 +2442,10 @@ def test_decide_doesnt_error_out_when_database_is_down(self, *args):
             self.assertEqual(response["supportedCompression"], ["gzip", "gzip-js"])
             self.assertEqual(response["siteApps"], [])
             self.assertEqual(response["capturePerformance"], True)
-            self.assertEqual(response["autocaptureExceptions"], {"errors_to_ignore": [], "endpoint": "/e/"})
+            self.assertEqual(
+                response["autocaptureExceptions"],
+                {"errors_to_ignore": [], "endpoint": "/e/"},
+            )
             self.assertEqual(response["featureFlags"], {})
 
     def test_decide_with_json_and_numeric_distinct_ids(self, *args):
@@ -1977,7 +2494,10 @@ def test_decide_with_json_and_numeric_distinct_ids(self, *args):
                     "updated_at": "2023-04-21T08:43:34.479",
                 },
             )
-            self.assertEqual(response.json()["featureFlags"], {"random-flag": True, "filer-by-property": True})
+            self.assertEqual(
+                response.json()["featureFlags"],
+                {"random-flag": True, "filer-by-property": True},
+            )
 
         with self.assertNumQueries(4):
             response = self._post_decide(
@@ -1988,7 +2508,10 @@ def test_decide_with_json_and_numeric_distinct_ids(self, *args):
 
         with self.assertNumQueries(4):
             response = self._post_decide(api_version=2, distinct_id={"x": "y"})
-            self.assertEqual(response.json()["featureFlags"], {"random-flag": True, "filer-by-property": True})
+            self.assertEqual(
+                response.json()["featureFlags"],
+                {"random-flag": True, "filer-by-property": True},
+            )
 
         with self.assertNumQueries(4):
             response = self._post_decide(api_version=2, distinct_id={"x": "z"})
@@ -1996,11 +2519,23 @@ def test_decide_with_json_and_numeric_distinct_ids(self, *args):
             # need to pass in exact string to get the property flag
 
     def test_rate_limits(self, *args):
-        with self.settings(DECIDE_RATE_LIMIT_ENABLED="y", DECIDE_BUCKET_REPLENISH_RATE=0.1, DECIDE_BUCKET_CAPACITY=3):
+        with self.settings(
+            DECIDE_RATE_LIMIT_ENABLED="y",
+            DECIDE_BUCKET_REPLENISH_RATE=0.1,
+            DECIDE_BUCKET_CAPACITY=3,
+        ):
             self.client.logout()
-            Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+            Person.objects.create(
+                team=self.team,
+                distinct_ids=["example_id"],
+                properties={"email": "tim@posthog.com"},
+            )
             FeatureFlag.objects.create(
-                team=self.team, rollout_percentage=50, name="Beta feature", key="beta-feature", created_by=self.user
+                team=self.team,
+                rollout_percentage=50,
+                name="Beta feature",
+                key="beta-feature",
+                created_by=self.user,
             )
             FeatureFlag.objects.create(
                 team=self.team,
@@ -2027,11 +2562,23 @@ def test_rate_limits(self, *args):
             )
 
     def test_rate_limits_replenish_over_time(self, *args):
-        with self.settings(DECIDE_RATE_LIMIT_ENABLED="y", DECIDE_BUCKET_REPLENISH_RATE=1, DECIDE_BUCKET_CAPACITY=1):
+        with self.settings(
+            DECIDE_RATE_LIMIT_ENABLED="y",
+            DECIDE_BUCKET_REPLENISH_RATE=1,
+            DECIDE_BUCKET_CAPACITY=1,
+        ):
             self.client.logout()
-            Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+            Person.objects.create(
+                team=self.team,
+                distinct_ids=["example_id"],
+                properties={"email": "tim@posthog.com"},
+            )
             FeatureFlag.objects.create(
-                team=self.team, rollout_percentage=50, name="Beta feature", key="beta-feature", created_by=self.user
+                team=self.team,
+                rollout_percentage=50,
+                name="Beta feature",
+                key="beta-feature",
+                created_by=self.user,
             )
             FeatureFlag.objects.create(
                 team=self.team,
@@ -2058,7 +2605,11 @@ def test_rate_limits_replenish_over_time(self, *args):
 
     def test_rate_limits_work_with_invalid_tokens(self, *args):
         self.client.logout()
-        with self.settings(DECIDE_RATE_LIMIT_ENABLED="y", DECIDE_BUCKET_REPLENISH_RATE=0.01, DECIDE_BUCKET_CAPACITY=3):
+        with self.settings(
+            DECIDE_RATE_LIMIT_ENABLED="y",
+            DECIDE_BUCKET_REPLENISH_RATE=0.01,
+            DECIDE_BUCKET_CAPACITY=3,
+        ):
             for _ in range(3):
                 response = self._post_decide(api_version=3, data={"token": "aloha?", "distinct_id": "123"})
                 self.assertEqual(response.status_code, 401)
@@ -2077,7 +2628,11 @@ def test_rate_limits_work_with_invalid_tokens(self, *args):
 
     def test_rate_limits_work_with_missing_tokens(self, *args):
         self.client.logout()
-        with self.settings(DECIDE_RATE_LIMIT_ENABLED="y", DECIDE_BUCKET_REPLENISH_RATE=0.1, DECIDE_BUCKET_CAPACITY=3):
+        with self.settings(
+            DECIDE_RATE_LIMIT_ENABLED="y",
+            DECIDE_BUCKET_REPLENISH_RATE=0.1,
+            DECIDE_BUCKET_CAPACITY=3,
+        ):
             for _ in range(3):
                 response = self._post_decide(api_version=3, data={"distinct_id": "123"})
                 self.assertEqual(response.status_code, 401)
@@ -2096,7 +2651,11 @@ def test_rate_limits_work_with_missing_tokens(self, *args):
 
     def test_rate_limits_work_with_malformed_request(self, *args):
         self.client.logout()
-        with self.settings(DECIDE_RATE_LIMIT_ENABLED="y", DECIDE_BUCKET_REPLENISH_RATE=0.1, DECIDE_BUCKET_CAPACITY=4):
+        with self.settings(
+            DECIDE_RATE_LIMIT_ENABLED="y",
+            DECIDE_BUCKET_REPLENISH_RATE=0.1,
+            DECIDE_BUCKET_CAPACITY=4,
+        ):
 
             def invalid_request():
                 return self.client.post("/decide/", {"data": "1==1"}, HTTP_ORIGIN="http://127.0.0.1:8000")
@@ -2134,11 +2693,20 @@ def test_rate_limits_dont_mix_teams(self, *args):
             organization=self.organization,
             api_token=new_token,
             test_account_filters=[
-                {"key": "email", "value": "@posthog.com", "operator": "not_icontains", "type": "person"}
+                {
+                    "key": "email",
+                    "value": "@posthog.com",
+                    "operator": "not_icontains",
+                    "type": "person",
+                }
             ],
         )
         self.client.logout()
-        with self.settings(DECIDE_RATE_LIMIT_ENABLED="y", DECIDE_BUCKET_REPLENISH_RATE=0.1, DECIDE_BUCKET_CAPACITY=3):
+        with self.settings(
+            DECIDE_RATE_LIMIT_ENABLED="y",
+            DECIDE_BUCKET_REPLENISH_RATE=0.1,
+            DECIDE_BUCKET_CAPACITY=3,
+        ):
             for _ in range(3):
                 response = self._post_decide(api_version=3)
                 self.assertEqual(response.status_code, 200)
@@ -2157,7 +2725,11 @@ def test_rate_limits_dont_mix_teams(self, *args):
     @patch("posthog.models.feature_flag.flag_analytics.CACHE_BUCKET_SIZE", 10)
     def test_decide_analytics_only_fires_when_enabled(self, *args):
         FeatureFlag.objects.create(
-            team=self.team, rollout_percentage=50, name="Beta feature", key="beta-feature", created_by=self.user
+            team=self.team,
+            rollout_percentage=50,
+            name="Beta feature",
+            key="beta-feature",
+            created_by=self.user,
         )
         self.client.logout()
         with self.settings(DECIDE_BILLING_SAMPLING_RATE=0):
@@ -2174,13 +2746,20 @@ def test_decide_analytics_only_fires_when_enabled(self, *args):
 
             client = redis.get_client()
             # check that single increment made it to redis
-            self.assertEqual(client.hgetall(f"posthog:decide_requests:{self.team.pk}"), {b"165192618": b"1"})
+            self.assertEqual(
+                client.hgetall(f"posthog:decide_requests:{self.team.pk}"),
+                {b"165192618": b"1"},
+            )
 
     @patch("posthog.models.feature_flag.flag_analytics.CACHE_BUCKET_SIZE", 10)
     def test_decide_analytics_samples_appropriately(self, *args):
         random.seed(12345)
         FeatureFlag.objects.create(
-            team=self.team, rollout_percentage=50, name="Beta feature", key="beta-feature", created_by=self.user
+            team=self.team,
+            rollout_percentage=50,
+            name="Beta feature",
+            key="beta-feature",
+            created_by=self.user,
         )
         self.client.logout()
         with self.settings(DECIDE_BILLING_SAMPLING_RATE=0.5), freeze_time("2022-05-07 12:23:07"):
@@ -2191,13 +2770,20 @@ def test_decide_analytics_samples_appropriately(self, *args):
 
             client = redis.get_client()
             # check that no increments made it to redis
-            self.assertEqual(client.hgetall(f"posthog:decide_requests:{self.team.pk}"), {b"165192618": b"8"})
+            self.assertEqual(
+                client.hgetall(f"posthog:decide_requests:{self.team.pk}"),
+                {b"165192618": b"8"},
+            )
 
     @patch("posthog.models.feature_flag.flag_analytics.CACHE_BUCKET_SIZE", 10)
     def test_decide_analytics_samples_appropriately_with_small_sample_rate(self, *args):
         random.seed(12345)
         FeatureFlag.objects.create(
-            team=self.team, rollout_percentage=50, name="Beta feature", key="beta-feature", created_by=self.user
+            team=self.team,
+            rollout_percentage=50,
+            name="Beta feature",
+            key="beta-feature",
+            created_by=self.user,
         )
         self.client.logout()
         with self.settings(DECIDE_BILLING_SAMPLING_RATE=0.02), freeze_time("2022-05-07 12:23:07"):
@@ -2208,13 +2794,20 @@ def test_decide_analytics_samples_appropriately_with_small_sample_rate(self, *ar
 
             client = redis.get_client()
             # check that no increments made it to redis
-            self.assertEqual(client.hgetall(f"posthog:decide_requests:{self.team.pk}"), {b"165192618": b"50"})
+            self.assertEqual(
+                client.hgetall(f"posthog:decide_requests:{self.team.pk}"),
+                {b"165192618": b"50"},
+            )
 
     @patch("posthog.models.feature_flag.flag_analytics.CACHE_BUCKET_SIZE", 10)
     def test_decide_analytics_samples_dont_break_with_zero_sampling(self, *args):
         random.seed(12345)
         FeatureFlag.objects.create(
-            team=self.team, rollout_percentage=50, name="Beta feature", key="beta-feature", created_by=self.user
+            team=self.team,
+            rollout_percentage=50,
+            name="Beta feature",
+            key="beta-feature",
+            created_by=self.user,
         )
         self.client.logout()
         with self.settings(DECIDE_BILLING_SAMPLING_RATE=0), freeze_time("2022-05-07 12:23:07"):
@@ -2230,7 +2823,11 @@ def test_decide_analytics_samples_dont_break_with_zero_sampling(self, *args):
     @patch("posthog.models.feature_flag.flag_analytics.CACHE_BUCKET_SIZE", 10)
     def test_decide_analytics_fires_with_survey_linked_and_targeting_flags(self, *args):
         ff = FeatureFlag.objects.create(
-            team=self.team, rollout_percentage=50, name="Beta feature", key="beta-feature", created_by=self.user
+            team=self.team,
+            rollout_percentage=50,
+            name="Beta feature",
+            key="beta-feature",
+            created_by=self.user,
         )
         # use a non-csrf client to make requests
         req_client = Client()
@@ -2240,7 +2837,12 @@ def test_decide_analytics_fires_with_survey_linked_and_targeting_flags(self, *ar
             data={
                 "name": "Notebooks power users survey",
                 "type": "popover",
-                "questions": [{"type": "open", "question": "What would you want to improve from notebooks?"}],
+                "questions": [
+                    {
+                        "type": "open",
+                        "question": "What would you want to improve from notebooks?",
+                    }
+                ],
                 "linked_flag_id": ff.id,
                 "targeting_flag_filters": {
                     "groups": [
@@ -2248,7 +2850,12 @@ def test_decide_analytics_fires_with_survey_linked_and_targeting_flags(self, *ar
                             "variant": None,
                             "rollout_percentage": None,
                             "properties": [
-                                {"key": "billing_plan", "value": ["cloud"], "operator": "exact", "type": "person"}
+                                {
+                                    "key": "billing_plan",
+                                    "value": ["cloud"],
+                                    "operator": "exact",
+                                    "type": "person",
+                                }
                             ],
                         }
                     ]
@@ -2270,7 +2877,10 @@ def test_decide_analytics_fires_with_survey_linked_and_targeting_flags(self, *ar
 
             client = redis.get_client()
             # check that single increment made it to redis
-            self.assertEqual(client.hgetall(f"posthog:decide_requests:{self.team.pk}"), {b"165192618": b"1"})
+            self.assertEqual(
+                client.hgetall(f"posthog:decide_requests:{self.team.pk}"),
+                {b"165192618": b"1"},
+            )
 
     @patch("posthog.models.feature_flag.flag_analytics.CACHE_BUCKET_SIZE", 10)
     def test_decide_analytics_fire_for_survey_targeting_flags(self, *args):
@@ -2289,14 +2899,24 @@ def test_decide_analytics_fire_for_survey_targeting_flags(self, *args):
             data={
                 "name": "Notebooks power users survey",
                 "type": "popover",
-                "questions": [{"type": "open", "question": "What would you want to improve from notebooks?"}],
+                "questions": [
+                    {
+                        "type": "open",
+                        "question": "What would you want to improve from notebooks?",
+                    }
+                ],
                 "targeting_flag_filters": {
                     "groups": [
                         {
                             "variant": None,
                             "rollout_percentage": None,
                             "properties": [
-                                {"key": "billing_plan", "value": ["cloud"], "operator": "exact", "type": "person"}
+                                {
+                                    "key": "billing_plan",
+                                    "value": ["cloud"],
+                                    "operator": "exact",
+                                    "type": "person",
+                                }
                             ],
                         }
                     ]
@@ -2318,7 +2938,10 @@ def test_decide_analytics_fire_for_survey_targeting_flags(self, *args):
 
             client = redis.get_client()
             # check that single increment made it to redis
-            self.assertEqual(client.hgetall(f"posthog:decide_requests:{self.team.pk}"), {b"165192618": b"1"})
+            self.assertEqual(
+                client.hgetall(f"posthog:decide_requests:{self.team.pk}"),
+                {b"165192618": b"1"},
+            )
 
 
 class TestDatabaseCheckForDecide(BaseTest, QueryMatchingTest):
@@ -2409,7 +3032,10 @@ def test_database_check_doesnt_interfere_with_regular_computation(self, *args):
             # one extra query to select team because not in cache
             with self.assertNumQueries(6):
                 response = self._post_decide(api_version=3, distinct_id=12345)
-                self.assertEqual(response.json()["featureFlags"], {"random-flag": True, "filer-by-property": False})
+                self.assertEqual(
+                    response.json()["featureFlags"],
+                    {"random-flag": True, "filer-by-property": False},
+                )
 
             with self.assertNumQueries(4):
                 response = self._post_decide(
@@ -2422,7 +3048,10 @@ def test_database_check_doesnt_interfere_with_regular_computation(self, *args):
                         "updated_at": "2023-04-21T08:43:34.479",
                     },
                 )
-                self.assertEqual(response.json()["featureFlags"], {"random-flag": True, "filer-by-property": True})
+                self.assertEqual(
+                    response.json()["featureFlags"],
+                    {"random-flag": True, "filer-by-property": True},
+                )
 
     def test_decide_doesnt_error_out_when_database_is_down_and_database_check_isnt_cached(self, *args):
         ALL_TEAM_PARAMS_FOR_DECIDE = {
@@ -2482,7 +3111,8 @@ def test_decide_doesnt_error_out_when_database_is_down_and_database_check_isnt_c
 
 
 @pytest.mark.skipif(
-    "decide" not in settings.READ_REPLICA_OPT_IN, reason="This test requires READ_REPLICA_OPT_IN=decide"
+    "decide" not in settings.READ_REPLICA_OPT_IN,
+    reason="This test requires READ_REPLICA_OPT_IN=decide",
 )
 class TestDecideUsesReadReplica(TransactionTestCase):
     """
@@ -2519,10 +3149,14 @@ def setup_user_and_team_in_db(self, dbname: str = "default"):
         )
         team = Team.objects.using(dbname).create(organization=organization, name="Team 1 org 1")
         user = User.objects.using(dbname).create(
-            email=f"test-{random.randint(1, 100000)}@posthog.com", password="password", first_name="first_name"
+            email=f"test-{random.randint(1, 100000)}@posthog.com",
+            password="password",
+            first_name="first_name",
         )
         OrganizationMembership.objects.using(dbname).create(
-            user=user, organization=organization, level=OrganizationMembership.Level.OWNER
+            user=user,
+            organization=organization,
+            level=OrganizationMembership.Level.OWNER,
         )
 
         return organization, team, user
@@ -2608,7 +3242,10 @@ def test_healthcheck_uses_read_replica(self):
             self.assertEqual(response.status_code, status.HTTP_200_OK)
             self.assertEqual({}, response.json()["featureFlags"])
 
-    @patch("posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected", return_value=True)
+    @patch(
+        "posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected",
+        return_value=True,
+    )
     def test_decide_uses_read_replica(self, mock_is_connected):
         org, team, user = self.setup_user_and_team_in_db("default")
         self.organization, self.team, self.user = org, team, user
@@ -2630,7 +3267,12 @@ def test_decide_uses_read_replica(self, mock_is_connected):
                     "groups": [
                         {
                             "properties": [
-                                {"key": "email", "value": "posthog", "operator": "icontains", "type": "person"}
+                                {
+                                    "key": "email",
+                                    "value": "posthog",
+                                    "operator": "icontains",
+                                    "type": "person",
+                                }
                             ],
                             "rollout_percentage": None,
                         }
@@ -2674,7 +3316,10 @@ def test_decide_uses_read_replica(self, mock_is_connected):
                 },
             )
 
-    @patch("posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected", return_value=True)
+    @patch(
+        "posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected",
+        return_value=True,
+    )
     def test_decide_uses_read_replica_for_cohorts_based_flags(self, mock_is_connected):
         org, team, user = self.setup_user_and_team_in_db("default")
         self.organization, self.team, self.user = org, team, user
@@ -2688,8 +3333,16 @@ def test_decide_uses_read_replica_for_cohorts_based_flags(self, mock_is_connecte
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "email", "value": "tim@posthog.com", "type": "person"},
-                                {"key": "email", "value": "tim3@posthog.com", "type": "person"},
+                                {
+                                    "key": "email",
+                                    "value": "tim@posthog.com",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "email",
+                                    "value": "tim3@posthog.com",
+                                    "type": "person",
+                                },
                             ],
                         }
                     ],
@@ -2705,13 +3358,34 @@ def test_decide_uses_read_replica_for_cohorts_based_flags(self, mock_is_connecte
         )
 
         persons = [
-            {"distinct_ids": ["example_id"], "properties": {"email": "tim@posthog.com"}},
-            {"distinct_ids": ["cohort_founder"], "properties": {"email": "tim2@posthog.com"}},
-            {"distinct_ids": ["cohort_secondary"], "properties": {"email": "tim3@posthog.com"}},
+            {
+                "distinct_ids": ["example_id"],
+                "properties": {"email": "tim@posthog.com"},
+            },
+            {
+                "distinct_ids": ["cohort_founder"],
+                "properties": {"email": "tim2@posthog.com"},
+            },
+            {
+                "distinct_ids": ["cohort_secondary"],
+                "properties": {"email": "tim3@posthog.com"},
+            },
         ]
         flags = [
             {
-                "filters": {"groups": [{"properties": [{"key": "id", "value": cohort_static.pk, "type": "cohort"}]}]},
+                "filters": {
+                    "groups": [
+                        {
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "value": cohort_static.pk,
+                                    "type": "cohort",
+                                }
+                            ]
+                        }
+                    ]
+                },
                 "name": "This is a feature flag with default params, no filters.",
                 "key": "static-flag",
             },
@@ -2719,7 +3393,13 @@ def test_decide_uses_read_replica_for_cohorts_based_flags(self, mock_is_connecte
                 "filters": {
                     "groups": [
                         {
-                            "properties": [{"key": "id", "value": cohort_dynamic.pk, "type": "cohort"}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "value": cohort_dynamic.pk,
+                                    "type": "cohort",
+                                }
+                            ],
                             "rollout_percentage": None,
                         }
                     ]
@@ -2732,8 +3412,16 @@ def test_decide_uses_read_replica_for_cohorts_based_flags(self, mock_is_connecte
                     "groups": [
                         {
                             "properties": [
-                                {"key": "id", "value": cohort_dynamic.pk, "type": "cohort"},
-                                {"key": "id", "value": cohort_static.pk, "type": "cohort"},
+                                {
+                                    "key": "id",
+                                    "value": cohort_dynamic.pk,
+                                    "type": "cohort",
+                                },
+                                {
+                                    "key": "id",
+                                    "value": cohort_static.pk,
+                                    "type": "cohort",
+                                },
                             ],
                             "rollout_percentage": None,
                         }
@@ -2746,10 +3434,22 @@ def test_decide_uses_read_replica_for_cohorts_based_flags(self, mock_is_connecte
                 "filters": {
                     "groups": [
                         {
-                            "properties": [{"key": "id", "value": cohort_dynamic.pk, "type": "cohort"}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "value": cohort_dynamic.pk,
+                                    "type": "cohort",
+                                }
+                            ],
                         },
                         {
-                            "properties": [{"key": "id", "value": cohort_static.pk, "type": "cohort"}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "value": cohort_static.pk,
+                                    "type": "cohort",
+                                }
+                            ],
                         },
                     ]
                 },
@@ -2818,7 +3518,10 @@ def test_decide_uses_read_replica_for_cohorts_based_flags(self, mock_is_connecte
                 },
             )
 
-    @patch("posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected", return_value=True)
+    @patch(
+        "posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected",
+        return_value=True,
+    )
     def test_feature_flags_v3_consistent_flags(self, mock_is_connected):
         org, team, user = self.setup_user_and_team_in_db("default")
         self.organization, self.team, self.user = org, team, user
@@ -2841,7 +3544,12 @@ def test_feature_flags_v3_consistent_flags(self, mock_is_connected):
                     "groups": [
                         {
                             "properties": [
-                                {"key": "email", "value": "posthog", "operator": "icontains", "type": "person"}
+                                {
+                                    "key": "email",
+                                    "value": "posthog",
+                                    "operator": "icontains",
+                                    "type": "person",
+                                }
                             ],
                             "rollout_percentage": None,
                         }
@@ -2855,9 +3563,21 @@ def test_feature_flags_v3_consistent_flags(self, mock_is_connected):
                     "groups": [{"properties": [], "rollout_percentage": None}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -2893,10 +3613,16 @@ def test_feature_flags_v3_consistent_flags(self, mock_is_connected):
         PersonDistinctId.objects.using("default").create(person=person, distinct_id="other_id", team=self.team)
         # hash key override already exists
         FeatureFlagHashKeyOverride.objects.using("default").create(
-            team=self.team, person=person, hash_key="example_id", feature_flag_key="beta-feature"
+            team=self.team,
+            person=person,
+            hash_key="example_id",
+            feature_flag_key="beta-feature",
         )
         FeatureFlagHashKeyOverride.objects.using("default").create(
-            team=self.team, person=person, hash_key="example_id", feature_flag_key="multivariate-flag"
+            team=self.team,
+            person=person,
+            hash_key="example_id",
+            feature_flag_key="multivariate-flag",
         )
 
         # new request with hash key overrides but not writes should not go to main database
@@ -2916,7 +3642,11 @@ def test_feature_flags_v3_consistent_flags(self, mock_is_connected):
 
             response = self._post_decide(
                 api_version=3,
-                data={"token": self.team.api_token, "distinct_id": "other_id", "$anon_distinct_id": "example22_id"},
+                data={
+                    "token": self.team.api_token,
+                    "distinct_id": "other_id",
+                    "$anon_distinct_id": "example22_id",
+                },
             )
             self.assertTrue(response.json()["featureFlags"]["beta-feature"])
             self.assertTrue(response.json()["featureFlags"]["default-flag"])
@@ -2940,7 +3670,11 @@ def test_feature_flags_v3_consistent_flags(self, mock_is_connected):
 
             response = self._post_decide(
                 api_version=3,
-                data={"token": self.team.api_token, "distinct_id": "other_id", "$anon_distinct_id": "example22_id"},
+                data={
+                    "token": self.team.api_token,
+                    "distinct_id": "other_id",
+                    "$anon_distinct_id": "example22_id",
+                },
             )
             self.assertTrue(response.json()["featureFlags"]["beta-feature"])
             self.assertTrue(response.json()["featureFlags"]["default-flag"])
@@ -2950,14 +3684,21 @@ def test_feature_flags_v3_consistent_flags(self, mock_is_connected):
         with connections["replica"].execute_wrapper(QueryTimeoutWrapper()):
             response = self._post_decide(
                 api_version=3,
-                data={"token": self.team.api_token, "distinct_id": "other_id", "$anon_distinct_id": "example22_id"},
+                data={
+                    "token": self.team.api_token,
+                    "distinct_id": "other_id",
+                    "$anon_distinct_id": "example22_id",
+                },
             )
             self.assertTrue("beta-feature" not in response.json()["featureFlags"])
             self.assertTrue("default-flag" not in response.json()["featureFlags"])
             self.assertTrue(response.json()["featureFlags"]["default-no-prop-flag"])
             self.assertTrue(response.json()["errorsWhileComputingFlags"])
 
-    @patch("posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected", return_value=True)
+    @patch(
+        "posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected",
+        return_value=True,
+    )
     def test_feature_flags_v3_consistent_flags_with_write_on_hash_key_overrides(self, mock_is_connected):
         org, team, user = self.setup_user_and_team_in_db("default")
         self.organization, self.team, self.user = org, team, user
@@ -2975,7 +3716,12 @@ def test_feature_flags_v3_consistent_flags_with_write_on_hash_key_overrides(self
                     "groups": [
                         {
                             "properties": [
-                                {"key": "email", "value": "posthog", "operator": "icontains", "type": "person"}
+                                {
+                                    "key": "email",
+                                    "value": "posthog",
+                                    "operator": "icontains",
+                                    "type": "person",
+                                }
                             ],
                             "rollout_percentage": None,
                         }
@@ -2989,9 +3735,21 @@ def test_feature_flags_v3_consistent_flags_with_write_on_hash_key_overrides(self
                     "groups": [{"properties": [], "rollout_percentage": None}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -3051,7 +3809,11 @@ def test_feature_flags_v3_consistent_flags_with_write_on_hash_key_overrides(self
 
             response = self._post_decide(
                 api_version=3,
-                data={"token": self.team.api_token, "distinct_id": "other_id", "$anon_distinct_id": "example_id"},
+                data={
+                    "token": self.team.api_token,
+                    "distinct_id": "other_id",
+                    "$anon_distinct_id": "example_id",
+                },
             )
             self.assertTrue(response.json()["featureFlags"]["beta-feature"])
             self.assertTrue(response.json()["featureFlags"]["default-flag"])
@@ -3060,7 +3822,10 @@ def test_feature_flags_v3_consistent_flags_with_write_on_hash_key_overrides(self
                 "first-variant", response.json()["featureFlags"]["multivariate-flag"]
             )  # assigned by distinct_id hash
 
-    @patch("posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected", return_value=True)
+    @patch(
+        "posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected",
+        return_value=True,
+    )
     def test_feature_flags_v2_with_groups(self, mock_is_connected):
         org, team, user = self.setup_user_and_team_in_db("replica")
         self.organization, self.team, self.user = org, team, user
@@ -3115,7 +3880,8 @@ def test_feature_flags_v2_with_groups(self, mock_is_connected):
             # E   2. SELECT "posthog_grouptypemapping"."id", -- a.k.a. get group type mappings
             response = self._post_decide(distinct_id="example_id")
             self.assertEqual(
-                response.json()["featureFlags"], {"default-no-prop-group-flag": False, "groups-flag": False}
+                response.json()["featureFlags"],
+                {"default-no-prop-group-flag": False, "groups-flag": False},
             )
             self.assertFalse(response.json()["errorsWhileComputingFlags"])
 
@@ -3126,9 +3892,13 @@ def test_feature_flags_v2_with_groups(self, mock_is_connected):
             # E   3. SET LOCAL statement_timeout = 600
             # E   4. SELECT (UPPER(("posthog_group"."group_properties" ->> 'email')::text) AS "flag_182_condition_0" FROM "posthog_group" -- a.k.a get group0 conditions
             # E   5. SELECT (true) AS "flag_181_condition_0" FROM "posthog_group" WHERE ("posthog_group"."team_id" = 91 -- a.k.a get group1 conditions
-            response = self._post_decide(distinct_id="example_id", groups={"organization": "foo2", "project": "bar"})
+            response = self._post_decide(
+                distinct_id="example_id",
+                groups={"organization": "foo2", "project": "bar"},
+            )
             self.assertEqual(
-                response.json()["featureFlags"], {"groups-flag": False, "default-no-prop-group-flag": True}
+                response.json()["featureFlags"],
+                {"groups-flag": False, "default-no-prop-group-flag": True},
             )
             self.assertFalse(response.json()["errorsWhileComputingFlags"])
 
@@ -3139,11 +3909,20 @@ def test_feature_flags_v2_with_groups(self, mock_is_connected):
             # E   6. SET LOCAL statement_timeout = 600
             # E   7. SELECT (UPPER(("posthog_group"."group_properties" ->> 'email')::text) AS "flag_182_condition_0" FROM "posthog_group" -- a.k.a get group0 conditions
             # E   8. SELECT (true) AS "flag_181_condition_0" FROM "posthog_group" WHERE ("posthog_group"."team_id" = 91 -- a.k.a get group1 conditions
-            response = self._post_decide(distinct_id="example_id", groups={"organization": "foo", "project": "bar"})
-            self.assertEqual(response.json()["featureFlags"], {"groups-flag": True, "default-no-prop-group-flag": True})
+            response = self._post_decide(
+                distinct_id="example_id",
+                groups={"organization": "foo", "project": "bar"},
+            )
+            self.assertEqual(
+                response.json()["featureFlags"],
+                {"groups-flag": True, "default-no-prop-group-flag": True},
+            )
             self.assertFalse(response.json()["errorsWhileComputingFlags"])
 
-    @patch("posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected", return_value=True)
+    @patch(
+        "posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected",
+        return_value=True,
+    )
     def test_site_apps_in_decide_use_replica(self, mock_is_connected):
         org, team, user = self.setup_user_and_team_in_db("default")
         self.organization, self.team, self.user = org, team, user
@@ -3157,7 +3936,12 @@ def test_site_apps_in_decide_use_replica(self, mock_is_connected):
             status=PluginSourceFile.Status.TRANSPILED,
         )
         PluginConfig.objects.create(
-            plugin=plugin, enabled=True, order=1, team=self.team, config={}, web_token="tokentoken"
+            plugin=plugin,
+            enabled=True,
+            order=1,
+            team=self.team,
+            config={},
+            web_token="tokentoken",
         )
         sync_team_inject_web_apps(self.team)
 
@@ -3194,9 +3978,21 @@ def test_local_evaluation(self, mock_rate_limit, mock_capture):
                     "groups": [{"rollout_percentage": 20}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -3209,7 +4005,10 @@ def test_local_evaluation(self, mock_rate_limit, mock_capture):
             {
                 "name": "Group feature",
                 "key": "group-feature",
-                "filters": {"aggregation_group_type_index": 0, "groups": [{"rollout_percentage": 21}]},
+                "filters": {
+                    "aggregation_group_type_index": 0,
+                    "groups": [{"rollout_percentage": 21}],
+                },
             },
             format="json",
         )
@@ -3281,9 +4080,21 @@ def test_local_evaluation(self, mock_rate_limit, mock_capture):
                     "groups": [{"rollout_percentage": 20}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -3299,7 +4110,10 @@ def test_local_evaluation(self, mock_rate_limit, mock_capture):
                 "key": "beta-feature",
                 "filters": {
                     "groups": [
-                        {"properties": [{"key": "beta-property", "value": "beta-value"}], "rollout_percentage": 51}
+                        {
+                            "properties": [{"key": "beta-property", "value": "beta-value"}],
+                            "rollout_percentage": 51,
+                        }
                     ]
                 },
                 "deleted": False,
@@ -3312,7 +4126,10 @@ def test_local_evaluation(self, mock_rate_limit, mock_capture):
             {
                 "name": "Group feature",
                 "key": "group-feature",
-                "filters": {"groups": [{"rollout_percentage": 21}], "aggregation_group_type_index": 0},
+                "filters": {
+                    "groups": [{"rollout_percentage": 21}],
+                    "aggregation_group_type_index": 0,
+                },
                 "deleted": False,
                 "active": True,
                 "ensure_experience_continuity": False,
@@ -3342,8 +4159,16 @@ def test_local_evaluation_for_cohorts(self, mock_rate_limit, mock_capture):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
-                                {"key": "$some_prop2", "value": "nomatchihope2", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "value": "nomatchihope2",
+                                    "type": "person",
+                                },
                             ],
                         }
                     ],
@@ -3361,7 +4186,11 @@ def test_local_evaluation_for_cohorts(self, mock_rate_limit, mock_capture):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
                             ],
                         }
                     ],
@@ -3379,7 +4208,11 @@ def test_local_evaluation_for_cohorts(self, mock_rate_limit, mock_capture):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
                             ],
                         }
                     ],
@@ -3397,14 +4230,32 @@ def test_local_evaluation_for_cohorts(self, mock_rate_limit, mock_capture):
                     "groups": [
                         {
                             "rollout_percentage": 20,
-                            "properties": [{"key": "id", "type": "cohort", "value": cohort_valid_for_ff.pk}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "type": "cohort",
+                                    "value": cohort_valid_for_ff.pk,
+                                }
+                            ],
                         }
                     ],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -3420,7 +4271,13 @@ def test_local_evaluation_for_cohorts(self, mock_rate_limit, mock_capture):
                     "groups": [
                         {
                             "rollout_percentage": 20,
-                            "properties": [{"key": "id", "type": "cohort", "value": other_cohort1.pk}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "type": "cohort",
+                                    "value": other_cohort1.pk,
+                                }
+                            ],
                         }
                     ],
                 },
@@ -3466,15 +4323,33 @@ def test_local_evaluation_for_cohorts(self, mock_rate_limit, mock_capture):
                 "filters": {
                     "groups": [
                         {
-                            "properties": [{"key": "id", "type": "cohort", "value": cohort_valid_for_ff.pk}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "type": "cohort",
+                                    "value": cohort_valid_for_ff.pk,
+                                }
+                            ],
                             "rollout_percentage": 20,
                         },
                     ],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -3492,7 +4367,13 @@ def test_local_evaluation_for_cohorts(self, mock_rate_limit, mock_capture):
                 "filters": {
                     "groups": [
                         {
-                            "properties": [{"key": "id", "type": "cohort", "value": other_cohort1.pk}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "type": "cohort",
+                                    "value": other_cohort1.pk,
+                                }
+                            ],
                             "rollout_percentage": 20,
                         },
                     ],
@@ -3514,8 +4395,16 @@ def test_local_evaluation_for_cohorts(self, mock_rate_limit, mock_capture):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "type": "person", "value": "nomatchihope"},
-                                {"key": "$some_prop2", "type": "person", "value": "nomatchihope2"},
+                                {
+                                    "key": "$some_prop",
+                                    "type": "person",
+                                    "value": "nomatchihope",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "type": "person",
+                                    "value": "nomatchihope2",
+                                },
                             ],
                         }
                     ],
@@ -3526,7 +4415,11 @@ def test_local_evaluation_for_cohorts(self, mock_rate_limit, mock_capture):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "type": "person", "value": "nomatchihope"},
+                                {
+                                    "key": "$some_prop",
+                                    "type": "person",
+                                    "value": "nomatchihope",
+                                },
                             ],
                         }
                     ],
@@ -3551,8 +4444,16 @@ def test_local_evaluation_for_arbitrary_cohorts(self, mock_rate_limit, mock_capt
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
-                                {"key": "$some_prop2", "value": "nomatchihope2", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "value": "nomatchihope2",
+                                    "type": "person",
+                                },
                             ],
                         }
                     ],
@@ -3570,9 +4471,22 @@ def test_local_evaluation_for_arbitrary_cohorts(self, mock_rate_limit, mock_capt
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
-                                {"key": "$some_prop2", "value": "nomatchihope2", "type": "person"},
-                                {"key": "id", "value": cohort_valid_for_ff.pk, "type": "cohort", "negation": True},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "value": "nomatchihope2",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "id",
+                                    "value": cohort_valid_for_ff.pk,
+                                    "type": "cohort",
+                                    "negation": True,
+                                },
                             ],
                         }
                     ],
@@ -3597,9 +4511,21 @@ def test_local_evaluation_for_arbitrary_cohorts(self, mock_rate_limit, mock_capt
                     ],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -3616,7 +4542,13 @@ def test_local_evaluation_for_arbitrary_cohorts(self, mock_rate_limit, mock_capt
                     "groups": [
                         {
                             "rollout_percentage": 20,
-                            "properties": [{"key": "id", "type": "cohort", "value": cohort_valid_for_ff.pk}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "type": "cohort",
+                                    "value": cohort_valid_for_ff.pk,
+                                }
+                            ],
                         }
                     ],
                 },
@@ -3663,8 +4595,16 @@ def test_local_evaluation_for_arbitrary_cohorts(self, mock_rate_limit, mock_capt
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "type": "person", "value": "nomatchihope"},
-                                {"key": "$some_prop2", "type": "person", "value": "nomatchihope2"},
+                                {
+                                    "key": "$some_prop",
+                                    "type": "person",
+                                    "value": "nomatchihope",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "type": "person",
+                                    "value": "nomatchihope2",
+                                },
                             ],
                         }
                     ],
@@ -3675,9 +4615,22 @@ def test_local_evaluation_for_arbitrary_cohorts(self, mock_rate_limit, mock_capt
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "type": "person", "value": "nomatchihope"},
-                                {"key": "$some_prop2", "type": "person", "value": "nomatchihope2"},
-                                {"key": "id", "type": "cohort", "value": cohort_valid_for_ff.pk, "negation": True},
+                                {
+                                    "key": "$some_prop",
+                                    "type": "person",
+                                    "value": "nomatchihope",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "type": "person",
+                                    "value": "nomatchihope2",
+                                },
+                                {
+                                    "key": "id",
+                                    "type": "cohort",
+                                    "value": cohort_valid_for_ff.pk,
+                                    "negation": True,
+                                },
                             ],
                         }
                     ],
@@ -3698,9 +4651,21 @@ def test_local_evaluation_for_arbitrary_cohorts(self, mock_rate_limit, mock_capt
                     ],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -3718,7 +4683,13 @@ def test_local_evaluation_for_arbitrary_cohorts(self, mock_rate_limit, mock_capt
                 "filters": {
                     "groups": [
                         {
-                            "properties": [{"key": "id", "type": "cohort", "value": cohort_valid_for_ff.pk}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "type": "cohort",
+                                    "value": cohort_valid_for_ff.pk,
+                                }
+                            ],
                             "rollout_percentage": 20,
                         },
                     ],
diff --git a/posthog/api/test/test_early_access_feature.py b/posthog/api/test/test_early_access_feature.py
index 303814a07c505..4dc45bcafe2cc 100644
--- a/posthog/api/test/test_early_access_feature.py
+++ b/posthog/api/test/test_early_access_feature.py
@@ -6,7 +6,12 @@
 
 from posthog.models.early_access_feature import EarlyAccessFeature
 from posthog.models import FeatureFlag, Person
-from posthog.test.base import APIBaseTest, BaseTest, QueryMatchingTest, snapshot_postgres_queries
+from posthog.test.base import (
+    APIBaseTest,
+    BaseTest,
+    QueryMatchingTest,
+    snapshot_postgres_queries,
+)
 
 
 class TestEarlyAccessFeature(APIBaseTest):
@@ -128,12 +133,14 @@ def test_update_doesnt_remove_super_condition(self):
         assert len(response_data["feature_flag"]["filters"]["super_groups"]) == 1
 
     def test_we_dont_delete_existing_flag_information_when_creating_early_access_feature(self):
-
         flag = FeatureFlag.objects.create(
             team=self.team,
             filters={
                 "groups": [
-                    {"properties": [{"key": "xyz", "value": "ok", "type": "person"}], "rollout_percentage": None}
+                    {
+                        "properties": [{"key": "xyz", "value": "ok", "type": "person"}],
+                        "rollout_percentage": None,
+                    }
                 ],
                 "payloads": {"true": "Hick bondoogling? ????"},
             },
@@ -162,7 +169,10 @@ def test_we_dont_delete_existing_flag_information_when_creating_early_access_fea
             flag.filters,
             {
                 "groups": [
-                    {"properties": [{"key": "xyz", "value": "ok", "type": "person"}], "rollout_percentage": None}
+                    {
+                        "properties": [{"key": "xyz", "value": "ok", "type": "person"}],
+                        "rollout_percentage": None,
+                    }
                 ],
                 "payloads": {"true": "Hick bondoogling? ????"},
                 "super_groups": [
@@ -182,7 +192,6 @@ def test_we_dont_delete_existing_flag_information_when_creating_early_access_fea
         )
 
     def test_cant_create_early_access_feature_with_duplicate_key(self):
-
         FeatureFlag.objects.create(
             team=self.team,
             filters={"groups": [{"properties": [], "rollout_percentage": None}]},
@@ -209,7 +218,6 @@ def test_cant_create_early_access_feature_with_duplicate_key(self):
         )
 
     def test_can_create_new_early_access_feature_with_soft_deleted_flag(self):
-
         FeatureFlag.objects.create(
             team=self.team,
             filters={"groups": [{"properties": [], "rollout_percentage": None}]},
@@ -245,12 +253,14 @@ def test_can_create_new_early_access_feature_with_soft_deleted_flag(self):
         assert isinstance(response_data["created_at"], str)
 
     def test_deleting_early_access_feature_removes_super_condition_from_flag(self):
-
         existing_flag = FeatureFlag.objects.create(
             team=self.team,
             filters={
                 "groups": [
-                    {"properties": [{"key": "xyz", "value": "ok", "type": "person"}], "rollout_percentage": None}
+                    {
+                        "properties": [{"key": "xyz", "value": "ok", "type": "person"}],
+                        "rollout_percentage": None,
+                    }
                 ]
             },
             key="hick-bondoogling",
@@ -283,19 +293,24 @@ def test_deleting_early_access_feature_removes_super_condition_from_flag(self):
             flag.filters,
             {
                 "groups": [
-                    {"properties": [{"key": "xyz", "value": "ok", "type": "person"}], "rollout_percentage": None}
+                    {
+                        "properties": [{"key": "xyz", "value": "ok", "type": "person"}],
+                        "rollout_percentage": None,
+                    }
                 ],
                 "super_groups": None,
             },
         )
 
     def test_cant_soft_delete_flag_with_early_access_feature(self):
-
         existing_flag = FeatureFlag.objects.create(
             team=self.team,
             filters={
                 "groups": [
-                    {"properties": [{"key": "xyz", "value": "ok", "type": "person"}], "rollout_percentage": None}
+                    {
+                        "properties": [{"key": "xyz", "value": "ok", "type": "person"}],
+                        "rollout_percentage": None,
+                    }
                 ]
             },
             key="hick-bondoogling",
@@ -333,7 +348,6 @@ def test_cant_soft_delete_flag_with_early_access_feature(self):
         )
 
     def test_cant_create_early_access_feature_with_group_flag(self):
-
         flag = FeatureFlag.objects.create(
             team=self.team,
             filters={
@@ -364,16 +378,27 @@ def test_cant_create_early_access_feature_with_group_flag(self):
         )
 
     def test_cant_create_early_access_feature_with_multivariate_flag(self):
-
         flag = FeatureFlag.objects.create(
             team=self.team,
             filters={
                 "groups": [{"properties": [], "rollout_percentage": None}],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             },
@@ -401,7 +426,6 @@ def test_cant_create_early_access_feature_with_multivariate_flag(self):
         )
 
     def test_cant_create_early_access_feature_with_flag_with_existing_early_access_feature(self):
-
         flag = FeatureFlag.objects.create(
             team=self.team,
             filters={
@@ -520,7 +544,11 @@ def _get_features(
 
     @snapshot_postgres_queries
     def test_early_access_features(self):
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "example@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "example@posthog.com"},
+        )
 
         feature_flag = FeatureFlag.objects.create(
             team=self.team,
@@ -573,7 +601,11 @@ def test_early_access_features(self):
             )
 
     def test_early_access_features_beta_only(self):
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "example@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "example@posthog.com"},
+        )
 
         feature_flag = FeatureFlag.objects.create(
             team=self.team,
diff --git a/posthog/api/test/test_element.py b/posthog/api/test/test_element.py
index 81b28c3198be7..b7cf8f944a7e9 100644
--- a/posthog/api/test/test_element.py
+++ b/posthog/api/test/test_element.py
@@ -131,7 +131,12 @@ def test_event_property_values(self) -> None:
             elements=[Element(tag_name="a", href="https://posthog.com/about", text="click here")],
         )
         team2 = Organization.objects.bootstrap(None)[2]
-        _create_event(team=team2, distinct_id="test", event="$autocapture", elements=[Element(tag_name="bla")])
+        _create_event(
+            team=team2,
+            distinct_id="test",
+            event="$autocapture",
+            elements=[Element(tag_name="bla")],
+        )
 
         response = self.client.get("/api/element/values/?key=tag_name").json()
         self.assertEqual(response[0]["name"], "a")
@@ -163,7 +168,10 @@ def test_element_stats_can_filter_by_hogql(self) -> None:
         self._setup_events()
         properties_filter = json.dumps(
             [
-                {"type": "hogql", "key": "like(properties.$current_url, '%another_page%')"},
+                {
+                    "type": "hogql",
+                    "key": "like(properties.$current_url, '%another_page%')",
+                },
             ]
         )
         response = self.client.get(f"/api/element/stats/?paginate_response=true&properties={properties_filter}").json()
@@ -183,8 +191,18 @@ def test_element_stats_clamps_date_from_to_start_of_day(self) -> None:
 
         with freeze_time(event_start) as frozen_time:
             elements = [
-                Element(tag_name="a", href="https://posthog.com/about", text="click here", order=0),
-                Element(tag_name="div", href="https://posthog.com/about", text="click here", order=1),
+                Element(
+                    tag_name="a",
+                    href="https://posthog.com/about",
+                    text="click here",
+                    order=0,
+                ),
+                Element(
+                    tag_name="div",
+                    href="https://posthog.com/about",
+                    text="click here",
+                    order=1,
+                ),
             ]
 
             _create_event(  # 3 am but included because date_from is set to start of day
@@ -288,12 +306,26 @@ def test_element_stats_does_not_allow_unexepcted_include(self) -> None:
     def _setup_events(self):
         _create_person(distinct_ids=["one"], team=self.team, properties={"email": "one@mail.com"})
         _create_person(distinct_ids=["two"], team=self.team, properties={"email": "two@mail.com"})
-        _create_person(distinct_ids=["three"], team=self.team, properties={"email": "three@mail.com"})
+        _create_person(
+            distinct_ids=["three"],
+            team=self.team,
+            properties={"email": "three@mail.com"},
+        )
         _create_event(
             team=self.team,
             elements=[
-                Element(tag_name="a", href="https://posthog.com/event-1", text="event 1", order=0),
-                Element(tag_name="div", href="https://posthog.com/event-1", text="event 1", order=1),
+                Element(
+                    tag_name="a",
+                    href="https://posthog.com/event-1",
+                    text="event 1",
+                    order=0,
+                ),
+                Element(
+                    tag_name="div",
+                    href="https://posthog.com/event-1",
+                    text="event 1",
+                    order=1,
+                ),
             ],
             event="$autocapture",
             distinct_id="one",
@@ -302,8 +334,18 @@ def _setup_events(self):
         _create_event(
             team=self.team,
             elements=[
-                Element(tag_name="a", href="https://posthog.com/event-1", text="event 1", order=0),
-                Element(tag_name="div", href="https://posthog.com/event-1", text="event 1", order=1),
+                Element(
+                    tag_name="a",
+                    href="https://posthog.com/event-1",
+                    text="event 1",
+                    order=0,
+                ),
+                Element(
+                    tag_name="div",
+                    href="https://posthog.com/event-1",
+                    text="event 1",
+                    order=1,
+                ),
             ],
             event="$autocapture",
             distinct_id="one",
@@ -312,8 +354,18 @@ def _setup_events(self):
         _create_event(
             team=self.team,
             elements=[
-                Element(tag_name="a", href="https://posthog.com/event-2", text="event 2", order=0),
-                Element(tag_name="div", href="https://posthog.com/event-2", text="event 2", order=1),
+                Element(
+                    tag_name="a",
+                    href="https://posthog.com/event-2",
+                    text="event 2",
+                    order=0,
+                ),
+                Element(
+                    tag_name="div",
+                    href="https://posthog.com/event-2",
+                    text="event 2",
+                    order=1,
+                ),
             ],
             event="$autocapture",
             distinct_id="two",
@@ -322,8 +374,18 @@ def _setup_events(self):
         _create_event(
             team=self.team,
             elements=[
-                Element(tag_name="a", href="https://posthog.com/event-2", text="event 2", order=0),
-                Element(tag_name="div", href="https://posthog.com/event-2", text="event 2", order=1),
+                Element(
+                    tag_name="a",
+                    href="https://posthog.com/event-2",
+                    text="event 2",
+                    order=0,
+                ),
+                Element(
+                    tag_name="div",
+                    href="https://posthog.com/event-2",
+                    text="event 2",
+                    order=1,
+                ),
             ],
             event="$autocapture",
             distinct_id="three",
@@ -332,8 +394,18 @@ def _setup_events(self):
         _create_event(
             team=self.team,
             elements=[
-                Element(tag_name="a", href="https://posthog.com/event-1", text="event 1", order=0),
-                Element(tag_name="div", href="https://posthog.com/event-1", text="event 1", order=1),
+                Element(
+                    tag_name="a",
+                    href="https://posthog.com/event-1",
+                    text="event 1",
+                    order=0,
+                ),
+                Element(
+                    tag_name="div",
+                    href="https://posthog.com/event-1",
+                    text="event 1",
+                    order=1,
+                ),
             ],
             event="$rageclick",
             distinct_id="one",
diff --git a/posthog/api/test/test_event.py b/posthog/api/test/test_event.py
index b7f746c84a473..dfd24b6589278 100644
--- a/posthog/api/test/test_event.py
+++ b/posthog/api/test/test_event.py
@@ -41,16 +41,33 @@ def test_filter_events(self):
             team=self.team,
             distinct_id="2",
             properties={"$ip": "8.8.8.8"},
-            elements=[Element(tag_name="button", text="something"), Element(tag_name="div")],
+            elements=[
+                Element(tag_name="button", text="something"),
+                Element(tag_name="div"),
+            ],
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some-random-uid",
+            properties={"$ip": "8.8.8.8"},
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some-other-one",
+            properties={"$ip": "8.8.8.8"},
         )
-        _create_event(event="$pageview", team=self.team, distinct_id="some-random-uid", properties={"$ip": "8.8.8.8"})
-        _create_event(event="$pageview", team=self.team, distinct_id="some-other-one", properties={"$ip": "8.8.8.8"})
         flush_persons_and_events()
 
         response = self.client.get(f"/api/projects/{self.team.id}/events/?distinct_id=2").json()
         self.assertEqual(
             response["results"][0]["person"],
-            {"distinct_ids": ["2"], "is_identified": True, "properties": {"email": "tim@posthog.com"}},
+            {
+                "distinct_ids": ["2"],
+                "is_identified": True,
+                "properties": {"email": "tim@posthog.com"},
+            },
         )
         self.assertEqual(response["results"][0]["elements"][0]["tag_name"], "button")
         self.assertEqual(response["results"][0]["elements"][0]["order"], 0)
@@ -58,9 +75,23 @@ def test_filter_events(self):
 
     @override_settings(PERSON_ON_EVENTS_V2_OVERRIDE=False)
     def test_filter_events_by_event_name(self):
-        _create_person(properties={"email": "tim@posthog.com"}, team=self.team, distinct_ids=["2", "some-random-uid"])
-        _create_event(event="event_name", team=self.team, distinct_id="2", properties={"$ip": "8.8.8.8"})
-        _create_event(event="another event", team=self.team, distinct_id="2", properties={"$ip": "8.8.8.8"})
+        _create_person(
+            properties={"email": "tim@posthog.com"},
+            team=self.team,
+            distinct_ids=["2", "some-random-uid"],
+        )
+        _create_event(
+            event="event_name",
+            team=self.team,
+            distinct_id="2",
+            properties={"$ip": "8.8.8.8"},
+        )
+        _create_event(
+            event="another event",
+            team=self.team,
+            distinct_id="2",
+            properties={"$ip": "8.8.8.8"},
+        )
         flush_persons_and_events()
 
         # Django session, PostHog user, PostHog team, PostHog org membership,
@@ -71,10 +102,22 @@ def test_filter_events_by_event_name(self):
 
     @override_settings(PERSON_ON_EVENTS_V2_OVERRIDE=False)
     def test_filter_events_by_properties(self):
-        _create_person(properties={"email": "tim@posthog.com"}, team=self.team, distinct_ids=["2", "some-random-uid"])
-        _create_event(event="event_name", team=self.team, distinct_id="2", properties={"$browser": "Chrome"})
+        _create_person(
+            properties={"email": "tim@posthog.com"},
+            team=self.team,
+            distinct_ids=["2", "some-random-uid"],
+        )
+        _create_event(
+            event="event_name",
+            team=self.team,
+            distinct_id="2",
+            properties={"$browser": "Chrome"},
+        )
         event2_uuid = _create_event(
-            event="event_name", team=self.team, distinct_id="2", properties={"$browser": "Safari"}
+            event="event_name",
+            team=self.team,
+            distinct_id="2",
+            properties={"$browser": "Safari"},
         )
         flush_persons_and_events()
 
@@ -96,18 +139,34 @@ def test_filter_events_by_properties(self):
 
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertDictEqual(
-            response.json(), self.validation_error_response("Properties are unparsable!", "invalid_input")
+            response.json(),
+            self.validation_error_response("Properties are unparsable!", "invalid_input"),
         )
 
     def test_filter_events_by_precalculated_cohort(self):
         Person.objects.create(team_id=self.team.pk, distinct_ids=["p1"], properties={"key": "value"})
-        _create_event(team=self.team, event="$pageview", distinct_id="p1", timestamp="2020-01-02T12:00:00Z")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p1",
+            timestamp="2020-01-02T12:00:00Z",
+        )
 
         Person.objects.create(team_id=self.team.pk, distinct_ids=["p2"], properties={"key": "value"})
-        _create_event(team=self.team, event="$pageview", distinct_id="p2", timestamp="2020-01-02T12:00:00Z")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p2",
+            timestamp="2020-01-02T12:00:00Z",
+        )
 
         Person.objects.create(team_id=self.team.pk, distinct_ids=["p3"], properties={"key_2": "value_2"})
-        _create_event(team=self.team, event="$pageview", distinct_id="p3", timestamp="2020-01-02T12:00:00Z")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p3",
+            timestamp="2020-01-02T12:00:00Z",
+        )
 
         cohort1 = Cohort.objects.create(
             team=self.team,
@@ -134,11 +193,24 @@ def test_filter_by_person(self):
             immediate=True,
         )
 
-        _create_event(event="random event", team=self.team, distinct_id="2", properties={"$ip": "8.8.8.8"})
         _create_event(
-            event="random event", team=self.team, distinct_id="some-random-uid", properties={"$ip": "8.8.8.8"}
+            event="random event",
+            team=self.team,
+            distinct_id="2",
+            properties={"$ip": "8.8.8.8"},
+        )
+        _create_event(
+            event="random event",
+            team=self.team,
+            distinct_id="some-random-uid",
+            properties={"$ip": "8.8.8.8"},
+        )
+        _create_event(
+            event="random event",
+            team=self.team,
+            distinct_id="some-other-one",
+            properties={"$ip": "8.8.8.8"},
         )
-        _create_event(event="random event", team=self.team, distinct_id="some-other-one", properties={"$ip": "8.8.8.8"})
         flush_persons_and_events()
 
         response = self.client.get(f"/api/projects/{self.team.id}/events/?person_id={person.pk}").json()
@@ -160,7 +232,10 @@ def test_custom_event_values(self):
                 distinct_id="bla",
                 event=event,
                 team=self.team,
-                properties={"random_prop": "don't include", "some other prop": "with some text"},
+                properties={
+                    "random_prop": "don't include",
+                    "some other prop": "with some text",
+                },
             )
         response = self.client.get(f"/api/projects/{self.team.id}/events/values/?key=custom_event").json()
         self.assertListEqual(sorted(events), sorted(event["name"] for event in response))
@@ -173,7 +248,10 @@ def test_event_property_values(self):
                 distinct_id="bla",
                 event="random event",
                 team=self.team,
-                properties={"random_prop": "don't include", "some other prop": "with some text"},
+                properties={
+                    "random_prop": "don't include",
+                    "some other prop": "with some text",
+                },
             )
 
         with freeze_time("2020-01-20 20:00:00"):
@@ -183,10 +261,30 @@ def test_event_property_values(self):
                 team=self.team,
                 properties={"random_prop": "asdf", "some other prop": "with some text"},
             )
-            _create_event(distinct_id="bla", event="random event", team=self.team, properties={"random_prop": "asdf"})
-            _create_event(distinct_id="bla", event="random event", team=self.team, properties={"random_prop": "qwerty"})
-            _create_event(distinct_id="bla", event="random event", team=self.team, properties={"random_prop": True})
-            _create_event(distinct_id="bla", event="random event", team=self.team, properties={"random_prop": False})
+            _create_event(
+                distinct_id="bla",
+                event="random event",
+                team=self.team,
+                properties={"random_prop": "asdf"},
+            )
+            _create_event(
+                distinct_id="bla",
+                event="random event",
+                team=self.team,
+                properties={"random_prop": "qwerty"},
+            )
+            _create_event(
+                distinct_id="bla",
+                event="random event",
+                team=self.team,
+                properties={"random_prop": True},
+            )
+            _create_event(
+                distinct_id="bla",
+                event="random event",
+                team=self.team,
+                properties={"random_prop": False},
+            )
             _create_event(
                 distinct_id="bla",
                 event="random event",
@@ -194,18 +292,37 @@ def test_event_property_values(self):
                 properties={"random_prop": {"first_name": "Mary", "last_name": "Smith"}},
             )
             _create_event(
-                distinct_id="bla", event="random event", team=self.team, properties={"something_else": "qwerty"}
+                distinct_id="bla",
+                event="random event",
+                team=self.team,
+                properties={"something_else": "qwerty"},
             )
-            _create_event(distinct_id="bla", event="random event", team=self.team, properties={"random_prop": 565})
             _create_event(
-                distinct_id="bla", event="random event", team=self.team, properties={"random_prop": ["item1", "item2"]}
+                distinct_id="bla",
+                event="random event",
+                team=self.team,
+                properties={"random_prop": 565},
             )
             _create_event(
-                distinct_id="bla", event="random event", team=self.team, properties={"random_prop": ["item3"]}
+                distinct_id="bla",
+                event="random event",
+                team=self.team,
+                properties={"random_prop": ["item1", "item2"]},
+            )
+            _create_event(
+                distinct_id="bla",
+                event="random event",
+                team=self.team,
+                properties={"random_prop": ["item3"]},
             )
 
             team2 = Organization.objects.bootstrap(None)[2]
-            _create_event(distinct_id="bla", event="random event", team=team2, properties={"random_prop": "abcd"})
+            _create_event(
+                distinct_id="bla",
+                event="random event",
+                team=team2,
+                properties={"random_prop": "abcd"},
+            )
             response = self.client.get(f"/api/projects/{self.team.id}/events/values/?key=random_prop").json()
 
             keys = [resp["name"].replace(" ", "") for resp in response]
@@ -252,7 +369,11 @@ def test_event_property_values(self):
     def test_before_and_after(self):
         user = self._create_user("tim")
         self.client.force_login(user)
-        _create_person(properties={"email": "tim@posthog.com"}, team=self.team, distinct_ids=["2", "some-random-uid"])
+        _create_person(
+            properties={"email": "tim@posthog.com"},
+            team=self.team,
+            distinct_ids=["2", "some-random-uid"],
+        )
 
         with freeze_time("2020-01-10"):
             event1_uuid = _create_event(team=self.team, event="sign up", distinct_id="2")
@@ -325,9 +446,9 @@ def test_pagination(self):
             from posthog.client import sync_execute
 
             self.assertEqual(
-                sync_execute("select count(*) from events where team_id = %(team_id)s", {"team_id": self.team.pk})[0][
+                sync_execute("select count(*) from events where team_id = %(team_id)s", {"team_id": self.team.pk},)[
                     0
-                ],
+                ][0],
                 250,
             )
 
@@ -374,9 +495,9 @@ def test_pagination_bounded_date_range(self):
             from posthog.client import sync_execute
 
             self.assertEqual(
-                sync_execute("select count(*) from events where team_id = %(team_id)s", {"team_id": self.team.pk})[0][
+                sync_execute("select count(*) from events where team_id = %(team_id)s", {"team_id": self.team.pk},)[
                     0
-                ],
+                ][0],
                 25,
             )
 
@@ -402,7 +523,8 @@ def test_ascending_order_timestamp(self):
         ).json()
         self.assertEqual(len(response["results"]), 10)
         self.assertLess(
-            parser.parse(response["results"][0]["timestamp"]), parser.parse(response["results"][-1]["timestamp"])
+            parser.parse(response["results"][0]["timestamp"]),
+            parser.parse(response["results"][-1]["timestamp"]),
         )
         assert "after=" in response["next"]
 
@@ -418,7 +540,8 @@ def test_default_descending_order_timestamp(self):
         response = self.client.get(f"/api/projects/{self.team.id}/events/?distinct_id=1&limit=10").json()
         self.assertEqual(len(response["results"]), 10)
         self.assertGreater(
-            parser.parse(response["results"][0]["timestamp"]), parser.parse(response["results"][-1]["timestamp"])
+            parser.parse(response["results"][0]["timestamp"]),
+            parser.parse(response["results"][-1]["timestamp"]),
         )
         assert "before=" in response["next"]
 
@@ -436,7 +559,8 @@ def test_specified_descending_order_timestamp(self):
         ).json()
         self.assertEqual(len(response["results"]), 10)
         self.assertGreater(
-            parser.parse(response["results"][0]["timestamp"]), parser.parse(response["results"][-1]["timestamp"])
+            parser.parse(response["results"][0]["timestamp"]),
+            parser.parse(response["results"][-1]["timestamp"]),
         )
         assert "before=" in response["next"]
 
@@ -448,7 +572,12 @@ def test_action_no_steps(self):
         self.assertEqual(len(response.json()["results"]), 0)
 
     def test_get_single_action(self):
-        event1_uuid = _create_event(team=self.team, event="sign up", distinct_id="2", properties={"key": "test_val"})
+        event1_uuid = _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="2",
+            properties={"key": "test_val"},
+        )
         response = self.client.get(f"/api/projects/{self.team.id}/events/%s/" % event1_uuid)
         self.assertEqual(response.status_code, 200)
         self.assertEqual(response.json()["event"], "sign up")
@@ -456,17 +585,30 @@ def test_get_single_action(self):
 
     def test_events_in_future(self):
         with freeze_time("2012-01-15T04:01:34.000Z"):
-            _create_event(team=self.team, event="5th action", distinct_id="2", properties={"$os": "Windows 95"})
+            _create_event(
+                team=self.team,
+                event="5th action",
+                distinct_id="2",
+                properties={"$os": "Windows 95"},
+            )
         # Don't show events more than 5 seconds in the future
         with freeze_time("2012-01-15T04:01:44.000Z"):
-            _create_event(team=self.team, event="5th action", distinct_id="2", properties={"$os": "Windows 95"})
+            _create_event(
+                team=self.team,
+                event="5th action",
+                distinct_id="2",
+                properties={"$os": "Windows 95"},
+            )
         with freeze_time("2012-01-15T04:01:34.000Z"):
             response = self.client.get(f"/api/projects/{self.team.id}/events/").json()
         self.assertEqual(len(response["results"]), 1)
 
     def test_get_event_by_id(self):
         _create_person(
-            properties={"email": "someone@posthog.com"}, team=self.team, distinct_ids=["1"], is_identified=True
+            properties={"email": "someone@posthog.com"},
+            team=self.team,
+            distinct_ids=["1"],
+            is_identified=True,
         )
         event_id = _create_event(team=self.team, event="event", distinct_id="1", timestamp=timezone.now())
 
@@ -484,10 +626,16 @@ def test_get_event_by_id(self):
 
         response = self.client.get(f"/api/projects/{self.team.id}/events/123456")
         # EE will inform the user the ID passed is not a valid UUID
-        self.assertIn(response.status_code, [status.HTTP_404_NOT_FOUND, status.HTTP_400_BAD_REQUEST])
+        self.assertIn(
+            response.status_code,
+            [status.HTTP_404_NOT_FOUND, status.HTTP_400_BAD_REQUEST],
+        )
 
         response = self.client.get(f"/api/projects/{self.team.id}/events/im_a_string_not_an_integer")
-        self.assertIn(response.status_code, [status.HTTP_404_NOT_FOUND, status.HTTP_400_BAD_REQUEST])
+        self.assertIn(
+            response.status_code,
+            [status.HTTP_404_NOT_FOUND, status.HTTP_400_BAD_REQUEST],
+        )
 
     def test_limit(self):
         _create_person(
@@ -502,10 +650,23 @@ def test_limit(self):
             team=self.team,
             distinct_id="2",
             properties={"$ip": "8.8.8.8"},
-            elements=[Element(tag_name="button", text="something"), Element(tag_name="div")],
+            elements=[
+                Element(tag_name="button", text="something"),
+                Element(tag_name="div"),
+            ],
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some-random-uid",
+            properties={"$ip": "8.8.8.8"},
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id="some-other-one",
+            properties={"$ip": "8.8.8.8"},
         )
-        _create_event(event="$pageview", team=self.team, distinct_id="some-random-uid", properties={"$ip": "8.8.8.8"})
-        _create_event(event="$pageview", team=self.team, distinct_id="some-other-one", properties={"$ip": "8.8.8.8"})
 
         response = self.client.get(f"/api/projects/{self.team.id}/events/?limit=1").json()
         self.assertEqual(1, len(response["results"]))
@@ -520,16 +681,28 @@ def test_get_events_with_specified_token(self):
 
         self.assertNotEqual(user2.team.id, self.team.id)
 
-        event1_uuid = _create_event(team=self.team, event="sign up", distinct_id="2", properties={"key": "test_val"})
-        event2_uuid = _create_event(team=user2.team, event="sign up", distinct_id="2", properties={"key": "test_val"})
+        event1_uuid = _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="2",
+            properties={"key": "test_val"},
+        )
+        event2_uuid = _create_event(
+            team=user2.team,
+            event="sign up",
+            distinct_id="2",
+            properties={"key": "test_val"},
+        )
 
         response_team1 = self.client.get(f"/api/projects/{self.team.id}/events/{event1_uuid}/")
         response_team1_token = self.client.get(
-            f"/api/projects/{self.team.id}/events/{event1_uuid}/", data={"token": self.team.api_token}
+            f"/api/projects/{self.team.id}/events/{event1_uuid}/",
+            data={"token": self.team.api_token},
         )
 
         response_team2_event1 = self.client.get(
-            f"/api/projects/{self.team.id}/events/{event1_uuid}/", data={"token": user2.team.api_token}
+            f"/api/projects/{self.team.id}/events/{event1_uuid}/",
+            data={"token": user2.team.api_token},
         )
 
         # The feature being tested here is usually used with personal API token auth,
@@ -537,7 +710,8 @@ def test_get_events_with_specified_token(self):
         self.client.force_login(user2)
 
         response_team2_event2 = self.client.get(
-            f"/api/projects/{self.team.id}/events/{event2_uuid}/", data={"token": user2.team.api_token}
+            f"/api/projects/{self.team.id}/events/{event2_uuid}/",
+            data={"token": user2.team.api_token},
         )
 
         self.assertEqual(response_team1.status_code, status.HTTP_200_OK)
@@ -622,7 +796,10 @@ def test_filter_events_by_being_after_properties_with_date_type(self):
         ).json()
 
         self.assertEqual(len(response["results"]), 2)
-        self.assertEqual([r["event"] for r in response["results"]], ["should_be_included", "should_be_included"])
+        self.assertEqual(
+            [r["event"] for r in response["results"]],
+            ["should_be_included", "should_be_included"],
+        )
 
     def test_filter_events_by_being_before_properties_with_date_type(self):
         journeys_for(
diff --git a/posthog/api/test/test_event_definition.py b/posthog/api/test/test_event_definition.py
index f9727a2d3d955..9b978490cda7e 100644
--- a/posthog/api/test/test_event_definition.py
+++ b/posthog/api/test/test_event_definition.py
@@ -18,7 +18,6 @@
 
 @freeze_time("2020-01-02")
 class TestEventDefinitionAPI(APIBaseTest):
-
     demo_team: Team = None  # type: ignore
 
     EXPECTED_EVENT_DEFINITIONS: List[Dict[str, Any]] = [
@@ -56,10 +55,12 @@ def test_list_event_definitions(self):
 
         for item in self.EXPECTED_EVENT_DEFINITIONS:
             response_item: Dict[str, Any] = next(
-                (_i for _i in response.json()["results"] if _i["name"] == item["name"]), {}
+                (_i for _i in response.json()["results"] if _i["name"] == item["name"]),
+                {},
             )
             self.assertAlmostEqual(
-                (dateutil.parser.isoparse(response_item["created_at"]) - timezone.now()).total_seconds(), 0
+                (dateutil.parser.isoparse(response_item["created_at"]) - timezone.now()).total_seconds(),
+                0,
             )
 
         # Test ordering
@@ -77,7 +78,11 @@ def test_delete_event_definition(self, mock_capture):
             self.user.distinct_id,
             "event definition deleted",
             properties={"name": "test_event"},
-            groups={"instance": ANY, "organization": str(self.organization.id), "project": str(self.demo_team.uuid)},
+            groups={
+                "instance": ANY,
+                "organization": str(self.organization.id),
+                "project": str(self.demo_team.uuid),
+            },
         )
 
         activity_log: Optional[ActivityLog] = ActivityLog.objects.first()
@@ -133,7 +138,6 @@ def test_cant_see_event_definitions_for_another_team(self):
         self.assertEqual(response.json(), self.permission_denied_response())
 
     def test_query_event_definitions(self):
-
         # Regular search
         response = self.client.get("/api/projects/@current/event_definitions/?search=app")
         self.assertEqual(response.status_code, status.HTTP_200_OK)
diff --git a/posthog/api/test/test_exports.py b/posthog/api/test/test_exports.py
index 448afe2a06da9..e96c192a43c9d 100644
--- a/posthog/api/test/test_exports.py
+++ b/posthog/api/test/test_exports.py
@@ -44,7 +44,10 @@ def teardown_method(self, method) -> None:
         bucket = s3.Bucket(OBJECT_STORAGE_BUCKET)
         bucket.objects.filter(Prefix=TEST_ROOT_BUCKET).delete()
 
-    insight_filter_dict = {"events": [{"id": "$pageview"}], "properties": [{"key": "$browser", "value": "Mac OS X"}]}
+    insight_filter_dict = {
+        "events": [{"id": "$pageview"}],
+        "properties": [{"key": "$browser", "value": "Mac OS X"}],
+    }
 
     @classmethod
     def setUpTestData(cls):
@@ -64,7 +67,8 @@ def setUpTestData(cls):
     @patch("posthog.api.exports.exporter")
     def test_can_create_new_valid_export_dashboard(self, mock_exporter_task) -> None:
         response = self.client.post(
-            f"/api/projects/{self.team.id}/exports", {"export_format": "image/png", "dashboard": self.dashboard.id}
+            f"/api/projects/{self.team.id}/exports",
+            {"export_format": "image/png", "dashboard": self.dashboard.id},
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
         data = response.json()
@@ -128,7 +132,11 @@ def test_swallow_missing_schema_and_allow_front_end_to_poll(self, mock_exporter_
                 },
             },
         )
-        self.assertEqual(response.status_code, status.HTTP_201_CREATED, msg=f"was not HTTP 201 😱 - {response.json()}")
+        self.assertEqual(
+            response.status_code,
+            status.HTTP_201_CREATED,
+            msg=f"was not HTTP 201 😱 - {response.json()}",
+        )
         data = response.json()
         mock_exporter_task.export_asset.delay.assert_called_once_with(data["id"])
 
@@ -136,7 +144,8 @@ def test_swallow_missing_schema_and_allow_front_end_to_poll(self, mock_exporter_
     @freeze_time("2021-08-25T22:09:14.252Z")
     def test_can_create_new_valid_export_insight(self, mock_exporter_task) -> None:
         response = self.client.post(
-            f"/api/projects/{self.team.id}/exports", {"export_format": "application/pdf", "insight": self.insight.id}
+            f"/api/projects/{self.team.id}/exports",
+            {"export_format": "application/pdf", "insight": self.insight.id},
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
         data = response.json()
@@ -162,7 +171,10 @@ def test_can_create_new_valid_export_insight(self, mock_exporter_task) -> None:
             insight_id=self.insight.id,
             expected=[
                 {
-                    "user": {"first_name": self.user.first_name, "email": self.user.email},
+                    "user": {
+                        "first_name": self.user.first_name,
+                        "email": self.user.email,
+                    },
                     "activity": "exported",
                     "created_at": "2021-08-25T22:09:14.252000Z",
                     "scope": "Insight",
@@ -218,7 +230,8 @@ def test_errors_if_bad_format(self) -> None:
     def test_will_respond_even_if_task_timesout(self, mock_exporter_task) -> None:
         mock_exporter_task.export_asset.delay.return_value.get.side_effect = celery.exceptions.TimeoutError("timed out")
         response = self.client.post(
-            f"/api/projects/{self.team.id}/exports", {"export_format": "application/pdf", "insight": self.insight.id}
+            f"/api/projects/{self.team.id}/exports",
+            {"export_format": "application/pdf", "insight": self.insight.id},
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
 
@@ -226,7 +239,8 @@ def test_will_respond_even_if_task_timesout(self, mock_exporter_task) -> None:
     def test_will_error_if_export_unsupported(self, mock_exporter_task) -> None:
         mock_exporter_task.export_asset.delay.return_value.get.side_effect = NotImplementedError("not implemented")
         response = self.client.post(
-            f"/api/projects/{self.team.id}/exports", {"export_format": "application/pdf", "insight": self.insight.id}
+            f"/api/projects/{self.team.id}/exports",
+            {"export_format": "application/pdf", "insight": self.insight.id},
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
@@ -241,7 +255,8 @@ def test_will_error_if_export_unsupported(self, mock_exporter_task) -> None:
 
     def test_will_error_if_dashboard_missing(self) -> None:
         response = self.client.post(
-            f"/api/projects/{self.team.id}/exports", {"export_format": "application/pdf", "dashboard": 54321}
+            f"/api/projects/{self.team.id}/exports",
+            {"export_format": "application/pdf", "dashboard": 54321},
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
@@ -259,7 +274,12 @@ def test_will_error_if_export_contains_other_team_dashboard(self) -> None:
             organization=self.organization,
             api_token=self.CONFIG_API_TOKEN + "2",
             test_account_filters=[
-                {"key": "email", "value": "@posthog.com", "operator": "not_icontains", "type": "person"}
+                {
+                    "key": "email",
+                    "value": "@posthog.com",
+                    "operator": "not_icontains",
+                    "type": "person",
+                }
             ],
         )
         other_dashboard = Dashboard.objects.create(
@@ -286,15 +306,23 @@ def test_will_error_if_export_contains_other_team_insight(self) -> None:
             organization=self.organization,
             api_token=self.CONFIG_API_TOKEN + "2",
             test_account_filters=[
-                {"key": "email", "value": "@posthog.com", "operator": "not_icontains", "type": "person"}
+                {
+                    "key": "email",
+                    "value": "@posthog.com",
+                    "operator": "not_icontains",
+                    "type": "person",
+                }
             ],
         )
         other_insight = Insight.objects.create(
-            filters=Filter(data=self.insight_filter_dict).to_dict(), team=other_team, created_by=self.user
+            filters=Filter(data=self.insight_filter_dict).to_dict(),
+            team=other_team,
+            created_by=self.user,
         )
 
         response = self.client.post(
-            f"/api/projects/{self.team.id}/exports", {"export_format": "application/pdf", "insight": other_insight.id}
+            f"/api/projects/{self.team.id}/exports",
+            {"export_format": "application/pdf", "insight": other_insight.id},
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
@@ -310,16 +338,29 @@ def test_will_error_if_export_contains_other_team_insight(self) -> None:
     @patch("posthog.tasks.exports.csv_exporter.requests.request")
     def test_can_download_a_csv(self, patched_request) -> None:
         with self.settings(SITE_URL="http://testserver"):
-
-            _create_event(event="event_name", team=self.team, distinct_id="2", properties={"$browser": "Chrome"})
+            _create_event(
+                event="event_name",
+                team=self.team,
+                distinct_id="2",
+                properties={"$browser": "Chrome"},
+            )
             expected_event_id = _create_event(
-                event="event_name", team=self.team, distinct_id="2", properties={"$browser": "Safari"}
+                event="event_name",
+                team=self.team,
+                distinct_id="2",
+                properties={"$browser": "Safari"},
             )
             second_expected_event_id = _create_event(
-                event="event_name", team=self.team, distinct_id="2", properties={"$browser": "Safari"}
+                event="event_name",
+                team=self.team,
+                distinct_id="2",
+                properties={"$browser": "Safari"},
             )
             third_expected_event_id = _create_event(
-                event="event_name", team=self.team, distinct_id="2", properties={"$browser": "Safari"}
+                event="event_name",
+                team=self.team,
+                distinct_id="2",
+                properties={"$browser": "Safari"},
             )
             flush_persons_and_events()
 
@@ -346,7 +387,9 @@ def requests_side_effect(*args, **kwargs):
                 },
             )
             self.assertEqual(
-                response.status_code, status.HTTP_201_CREATED, msg=f"was not HTTP 201 😱 - {response.json()}"
+                response.status_code,
+                status.HTTP_201_CREATED,
+                msg=f"was not HTTP 201 😱 - {response.json()}",
             )
             instance = response.json()
 
diff --git a/posthog/api/test/test_feature_flag.py b/posthog/api/test/test_feature_flag.py
index b243b46200764..0c6581a389561 100644
--- a/posthog/api/test/test_feature_flag.py
+++ b/posthog/api/test/test_feature_flag.py
@@ -64,7 +64,8 @@ def test_cant_create_flag_with_duplicate_key(self):
         count = FeatureFlag.objects.count()
         # Make sure the endpoint works with and without the trailing slash
         response = self.client.post(
-            f"/api/projects/{self.team.id}/feature_flags", {"name": "Beta feature", "key": "red_button"}
+            f"/api/projects/{self.team.id}/feature_flags",
+            {"name": "Beta feature", "key": "red_button"},
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
@@ -80,7 +81,11 @@ def test_cant_create_flag_with_duplicate_key(self):
 
     def test_cant_update_flag_with_duplicate_key(self):
         another_feature_flag = FeatureFlag.objects.create(
-            team=self.team, rollout_percentage=50, name="some feature", key="some-feature", created_by=self.user
+            team=self.team,
+            rollout_percentage=50,
+            name="some feature",
+            key="some-feature",
+            created_by=self.user,
         )
         response = self.client.patch(
             f"/api/projects/{self.team.id}/feature_flags/{another_feature_flag.pk}",
@@ -111,7 +116,11 @@ def test_cant_update_flag_with_duplicate_key(self):
     def test_is_simple_flag(self):
         feature_flag = self.client.post(
             f"/api/projects/{self.team.id}/feature_flags/",
-            data={"name": "Beta feature", "key": "beta-feature", "filters": {"groups": [{"rollout_percentage": 65}]}},
+            data={
+                "name": "Beta feature",
+                "key": "beta-feature",
+                "filters": {"groups": [{"rollout_percentage": 65}]},
+            },
             format="json",
         ).json()
         self.assertTrue(feature_flag["is_simple_flag"])
@@ -128,7 +137,12 @@ def test_is_not_simple_flag(self):
                         {
                             "rollout_percentage": 65,
                             "properties": [
-                                {"key": "email", "type": "person", "value": "@posthog.com", "operator": "icontains"}
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": "@posthog.com",
+                                    "operator": "icontains",
+                                }
                             ],
                         }
                     ]
@@ -145,7 +159,10 @@ def test_is_simple_flag_groups(self, mock_capture):
             data={
                 "name": "Beta feature",
                 "key": "beta-feature",
-                "filters": {"aggregation_group_type_index": 0, "groups": [{"rollout_percentage": 65}]},
+                "filters": {
+                    "aggregation_group_type_index": 0,
+                    "groups": [{"rollout_percentage": 65}],
+                },
             },
             format="json",
         ).json()
@@ -171,10 +188,13 @@ def test_is_simple_flag_groups(self, mock_capture):
     @freeze_time("2021-08-25T22:09:14.252Z")
     @patch("posthog.api.feature_flag.report_user_action")
     def test_create_feature_flag(self, mock_capture):
-
         response = self.client.post(
             f"/api/projects/{self.team.id}/feature_flags/",
-            {"name": "Alpha feature", "key": "alpha-feature", "filters": {"groups": [{"rollout_percentage": 50}]}},
+            {
+                "name": "Alpha feature",
+                "key": "alpha-feature",
+                "filters": {"groups": [{"rollout_percentage": 50}]},
+            },
             format="json",
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
@@ -221,9 +241,10 @@ def test_create_feature_flag(self, mock_capture):
 
     @patch("posthog.api.feature_flag.report_user_action")
     def test_create_minimal_feature_flag(self, mock_capture):
-
         response = self.client.post(
-            f"/api/projects/{self.team.id}/feature_flags/", {"key": "omega-feature"}, format="json"
+            f"/api/projects/{self.team.id}/feature_flags/",
+            {"key": "omega-feature"},
+            format="json",
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
         self.assertEqual(response.json()["key"], "omega-feature")
@@ -251,7 +272,6 @@ def test_create_minimal_feature_flag(self, mock_capture):
 
     @patch("posthog.api.feature_flag.report_user_action")
     def test_create_multivariate_feature_flag(self, mock_capture):
-
         response = self.client.post(
             f"/api/projects/{self.team.id}/feature_flags/",
             {
@@ -261,9 +281,21 @@ def test_create_multivariate_feature_flag(self, mock_capture):
                     "groups": [{"properties": [], "rollout_percentage": None}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -301,9 +333,21 @@ def test_cant_create_multivariate_feature_flag_with_variant_rollout_lt_100(self)
                     "groups": [{"properties": [], "rollout_percentage": None}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 0},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 0,
+                            },
                         ]
                     },
                 },
@@ -313,7 +357,8 @@ def test_cant_create_multivariate_feature_flag_with_variant_rollout_lt_100(self)
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(response.json().get("type"), "validation_error")
         self.assertEqual(
-            response.json().get("detail"), "Invalid variant definitions: Variant rollout percentages must sum to 100."
+            response.json().get("detail"),
+            "Invalid variant definitions: Variant rollout percentages must sum to 100.",
         )
 
     def test_cant_create_multivariate_feature_flag_with_variant_rollout_gt_100(self):
@@ -326,9 +371,21 @@ def test_cant_create_multivariate_feature_flag_with_variant_rollout_gt_100(self)
                     "groups": [{"properties": [], "rollout_percentage": None}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 50},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 50,
+                            },
                         ]
                     },
                 },
@@ -338,7 +395,8 @@ def test_cant_create_multivariate_feature_flag_with_variant_rollout_gt_100(self)
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(response.json().get("type"), "validation_error")
         self.assertEqual(
-            response.json().get("detail"), "Invalid variant definitions: Variant rollout percentages must sum to 100."
+            response.json().get("detail"),
+            "Invalid variant definitions: Variant rollout percentages must sum to 100.",
         )
 
     def test_cant_create_feature_flag_without_key(self):
@@ -347,7 +405,12 @@ def test_cant_create_feature_flag_without_key(self):
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
             response.json(),
-            {"type": "validation_error", "code": "required", "detail": "This field is required.", "attr": "key"},
+            {
+                "type": "validation_error",
+                "code": "required",
+                "detail": "This field is required.",
+                "attr": "key",
+            },
         )
         self.assertEqual(FeatureFlag.objects.count(), count)
 
@@ -358,12 +421,30 @@ def test_cant_create_multivariate_feature_flag_with_invalid_variant_overrides(se
                 "name": "Multivariate feature",
                 "key": "multivariate-feature",
                 "filters": {
-                    "groups": [{"properties": [], "rollout_percentage": None, "variant": "unknown-variant"}],
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": None,
+                            "variant": "unknown-variant",
+                        }
+                    ],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -372,7 +453,10 @@ def test_cant_create_multivariate_feature_flag_with_invalid_variant_overrides(se
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(response.json().get("type"), "validation_error")
-        self.assertEqual(response.json().get("detail"), "Filters are not valid (variant override does not exist)")
+        self.assertEqual(
+            response.json().get("detail"),
+            "Filters are not valid (variant override does not exist)",
+        )
 
     def test_cant_update_multivariate_feature_flag_with_invalid_variant_overrides(self):
         response = self.client.post(
@@ -381,12 +465,30 @@ def test_cant_update_multivariate_feature_flag_with_invalid_variant_overrides(se
                 "name": "Multivariate feature",
                 "key": "multivariate-feature",
                 "filters": {
-                    "groups": [{"properties": [], "rollout_percentage": None, "variant": "second-variant"}],
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": None,
+                            "variant": "second-variant",
+                        }
+                    ],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -401,12 +503,30 @@ def test_cant_update_multivariate_feature_flag_with_invalid_variant_overrides(se
             f"/api/projects/{self.team.id}/feature_flags/{feature_flag_id}",
             {
                 "filters": {
-                    "groups": [{"properties": [], "rollout_percentage": None, "variant": "unknown-variant"}],
+                    "groups": [
+                        {
+                            "properties": [],
+                            "rollout_percentage": None,
+                            "variant": "unknown-variant",
+                        }
+                    ],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 0},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 0,
+                            },
                         ]
                     },
                 },
@@ -415,7 +535,10 @@ def test_cant_update_multivariate_feature_flag_with_invalid_variant_overrides(se
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(response.json().get("type"), "validation_error")
-        self.assertEqual(response.json().get("detail"), "Filters are not valid (variant override does not exist)")
+        self.assertEqual(
+            response.json().get("detail"),
+            "Filters are not valid (variant override does not exist)",
+        )
 
     @patch("posthog.api.feature_flag.report_user_action")
     def test_updating_feature_flag(self, mock_capture):
@@ -439,7 +562,12 @@ def test_updating_feature_flag(self, mock_capture):
                             {
                                 "rollout_percentage": 65,
                                 "properties": [
-                                    {"key": "email", "type": "person", "value": "@posthog.com", "operator": "icontains"}
+                                    {
+                                        "key": "email",
+                                        "type": "person",
+                                        "value": "@posthog.com",
+                                        "operator": "icontains",
+                                    }
                                 ],
                             }
                         ]
@@ -474,7 +602,10 @@ def test_updating_feature_flag(self, mock_capture):
             flag_id,
             [
                 {
-                    "user": {"first_name": self.user.first_name, "email": self.user.email},
+                    "user": {
+                        "first_name": self.user.first_name,
+                        "email": self.user.email,
+                    },
                     "activity": "updated",
                     "created_at": "2021-08-25T22:19:14.252000Z",
                     "scope": "FeatureFlag",
@@ -517,7 +648,10 @@ def test_updating_feature_flag(self, mock_capture):
                     },
                 },
                 {
-                    "user": {"first_name": self.user.first_name, "email": self.user.email},
+                    "user": {
+                        "first_name": self.user.first_name,
+                        "email": self.user.email,
+                    },
                     "activity": "created",
                     "created_at": "2021-08-25T22:09:14.252000Z",
                     "scope": "FeatureFlag",
@@ -579,7 +713,10 @@ def test_get_feature_flag_activity(self):
             flag_id,
             [
                 {
-                    "user": {"first_name": new_user.first_name, "email": new_user.email},
+                    "user": {
+                        "first_name": new_user.first_name,
+                        "email": new_user.email,
+                    },
                     "activity": "updated",
                     "created_at": "2021-08-25T22:19:14.252000Z",
                     "scope": "FeatureFlag",
@@ -601,7 +738,10 @@ def test_get_feature_flag_activity(self):
                     },
                 },
                 {
-                    "user": {"first_name": new_user.first_name, "email": new_user.email},
+                    "user": {
+                        "first_name": new_user.first_name,
+                        "email": new_user.email,
+                    },
                     "activity": "created",
                     "created_at": "2021-08-25T22:09:14.252000Z",
                     "scope": "FeatureFlag",
@@ -650,7 +790,8 @@ def test_get_feature_flag_activity_for_all_flags(self):
             frozen_datetime.tick(delta=datetime.timedelta(minutes=10))
 
             second_create_response = self.client.post(
-                f"/api/projects/{self.team.id}/feature_flags/", {"name": "a second feature flag", "key": "flag-two"}
+                f"/api/projects/{self.team.id}/feature_flags/",
+                {"name": "a second feature flag", "key": "flag-two"},
             )
 
             self.assertEqual(second_create_response.status_code, status.HTTP_201_CREATED)
@@ -660,15 +801,27 @@ def test_get_feature_flag_activity_for_all_flags(self):
             flag_id=None,
             expected=[
                 {
-                    "user": {"first_name": new_user.first_name, "email": new_user.email},
+                    "user": {
+                        "first_name": new_user.first_name,
+                        "email": new_user.email,
+                    },
                     "activity": "created",
                     "created_at": "2021-08-25T22:29:14.252000Z",
                     "scope": "FeatureFlag",
                     "item_id": str(second_flag_id),
-                    "detail": {"changes": None, "trigger": None, "type": None, "name": "flag-two", "short_id": None},
+                    "detail": {
+                        "changes": None,
+                        "trigger": None,
+                        "type": None,
+                        "name": "flag-two",
+                        "short_id": None,
+                    },
                 },
                 {
-                    "user": {"first_name": new_user.first_name, "email": new_user.email},
+                    "user": {
+                        "first_name": new_user.first_name,
+                        "email": new_user.email,
+                    },
                     "activity": "updated",
                     "created_at": "2021-08-25T22:19:14.252000Z",
                     "scope": "FeatureFlag",
@@ -690,7 +843,10 @@ def test_get_feature_flag_activity_for_all_flags(self):
                     },
                 },
                 {
-                    "user": {"first_name": new_user.first_name, "email": new_user.email},
+                    "user": {
+                        "first_name": new_user.first_name,
+                        "email": new_user.email,
+                    },
                     "activity": "created",
                     "created_at": "2021-08-25T22:09:14.252000Z",
                     "scope": "FeatureFlag",
@@ -785,37 +941,54 @@ def test_get_feature_flag_activity_only_from_own_team(self):
         # user in org 1 gets activity
         self.client.force_login(org_one_user)
         self._get_feature_flag_activity(
-            flag_id=team_one_flag_one, team_id=org_one_team.id, expected_status=status.HTTP_200_OK
+            flag_id=team_one_flag_one,
+            team_id=org_one_team.id,
+            expected_status=status.HTTP_200_OK,
         )
         self._get_feature_flag_activity(
-            flag_id=team_one_flag_two, team_id=org_one_team.id, expected_status=status.HTTP_200_OK
+            flag_id=team_one_flag_two,
+            team_id=org_one_team.id,
+            expected_status=status.HTTP_200_OK,
         )
         self._get_feature_flag_activity(
-            flag_id=team_two_flag_one, team_id=org_one_team.id, expected_status=status.HTTP_404_NOT_FOUND
+            flag_id=team_two_flag_one,
+            team_id=org_one_team.id,
+            expected_status=status.HTTP_404_NOT_FOUND,
         )
         self._get_feature_flag_activity(
-            flag_id=team_two_flag_two, team_id=org_one_team.id, expected_status=status.HTTP_404_NOT_FOUND
+            flag_id=team_two_flag_two,
+            team_id=org_one_team.id,
+            expected_status=status.HTTP_404_NOT_FOUND,
         )
 
         # user in org 2 gets activity
         self.client.force_login(org_two_user)
         self._get_feature_flag_activity(
-            flag_id=team_one_flag_two, team_id=org_two_team.id, expected_status=status.HTTP_404_NOT_FOUND
+            flag_id=team_one_flag_two,
+            team_id=org_two_team.id,
+            expected_status=status.HTTP_404_NOT_FOUND,
         )
         self._get_feature_flag_activity(
-            flag_id=team_one_flag_two, team_id=org_two_team.id, expected_status=status.HTTP_404_NOT_FOUND
+            flag_id=team_one_flag_two,
+            team_id=org_two_team.id,
+            expected_status=status.HTTP_404_NOT_FOUND,
         )
         self._get_feature_flag_activity(
-            flag_id=team_two_flag_one, team_id=org_two_team.id, expected_status=status.HTTP_200_OK
+            flag_id=team_two_flag_one,
+            team_id=org_two_team.id,
+            expected_status=status.HTTP_200_OK,
         )
         self._get_feature_flag_activity(
-            flag_id=team_two_flag_two, team_id=org_two_team.id, expected_status=status.HTTP_200_OK
+            flag_id=team_two_flag_two,
+            team_id=org_two_team.id,
+            expected_status=status.HTTP_200_OK,
         )
 
     def test_paging_all_feature_flag_activity(self):
         for x in range(15):
             create_response = self.client.post(
-                f"/api/projects/{self.team.id}/feature_flags/", {"name": f"feature flag {x}", "key": f"{x}"}
+                f"/api/projects/{self.team.id}/feature_flags/",
+                {"name": f"feature flag {x}", "key": f"{x}"},
             )
             self.assertEqual(create_response.status_code, status.HTTP_201_CREATED)
 
@@ -841,7 +1014,8 @@ def test_paging_all_feature_flag_activity(self):
         second_page_json = second_page_response.json()
 
         self.assertEqual(
-            [log_item["detail"]["name"] for log_item in second_page_json["results"]], ["4", "3", "2", "1", "0"]
+            [log_item["detail"]["name"] for log_item in second_page_json["results"]],
+            ["4", "3", "2", "1", "0"],
         )
         self.assertEqual(second_page_json["next"], None)
         self.assertEqual(
@@ -856,7 +1030,9 @@ def test_paging_specific_feature_flag_activity(self):
 
         for x in range(1, 15):
             update_response = self.client.patch(
-                f"/api/projects/{self.team.id}/feature_flags/{flag_id}", {"key": str(x)}, format="json"
+                f"/api/projects/{self.team.id}/feature_flags/{flag_id}",
+                {"key": str(x)},
+                format="json",
             )
             self.assertEqual(update_response.status_code, status.HTTP_200_OK)
 
@@ -914,7 +1090,8 @@ def test_creating_a_feature_flag_with_same_team_and_key_after_deleting(self):
         FeatureFlag.objects.create(team=self.team, created_by=self.user, key="alpha-feature", deleted=True)
 
         response = self.client.post(
-            f"/api/projects/{self.team.id}/feature_flags/", {"name": "Alpha feature", "key": "alpha-feature"}
+            f"/api/projects/{self.team.id}/feature_flags/",
+            {"name": "Alpha feature", "key": "alpha-feature"},
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
         instance = FeatureFlag.objects.get(id=response.json()["id"])
@@ -926,7 +1103,9 @@ def test_updating_a_feature_flag_with_same_team_and_key_of_a_deleted_one(self):
         instance = FeatureFlag.objects.create(team=self.team, created_by=self.user, key="beta-feature")
 
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/feature_flags/{instance.pk}", {"key": "alpha-feature"}, format="json"
+            f"/api/projects/{self.team.id}/feature_flags/{instance.pk}",
+            {"key": "alpha-feature"},
+            format="json",
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         instance.refresh_from_db()
@@ -935,7 +1114,11 @@ def test_updating_a_feature_flag_with_same_team_and_key_of_a_deleted_one(self):
     def test_my_flags_is_not_nplus1(self) -> None:
         self.client.post(
             f"/api/projects/{self.team.id}/feature_flags/",
-            data={"name": f"flag", "key": f"flag", "filters": {"groups": [{"rollout_percentage": 5}]}},
+            data={
+                "name": f"flag",
+                "key": f"flag",
+                "filters": {"groups": [{"rollout_percentage": 5}]},
+            },
             format="json",
         ).json()
 
@@ -946,7 +1129,11 @@ def test_my_flags_is_not_nplus1(self) -> None:
         for i in range(1, 4):
             self.client.post(
                 f"/api/projects/{self.team.id}/feature_flags/",
-                data={"name": f"flag", "key": f"flag_{i}", "filters": {"groups": [{"rollout_percentage": 5}]}},
+                data={
+                    "name": f"flag",
+                    "key": f"flag_{i}",
+                    "filters": {"groups": [{"rollout_percentage": 5}]},
+                },
                 format="json",
             ).json()
 
@@ -957,7 +1144,11 @@ def test_my_flags_is_not_nplus1(self) -> None:
     def test_getting_flags_is_not_nplus1(self) -> None:
         self.client.post(
             f"/api/projects/{self.team.id}/feature_flags/",
-            data={"name": f"flag", "key": f"flag_0", "filters": {"groups": [{"rollout_percentage": 5}]}},
+            data={
+                "name": f"flag",
+                "key": f"flag_0",
+                "filters": {"groups": [{"rollout_percentage": 5}]},
+            },
             format="json",
         ).json()
 
@@ -968,7 +1159,11 @@ def test_getting_flags_is_not_nplus1(self) -> None:
         for i in range(1, 5):
             self.client.post(
                 f"/api/projects/{self.team.id}/feature_flags/",
-                data={"name": f"flag", "key": f"flag_{i}", "filters": {"groups": [{"rollout_percentage": 5}]}},
+                data={
+                    "name": f"flag",
+                    "key": f"flag_{i}",
+                    "filters": {"groups": [{"rollout_percentage": 5}]},
+                },
                 format="json",
             ).json()
 
@@ -987,9 +1182,21 @@ def test_my_flags(self, mock_capture):
                     "groups": [{"rollout_percentage": 20}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -1046,7 +1253,10 @@ def test_my_flags_groups(self, mock_capture):
             {
                 "name": "groups flag",
                 "key": "groups-flag",
-                "filters": {"aggregation_group_type_index": 0, "groups": [{"rollout_percentage": 100}]},
+                "filters": {
+                    "aggregation_group_type_index": 0,
+                    "groups": [{"rollout_percentage": 100}],
+                },
             },
             format="json",
         )
@@ -1060,7 +1270,8 @@ def test_my_flags_groups(self, mock_capture):
         self.assertEqual(groups_flag["value"], False)
 
         response = self.client.get(
-            f"/api/projects/{self.team.id}/feature_flags/my_flags", data={"groups": json.dumps({"organization": "7"})}
+            f"/api/projects/{self.team.id}/feature_flags/my_flags",
+            data={"groups": json.dumps({"organization": "7"})},
         )
         groups_flag = response.json()[0]
         self.assertEqual(groups_flag["feature_flag"]["key"], "groups-flag")
@@ -1069,10 +1280,13 @@ def test_my_flags_groups(self, mock_capture):
     @freeze_time("2021-08-25T22:09:14.252Z")
     @patch("posthog.api.feature_flag.report_user_action")
     def test_create_feature_flag_usage_dashboard(self, mock_capture):
-
         response = self.client.post(
             f"/api/projects/{self.team.id}/feature_flags/",
-            {"name": "Alpha feature", "key": "alpha-feature", "filters": {"groups": [{"rollout_percentage": 50}]}},
+            {
+                "name": "Alpha feature",
+                "key": "alpha-feature",
+                "filters": {"groups": [{"rollout_percentage": 50}]},
+            },
             format="json",
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
@@ -1085,7 +1299,8 @@ def test_create_feature_flag_usage_dashboard(self, mock_capture):
 
         self.assertEqual(dashboard.name, "Generated Dashboard: alpha-feature Usage")
         self.assertEqual(
-            dashboard.description, "This dashboard was generated by the feature flag with key (alpha-feature)"
+            dashboard.description,
+            "This dashboard was generated by the feature flag with key (alpha-feature)",
         )
         self.assertEqual(dashboard.filters, {"date_from": "-30d"})
         self.assertEqual(len(tiles), 2)
@@ -1093,7 +1308,13 @@ def test_create_feature_flag_usage_dashboard(self, mock_capture):
         self.assertEqual(
             tiles[0].insight.filters,
             {
-                "events": [{"id": "$feature_flag_called", "name": "$feature_flag_called", "type": "events"}],
+                "events": [
+                    {
+                        "id": "$feature_flag_called",
+                        "name": "$feature_flag_called",
+                        "type": "events",
+                    }
+                ],
                 "display": "ActionsLineGraph",
                 "insight": "TRENDS",
                 "interval": "day",
@@ -1102,7 +1323,16 @@ def test_create_feature_flag_usage_dashboard(self, mock_capture):
                 "properties": {
                     "type": "AND",
                     "values": [
-                        {"type": "AND", "values": [{"key": "$feature_flag", "type": "event", "value": "alpha-feature"}]}
+                        {
+                            "type": "AND",
+                            "values": [
+                                {
+                                    "key": "$feature_flag",
+                                    "type": "event",
+                                    "value": "alpha-feature",
+                                }
+                            ],
+                        }
                     ],
                 },
                 "breakdown_type": "event",
@@ -1114,7 +1344,12 @@ def test_create_feature_flag_usage_dashboard(self, mock_capture):
             tiles[1].insight.filters,
             {
                 "events": [
-                    {"id": "$feature_flag_called", "math": "dau", "name": "$feature_flag_called", "type": "events"}
+                    {
+                        "id": "$feature_flag_called",
+                        "math": "dau",
+                        "name": "$feature_flag_called",
+                        "type": "events",
+                    }
                 ],
                 "display": "ActionsTable",
                 "insight": "TRENDS",
@@ -1124,7 +1359,16 @@ def test_create_feature_flag_usage_dashboard(self, mock_capture):
                 "properties": {
                     "type": "AND",
                     "values": [
-                        {"type": "AND", "values": [{"key": "$feature_flag", "type": "event", "value": "alpha-feature"}]}
+                        {
+                            "type": "AND",
+                            "values": [
+                                {
+                                    "key": "$feature_flag",
+                                    "type": "event",
+                                    "value": "alpha-feature",
+                                }
+                            ],
+                        }
                     ],
                 },
                 "breakdown_type": "event",
@@ -1149,7 +1393,8 @@ def test_create_feature_flag_usage_dashboard(self, mock_capture):
 
         self.assertEqual(dashboard.name, "Generated Dashboard: alpha-feature Usage")
         self.assertEqual(
-            dashboard.description, "This dashboard was generated by the feature flag with key (alpha-feature)"
+            dashboard.description,
+            "This dashboard was generated by the feature flag with key (alpha-feature)",
         )
         self.assertEqual(dashboard.filters, {"date_from": "-30d"})
         self.assertEqual(len(tiles), 4)
@@ -1157,7 +1402,13 @@ def test_create_feature_flag_usage_dashboard(self, mock_capture):
         self.assertEqual(
             tiles[0].insight.filters,
             {
-                "events": [{"id": "$feature_flag_called", "name": "$feature_flag_called", "type": "events"}],
+                "events": [
+                    {
+                        "id": "$feature_flag_called",
+                        "name": "$feature_flag_called",
+                        "type": "events",
+                    }
+                ],
                 "display": "ActionsLineGraph",
                 "insight": "TRENDS",
                 "interval": "day",
@@ -1166,7 +1417,16 @@ def test_create_feature_flag_usage_dashboard(self, mock_capture):
                 "properties": {
                     "type": "AND",
                     "values": [
-                        {"type": "AND", "values": [{"key": "$feature_flag", "type": "event", "value": "alpha-feature"}]}
+                        {
+                            "type": "AND",
+                            "values": [
+                                {
+                                    "key": "$feature_flag",
+                                    "type": "event",
+                                    "value": "alpha-feature",
+                                }
+                            ],
+                        }
                     ],
                 },
                 "breakdown_type": "event",
@@ -1178,7 +1438,12 @@ def test_create_feature_flag_usage_dashboard(self, mock_capture):
             tiles[1].insight.filters,
             {
                 "events": [
-                    {"id": "$feature_flag_called", "math": "dau", "name": "$feature_flag_called", "type": "events"}
+                    {
+                        "id": "$feature_flag_called",
+                        "math": "dau",
+                        "name": "$feature_flag_called",
+                        "type": "events",
+                    }
                 ],
                 "display": "ActionsTable",
                 "insight": "TRENDS",
@@ -1188,7 +1453,16 @@ def test_create_feature_flag_usage_dashboard(self, mock_capture):
                 "properties": {
                     "type": "AND",
                     "values": [
-                        {"type": "AND", "values": [{"key": "$feature_flag", "type": "event", "value": "alpha-feature"}]}
+                        {
+                            "type": "AND",
+                            "values": [
+                                {
+                                    "key": "$feature_flag",
+                                    "type": "event",
+                                    "value": "alpha-feature",
+                                }
+                            ],
+                        }
                     ],
                 },
                 "breakdown_type": "event",
@@ -1202,7 +1476,11 @@ def test_create_feature_flag_usage_dashboard(self, mock_capture):
             tiles[2].insight.filters,
             {
                 "events": [
-                    {"id": "$feature_interaction", "name": "Feature Interaction - Total", "type": "events"},
+                    {
+                        "id": "$feature_interaction",
+                        "name": "Feature Interaction - Total",
+                        "type": "events",
+                    },
                     {
                         "id": "$feature_interaction",
                         "math": "dau",
@@ -1217,7 +1495,16 @@ def test_create_feature_flag_usage_dashboard(self, mock_capture):
                 "properties": {
                     "type": "AND",
                     "values": [
-                        {"type": "AND", "values": [{"key": "feature_flag", "type": "event", "value": "alpha-feature"}]}
+                        {
+                            "type": "AND",
+                            "values": [
+                                {
+                                    "key": "feature_flag",
+                                    "type": "event",
+                                    "value": "alpha-feature",
+                                }
+                            ],
+                        }
                     ],
                 },
                 "filter_test_accounts": False,
@@ -1228,8 +1515,17 @@ def test_create_feature_flag_usage_dashboard(self, mock_capture):
             tiles[3].insight.filters,
             {
                 "events": [
-                    {"id": "$feature_view", "name": "Feature View - Total", "type": "events"},
-                    {"id": "$feature_view", "math": "dau", "name": "Feature View - Unique users", "type": "events"},
+                    {
+                        "id": "$feature_view",
+                        "name": "Feature View - Total",
+                        "type": "events",
+                    },
+                    {
+                        "id": "$feature_view",
+                        "math": "dau",
+                        "name": "Feature View - Unique users",
+                        "type": "events",
+                    },
                 ],
                 "display": "ActionsLineGraph",
                 "insight": "TRENDS",
@@ -1238,7 +1534,16 @@ def test_create_feature_flag_usage_dashboard(self, mock_capture):
                 "properties": {
                     "type": "AND",
                     "values": [
-                        {"type": "AND", "values": [{"key": "feature_flag", "type": "event", "value": "alpha-feature"}]}
+                        {
+                            "type": "AND",
+                            "values": [
+                                {
+                                    "key": "feature_flag",
+                                    "type": "event",
+                                    "value": "alpha-feature",
+                                }
+                            ],
+                        }
                     ],
                 },
                 "filter_test_accounts": False,
@@ -1248,10 +1553,13 @@ def test_create_feature_flag_usage_dashboard(self, mock_capture):
     @freeze_time("2021-08-25T22:09:14.252Z")
     @patch("posthog.api.feature_flag.report_user_action")
     def test_dashboard_enrichment_fails_if_already_enriched(self, mock_capture):
-
         response = self.client.post(
             f"/api/projects/{self.team.id}/feature_flags/",
-            {"name": "Alpha feature", "key": "alpha-feature", "filters": {"groups": [{"rollout_percentage": 50}]}},
+            {
+                "name": "Alpha feature",
+                "key": "alpha-feature",
+                "filters": {"groups": [{"rollout_percentage": 50}]},
+            },
             format="json",
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
@@ -1275,14 +1583,20 @@ def test_dashboard_enrichment_fails_if_already_enriched(self, mock_capture):
             format="json",
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
-        self.assertEqual(response.json(), {"error": "Usage dashboard already has enriched data", "success": False})
+        self.assertEqual(
+            response.json(),
+            {"error": "Usage dashboard already has enriched data", "success": False},
+        )
 
     @patch("posthog.api.feature_flag.report_user_action")
     def test_dashboard_enrichment_fails_if_no_enriched_data(self, mock_capture):
-
         response = self.client.post(
             f"/api/projects/{self.team.id}/feature_flags/",
-            {"name": "Alpha feature", "key": "alpha-feature", "filters": {"groups": [{"rollout_percentage": 50}]}},
+            {
+                "name": "Alpha feature",
+                "key": "alpha-feature",
+                "filters": {"groups": [{"rollout_percentage": 50}]},
+            },
             format="json",
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
@@ -1296,7 +1610,11 @@ def test_dashboard_enrichment_fails_if_no_enriched_data(self, mock_capture):
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
-            response.json(), {"error": "No enriched analytics available for this feature flag", "success": False}
+            response.json(),
+            {
+                "error": "No enriched analytics available for this feature flag",
+                "success": False,
+            },
         )
 
     @patch("posthog.api.feature_flag.report_user_action")
@@ -1314,9 +1632,21 @@ def test_local_evaluation(self, mock_capture):
                     "groups": [{"rollout_percentage": 20}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -1329,7 +1659,10 @@ def test_local_evaluation(self, mock_capture):
             {
                 "name": "Group feature",
                 "key": "group-feature",
-                "filters": {"aggregation_group_type_index": 0, "groups": [{"rollout_percentage": 21}]},
+                "filters": {
+                    "aggregation_group_type_index": 0,
+                    "groups": [{"rollout_percentage": 21}],
+                },
             },
             format="json",
         )
@@ -1386,9 +1719,21 @@ def test_local_evaluation(self, mock_capture):
                     "groups": [{"rollout_percentage": 20}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -1404,7 +1749,10 @@ def test_local_evaluation(self, mock_capture):
                 "key": "beta-feature",
                 "filters": {
                     "groups": [
-                        {"properties": [{"key": "beta-property", "value": "beta-value"}], "rollout_percentage": 51}
+                        {
+                            "properties": [{"key": "beta-property", "value": "beta-value"}],
+                            "rollout_percentage": 51,
+                        }
                     ]
                 },
                 "deleted": False,
@@ -1417,7 +1765,10 @@ def test_local_evaluation(self, mock_capture):
             {
                 "name": "Group feature",
                 "key": "group-feature",
-                "filters": {"groups": [{"rollout_percentage": 21}], "aggregation_group_type_index": 0},
+                "filters": {
+                    "groups": [{"rollout_percentage": 21}],
+                    "aggregation_group_type_index": 0,
+                },
                 "deleted": False,
                 "active": True,
                 "ensure_experience_continuity": False,
@@ -1440,8 +1791,16 @@ def test_local_evaluation_for_cohorts(self, mock_capture):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
-                                {"key": "$some_prop2", "value": "nomatchihope2", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "value": "nomatchihope2",
+                                    "type": "person",
+                                },
                             ],
                         }
                     ],
@@ -1459,14 +1818,32 @@ def test_local_evaluation_for_cohorts(self, mock_capture):
                     "groups": [
                         {
                             "rollout_percentage": 20,
-                            "properties": [{"key": "id", "type": "cohort", "value": cohort_valid_for_ff.pk}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "type": "cohort",
+                                    "value": cohort_valid_for_ff.pk,
+                                }
+                            ],
                         }
                     ],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -1497,19 +1874,43 @@ def test_local_evaluation_for_cohorts(self, mock_capture):
                 "filters": {
                     "groups": [
                         {
-                            "properties": [{"key": "$some_prop", "type": "person", "value": "nomatchihope"}],
+                            "properties": [
+                                {
+                                    "key": "$some_prop",
+                                    "type": "person",
+                                    "value": "nomatchihope",
+                                }
+                            ],
                             "rollout_percentage": 20,
                         },
                         {
-                            "properties": [{"key": "$some_prop2", "type": "person", "value": "nomatchihope2"}],
+                            "properties": [
+                                {
+                                    "key": "$some_prop2",
+                                    "type": "person",
+                                    "value": "nomatchihope2",
+                                }
+                            ],
                             "rollout_percentage": 20,
                         },
                     ],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -1533,7 +1934,11 @@ def test_local_evaluation_for_cohorts_with_variant_overrides(self, mock_capture)
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
                             ],
                         }
                     ],
@@ -1551,13 +1956,24 @@ def test_local_evaluation_for_cohorts_with_variant_overrides(self, mock_capture)
                     "groups": [
                         {
                             "variant": "test",
-                            "properties": [{"key": "id", "type": "cohort", "value": cohort_valid_for_ff.pk}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "type": "cohort",
+                                    "value": cohort_valid_for_ff.pk,
+                                }
+                            ],
                             "rollout_percentage": 100,
                         },
                         {
                             "variant": "test",
                             "properties": [
-                                {"key": "email", "type": "person", "value": "@posthog.com", "operator": "icontains"}
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": "@posthog.com",
+                                    "operator": "icontains",
+                                }
                             ],
                             "rollout_percentage": 100,
                         },
@@ -1597,13 +2013,24 @@ def test_local_evaluation_for_cohorts_with_variant_overrides(self, mock_capture)
                     "groups": [
                         {
                             "variant": "test",
-                            "properties": [{"key": "id", "type": "cohort", "value": cohort_valid_for_ff.pk}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "type": "cohort",
+                                    "value": cohort_valid_for_ff.pk,
+                                }
+                            ],
                             "rollout_percentage": 100,
                         },
                         {
                             "variant": "test",
                             "properties": [
-                                {"key": "email", "type": "person", "value": "@posthog.com", "operator": "icontains"}
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": "@posthog.com",
+                                    "operator": "icontains",
+                                }
                             ],
                             "rollout_percentage": 100,
                         },
@@ -1641,14 +2068,32 @@ def test_local_evaluation_for_static_cohorts(self, mock_capture):
                     "groups": [
                         {
                             "rollout_percentage": 20,
-                            "properties": [{"key": "id", "type": "cohort", "value": cohort_valid_for_ff.pk}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "type": "cohort",
+                                    "value": cohort_valid_for_ff.pk,
+                                }
+                            ],
                         }
                     ],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -1678,14 +2123,32 @@ def test_local_evaluation_for_static_cohorts(self, mock_capture):
                     "groups": [
                         {
                             "rollout_percentage": 20,
-                            "properties": [{"key": "id", "type": "cohort", "value": cohort_valid_for_ff.pk}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "type": "cohort",
+                                    "value": cohort_valid_for_ff.pk,
+                                }
+                            ],
                         }
                     ],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -1714,8 +2177,16 @@ def test_local_evaluation_for_arbitrary_cohorts(self, mock_capture):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
-                                {"key": "$some_prop2", "value": "nomatchihope2", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "value": "nomatchihope2",
+                                    "type": "person",
+                                },
                             ],
                         }
                     ],
@@ -1733,9 +2204,22 @@ def test_local_evaluation_for_arbitrary_cohorts(self, mock_capture):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
-                                {"key": "$some_prop2", "value": "nomatchihope2", "type": "person"},
-                                {"key": "id", "value": cohort_valid_for_ff.pk, "type": "cohort", "negation": True},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "value": "nomatchihope2",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "id",
+                                    "value": cohort_valid_for_ff.pk,
+                                    "type": "cohort",
+                                    "negation": True,
+                                },
                             ],
                         }
                     ],
@@ -1758,9 +2242,21 @@ def test_local_evaluation_for_arbitrary_cohorts(self, mock_capture):
                     ],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -1777,7 +2273,13 @@ def test_local_evaluation_for_arbitrary_cohorts(self, mock_capture):
                     "groups": [
                         {
                             "rollout_percentage": 20,
-                            "properties": [{"key": "id", "type": "cohort", "value": cohort_valid_for_ff.pk}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "type": "cohort",
+                                    "value": cohort_valid_for_ff.pk,
+                                }
+                            ],
                         }
                     ],
                 },
@@ -1810,8 +2312,16 @@ def test_local_evaluation_for_arbitrary_cohorts(self, mock_capture):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "type": "person", "value": "nomatchihope"},
-                                {"key": "$some_prop2", "type": "person", "value": "nomatchihope2"},
+                                {
+                                    "key": "$some_prop",
+                                    "type": "person",
+                                    "value": "nomatchihope",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "type": "person",
+                                    "value": "nomatchihope2",
+                                },
                             ],
                         }
                     ],
@@ -1822,9 +2332,22 @@ def test_local_evaluation_for_arbitrary_cohorts(self, mock_capture):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "type": "person", "value": "nomatchihope"},
-                                {"key": "$some_prop2", "type": "person", "value": "nomatchihope2"},
-                                {"key": "id", "type": "cohort", "value": cohort_valid_for_ff.pk, "negation": True},
+                                {
+                                    "key": "$some_prop",
+                                    "type": "person",
+                                    "value": "nomatchihope",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "type": "person",
+                                    "value": "nomatchihope2",
+                                },
+                                {
+                                    "key": "id",
+                                    "type": "cohort",
+                                    "value": cohort_valid_for_ff.pk,
+                                    "negation": True,
+                                },
                             ],
                         }
                     ],
@@ -1845,9 +2368,21 @@ def test_local_evaluation_for_arbitrary_cohorts(self, mock_capture):
                     ],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                 },
@@ -1865,7 +2400,13 @@ def test_local_evaluation_for_arbitrary_cohorts(self, mock_capture):
                 "filters": {
                     "groups": [
                         {
-                            "properties": [{"key": "id", "type": "cohort", "value": cohort_valid_for_ff.pk}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "type": "cohort",
+                                    "value": cohort_valid_for_ff.pk,
+                                }
+                            ],
                             "rollout_percentage": 20,
                         },
                     ],
@@ -1924,7 +2465,10 @@ def test_local_evaluation_billing_analytics(self):
                 HTTP_AUTHORIZATION=f"Bearer {personal_api_key}",
             )
             self.assertEqual(response.status_code, status.HTTP_200_OK)
-            self.assertEqual(client.hgetall(f"posthog:local_evaluation_requests:{self.team.pk}"), {b"165192618": b"1"})
+            self.assertEqual(
+                client.hgetall(f"posthog:local_evaluation_requests:{self.team.pk}"),
+                {b"165192618": b"1"},
+            )
 
             for _ in range(5):
                 response = self.client.get(
@@ -1933,7 +2477,10 @@ def test_local_evaluation_billing_analytics(self):
                 )
                 self.assertEqual(response.status_code, status.HTTP_200_OK)
 
-            self.assertEqual(client.hgetall(f"posthog:local_evaluation_requests:{self.team.pk}"), {b"165192618": b"6"})
+            self.assertEqual(
+                client.hgetall(f"posthog:local_evaluation_requests:{self.team.pk}"),
+                {b"165192618": b"6"},
+            )
 
     @patch("posthog.models.feature_flag.flag_analytics.CACHE_BUCKET_SIZE", 10)
     def test_local_evaluation_billing_analytics_for_regular_feature_flag_list(self):
@@ -1990,7 +2537,10 @@ def test_local_evaluation_billing_analytics_for_regular_feature_flag_list(self):
                 HTTP_AUTHORIZATION=f"Bearer {personal_api_key}",
             )
             self.assertEqual(response.status_code, status.HTTP_200_OK)
-            self.assertEqual(client.hgetall(f"posthog:local_evaluation_requests:{self.team.pk}"), {b"165192618": b"1"})
+            self.assertEqual(
+                client.hgetall(f"posthog:local_evaluation_requests:{self.team.pk}"),
+                {b"165192618": b"1"},
+            )
 
             for _ in range(4):
                 response = self.client.get(
@@ -2006,7 +2556,10 @@ def test_local_evaluation_billing_analytics_for_regular_feature_flag_list(self):
             )
             self.assertEqual(response.status_code, status.HTTP_200_OK)
 
-            self.assertEqual(client.hgetall(f"posthog:local_evaluation_requests:{self.team.pk}"), {b"165192618": b"6"})
+            self.assertEqual(
+                client.hgetall(f"posthog:local_evaluation_requests:{self.team.pk}"),
+                {b"165192618": b"6"},
+            )
 
     @patch("posthog.api.feature_flag.report_user_action")
     def test_evaluation_reasons(self, mock_capture):
@@ -2028,9 +2581,21 @@ def test_evaluation_reasons(self, mock_capture):
                     "groups": [{"rollout_percentage": 20}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ],
                     },
                 },
@@ -2211,7 +2776,15 @@ def test_evaluation_reasons(self, mock_capture):
 
     def test_validation_person_properties(self):
         person_request = self._create_flag_with_properties(
-            "person-flag", [{"key": "email", "type": "person", "value": "@posthog.com", "operator": "icontains"}]
+            "person-flag",
+            [
+                {
+                    "key": "email",
+                    "type": "person",
+                    "value": "@posthog.com",
+                    "operator": "icontains",
+                }
+            ],
         )
         self.assertEqual(person_request.status_code, status.HTTP_201_CREATED)
 
@@ -2222,7 +2795,9 @@ def test_validation_person_properties(self):
         self.assertEqual(cohort_request.status_code, status.HTTP_201_CREATED)
 
         event_request = self._create_flag_with_properties(
-            "illegal-event-flag", [{"key": "id", "value": 5}], expected_status=status.HTTP_400_BAD_REQUEST
+            "illegal-event-flag",
+            [{"key": "id", "value": 5}],
+            expected_status=status.HTTP_400_BAD_REQUEST,
         )
         self.assertEqual(
             event_request.json(),
@@ -2236,7 +2811,14 @@ def test_validation_person_properties(self):
 
         groups_request = self._create_flag_with_properties(
             "illegal-groups-flag",
-            [{"key": "industry", "value": "finance", "type": "group", "group_type_index": 0}],
+            [
+                {
+                    "key": "industry",
+                    "value": "finance",
+                    "type": "group",
+                    "group_type_index": 0,
+                }
+            ],
             expected_status=status.HTTP_400_BAD_REQUEST,
         )
         self.assertEqual(
@@ -2251,7 +2833,9 @@ def test_validation_person_properties(self):
 
     def test_creating_feature_flag_with_non_existant_cohort(self):
         cohort_request = self._create_flag_with_properties(
-            "cohort-flag", [{"key": "id", "type": "cohort", "value": 5151}], expected_status=status.HTTP_400_BAD_REQUEST
+            "cohort-flag",
+            [{"key": "id", "type": "cohort", "value": 5151}],
+            expected_status=status.HTTP_400_BAD_REQUEST,
         )
 
         self.assertDictContainsSubset(
@@ -2267,13 +2851,27 @@ def test_creating_feature_flag_with_non_existant_cohort(self):
     def test_validation_payloads(self):
         self._create_flag_with_properties(
             "person-flag",
-            [{"key": "email", "type": "person", "value": "@posthog.com", "operator": "icontains"}],
+            [
+                {
+                    "key": "email",
+                    "type": "person",
+                    "value": "@posthog.com",
+                    "operator": "icontains",
+                }
+            ],
             payloads={"true": 300},
             expected_status=status.HTTP_201_CREATED,
         )
         self._create_flag_with_properties(
             "person-flag",
-            [{"key": "email", "type": "person", "value": "@posthog.com", "operator": "icontains"}],
+            [
+                {
+                    "key": "email",
+                    "type": "person",
+                    "value": "@posthog.com",
+                    "operator": "icontains",
+                }
+            ],
             payloads={"some-fake-key": 300},
             expected_status=status.HTTP_400_BAD_REQUEST,
         )
@@ -2287,9 +2885,21 @@ def test_validation_payloads(self):
                     "groups": [{"properties": [], "rollout_percentage": None}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                     "payloads": {"first-variant": {"some": "payload"}},
@@ -2308,12 +2918,27 @@ def test_validation_payloads(self):
                     "groups": [{"properties": [], "rollout_percentage": None}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
-                    "payloads": {"first-variant": {"some": "payload"}, "fourth-variant": {"some": "payload"}},
+                    "payloads": {
+                        "first-variant": {"some": "payload"},
+                        "fourth-variant": {"some": "payload"},
+                    },
                 },
             },
             format="json",
@@ -2329,9 +2954,21 @@ def test_validation_payloads(self):
                     "groups": [{"properties": [], "rollout_percentage": None}],
                     "multivariate": {
                         "variants": [
-                            {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                            {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                            {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                            {
+                                "key": "first-variant",
+                                "name": "First Variant",
+                                "rollout_percentage": 50,
+                            },
+                            {
+                                "key": "second-variant",
+                                "name": "Second Variant",
+                                "rollout_percentage": 25,
+                            },
+                            {
+                                "key": "third-variant",
+                                "name": "Third Variant",
+                                "rollout_percentage": 25,
+                            },
                         ]
                     },
                     "payloads": {"first-variant": {"some": "payload"}, "true": 2500},
@@ -2342,7 +2979,6 @@ def test_validation_payloads(self):
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
 
     def test_creating_feature_flag_with_behavioral_cohort(self):
-
         cohort_valid_for_ff = Cohort.objects.create(
             team=self.team,
             groups=[{"properties": [{"key": "$some_prop", "value": "nomatchihope", "type": "person"}]}],
@@ -2400,7 +3036,13 @@ def test_creating_feature_flag_with_behavioral_cohort(self):
                     "groups": [
                         {
                             "rollout_percentage": 65,
-                            "properties": [{"key": "id", "type": "cohort", "value": cohort_not_valid_for_ff.id}],
+                            "properties": [
+                                {
+                                    "key": "id",
+                                    "type": "cohort",
+                                    "value": cohort_not_valid_for_ff.id,
+                                }
+                            ],
                         }
                     ]
                 },
@@ -2421,7 +3063,6 @@ def test_creating_feature_flag_with_behavioral_cohort(self):
         )
 
     def test_creating_feature_flag_with_nested_behavioral_cohort(self):
-
         cohort_not_valid_for_ff = Cohort.objects.create(
             team=self.team,
             filters={
@@ -2445,13 +3086,29 @@ def test_creating_feature_flag_with_nested_behavioral_cohort(self):
 
         nested_cohort_not_valid_for_ff = Cohort.objects.create(
             team=self.team,
-            groups=[{"properties": [{"key": "id", "value": cohort_not_valid_for_ff.pk, "type": "cohort"}]}],
+            groups=[
+                {
+                    "properties": [
+                        {
+                            "key": "id",
+                            "value": cohort_not_valid_for_ff.pk,
+                            "type": "cohort",
+                        }
+                    ]
+                }
+            ],
             name="cohort-not-behavioural",
         )
 
         cohort_request = self._create_flag_with_properties(
             "cohort-flag",
-            [{"key": "id", "type": "cohort", "value": nested_cohort_not_valid_for_ff.id}],
+            [
+                {
+                    "key": "id",
+                    "type": "cohort",
+                    "value": nested_cohort_not_valid_for_ff.id,
+                }
+            ],
             expected_status=status.HTTP_400_BAD_REQUEST,
         )
 
@@ -2484,14 +3141,28 @@ def test_creating_feature_flag_with_nested_behavioral_cohort(self):
     def test_validation_group_properties(self):
         groups_request = self._create_flag_with_properties(
             "groups-flag",
-            [{"key": "industry", "value": "finance", "type": "group", "group_type_index": 0}],
+            [
+                {
+                    "key": "industry",
+                    "value": "finance",
+                    "type": "group",
+                    "group_type_index": 0,
+                }
+            ],
             aggregation_group_type_index=0,
         )
         self.assertEqual(groups_request.status_code, status.HTTP_201_CREATED)
 
         illegal_groups_request = self._create_flag_with_properties(
             "illegal-groups-flag",
-            [{"key": "industry", "value": "finance", "type": "group", "group_type_index": 0}],
+            [
+                {
+                    "key": "industry",
+                    "value": "finance",
+                    "type": "group",
+                    "group_type_index": 0,
+                }
+            ],
             aggregation_group_type_index=3,
             expected_status=status.HTTP_400_BAD_REQUEST,
         )
@@ -2507,7 +3178,14 @@ def test_validation_group_properties(self):
 
         person_request = self._create_flag_with_properties(
             "person-flag",
-            [{"key": "email", "type": "person", "value": "@posthog.com", "operator": "icontains"}],
+            [
+                {
+                    "key": "email",
+                    "type": "person",
+                    "value": "@posthog.com",
+                    "operator": "icontains",
+                }
+            ],
             aggregation_group_type_index=0,
             expected_status=status.HTTP_400_BAD_REQUEST,
         )
@@ -2534,14 +3212,21 @@ def _create_flag_with_properties(
 
         create_response = self.client.post(
             f"/api/projects/{team_id}/feature_flags/",
-            data={"name": name, "key": name, "filters": {**kwargs, "groups": [{"properties": properties}]}},
+            data={
+                "name": name,
+                "key": name,
+                "filters": {**kwargs, "groups": [{"properties": properties}]},
+            },
             format="json",
         )
         self.assertEqual(create_response.status_code, expected_status)
         return create_response
 
     def _get_feature_flag_activity(
-        self, flag_id: Optional[int] = None, team_id: Optional[int] = None, expected_status: int = status.HTTP_200_OK
+        self,
+        flag_id: Optional[int] = None,
+        team_id: Optional[int] = None,
+        expected_status: int = status.HTTP_200_OK,
     ):
         if team_id is None:
             team_id = self.team.id
@@ -2568,7 +3253,10 @@ def test_patch_api_as_form_data(self):
             name="some feature",
             key="some-feature",
             created_by=self.user,
-            filters={"groups": [{"properties": [], "rollout_percentage": 100}], "multivariate": None},
+            filters={
+                "groups": [{"properties": [], "rollout_percentage": 100}],
+                "multivariate": None,
+            },
             active=True,
         )
 
@@ -2583,7 +3271,11 @@ def test_patch_api_as_form_data(self):
         self.assertEqual(updated_flag.active, False)
         self.assertEqual(updated_flag.name, "replaced")
         self.assertEqual(
-            updated_flag.filters, {"groups": [{"properties": [], "rollout_percentage": 100}], "multivariate": None}
+            updated_flag.filters,
+            {
+                "groups": [{"properties": [], "rollout_percentage": 100}],
+                "multivariate": None,
+            },
         )
 
     def test_feature_flag_threshold(self):
@@ -2592,7 +3284,10 @@ def test_feature_flag_threshold(self):
             data={
                 "name": "Beta feature",
                 "key": "beta-feature",
-                "filters": {"aggregation_group_type_index": 0, "groups": [{"rollout_percentage": 65}]},
+                "filters": {
+                    "aggregation_group_type_index": 0,
+                    "groups": [{"rollout_percentage": 65}],
+                },
                 "rollback_conditions": [
                     {
                         "threshold": 5000,
@@ -2620,7 +3315,10 @@ def test_feature_flag_threshold(self):
         self.assertEqual(len(feature_flag["rollback_conditions"]), 1)
 
     def test_feature_flag_can_edit(self):
-        self.assertEqual((AvailableFeature.ROLE_BASED_ACCESS in self.organization.available_features), False)
+        self.assertEqual(
+            (AvailableFeature.ROLE_BASED_ACCESS in self.organization.available_features),
+            False,
+        )
         user_a = User.objects.create_and_join(self.organization, "a@potato.com", None)
         FeatureFlag.objects.create(team=self.team, created_by=user_a, key="blue_button")
         res = self.client.get(f"/api/projects/{self.team.id}/feature_flags/")
@@ -2633,14 +3331,24 @@ def test_get_flags_dont_return_survey_targeting_flags(self):
             data={
                 "name": "Notebooks power users survey",
                 "type": "popover",
-                "questions": [{"type": "open", "question": "What would you want to improve from notebooks?"}],
+                "questions": [
+                    {
+                        "type": "open",
+                        "question": "What would you want to improve from notebooks?",
+                    }
+                ],
                 "targeting_flag_filters": {
                     "groups": [
                         {
                             "variant": None,
                             "rollout_percentage": None,
                             "properties": [
-                                {"key": "billing_plan", "value": ["cloud"], "operator": "exact", "type": "person"}
+                                {
+                                    "key": "billing_plan",
+                                    "value": ["cloud"],
+                                    "operator": "exact",
+                                    "type": "person",
+                                }
                             ],
                         }
                     ]
@@ -2665,7 +3373,10 @@ def test_flag_is_cached_on_create_and_update(self):
             data={
                 "name": "Beta feature",
                 "key": "beta-feature",
-                "filters": {"aggregation_group_type_index": 0, "groups": [{"rollout_percentage": 65}]},
+                "filters": {
+                    "aggregation_group_type_index": 0,
+                    "groups": [{"rollout_percentage": 65}],
+                },
             },
             format="json",
         ).json()
@@ -2713,16 +3424,21 @@ def test_rate_limits_for_local_evaluation_are_independent(self, rate_limit_enabl
 
         for _ in range(5):
             response = self.client.get(
-                f"/api/projects/{self.team.pk}/feature_flags", HTTP_AUTHORIZATION=f"Bearer {personal_api_key}"
+                f"/api/projects/{self.team.pk}/feature_flags",
+                HTTP_AUTHORIZATION=f"Bearer {personal_api_key}",
             )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
 
         # Call to flags gets rate limited
         response = self.client.get(
-            f"/api/projects/{self.team.pk}/feature_flags", HTTP_AUTHORIZATION=f"Bearer {personal_api_key}"
+            f"/api/projects/{self.team.pk}/feature_flags",
+            HTTP_AUTHORIZATION=f"Bearer {personal_api_key}",
         )
         self.assertEqual(response.status_code, status.HTTP_429_TOO_MANY_REQUESTS)
-        self.assertEqual(len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]), 1)
+        self.assertEqual(
+            len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]),
+            1,
+        )
         incr_mock.assert_any_call(
             "rate_limit_exceeded",
             tags={
@@ -2738,14 +3454,22 @@ def test_rate_limits_for_local_evaluation_are_independent(self, rate_limit_enabl
         # but not call to local evaluation
         for _ in range(7):
             response = self.client.get(
-                f"/api/feature_flag/local_evaluation", HTTP_AUTHORIZATION=f"Bearer {personal_api_key}"
+                f"/api/feature_flag/local_evaluation",
+                HTTP_AUTHORIZATION=f"Bearer {personal_api_key}",
             )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
-        self.assertEqual(len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]), 0)
+        self.assertEqual(
+            len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]),
+            0,
+        )
 
     def test_feature_flag_dashboard(self):
         another_feature_flag = FeatureFlag.objects.create(
-            team=self.team, rollout_percentage=50, name="some feature", key="some-feature", created_by=self.user
+            team=self.team,
+            rollout_percentage=50,
+            name="some feature",
+            key="some-feature",
+            created_by=self.user,
         )
         dashboard = Dashboard.objects.create(team=self.team, name="private dashboard", created_by=self.user)
         relationship = FeatureFlagDashboards.objects.create(
@@ -2768,7 +3492,11 @@ def test_feature_flag_dashboard(self):
 
     def test_feature_flag_dashboard_patch(self):
         another_feature_flag = FeatureFlag.objects.create(
-            team=self.team, rollout_percentage=50, name="some feature", key="some-feature", created_by=self.user
+            team=self.team,
+            rollout_percentage=50,
+            name="some feature",
+            key="some-feature",
+            created_by=self.user,
         )
         dashboard = Dashboard.objects.create(team=self.team, name="private dashboard", created_by=self.user)
         response = self.client.patch(
@@ -2787,7 +3515,11 @@ def test_feature_flag_dashboard_patch(self):
 
     def test_feature_flag_dashboard_already_exists(self):
         another_feature_flag = FeatureFlag.objects.create(
-            team=self.team, rollout_percentage=50, name="some feature", key="some-feature", created_by=self.user
+            team=self.team,
+            rollout_percentage=50,
+            name="some feature",
+            key="some-feature",
+            created_by=self.user,
         )
         dashboard = Dashboard.objects.create(team=self.team, name="private dashboard", created_by=self.user)
         response = self.client.patch(
@@ -2811,15 +3543,25 @@ def test_feature_flag_dashboard_already_exists(self):
 class TestBlastRadius(ClickhouseTestMixin, APIBaseTest):
     @snapshot_clickhouse_queries
     def test_user_blast_radius(self):
-
         for i in range(10):
-            _create_person(team_id=self.team.pk, distinct_ids=[f"person{i}"], properties={"group": f"{i}"})
+            _create_person(
+                team_id=self.team.pk,
+                distinct_ids=[f"person{i}"],
+                properties={"group": f"{i}"},
+            )
 
         response = self.client.post(
             f"/api/projects/{self.team.id}/feature_flags/user_blast_radius",
             {
                 "condition": {
-                    "properties": [{"key": "group", "type": "person", "value": [0, 1, 2, 3], "operator": "exact"}],
+                    "properties": [
+                        {
+                            "key": "group",
+                            "type": "person",
+                            "value": [0, 1, 2, 3],
+                            "operator": "exact",
+                        }
+                    ],
                     "rollout_percentage": 25,
                 }
             },
@@ -2831,12 +3573,18 @@ def test_user_blast_radius(self):
         self.assertDictContainsSubset({"users_affected": 4, "total_users": 10}, response_json)
 
     def test_user_blast_radius_with_zero_users(self):
-
         response = self.client.post(
             f"/api/projects/{self.team.id}/feature_flags/user_blast_radius",
             {
                 "condition": {
-                    "properties": [{"key": "group", "type": "person", "value": [0, 1, 2, 3], "operator": "exact"}],
+                    "properties": [
+                        {
+                            "key": "group",
+                            "type": "person",
+                            "value": [0, 1, 2, 3],
+                            "operator": "exact",
+                        }
+                    ],
                     "rollout_percentage": 25,
                 }
             },
@@ -2848,15 +3596,25 @@ def test_user_blast_radius_with_zero_users(self):
         self.assertDictContainsSubset({"users_affected": 0, "total_users": 0}, response_json)
 
     def test_user_blast_radius_with_zero_selected_users(self):
-
         for i in range(5):
-            _create_person(team_id=self.team.pk, distinct_ids=[f"person{i}"], properties={"group": f"{i}"})
+            _create_person(
+                team_id=self.team.pk,
+                distinct_ids=[f"person{i}"],
+                properties={"group": f"{i}"},
+            )
 
         response = self.client.post(
             f"/api/projects/{self.team.id}/feature_flags/user_blast_radius",
             {
                 "condition": {
-                    "properties": [{"key": "group", "type": "person", "value": [8], "operator": "exact"}],
+                    "properties": [
+                        {
+                            "key": "group",
+                            "type": "person",
+                            "value": [8],
+                            "operator": "exact",
+                        }
+                    ],
                     "rollout_percentage": 25,
                 }
             },
@@ -2868,9 +3626,12 @@ def test_user_blast_radius_with_zero_selected_users(self):
         self.assertDictContainsSubset({"users_affected": 0, "total_users": 5}, response_json)
 
     def test_user_blast_radius_with_all_selected_users(self):
-
         for i in range(5):
-            _create_person(team_id=self.team.pk, distinct_ids=[f"person{i}"], properties={"group": f"{i}"})
+            _create_person(
+                team_id=self.team.pk,
+                distinct_ids=[f"person{i}"],
+                properties={"group": f"{i}"},
+            )
 
         response = self.client.post(
             f"/api/projects/{self.team.id}/feature_flags/user_blast_radius",
@@ -2884,9 +3645,12 @@ def test_user_blast_radius_with_all_selected_users(self):
 
     @snapshot_clickhouse_queries
     def test_user_blast_radius_with_single_cohort(self):
-
         for i in range(10):
-            _create_person(team_id=self.team.pk, distinct_ids=[f"person{i}"], properties={"group": f"{i}"})
+            _create_person(
+                team_id=self.team.pk,
+                distinct_ids=[f"person{i}"],
+                properties={"group": f"{i}"},
+            )
 
         cohort1 = Cohort.objects.create(
             team=self.team,
@@ -2943,9 +3707,12 @@ def test_user_blast_radius_with_single_cohort(self):
 
     @snapshot_clickhouse_queries
     def test_user_blast_radius_with_multiple_precalculated_cohorts(self):
-
         for i in range(10):
-            _create_person(team_id=self.team.pk, distinct_ids=[f"person{i}"], properties={"group": f"{i}"})
+            _create_person(
+                team_id=self.team.pk,
+                distinct_ids=[f"person{i}"],
+                properties={"group": f"{i}"},
+            )
 
         cohort1 = Cohort.objects.create(
             team=self.team,
@@ -2975,7 +3742,11 @@ def test_user_blast_radius_with_multiple_precalculated_cohorts(self):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "group", "value": [1, 2, 4, 5, 6], "type": "person"},
+                                {
+                                    "key": "group",
+                                    "value": [1, 2, 4, 5, 6],
+                                    "type": "person",
+                                },
                             ],
                         }
                     ],
@@ -3009,9 +3780,12 @@ def test_user_blast_radius_with_multiple_precalculated_cohorts(self):
 
     @snapshot_clickhouse_queries
     def test_user_blast_radius_with_multiple_static_cohorts(self):
-
         for i in range(10):
-            _create_person(team_id=self.team.pk, distinct_ids=[f"person{i}"], properties={"group": f"{i}"})
+            _create_person(
+                team_id=self.team.pk,
+                distinct_ids=[f"person{i}"],
+                properties={"group": f"{i}"},
+            )
 
         cohort1 = Cohort.objects.create(team=self.team, groups=[], is_static=True, last_calculation=timezone.now())
         cohort1.insert_users_by_list(["person0", "person1", "person2"])
@@ -3025,7 +3799,11 @@ def test_user_blast_radius_with_multiple_static_cohorts(self):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "group", "value": [1, 2, 4, 5, 6], "type": "person"},
+                                {
+                                    "key": "group",
+                                    "value": [1, 2, 4, 5, 6],
+                                    "type": "person",
+                                },
                             ],
                         }
                     ],
@@ -3081,7 +3859,10 @@ def test_user_blast_radius_with_groups(self):
 
         for i in range(10):
             create_group(
-                team_id=self.team.pk, group_type_index=0, group_key=f"org:{i}", properties={"industry": f"{i}"}
+                team_id=self.team.pk,
+                group_type_index=0,
+                group_key=f"org:{i}",
+                properties={"industry": f"{i}"},
             )
 
         response = self.client.post(
@@ -3113,7 +3894,10 @@ def test_user_blast_radius_with_groups_zero_selected(self):
 
         for i in range(5):
             create_group(
-                team_id=self.team.pk, group_type_index=0, group_key=f"org:{i}", properties={"industry": f"{i}"}
+                team_id=self.team.pk,
+                group_type_index=0,
+                group_key=f"org:{i}",
+                properties={"industry": f"{i}"},
             )
 
         response = self.client.post(
@@ -3121,7 +3905,13 @@ def test_user_blast_radius_with_groups_zero_selected(self):
             {
                 "condition": {
                     "properties": [
-                        {"key": "industry", "type": "group", "value": [8], "operator": "exact", "group_type_index": 0}
+                        {
+                            "key": "industry",
+                            "type": "group",
+                            "value": [8],
+                            "operator": "exact",
+                            "group_type_index": 0,
+                        }
                     ],
                     "rollout_percentage": 25,
                 },
@@ -3140,7 +3930,10 @@ def test_user_blast_radius_with_groups_all_selected(self):
 
         for i in range(5):
             create_group(
-                team_id=self.team.pk, group_type_index=1, group_key=f"org:{i}", properties={"industry": f"{i}"}
+                team_id=self.team.pk,
+                group_type_index=1,
+                group_key=f"org:{i}",
+                properties={"industry": f"{i}"},
             )
 
         response = self.client.post(
@@ -3166,7 +3959,10 @@ def test_user_blast_radius_with_groups_multiple_queries(self):
 
         for i in range(10):
             create_group(
-                team_id=self.team.pk, group_type_index=0, group_key=f"org:{i}", properties={"industry": f"{i}"}
+                team_id=self.team.pk,
+                group_type_index=0,
+                group_key=f"org:{i}",
+                properties={"industry": f"{i}"},
             )
 
         response = self.client.post(
@@ -3206,7 +4002,10 @@ def test_user_blast_radius_with_groups_incorrect_group_type(self):
 
         for i in range(10):
             create_group(
-                team_id=self.team.pk, group_type_index=0, group_key=f"org:{i}", properties={"industry": f"{i}"}
+                team_id=self.team.pk,
+                group_type_index=0,
+                group_key=f"org:{i}",
+                properties={"industry": f"{i}"},
             )
 
         response = self.client.post(
@@ -3261,7 +4060,10 @@ def slow_query(execute, sql, *args, **kwargs):
     return execute(f"SELECT pg_sleep(1); {sql}", *args, **kwargs)
 
 
-@patch("posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected", return_value=True)
+@patch(
+    "posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected",
+    return_value=True,
+)
 class TestResiliency(TransactionTestCase, QueryMatchingTest):
     def setUp(self) -> None:
         return super().setUp()
@@ -3278,7 +4080,12 @@ def test_feature_flags_v3_with_group_properties(self, *args):
 
         GroupTypeMapping.objects.create(team=self.team, group_type="organization", group_type_index=0)
 
-        create_group(team_id=self.team.pk, group_type_index=0, group_key=f"org:1", properties={"industry": f"finance"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key=f"org:1",
+            properties={"industry": f"finance"},
+        )
 
         serialized_data = FeatureFlagSerializer(
             data={
@@ -3289,7 +4096,12 @@ def test_feature_flags_v3_with_group_properties(self, *args):
                     "groups": [
                         {
                             "properties": [
-                                {"key": "industry", "value": "finance", "type": "group", "group_type_index": 0}
+                                {
+                                    "key": "industry",
+                                    "value": "finance",
+                                    "type": "group",
+                                    "group_type_index": 0,
+                                }
                             ],
                             "rollout_percentage": None,
                         }
@@ -3326,7 +4138,6 @@ def test_feature_flags_v3_with_group_properties(self, *args):
 
         # now db is down
         with snapshot_postgres_queries_context(self), connection.execute_wrapper(QueryTimeoutWrapper()):
-
             with self.assertNumQueries(1):
                 all_flags, _, _, errors = get_all_feature_flags(team_id, "example_id", groups={"organization": "org:1"})
 
@@ -3372,7 +4183,11 @@ def test_feature_flags_v3_with_person_properties(self, mock_counter, *args):
         create_request = rf.post(f"api/projects/{self.team.pk}/feature_flags/", {"name": "xyz"})
         create_request.user = self.user
 
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
 
         serialized_data = FeatureFlagSerializer(
             data={
@@ -3382,7 +4197,12 @@ def test_feature_flags_v3_with_person_properties(self, mock_counter, *args):
                     "groups": [
                         {
                             "properties": [
-                                {"key": "email", "value": "tim@posthog.com", "type": "person", "operator": "exact"}
+                                {
+                                    "key": "email",
+                                    "value": "tim@posthog.com",
+                                    "type": "person",
+                                    "operator": "exact",
+                                }
                             ],
                             "rollout_percentage": None,
                         }
@@ -3426,7 +4246,9 @@ def test_feature_flags_v3_with_person_properties(self, mock_counter, *args):
             # # now db is down, but decide was sent email parameter with correct email
             with self.assertNumQueries(0):
                 all_flags, _, _, errors = get_all_feature_flags(
-                    team_id, "random", property_value_overrides={"email": "tim@posthog.com"}
+                    team_id,
+                    "random",
+                    property_value_overrides={"email": "tim@posthog.com"},
                 )
                 self.assertTrue(all_flags["property-flag"])
                 self.assertTrue(all_flags["default-flag"])
@@ -3439,7 +4261,9 @@ def test_feature_flags_v3_with_person_properties(self, mock_counter, *args):
             # # now db is down, but decide was sent email parameter with different email
             with self.assertNumQueries(0):
                 all_flags, _, _, errors = get_all_feature_flags(
-                    team_id, "example_id", property_value_overrides={"email": "tom@posthog.com"}
+                    team_id,
+                    "example_id",
+                    property_value_overrides={"email": "tom@posthog.com"},
                 )
                 self.assertFalse(all_flags["property-flag"])
                 self.assertTrue(all_flags["default-flag"])
@@ -3457,7 +4281,11 @@ def test_feature_flags_v3_with_a_working_slow_db(self, mock_postgres_check):
         create_request = rf.post(f"api/projects/{self.team.pk}/feature_flags/", {"name": "xyz"})
         create_request.user = self.user
 
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
 
         serialized_data = FeatureFlagSerializer(
             data={
@@ -3467,7 +4295,12 @@ def test_feature_flags_v3_with_a_working_slow_db(self, mock_postgres_check):
                     "groups": [
                         {
                             "properties": [
-                                {"key": "email", "value": "tim@posthog.com", "type": "person", "operator": "exact"}
+                                {
+                                    "key": "email",
+                                    "value": "tim@posthog.com",
+                                    "type": "person",
+                                    "operator": "exact",
+                                }
                             ],
                             "rollout_percentage": None,
                         }
@@ -3502,7 +4335,8 @@ def test_feature_flags_v3_with_a_working_slow_db(self, mock_postgres_check):
 
         # now db is slow and times out
         with snapshot_postgres_queries_context(self), connection.execute_wrapper(slow_query), patch(
-            "posthog.models.feature_flag.flag_matching.FLAG_MATCHING_QUERY_TIMEOUT_MS", 500
+            "posthog.models.feature_flag.flag_matching.FLAG_MATCHING_QUERY_TIMEOUT_MS",
+            500,
         ):
             mock_postgres_check.return_value = False
             all_flags, _, _, errors = get_all_feature_flags(team_id, "example_id")
@@ -3514,7 +4348,9 @@ def test_feature_flags_v3_with_a_working_slow_db(self, mock_postgres_check):
             # # now db is down, but decide was sent email parameter with correct email
             with self.assertNumQueries(0):
                 all_flags, _, _, errors = get_all_feature_flags(
-                    team_id, "random", property_value_overrides={"email": "tim@posthog.com"}
+                    team_id,
+                    "random",
+                    property_value_overrides={"email": "tim@posthog.com"},
                 )
                 self.assertTrue(all_flags["property-flag"])
                 self.assertTrue(all_flags["default-flag"])
@@ -3523,7 +4359,9 @@ def test_feature_flags_v3_with_a_working_slow_db(self, mock_postgres_check):
             # # now db is down, but decide was sent email parameter with different email
             with self.assertNumQueries(0):
                 all_flags, _, _, errors = get_all_feature_flags(
-                    team_id, "example_id", property_value_overrides={"email": "tom@posthog.com"}
+                    team_id,
+                    "example_id",
+                    property_value_overrides={"email": "tom@posthog.com"},
                 )
                 self.assertFalse(all_flags["property-flag"])
                 self.assertTrue(all_flags["default-flag"])
@@ -3537,7 +4375,11 @@ def test_feature_flags_v3_with_slow_db_doesnt_try_to_compute_conditions_again(se
 
         team_id = self.team.pk
 
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
 
         FeatureFlag.objects.create(
             name="Alpha feature",
@@ -3546,7 +4388,12 @@ def test_feature_flags_v3_with_slow_db_doesnt_try_to_compute_conditions_again(se
                 "groups": [
                     {
                         "properties": [
-                            {"key": "email", "value": "tim@posthog.com", "type": "person", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "value": "tim@posthog.com",
+                                "type": "person",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": None,
                     }
@@ -3563,7 +4410,12 @@ def test_feature_flags_v3_with_slow_db_doesnt_try_to_compute_conditions_again(se
                 "groups": [
                     {
                         "properties": [
-                            {"key": "email", "value": "tim@posthog.com", "type": "person", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "value": "tim@posthog.com",
+                                "type": "person",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": None,
                     }
@@ -3593,7 +4445,8 @@ def test_feature_flags_v3_with_slow_db_doesnt_try_to_compute_conditions_again(se
 
         # now db is slow and times out
         with snapshot_postgres_queries_context(self), connection.execute_wrapper(slow_query), patch(
-            "posthog.models.feature_flag.flag_matching.FLAG_MATCHING_QUERY_TIMEOUT_MS", 500
+            "posthog.models.feature_flag.flag_matching.FLAG_MATCHING_QUERY_TIMEOUT_MS",
+            500,
         ), self.assertNumQueries(2):
             # no extra queries to get person properties for the second flag after first one failed
             all_flags, _, _, errors = get_all_feature_flags(team_id, "example_id")
@@ -3625,7 +4478,12 @@ def test_feature_flags_v3_with_group_properties_and_slow_db(self, mock_counter,
 
         GroupTypeMapping.objects.create(team=self.team, group_type="organization", group_type_index=0)
 
-        create_group(team_id=self.team.pk, group_type_index=0, group_key=f"org:1", properties={"industry": f"finance"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key=f"org:1",
+            properties={"industry": f"finance"},
+        )
 
         serialized_data = FeatureFlagSerializer(
             data={
@@ -3636,7 +4494,12 @@ def test_feature_flags_v3_with_group_properties_and_slow_db(self, mock_counter,
                     "groups": [
                         {
                             "properties": [
-                                {"key": "industry", "value": "finance", "type": "group", "group_type_index": 0}
+                                {
+                                    "key": "industry",
+                                    "value": "finance",
+                                    "type": "group",
+                                    "group_type_index": 0,
+                                }
                             ],
                             "rollout_percentage": None,
                         }
@@ -3673,9 +4536,9 @@ def test_feature_flags_v3_with_group_properties_and_slow_db(self, mock_counter,
 
         # now db is slow
         with snapshot_postgres_queries_context(self), connection.execute_wrapper(slow_query), patch(
-            "posthog.models.feature_flag.flag_matching.FLAG_MATCHING_QUERY_TIMEOUT_MS", 500
+            "posthog.models.feature_flag.flag_matching.FLAG_MATCHING_QUERY_TIMEOUT_MS",
+            500,
         ):
-
             with self.assertNumQueries(2):
                 all_flags, _, _, errors = get_all_feature_flags(team_id, "example_id", groups={"organization": "org:1"})
 
@@ -3731,7 +4594,9 @@ def test_feature_flags_v3_with_experience_continuity_working_slow_db(self, mock_
         create_request.user = self.user
 
         Person.objects.create(
-            team=self.team, distinct_ids=["example_id", "random"], properties={"email": "tim@posthog.com"}
+            team=self.team,
+            distinct_ids=["example_id", "random"],
+            properties={"email": "tim@posthog.com"},
         )
 
         serialized_data = FeatureFlagSerializer(
@@ -3742,7 +4607,12 @@ def test_feature_flags_v3_with_experience_continuity_working_slow_db(self, mock_
                     "groups": [
                         {
                             "properties": [
-                                {"key": "email", "value": "tim@posthog.com", "type": "person", "operator": "exact"}
+                                {
+                                    "key": "email",
+                                    "value": "tim@posthog.com",
+                                    "type": "person",
+                                    "operator": "exact",
+                                }
                             ],
                             "rollout_percentage": 91,
                         }
@@ -3776,7 +4646,8 @@ def test_feature_flags_v3_with_experience_continuity_working_slow_db(self, mock_
 
         # db is slow and times out
         with snapshot_postgres_queries_context(self), connection.execute_wrapper(slow_query), patch(
-            "posthog.models.feature_flag.flag_matching.FLAG_MATCHING_QUERY_TIMEOUT_MS", 500
+            "posthog.models.feature_flag.flag_matching.FLAG_MATCHING_QUERY_TIMEOUT_MS",
+            500,
         ):
             all_flags, _, _, errors = get_all_feature_flags(team_id, "example_id", hash_key_override="random")
 
@@ -3788,7 +4659,9 @@ def test_feature_flags_v3_with_experience_continuity_working_slow_db(self, mock_
             # still need to get hash key override from db, so should time out
             with self.assertNumQueries(2):
                 all_flags, _, _, errors = get_all_feature_flags(
-                    team_id, "random", property_value_overrides={"email": "tim@posthog.com"}
+                    team_id,
+                    "random",
+                    property_value_overrides={"email": "tim@posthog.com"},
                 )
                 self.assertTrue("property-flag" not in all_flags)
                 self.assertTrue(all_flags["default-flag"])
@@ -3813,7 +4686,9 @@ def test_feature_flags_v3_with_experience_continuity_and_incident_mode(self, moc
         create_request.user = self.user
 
         Person.objects.create(
-            team=self.team, distinct_ids=["example_id", "random"], properties={"email": "tim@posthog.com"}
+            team=self.team,
+            distinct_ids=["example_id", "random"],
+            properties={"email": "tim@posthog.com"},
         )
 
         serialized_data = FeatureFlagSerializer(
@@ -3824,7 +4699,12 @@ def test_feature_flags_v3_with_experience_continuity_and_incident_mode(self, moc
                     "groups": [
                         {
                             "properties": [
-                                {"key": "email", "value": "tim@posthog.com", "type": "person", "operator": "exact"}
+                                {
+                                    "key": "email",
+                                    "value": "tim@posthog.com",
+                                    "type": "person",
+                                    "operator": "exact",
+                                }
                             ],
                             "rollout_percentage": 91,
                         }
diff --git a/posthog/api/test/test_geoip.py b/posthog/api/test/test_geoip.py
index ecc6bb237989f..dae4ec7064ffc 100644
--- a/posthog/api/test/test_geoip.py
+++ b/posthog/api/test/test_geoip.py
@@ -14,7 +14,12 @@
 
 
 @pytest.mark.parametrize(
-    "test_input,expected", [(australia_ip, "Australia"), (uk_ip, "United Kingdom"), (us_ip_v6, "United States")]
+    "test_input,expected",
+    [
+        (australia_ip, "Australia"),
+        (uk_ip, "United Kingdom"),
+        (us_ip_v6, "United States"),
+    ],
 )
 def test_geoip_results(test_input, expected):
     properties = get_geoip_properties(test_input)
diff --git a/posthog/api/test/test_ingestion_warnings.py b/posthog/api/test/test_ingestion_warnings.py
index b6843f376766c..bdf3996955909 100644
--- a/posthog/api/test/test_ingestion_warnings.py
+++ b/posthog/api/test/test_ingestion_warnings.py
@@ -99,7 +99,13 @@ def test_ingestion_warnings_api(self):
                     {
                         "type": "another_type",
                         "lastSeen": "2021-11-15T00:00:00Z",
-                        "warnings": [{"type": "another_type", "timestamp": "2021-11-15T00:00:00Z", "details": {}}],
+                        "warnings": [
+                            {
+                                "type": "another_type",
+                                "timestamp": "2021-11-15T00:00:00Z",
+                                "details": {},
+                            }
+                        ],
                         "count": 1,
                     },
                 ]
diff --git a/posthog/api/test/test_insight.py b/posthog/api/test/test_insight.py
index 8becdf0ac7e60..c2b50abcaa468 100644
--- a/posthog/api/test/test_insight.py
+++ b/posthog/api/test/test_insight.py
@@ -358,7 +358,13 @@ def test_listing_insights_does_not_nplus1(self) -> None:
 
         # adding more insights doesn't change the query count
         self.assertEqual(
-            [FuzzyInt(10, 11), FuzzyInt(10, 11), FuzzyInt(10, 11), FuzzyInt(10, 11), FuzzyInt(10, 11)],
+            [
+                FuzzyInt(10, 11),
+                FuzzyInt(10, 11),
+                FuzzyInt(10, 11),
+                FuzzyInt(10, 11),
+                FuzzyInt(10, 11),
+            ],
             query_counts,
             f"received query counts\n\n{query_counts}",
         )
@@ -584,7 +590,9 @@ def test_can_update_insight_with_inconsistent_dashboards(self) -> None:
 
         # accidentally include a deleted dashboard
         _, update_response = self.dashboard_api.update_insight(
-            insight_id, {"dashboards": [deleted_dashboard_id]}, expected_status=status.HTTP_400_BAD_REQUEST
+            insight_id,
+            {"dashboards": [deleted_dashboard_id]},
+            expected_status=status.HTTP_400_BAD_REQUEST,
         )
 
         # confirm no updates happened
@@ -1408,7 +1416,12 @@ def test_insight_paths_basic(self) -> None:
             f"/api/projects/{self.team.id}/insights/path",
             data={
                 "properties": json.dumps(
-                    [{"key": "properties.test == 'val' and person.properties.$os == 'Mac'", "type": "hogql"}]
+                    [
+                        {
+                            "key": "properties.test == 'val' and person.properties.$os == 'Mac'",
+                            "type": "hogql",
+                        }
+                    ]
                 )
             },
         ).json()
@@ -1418,7 +1431,12 @@ def test_insight_paths_basic(self) -> None:
             f"/api/projects/{self.team.id}/insights/path",
             data={
                 "properties": json.dumps(
-                    [{"key": "properties.test == 'val' and person.properties.$os == 'Windows'", "type": "hogql"}]
+                    [
+                        {
+                            "key": "properties.test == 'val' and person.properties.$os == 'Windows'",
+                            "type": "hogql",
+                        }
+                    ]
                 )
             },
         ).json()
@@ -1549,24 +1567,40 @@ def test_logged_out_user_can_retrieve_insight_with_correct_insight_sharing_acces
             f"/api/projects/{self.team.id}/insights/?sharing_access_token={sharing_configuration.access_token}",
         )
 
-        self.assertEqual(response_invalid_token_retrieve.status_code, 403, response_invalid_token_retrieve.json())
+        self.assertEqual(
+            response_invalid_token_retrieve.status_code,
+            403,
+            response_invalid_token_retrieve.json(),
+        )
         self.assertEqual(
             response_invalid_token_retrieve.json(),
             self.unauthenticated_response("Sharing access token is invalid.", "authentication_failed"),
         )
-        self.assertEqual(response_incorrect_token_retrieve.status_code, 404, response_incorrect_token_retrieve.json())
+        self.assertEqual(
+            response_incorrect_token_retrieve.status_code,
+            404,
+            response_incorrect_token_retrieve.json(),
+        )
         self.assertEqual(
             response_incorrect_token_retrieve.json(),
             self.not_found_response(),
         )
-        self.assertEqual(response_correct_token_retrieve.status_code, 200, response_correct_token_retrieve.json())
+        self.assertEqual(
+            response_correct_token_retrieve.status_code,
+            200,
+            response_correct_token_retrieve.json(),
+        )
         self.assertDictContainsSubset(
             {
                 "name": "Foobar",
             },
             response_correct_token_retrieve.json(),
         )
-        self.assertEqual(response_correct_token_list.status_code, 200, response_correct_token_list.json())
+        self.assertEqual(
+            response_correct_token_list.status_code,
+            200,
+            response_correct_token_list.json(),
+        )
         # abcdfghi not returned as it's not related to this sharing configuration
         self.assertEqual(response_correct_token_list.json()["count"], 1)
         self.assertDictContainsSubset(
@@ -1622,7 +1656,8 @@ def test_logged_out_user_cannot_update_insight_with_correct_insight_sharing_acce
         self.assertEqual(
             response_retrieve.json(),
             self.unauthenticated_response(
-                "Sharing access token can only be used for GET requests.", "authentication_failed"
+                "Sharing access token can only be used for GET requests.",
+                "authentication_failed",
             ),
         )
 
@@ -1634,7 +1669,10 @@ def test_logged_out_user_cannot_retrieve_insight_with_disabled_insight_sharing_a
             short_id="12345678",
         )
         sharing_configuration = SharingConfiguration.objects.create(
-            team=self.team, insight=insight, enabled=False, access_token="xyz"  # DISABLED!
+            team=self.team,
+            insight=insight,
+            enabled=False,
+            access_token="xyz",  # DISABLED!
         )
 
         response_retrieve = self.client.get(
@@ -1708,16 +1746,28 @@ def test_logged_out_user_can_retrieve_insight_with_correct_dashboard_sharing_acc
             f"/api/projects/{self.team.id}/insights/?sharing_access_token={sharing_configuration.access_token}",
         )
 
-        self.assertEqual(response_incorrect_token_retrieve.status_code, 403, response_incorrect_token_retrieve.json())
+        self.assertEqual(
+            response_incorrect_token_retrieve.status_code,
+            403,
+            response_incorrect_token_retrieve.json(),
+        )
         self.assertEqual(
             response_incorrect_token_retrieve.json(),
             self.unauthenticated_response("Sharing access token is invalid.", "authentication_failed"),
         )
-        self.assertEqual(response_correct_token_retrieve.status_code, 200, response_correct_token_retrieve.json())
+        self.assertEqual(
+            response_correct_token_retrieve.status_code,
+            200,
+            response_correct_token_retrieve.json(),
+        )
         self.assertDictContainsSubset({"name": "Foobar"}, response_correct_token_retrieve.json())
         # Below checks that the deleted insight and non-deleted insight whose tile is deleted are not be retrievable
         # Also, the text tile should not affect things
-        self.assertEqual(response_correct_token_list.status_code, 200, response_correct_token_list.json())
+        self.assertEqual(
+            response_correct_token_list.status_code,
+            200,
+            response_correct_token_list.json(),
+        )
         self.assertEqual(response_correct_token_list.json()["count"], 1)
 
     def test_logged_out_user_cannot_retrieve_insight_with_correct_deleted_dashboard_sharing_access_token(self) -> None:
@@ -1738,7 +1788,11 @@ def test_logged_out_user_cannot_retrieve_insight_with_correct_deleted_dashboard_
             f"/api/projects/{self.team.id}/insights/?sharing_access_token={sharing_configuration.access_token}",
         )
 
-        self.assertEqual(response_correct_token_list.status_code, 200, response_correct_token_list.json())
+        self.assertEqual(
+            response_correct_token_list.status_code,
+            200,
+            response_correct_token_list.json(),
+        )
         self.assertEqual(response_correct_token_list.json()["count"], 0)
 
     def test_insight_trends_csv(self) -> None:
@@ -1928,7 +1982,14 @@ def test_get_recently_viewed_insights_excludes_query_based_insights_by_default(s
                             "properties.$lib",
                             "timestamp",
                         ],
-                        "properties": [{"type": "event", "key": "$browser", "operator": "exact", "value": "Chrome"}],
+                        "properties": [
+                            {
+                                "type": "event",
+                                "key": "$browser",
+                                "operator": "exact",
+                                "value": "Chrome",
+                            }
+                        ],
                         "limit": 100,
                     },
                 },
@@ -1962,7 +2023,14 @@ def test_get_recently_viewed_insights_can_include_query_based_insights(self) ->
                             "properties.$lib",
                             "timestamp",
                         ],
-                        "properties": [{"type": "event", "key": "$browser", "operator": "exact", "value": "Chrome"}],
+                        "properties": [
+                            {
+                                "type": "event",
+                                "key": "$browser",
+                                "operator": "exact",
+                                "value": "Chrome",
+                            }
+                        ],
                         "limit": 100,
                     },
                 },
@@ -2157,7 +2225,10 @@ def test_soft_delete_can_be_reversed_by_patch(self) -> None:
 
         self.client.patch(
             f"/api/projects/{self.team.id}/insights/{insight_id}",
-            {"deleted": True, "name": "an insight"},  # This request should work also if other fields are provided
+            {
+                "deleted": True,
+                "name": "an insight",
+            },  # This request should work also if other fields are provided
         )
 
         self.assertEqual(
@@ -2167,7 +2238,10 @@ def test_soft_delete_can_be_reversed_by_patch(self) -> None:
 
         update_response = self.client.patch(
             f"/api/projects/{self.team.id}/insights/{insight_id}",
-            {"deleted": False, "name": "an insight"},  # This request should work also if other fields are provided
+            {
+                "deleted": False,
+                "name": "an insight",
+            },  # This request should work also if other fields are provided
         )
         self.assertEqual(update_response.status_code, status.HTTP_200_OK)
 
@@ -2201,7 +2275,8 @@ def test_soft_delete_cannot_be_reversed_for_another_team(self) -> None:
         )
 
         other_update_response = self.client.patch(
-            f"/api/projects/{self.team.id}/insights/{other_insight.id}", {"deleted": False}
+            f"/api/projects/{self.team.id}/insights/{other_insight.id}",
+            {"deleted": False},
         )
         self.assertEqual(other_update_response.status_code, status.HTTP_404_NOT_FOUND)
 
@@ -2244,7 +2319,12 @@ def test_insight_trend_hogql_global_filters(self) -> None:
         _create_person(team=self.team, distinct_ids=["1"], properties={"fish": "there is no fish"})
         with freeze_time("2012-01-14T03:21:34.000Z"):
             for i in range(25):
-                _create_event(team=self.team, event="$pageview", distinct_id="1", properties={"int_value": i})
+                _create_event(
+                    team=self.team,
+                    event="$pageview",
+                    distinct_id="1",
+                    properties={"int_value": i},
+                )
         with freeze_time("2012-01-15T04:01:34.000Z"):
             # 25 events total
             response = self.client.get(
@@ -2261,8 +2341,14 @@ def test_insight_trend_hogql_global_filters(self) -> None:
                     "events": json.dumps([{"id": "$pageview"}]),
                     "properties": json.dumps(
                         [
-                            {"key": "toInt(properties.int_value) > 10 and 'bla' != 'a%sd'", "type": "hogql"},
-                            {"key": "like(person.properties.fish, '%fish%')", "type": "hogql"},
+                            {
+                                "key": "toInt(properties.int_value) > 10 and 'bla' != 'a%sd'",
+                                "type": "hogql",
+                            },
+                            {
+                                "key": "like(person.properties.fish, '%fish%')",
+                                "type": "hogql",
+                            },
                         ]
                     ),
                 },
@@ -2283,7 +2369,11 @@ def test_insight_trend_hogql_global_filters(self) -> None:
                     ),
                 },
             )
-            self.assertEqual(response_placeholder.status_code, status.HTTP_400_BAD_REQUEST, response_placeholder.json())
+            self.assertEqual(
+                response_placeholder.status_code,
+                status.HTTP_400_BAD_REQUEST,
+                response_placeholder.json(),
+            )
             self.assertEqual(
                 response_placeholder.json(),
                 self.validation_error_response("Placeholders, such as {team_id}, are not supported in this context"),
@@ -2295,7 +2385,12 @@ def test_insight_trend_hogql_local_filters(self) -> None:
         _create_person(team=self.team, distinct_ids=["1"], properties={"fish": "there is no fish"})
         with freeze_time("2012-01-14T03:21:34.000Z"):
             for i in range(25):
-                _create_event(team=self.team, event="$pageview", distinct_id="1", properties={"int_value": i})
+                _create_event(
+                    team=self.team,
+                    event="$pageview",
+                    distinct_id="1",
+                    properties={"int_value": i},
+                )
         with freeze_time("2012-01-15T04:01:34.000Z"):
             # test trends local property filter
             response = self.client.get(
@@ -2311,7 +2406,10 @@ def test_insight_trend_hogql_local_filters(self) -> None:
                                             "key": "toInt(properties.int_value) < 10 and 'bla' != 'a%sd'",
                                             "type": "hogql",
                                         },
-                                        {"key": "like(person.properties.fish, '%fish%')", "type": "hogql"},
+                                        {
+                                            "key": "like(person.properties.fish, '%fish%')",
+                                            "type": "hogql",
+                                        },
                                     ]
                                 ),
                             }
@@ -2328,7 +2426,12 @@ def test_insight_trend_hogql_breakdown(self) -> None:
         _create_person(team=self.team, distinct_ids=["1"], properties={"fish": "there is no fish"})
         with freeze_time("2012-01-14T03:21:34.000Z"):
             for i in range(25):
-                _create_event(team=self.team, event="$pageview", distinct_id="1", properties={"int_value": i})
+                _create_event(
+                    team=self.team,
+                    event="$pageview",
+                    distinct_id="1",
+                    properties={"int_value": i},
+                )
         with freeze_time("2012-01-15T04:01:34.000Z"):
             # test trends breakdown
             response = self.client.get(
@@ -2349,9 +2452,23 @@ def test_insight_trend_hogql_breakdown(self) -> None:
     @also_test_with_materialized_columns(event_properties=["int_value"], person_properties=["fish"])
     def test_insight_funnels_hogql_global_filters(self) -> None:
         with freeze_time("2012-01-15T04:01:34.000Z"):
-            _create_person(team=self.team, distinct_ids=["1"], properties={"fish": "there is no fish"})
-            _create_event(team=self.team, event="user signed up", distinct_id="1", properties={"int_value": 1})
-            _create_event(team=self.team, event="user did things", distinct_id="1", properties={"int_value": 20})
+            _create_person(
+                team=self.team,
+                distinct_ids=["1"],
+                properties={"fish": "there is no fish"},
+            )
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="1",
+                properties={"int_value": 1},
+            )
+            _create_event(
+                team=self.team,
+                event="user did things",
+                distinct_id="1",
+                properties={"int_value": 20},
+            )
             response = self.client.post(
                 f"/api/projects/{self.team.id}/insights/funnel/",
                 {
@@ -2361,8 +2478,14 @@ def test_insight_funnels_hogql_global_filters(self) -> None:
                     ],
                     "properties": json.dumps(
                         [
-                            {"key": "toInt(properties.int_value) < 10 and 'bla' != 'a%sd'", "type": "hogql"},
-                            {"key": "like(person.properties.fish, '%fish%')", "type": "hogql"},
+                            {
+                                "key": "toInt(properties.int_value) < 10 and 'bla' != 'a%sd'",
+                                "type": "hogql",
+                            },
+                            {
+                                "key": "like(person.properties.fish, '%fish%')",
+                                "type": "hogql",
+                            },
                         ]
                     ),
                     "funnel_window_days": 14,
@@ -2381,9 +2504,23 @@ def test_insight_funnels_hogql_global_filters(self) -> None:
     @also_test_with_materialized_columns(event_properties=["int_value"], person_properties=["fish"])
     def test_insight_funnels_hogql_local_filters(self) -> None:
         with freeze_time("2012-01-15T04:01:34.000Z"):
-            _create_person(team=self.team, distinct_ids=["1"], properties={"fish": "there is no fish"})
-            _create_event(team=self.team, event="user signed up", distinct_id="1", properties={"int_value": 1})
-            _create_event(team=self.team, event="user did things", distinct_id="1", properties={"int_value": 20})
+            _create_person(
+                team=self.team,
+                distinct_ids=["1"],
+                properties={"fish": "there is no fish"},
+            )
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="1",
+                properties={"int_value": 1},
+            )
+            _create_event(
+                team=self.team,
+                event="user did things",
+                distinct_id="1",
+                properties={"int_value": 20},
+            )
             response = self.client.post(
                 f"/api/projects/{self.team.id}/insights/funnel/",
                 {
@@ -2394,8 +2531,14 @@ def test_insight_funnels_hogql_local_filters(self) -> None:
                             "order": 0,
                             "properties": json.dumps(
                                 [
-                                    {"key": "toInt(properties.int_value) < 10 and 'bla' != 'a%sd'", "type": "hogql"},
-                                    {"key": "like(person.properties.fish, '%fish%')", "type": "hogql"},
+                                    {
+                                        "key": "toInt(properties.int_value) < 10 and 'bla' != 'a%sd'",
+                                        "type": "hogql",
+                                    },
+                                    {
+                                        "key": "like(person.properties.fish, '%fish%')",
+                                        "type": "hogql",
+                                    },
                                 ]
                             ),
                         },
@@ -2405,8 +2548,14 @@ def test_insight_funnels_hogql_local_filters(self) -> None:
                             "order": 1,
                             "properties": json.dumps(
                                 [
-                                    {"key": "toInt(properties.int_value) < 10 and 'bla' != 'a%sd'", "type": "hogql"},
-                                    {"key": "like(person.properties.fish, '%fish%')", "type": "hogql"},
+                                    {
+                                        "key": "toInt(properties.int_value) < 10 and 'bla' != 'a%sd'",
+                                        "type": "hogql",
+                                    },
+                                    {
+                                        "key": "like(person.properties.fish, '%fish%')",
+                                        "type": "hogql",
+                                    },
                                 ]
                             ),
                         },
@@ -2427,9 +2576,23 @@ def test_insight_funnels_hogql_local_filters(self) -> None:
     @also_test_with_materialized_columns(event_properties=["int_value"], person_properties=["fish"])
     def test_insight_funnels_hogql_breakdown(self) -> None:
         with freeze_time("2012-01-15T04:01:34.000Z"):
-            _create_person(team=self.team, distinct_ids=["1"], properties={"fish": "there is no fish"})
-            _create_event(team=self.team, event="user signed up", distinct_id="1", properties={"int_value": 1})
-            _create_event(team=self.team, event="user did things", distinct_id="1", properties={"int_value": 20})
+            _create_person(
+                team=self.team,
+                distinct_ids=["1"],
+                properties={"fish": "there is no fish"},
+            )
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="1",
+                properties={"int_value": 1},
+            )
+            _create_event(
+                team=self.team,
+                event="user did things",
+                distinct_id="1",
+                properties={"int_value": 20},
+            )
             response = self.client.post(
                 f"/api/projects/{self.team.id}/insights/funnel/",
                 {
@@ -2441,7 +2604,10 @@ def test_insight_funnels_hogql_breakdown(self) -> None:
                     ],
                     "properties": json.dumps(
                         [
-                            {"key": "toInt(properties.int_value) < 10 and 'bla' != 'a%sd'", "type": "hogql"},
+                            {
+                                "key": "toInt(properties.int_value) < 10 and 'bla' != 'a%sd'",
+                                "type": "hogql",
+                            },
                         ]
                     ),
                     "funnel_window_days": 14,
@@ -2465,9 +2631,23 @@ def test_insight_funnels_hogql_breakdown(self) -> None:
     @also_test_with_materialized_columns(event_properties=["int_value"], person_properties=["fish"])
     def test_insight_funnels_hogql_breakdown_single(self) -> None:
         with freeze_time("2012-01-15T04:01:34.000Z"):
-            _create_person(team=self.team, distinct_ids=["1"], properties={"fish": "there is no fish"})
-            _create_event(team=self.team, event="user signed up", distinct_id="1", properties={"int_value": 1})
-            _create_event(team=self.team, event="user did things", distinct_id="1", properties={"int_value": 20})
+            _create_person(
+                team=self.team,
+                distinct_ids=["1"],
+                properties={"fish": "there is no fish"},
+            )
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="1",
+                properties={"int_value": 1},
+            )
+            _create_event(
+                team=self.team,
+                event="user did things",
+                distinct_id="1",
+                properties={"int_value": 20},
+            )
             response = self.client.post(
                 f"/api/projects/{self.team.id}/insights/funnel/",
                 {
@@ -2479,7 +2659,10 @@ def test_insight_funnels_hogql_breakdown_single(self) -> None:
                     ],
                     "properties": json.dumps(
                         [
-                            {"key": "toInt(properties.int_value) < 10 and 'bla' != 'a%sd'", "type": "hogql"},
+                            {
+                                "key": "toInt(properties.int_value) < 10 and 'bla' != 'a%sd'",
+                                "type": "hogql",
+                            },
                         ]
                     ),
                     "funnel_window_days": 14,
@@ -2502,21 +2685,49 @@ def test_insight_funnels_hogql_breakdown_single(self) -> None:
     def test_insight_funnels_hogql_aggregating_steps(self) -> None:
         with freeze_time("2012-01-15T04:01:34.000Z"):
             _create_person(team=self.team, distinct_ids=["1"], properties={"int_value": 1})
-            _create_event(team=self.team, event="user signed up", distinct_id="1", properties={"$browser": "Chrome"})
-            _create_event(team=self.team, event="user signed up", distinct_id="1", properties={"$browser": "Firefox"})
-            _create_event(team=self.team, event="user did things", distinct_id="1", properties={"$browser": "Chrome"})
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="1",
+                properties={"$browser": "Chrome"},
+            )
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="1",
+                properties={"$browser": "Firefox"},
+            )
+            _create_event(
+                team=self.team,
+                event="user did things",
+                distinct_id="1",
+                properties={"$browser": "Chrome"},
+            )
             response = self.client.post(
                 f"/api/projects/{self.team.id}/insights/funnel/",
                 {
                     "insight": "FUNNELS",
                     "entity_type": "events",
                     "events": [
-                        {"id": "user signed up", "type": "events", "order": 0, "math": "total"},
-                        {"id": "user did things", "type": "events", "order": 1, "math": "total"},
+                        {
+                            "id": "user signed up",
+                            "type": "events",
+                            "order": 0,
+                            "math": "total",
+                        },
+                        {
+                            "id": "user did things",
+                            "type": "events",
+                            "order": 1,
+                            "math": "total",
+                        },
                     ],
                     "properties": json.dumps(
                         [
-                            {"key": "toInt(person.properties.int_value) < 10 and 'bla' != 'a%sd'", "type": "hogql"},
+                            {
+                                "key": "toInt(person.properties.int_value) < 10 and 'bla' != 'a%sd'",
+                                "type": "hogql",
+                            },
                         ]
                     ),
                     "funnel_aggregate_by_hogql": "properties.$browser",
@@ -2535,11 +2746,26 @@ def test_insight_funnels_hogql_aggregating_steps(self) -> None:
     def test_insight_funnels_hogql_aggregating_time_to_convert(self) -> None:
         with freeze_time("2012-01-15T04:01:34.000Z"):
             _create_person(team=self.team, distinct_ids=["1"], properties={"int_value": 1})
-            _create_event(team=self.team, event="user signed up", distinct_id="1", properties={"$browser": "Chrome"})
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="1",
+                properties={"$browser": "Chrome"},
+            )
         with freeze_time("2012-01-15T04:01:36.500Z"):
-            _create_event(team=self.team, event="user signed up", distinct_id="1", properties={"$browser": "Firefox"})
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="1",
+                properties={"$browser": "Firefox"},
+            )
         with freeze_time("2012-01-15T04:01:38.200Z"):
-            _create_event(team=self.team, event="user did things", distinct_id="1", properties={"$browser": "Chrome"})
+            _create_event(
+                team=self.team,
+                event="user did things",
+                distinct_id="1",
+                properties={"$browser": "Chrome"},
+            )
         with freeze_time("2012-01-16T04:01:38.200Z"):
             response = self.client.post(
                 f"/api/projects/{self.team.id}/insights/funnel/",
@@ -2547,12 +2773,25 @@ def test_insight_funnels_hogql_aggregating_time_to_convert(self) -> None:
                     "insight": "FUNNELS",
                     "entity_type": "events",
                     "events": [
-                        {"id": "user signed up", "type": "events", "order": 0, "math": "total"},
-                        {"id": "user did things", "type": "events", "order": 1, "math": "total"},
+                        {
+                            "id": "user signed up",
+                            "type": "events",
+                            "order": 0,
+                            "math": "total",
+                        },
+                        {
+                            "id": "user did things",
+                            "type": "events",
+                            "order": 1,
+                            "math": "total",
+                        },
                     ],
                     "properties": json.dumps(
                         [
-                            {"key": "toInt(person.properties.int_value) < 10 and 'bla' != 'a%sd'", "type": "hogql"},
+                            {
+                                "key": "toInt(person.properties.int_value) < 10 and 'bla' != 'a%sd'",
+                                "type": "hogql",
+                            },
                         ]
                     ),
                     "funnel_aggregate_by_hogql": "properties.$browser",
@@ -2570,11 +2809,26 @@ def test_insight_funnels_hogql_aggregating_time_to_convert(self) -> None:
     def test_insight_funnels_hogql_aggregating_trends(self) -> None:
         with freeze_time("2012-01-15T04:01:34.000Z"):
             _create_person(team=self.team, distinct_ids=["1"], properties={"int_value": 1})
-            _create_event(team=self.team, event="user signed up", distinct_id="1", properties={"$browser": "Chrome"})
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="1",
+                properties={"$browser": "Chrome"},
+            )
         with freeze_time("2012-01-15T04:01:36.500Z"):
-            _create_event(team=self.team, event="user signed up", distinct_id="1", properties={"$browser": "Firefox"})
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="1",
+                properties={"$browser": "Firefox"},
+            )
         with freeze_time("2012-01-15T04:01:38.200Z"):
-            _create_event(team=self.team, event="user did things", distinct_id="1", properties={"$browser": "Chrome"})
+            _create_event(
+                team=self.team,
+                event="user did things",
+                distinct_id="1",
+                properties={"$browser": "Chrome"},
+            )
         with freeze_time("2012-01-16T04:01:38.200Z"):
             response = self.client.post(
                 f"/api/projects/{self.team.id}/insights/funnel/",
@@ -2587,7 +2841,10 @@ def test_insight_funnels_hogql_aggregating_trends(self) -> None:
                     ],
                     "properties": json.dumps(
                         [
-                            {"key": "toInt(person.properties.int_value) < 10 and 'bla' != 'a%sd'", "type": "hogql"},
+                            {
+                                "key": "toInt(person.properties.int_value) < 10 and 'bla' != 'a%sd'",
+                                "type": "hogql",
+                            },
                         ]
                     ),
                     "funnel_aggregate_by_hogql": "properties.$browser",
@@ -2597,7 +2854,10 @@ def test_insight_funnels_hogql_aggregating_trends(self) -> None:
             self.assertEqual(response.status_code, status.HTTP_200_OK)
             response_json = response.json()
             self.assertEqual(len(response_json["result"]), 1)
-            self.assertEqual(response_json["result"][0]["data"], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 50.0, 0.0])
+            self.assertEqual(
+                response_json["result"][0]["data"],
+                [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 50.0, 0.0],
+            )
             self.assertEqual(
                 response_json["result"][0]["days"],
                 [
@@ -2658,8 +2918,14 @@ def test_insight_retention_hogql(self) -> None:
                 data={
                     "properties": json.dumps(
                         [
-                            {"key": "toInt(properties.int_value) > 100 and 'bla' != 'a%sd'", "type": "hogql"},
-                            {"key": "like(person.properties.email, '%test.com%')", "type": "hogql"},
+                            {
+                                "key": "toInt(properties.int_value) > 100 and 'bla' != 'a%sd'",
+                                "type": "hogql",
+                            },
+                            {
+                                "key": "like(person.properties.email, '%test.com%')",
+                                "type": "hogql",
+                            },
                         ]
                     ),
                 },
@@ -2672,8 +2938,14 @@ def test_insight_retention_hogql(self) -> None:
                 data={
                     "properties": json.dumps(
                         [
-                            {"key": "toInt(properties.int_value) > 0 and 'bla' != 'a%sd'", "type": "hogql"},
-                            {"key": "like(person.properties.email, '%test.com%')", "type": "hogql"},
+                            {
+                                "key": "toInt(properties.int_value) > 0 and 'bla' != 'a%sd'",
+                                "type": "hogql",
+                            },
+                            {
+                                "key": "like(person.properties.email, '%test.com%')",
+                                "type": "hogql",
+                            },
                         ]
                     ),
                 },
diff --git a/posthog/api/test/test_insight_funnels.py b/posthog/api/test/test_insight_funnels.py
index 17f551e77194d..cdbcaf573b7ec 100644
--- a/posthog/api/test/test_insight_funnels.py
+++ b/posthog/api/test/test_insight_funnels.py
@@ -4,14 +4,21 @@
 from django.test.client import Client
 from rest_framework import status
 
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, snapshot_clickhouse_queries
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    snapshot_clickhouse_queries,
+)
 from posthog.test.test_journeys import journeys_for
 
 
 class ClickhouseTestFunnelTypes(ClickhouseTestMixin, APIBaseTest):
     def test_funnel_unordered_basic_post(self):
         journeys_for(
-            {"1": [{"event": "step one"}, {"event": "step two"}], "2": [{"event": "step one"}, {"event": "step two"}]},
+            {
+                "1": [{"event": "step one"}, {"event": "step two"}],
+                "2": [{"event": "step one"}, {"event": "step two"}],
+            },
             self.team,
         )
 
@@ -48,16 +55,46 @@ def test_unordered_funnel_with_breakdown_by_event_property(self):
 
         events = {
             "person1": [
-                {"event": "sign up", "timestamp": "2020-01-01", "properties": person1_properties},
-                {"event": "buy", "timestamp": "2020-01-02", "properties": person1_properties},
-                {"event": "play movie", "timestamp": "2020-01-03", "properties": person1_properties},
+                {
+                    "event": "sign up",
+                    "timestamp": "2020-01-01",
+                    "properties": person1_properties,
+                },
+                {
+                    "event": "buy",
+                    "timestamp": "2020-01-02",
+                    "properties": person1_properties,
+                },
+                {
+                    "event": "play movie",
+                    "timestamp": "2020-01-03",
+                    "properties": person1_properties,
+                },
             ],
             "person2": [
-                {"event": "buy", "timestamp": "2020-01-01", "properties": person2_properties},
-                {"event": "sign up", "timestamp": "2020-01-02", "properties": person2_properties},
-                {"event": "play movie", "timestamp": "2020-01-03", "properties": person2_properties},
+                {
+                    "event": "buy",
+                    "timestamp": "2020-01-01",
+                    "properties": person2_properties,
+                },
+                {
+                    "event": "sign up",
+                    "timestamp": "2020-01-02",
+                    "properties": person2_properties,
+                },
+                {
+                    "event": "play movie",
+                    "timestamp": "2020-01-03",
+                    "properties": person2_properties,
+                },
+            ],
+            "person3": [
+                {
+                    "event": "sign up",
+                    "timestamp": "2020-01-01",
+                    "properties": person3_properties,
+                }
             ],
-            "person3": [{"event": "sign up", "timestamp": "2020-01-01", "properties": person3_properties}],
         }
 
         journeys_for(team=self.team, events_by_person=events)
@@ -65,7 +102,11 @@ def test_unordered_funnel_with_breakdown_by_event_property(self):
         response = self.client.post(
             f"/api/projects/{self.team.pk}/insights/funnel/",
             {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": "FUNNELS",
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -80,17 +121,41 @@ def test_unordered_funnel_with_breakdown_by_event_property(self):
             {
                 "breakdown_value": "Chrome",
                 "steps": [
-                    {"name": "Completed 1 step", "converted": ["person1"], "dropped": []},
-                    {"name": "Completed 2 steps", "converted": ["person1"], "dropped": []},
-                    {"name": "Completed 3 steps", "converted": ["person1"], "dropped": []},
+                    {
+                        "name": "Completed 1 step",
+                        "converted": ["person1"],
+                        "dropped": [],
+                    },
+                    {
+                        "name": "Completed 2 steps",
+                        "converted": ["person1"],
+                        "dropped": [],
+                    },
+                    {
+                        "name": "Completed 3 steps",
+                        "converted": ["person1"],
+                        "dropped": [],
+                    },
                 ],
             },
             {
                 "breakdown_value": "Safari",
                 "steps": [
-                    {"name": "Completed 1 step", "converted": ["person2", "person3"], "dropped": []},
-                    {"name": "Completed 2 steps", "converted": ["person2"], "dropped": ["person3"]},
-                    {"name": "Completed 3 steps", "converted": ["person2"], "dropped": []},
+                    {
+                        "name": "Completed 1 step",
+                        "converted": ["person2", "person3"],
+                        "dropped": [],
+                    },
+                    {
+                        "name": "Completed 2 steps",
+                        "converted": ["person2"],
+                        "dropped": ["person3"],
+                    },
+                    {
+                        "name": "Completed 3 steps",
+                        "converted": ["person2"],
+                        "dropped": [],
+                    },
                 ],
             },
         ]
@@ -138,13 +203,33 @@ def test_strict_funnel_with_breakdown_by_event_property(self):
 
         events = {
             "person1": [
-                {"event": "sign up", "timestamp": "2020-01-01", "properties": chrome_properties},
-                {"event": "play movie", "timestamp": "2020-01-02", "properties": chrome_properties},
-                {"event": "buy", "timestamp": "2020-01-03", "properties": chrome_properties},
+                {
+                    "event": "sign up",
+                    "timestamp": "2020-01-01",
+                    "properties": chrome_properties,
+                },
+                {
+                    "event": "play movie",
+                    "timestamp": "2020-01-02",
+                    "properties": chrome_properties,
+                },
+                {
+                    "event": "buy",
+                    "timestamp": "2020-01-03",
+                    "properties": chrome_properties,
+                },
             ],
             "person2": [
-                {"event": "sign up", "timestamp": "2020-01-01", "properties": safari_properties},
-                {"event": "play movie", "timestamp": "2020-01-02", "properties": safari_properties},
+                {
+                    "event": "sign up",
+                    "timestamp": "2020-01-01",
+                    "properties": safari_properties,
+                },
+                {
+                    "event": "play movie",
+                    "timestamp": "2020-01-02",
+                    "properties": safari_properties,
+                },
                 {
                     # This person should not convert here as we're in strict mode,
                     # and this event is not in the funnel definition
@@ -152,9 +237,19 @@ def test_strict_funnel_with_breakdown_by_event_property(self):
                     "timestamp": "2020-01-03",
                     "properties": safari_properties,
                 },
-                {"event": "buy", "timestamp": "2020-01-04", "properties": safari_properties},
+                {
+                    "event": "buy",
+                    "timestamp": "2020-01-04",
+                    "properties": safari_properties,
+                },
+            ],
+            "person3": [
+                {
+                    "event": "sign up",
+                    "timestamp": "2020-01-01",
+                    "properties": safari_properties,
+                }
             ],
-            "person3": [{"event": "sign up", "timestamp": "2020-01-01", "properties": safari_properties}],
         }
 
         journeys_for(team=self.team, events_by_person=events)
@@ -162,7 +257,11 @@ def test_strict_funnel_with_breakdown_by_event_property(self):
         response = self.client.post(
             f"/api/projects/{self.team.pk}/insights/funnel/",
             {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": "FUNNELS",
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -185,8 +284,16 @@ def test_strict_funnel_with_breakdown_by_event_property(self):
             {
                 "breakdown_value": "Safari",
                 "steps": [
-                    {"name": "sign up", "converted": ["person2", "person3"], "dropped": []},
-                    {"name": "play movie", "converted": ["person2"], "dropped": ["person3"]},
+                    {
+                        "name": "sign up",
+                        "converted": ["person2", "person3"],
+                        "dropped": [],
+                    },
+                    {
+                        "name": "play movie",
+                        "converted": ["person2"],
+                        "dropped": ["person3"],
+                    },
                     {"name": "buy", "converted": [], "dropped": ["person2"]},
                 ],
             },
@@ -203,16 +310,46 @@ def test_funnel_with_breakdown_by_event_property(self):
 
         events = {
             "person1": [
-                {"event": "sign up", "timestamp": "2020-01-01", "properties": person1_properties},
-                {"event": "play movie", "timestamp": "2020-01-02", "properties": person1_properties},
-                {"event": "buy", "timestamp": "2020-01-03", "properties": person1_properties},
+                {
+                    "event": "sign up",
+                    "timestamp": "2020-01-01",
+                    "properties": person1_properties,
+                },
+                {
+                    "event": "play movie",
+                    "timestamp": "2020-01-02",
+                    "properties": person1_properties,
+                },
+                {
+                    "event": "buy",
+                    "timestamp": "2020-01-03",
+                    "properties": person1_properties,
+                },
             ],
             "person2": [
-                {"event": "sign up", "timestamp": "2020-01-01", "properties": person2_properties},
-                {"event": "play movie", "timestamp": "2020-01-02", "properties": person2_properties},
-                {"event": "buy", "timestamp": "2020-01-03", "properties": person2_properties},
+                {
+                    "event": "sign up",
+                    "timestamp": "2020-01-01",
+                    "properties": person2_properties,
+                },
+                {
+                    "event": "play movie",
+                    "timestamp": "2020-01-02",
+                    "properties": person2_properties,
+                },
+                {
+                    "event": "buy",
+                    "timestamp": "2020-01-03",
+                    "properties": person2_properties,
+                },
+            ],
+            "person3": [
+                {
+                    "event": "sign up",
+                    "timestamp": "2020-01-01",
+                    "properties": person3_properties,
+                }
             ],
-            "person3": [{"event": "sign up", "timestamp": "2020-01-01", "properties": person3_properties}],
         }
 
         journeys_for(team=self.team, events_by_person=events)
@@ -220,7 +357,11 @@ def test_funnel_with_breakdown_by_event_property(self):
         response = self.client.post(
             f"/api/projects/{self.team.pk}/insights/funnel/",
             {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": "FUNNELS",
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -242,8 +383,16 @@ def test_funnel_with_breakdown_by_event_property(self):
             {
                 "breakdown_value": "Safari",
                 "steps": [
-                    {"name": "sign up", "converted": ["person2", "person3"], "dropped": []},
-                    {"name": "play movie", "converted": ["person2"], "dropped": ["person3"]},
+                    {
+                        "name": "sign up",
+                        "converted": ["person2", "person3"],
+                        "dropped": [],
+                    },
+                    {
+                        "name": "play movie",
+                        "converted": ["person2"],
+                        "dropped": ["person3"],
+                    },
                     {"name": "buy", "converted": ["person2"], "dropped": []},
                 ],
             },
@@ -577,16 +726,24 @@ def test_funnel_time_to_convert_auto_bins_unordered(self):
 
     def test_funnel_invalid_action_handled(self):
         response = self.client.post(
-            f"/api/projects/{self.team.id}/insights/funnel/", {"actions": [{"id": 666, "type": "actions", "order": 0}]}
+            f"/api/projects/{self.team.id}/insights/funnel/",
+            {"actions": [{"id": 666, "type": "actions", "order": 0}]},
         )
 
         self.assertEqual(response.status_code, 400)
-        self.assertEqual(response.json(), self.validation_error_response("Action ID 666 does not exist!"))
+        self.assertEqual(
+            response.json(),
+            self.validation_error_response("Action ID 666 does not exist!"),
+        )
 
     def test_funnel_basic_exclusions(self):
         journeys_for(
             {
-                "1": [{"event": "step one"}, {"event": "step x"}, {"event": "step two"}],
+                "1": [
+                    {"event": "step one"},
+                    {"event": "step x"},
+                    {"event": "step two"},
+                ],
                 "2": [{"event": "step one"}, {"event": "step two"}],
             },
             self.team,
@@ -599,7 +756,14 @@ def test_funnel_basic_exclusions(self):
                     {"id": "step one", "type": "events", "order": 0},
                     {"id": "step two", "type": "events", "order": 1},
                 ],
-                "exclusions": [{"id": "step x", "type": "events", "funnel_from_step": 0, "funnel_to_step": 1}],
+                "exclusions": [
+                    {
+                        "id": "step x",
+                        "type": "events",
+                        "funnel_from_step": 0,
+                        "funnel_to_step": 1,
+                    }
+                ],
                 "funnel_window_days": 14,
                 "insight": "funnels",
             },
@@ -622,7 +786,11 @@ def test_funnel_basic_exclusions(self):
     def test_funnel_invalid_exclusions(self):
         journeys_for(
             {
-                "1": [{"event": "step one"}, {"event": "step x"}, {"event": "step two"}],
+                "1": [
+                    {"event": "step one"},
+                    {"event": "step x"},
+                    {"event": "step two"},
+                ],
                 "2": [{"event": "step one"}, {"event": "step two"}],
             },
             self.team,
@@ -660,7 +828,8 @@ def test_funnel_invalid_exclusions(self):
             if error:
                 self.assertEqual(response.status_code, 400)
                 self.assertEqual(
-                    response.json(), self.validation_error_response("Exclusion event can't be the same as funnel step")
+                    response.json(),
+                    self.validation_error_response("Exclusion event can't be the same as funnel step"),
                 )
             else:
                 self.assertEqual(response.status_code, 200)
@@ -669,12 +838,24 @@ def test_single_property_breakdown(self):
         journeys_for(
             {
                 "person1": [
-                    {"event": "$pageview", "properties": {"$browser": "Chrome", "$browser_version": 95}},
-                    {"event": "$pageleave", "properties": {"$browser": "Chrome", "$browser_version": 95}},
+                    {
+                        "event": "$pageview",
+                        "properties": {"$browser": "Chrome", "$browser_version": 95},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "properties": {"$browser": "Chrome", "$browser_version": 95},
+                    },
                 ],
                 "person2": [
-                    {"event": "$pageview", "properties": {"$browser": "Safari", "$browser_version": 11}},
-                    {"event": "$pageview", "properties": {"$browser": "Safari", "$browser_version": 11}},
+                    {
+                        "event": "$pageview",
+                        "properties": {"$browser": "Safari", "$browser_version": 11},
+                    },
+                    {
+                        "event": "$pageview",
+                        "properties": {"$browser": "Safari", "$browser_version": 11},
+                    },
                 ],
             },
             self.team,
@@ -686,7 +867,12 @@ def test_single_property_breakdown(self):
             "actions": [],
             "events": [
                 {"id": "$pageview", "name": "$pageview", "type": "events", "order": 0},
-                {"id": "$pageleave", "name": "$pageleave", "type": "events", "order": 1},
+                {
+                    "id": "$pageleave",
+                    "name": "$pageleave",
+                    "type": "events",
+                    "order": 1,
+                },
             ],
             "display": "FunnelViz",
             "interval": "day",
@@ -699,7 +885,10 @@ def test_single_property_breakdown(self):
             "funnel_to_step": 1,
         }
 
-        response = self.client.post(f"/api/projects/{self.team.id}/insights/funnel?refresh=true", filter_with_breakdown)
+        response = self.client.post(
+            f"/api/projects/{self.team.id}/insights/funnel?refresh=true",
+            filter_with_breakdown,
+        )
         self.assertEqual(200, response.status_code)
 
         response_data = response.json()
@@ -729,12 +918,24 @@ def test_multi_property_breakdown(self):
         journeys_for(
             {
                 "person1": [
-                    {"event": "$pageview", "properties": {"$browser": "Chrome", "$browser_version": 95}},
-                    {"event": "$pageleave", "properties": {"$browser": "Chrome", "$browser_version": 95}},
+                    {
+                        "event": "$pageview",
+                        "properties": {"$browser": "Chrome", "$browser_version": 95},
+                    },
+                    {
+                        "event": "$pageleave",
+                        "properties": {"$browser": "Chrome", "$browser_version": 95},
+                    },
                 ],
                 "person2": [
-                    {"event": "$pageview", "properties": {"$browser": "Safari", "$browser_version": 11}},
-                    {"event": "$pageview", "properties": {"$browser": "Safari", "$browser_version": 11}},
+                    {
+                        "event": "$pageview",
+                        "properties": {"$browser": "Safari", "$browser_version": 11},
+                    },
+                    {
+                        "event": "$pageview",
+                        "properties": {"$browser": "Safari", "$browser_version": 11},
+                    },
                 ],
             },
             self.team,
@@ -746,7 +947,12 @@ def test_multi_property_breakdown(self):
             "actions": [],
             "events": [
                 {"id": "$pageview", "name": "$pageview", "type": "events", "order": 0},
-                {"id": "$pageleave", "name": "$pageleave", "type": "events", "order": 1},
+                {
+                    "id": "$pageleave",
+                    "name": "$pageleave",
+                    "type": "events",
+                    "order": 1,
+                },
             ],
             "display": "FunnelViz",
             "interval": "day",
@@ -759,7 +965,10 @@ def test_multi_property_breakdown(self):
             "funnel_to_step": 1,
         }
 
-        response = self.client.post(f"/api/projects/{self.team.id}/insights/funnel?refresh=true", filter_with_breakdown)
+        response = self.client.post(
+            f"/api/projects/{self.team.id}/insights/funnel?refresh=true",
+            filter_with_breakdown,
+        )
         self.assertEqual(200, response.status_code)
 
         response_data = response.json()
@@ -824,7 +1033,11 @@ def get_converted_and_dropped_people(client: Client, step):
         dropped_people = dropped_people_response.json()["results"][0]["people"]
         dropped_distinct_ids = [distinct_id for people in dropped_people for distinct_id in people["distinct_ids"]]
 
-    return {"name": step["name"], "converted": sorted(converted_distinct_ids), "dropped": sorted(dropped_distinct_ids)}
+    return {
+        "name": step["name"],
+        "converted": sorted(converted_distinct_ids),
+        "dropped": sorted(dropped_distinct_ids),
+    }
 
 
 def get_funnel_people_breakdown_by_step(client: Client, funnel_response):
diff --git a/posthog/api/test/test_insight_query.py b/posthog/api/test/test_insight_query.py
index 1b6b8c0453881..a2f2b8e9ab9da 100644
--- a/posthog/api/test/test_insight_query.py
+++ b/posthog/api/test/test_insight_query.py
@@ -29,7 +29,14 @@ def test_can_save_valid_events_query_to_an_insight(self) -> None:
                         "properties.$lib",
                         "timestamp",
                     ],
-                    "properties": [{"type": "event", "key": "$browser", "operator": "exact", "value": "Chrome"}],
+                    "properties": [
+                        {
+                            "type": "event",
+                            "key": "$browser",
+                            "operator": "exact",
+                            "value": "Chrome",
+                        }
+                    ],
                     "limit": 100,
                 },
             },
@@ -52,7 +59,14 @@ def test_can_save_valid_events_table_query_to_an_insight(self) -> None:
                             "properties.$lib",
                             "timestamp",
                         ],
-                        "properties": [{"type": "event", "key": "$browser", "operator": "exact", "value": "Chrome"}],
+                        "properties": [
+                            {
+                                "type": "event",
+                                "key": "$browser",
+                                "operator": "exact",
+                                "value": "Chrome",
+                            }
+                        ],
                         "limit": 100,
                     },
                 },
@@ -69,7 +83,14 @@ def test_can_save_valid_persons_table_query_to_an_insight(self) -> None:
                     "columns": ["person", "id", "created_at", "person.$delete"],
                     "source": {
                         "kind": "PersonsNode",
-                        "properties": [{"type": "person", "key": "$browser", "operator": "exact", "value": "Chrome"}],
+                        "properties": [
+                            {
+                                "type": "person",
+                                "key": "$browser",
+                                "operator": "exact",
+                                "value": "Chrome",
+                            }
+                        ],
                     },
                 },
             },
@@ -85,7 +106,14 @@ def test_no_default_filters_on_insight_query(self) -> None:
                     "columns": ["person", "id", "created_at", "person.$delete"],
                     "source": {
                         "kind": "PersonsNode",
-                        "properties": [{"type": "person", "key": "$browser", "operator": "exact", "value": "Chrome"}],
+                        "properties": [
+                            {
+                                "type": "person",
+                                "key": "$browser",
+                                "operator": "exact",
+                                "value": "Chrome",
+                            }
+                        ],
                     },
                 },
             },
@@ -151,14 +179,22 @@ def test_can_save_insights_query_to_an_insight(self) -> None:
                             "custom_name": "Views",
                             "event": "$pageview",
                             "properties": [
-                                {"type": "event", "key": "$browser", "operator": "exact", "value": "Chrome"},
+                                {
+                                    "type": "event",
+                                    "key": "$browser",
+                                    "operator": "exact",
+                                    "value": "Chrome",
+                                },
                                 {"type": "cohort", "key": "id", "value": 2},
                             ],
                             "limit": 100,
                         }
                     ],
                     "trendsFilter": {"display": "ActionsAreaGraph"},
-                    "breakdown": {"breakdown": "$geoip_country_code", "breakdown_type": "event"},
+                    "breakdown": {
+                        "breakdown": "$geoip_country_code",
+                        "breakdown_type": "event",
+                    },
                 },
             },
         )
@@ -177,7 +213,14 @@ def test_cannot_save_invalid_persons_table_query_to_an_insight(self) -> None:
                     "kind": "DataTableNode",
                     "source": {
                         "kind": "PersonsNode",
-                        "properties": [{"type": "person", "key": "$browser", "operator": "exact", "value": "Chrome"}],
+                        "properties": [
+                            {
+                                "type": "person",
+                                "key": "$browser",
+                                "operator": "exact",
+                                "value": "Chrome",
+                            }
+                        ],
                     },
                 },
             },
@@ -194,7 +237,14 @@ def test_listing_insights_by_default_does_not_include_those_with_only_queries(se
                     "columns": ["person", "id", "created_at", "person.$delete"],
                     "source": {
                         "kind": "PersonsNode",
-                        "properties": [{"type": "person", "key": "$browser", "operator": "exact", "value": "Chrome"}],
+                        "properties": [
+                            {
+                                "type": "person",
+                                "key": "$browser",
+                                "operator": "exact",
+                                "value": "Chrome",
+                            }
+                        ],
                     },
                 },
             },
@@ -217,7 +267,14 @@ def test_can_list_insights_including_those_with_only_queries(self) -> None:
                     "columns": ["person", "id", "created_at", "person.$delete"],
                     "source": {
                         "kind": "PersonsNode",
-                        "properties": [{"type": "person", "key": "$browser", "operator": "exact", "value": "Chrome"}],
+                        "properties": [
+                            {
+                                "type": "person",
+                                "key": "$browser",
+                                "operator": "exact",
+                                "value": "Chrome",
+                            }
+                        ],
                     },
                 },
             },
diff --git a/posthog/api/test/test_instance_settings.py b/posthog/api/test/test_instance_settings.py
index 95d51c11baabd..cbc0d31abe088 100644
--- a/posthog/api/test/test_instance_settings.py
+++ b/posthog/api/test/test_instance_settings.py
@@ -1,8 +1,14 @@
 from django.core import mail
 from rest_framework import status
 
-from posthog.api.instance_settings import get_instance_setting as get_instance_setting_helper
-from posthog.models.instance_setting import get_instance_setting, override_instance_config, set_instance_setting
+from posthog.api.instance_settings import (
+    get_instance_setting as get_instance_setting_helper,
+)
+from posthog.models.instance_setting import (
+    get_instance_setting,
+    override_instance_config,
+    set_instance_setting,
+)
 from posthog.settings import CONSTANCE_CONFIG
 from posthog.test.base import APIBaseTest
 
@@ -14,7 +20,6 @@ def setUp(self):
         self.user.save()
 
     def test_list_instance_settings(self):
-
         response = self.client.get(f"/api/instance_settings/")
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         json_response = response.json()
@@ -41,7 +46,6 @@ def test_list_instance_settings(self):
                 self.assertEqual(item["value"], "")
 
     def test_can_retrieve_setting(self):
-
         response = self.client.get(f"/api/instance_settings/AUTO_START_ASYNC_MIGRATIONS")
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         json_response = response.json()
@@ -56,7 +60,6 @@ def test_can_retrieve_setting(self):
         self.assertEqual(json_response["editable"], True)
 
     def test_retrieve_secret_setting(self):
-
         response = self.client.get(f"/api/instance_settings/EMAIL_HOST_PASSWORD")
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         json_response = response.json()
@@ -83,13 +86,15 @@ def test_non_staff_user_cant_list_or_retrieve(self):
         response = self.client.get(f"/api/instance_settings/")
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertEqual(
-            response.json(), self.permission_denied_response("You are not a staff user, contact your instance admin.")
+            response.json(),
+            self.permission_denied_response("You are not a staff user, contact your instance admin."),
         )
 
         response = self.client.get(f"/api/instance_settings/AUTO_START_ASYNC_MIGRATIONS")
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertEqual(
-            response.json(), self.permission_denied_response("You are not a staff user, contact your instance admin.")
+            response.json(),
+            self.permission_denied_response("You are not a staff user, contact your instance admin."),
         )
 
     def test_update_setting(self):
@@ -108,7 +113,8 @@ def test_updating_email_settings(self):
         set_instance_setting("EMAIL_HOST", "localhost")
         with self.settings(SITE_URL="http://localhost:8000", CELERY_TASK_ALWAYS_EAGER=True):
             response = self.client.patch(
-                f"/api/instance_settings/EMAIL_DEFAULT_FROM", {"value": "hellohello@posthog.com"}
+                f"/api/instance_settings/EMAIL_DEFAULT_FROM",
+                {"value": "hellohello@posthog.com"},
             )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         self.assertEqual(response.json()["value"], "hellohello@posthog.com")
@@ -116,11 +122,16 @@ def test_updating_email_settings(self):
         self.assertEqual(mail.outbox[0].from_email, "hellohello@posthog.com")
         self.assertEqual(mail.outbox[0].subject, "This is a test email of your PostHog instance")
         html_message = mail.outbox[0].alternatives[0][0]  # type: ignore
-        self.validate_basic_html(html_message, "http://localhost:8000", preheader="Email successfully set up!")
+        self.validate_basic_html(
+            html_message,
+            "http://localhost:8000",
+            preheader="Email successfully set up!",
+        )
 
     def test_update_integer_setting(self):
         response = self.client.patch(
-            f"/api/instance_settings/ASYNC_MIGRATIONS_ROLLBACK_TIMEOUT", {"value": 48343943943}
+            f"/api/instance_settings/ASYNC_MIGRATIONS_ROLLBACK_TIMEOUT",
+            {"value": 48343943943},
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         self.assertEqual(response.json()["value"], 48343943943)
@@ -147,7 +158,8 @@ def test_non_staff_user_cant_update(self):
         response = self.client.get(f"/api/instance_settings/AUTO_START_ASYNC_MIGRATIONS", {"value": True})
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertEqual(
-            response.json(), self.permission_denied_response("You are not a staff user, contact your instance admin.")
+            response.json(),
+            self.permission_denied_response("You are not a staff user, contact your instance admin."),
         )
 
         self.assertEqual(get_instance_setting_helper("AUTO_START_ASYNC_MIGRATIONS").value, False)
diff --git a/posthog/api/test/test_instance_status.py b/posthog/api/test/test_instance_status.py
index a499451f01c89..9799c3f19bc17 100644
--- a/posthog/api/test/test_instance_status.py
+++ b/posthog/api/test/test_instance_status.py
@@ -10,8 +10,14 @@ class TestInstanceStatus(APIBaseTest):
     @pytest.mark.skip_on_multitenancy
     def test_instance_status_routes(self):
         self.assertEqual(self.client.get("/api/instance_status").status_code, status.HTTP_200_OK)
-        self.assertEqual(self.client.get("/api/instance_status/navigation").status_code, status.HTTP_200_OK)
-        self.assertEqual(self.client.get("/api/instance_status/queries").status_code, status.HTTP_200_OK)
+        self.assertEqual(
+            self.client.get("/api/instance_status/navigation").status_code,
+            status.HTTP_200_OK,
+        )
+        self.assertEqual(
+            self.client.get("/api/instance_status/queries").status_code,
+            status.HTTP_200_OK,
+        )
 
     def test_object_storage_when_disabled(self):
         with self.settings(OBJECT_STORAGE_ENABLED=False):
@@ -20,7 +26,14 @@ def test_object_storage_when_disabled(self):
 
         object_storage_metrics = [o for o in json["results"]["overview"] if o.get("key", None) == "object_storage"]
         self.assertEqual(
-            object_storage_metrics, [{"key": "object_storage", "metric": "Object Storage enabled", "value": False}]
+            object_storage_metrics,
+            [
+                {
+                    "key": "object_storage",
+                    "metric": "Object Storage enabled",
+                    "value": False,
+                }
+            ],
         )
 
     @patch("posthog.storage.object_storage._client")
@@ -35,8 +48,16 @@ def test_object_storage_when_enabled_but_unhealthy(self, patched_s3_client):
             self.assertEqual(
                 object_storage_metrics,
                 [
-                    {"key": "object_storage", "metric": "Object Storage enabled", "value": True},
-                    {"key": "object_storage", "metric": "Object Storage healthy", "value": False},
+                    {
+                        "key": "object_storage",
+                        "metric": "Object Storage enabled",
+                        "value": True,
+                    },
+                    {
+                        "key": "object_storage",
+                        "metric": "Object Storage healthy",
+                        "value": False,
+                    },
                 ],
             )
 
@@ -52,8 +73,16 @@ def test_object_storage_when_enabled_and_healthy(self, patched_s3_client):
             self.assertEqual(
                 object_storage_metrics,
                 [
-                    {"key": "object_storage", "metric": "Object Storage enabled", "value": True},
-                    {"key": "object_storage", "metric": "Object Storage healthy", "value": True},
+                    {
+                        "key": "object_storage",
+                        "metric": "Object Storage enabled",
+                        "value": True,
+                    },
+                    {
+                        "key": "object_storage",
+                        "metric": "Object Storage healthy",
+                        "value": True,
+                    },
                 ],
             )
 
diff --git a/posthog/api/test/test_kafka_inspector.py b/posthog/api/test/test_kafka_inspector.py
index 66cc38efab689..6a42741a47ff1 100644
--- a/posthog/api/test/test_kafka_inspector.py
+++ b/posthog/api/test/test_kafka_inspector.py
@@ -23,29 +23,40 @@ def _to_json(self, data: Union[Dict, List]) -> str:
     )
     def test_fetch_message(self, _):
         response = self.client.post(
-            "/api/kafka_inspector/fetch_message", data={"topic": "foo", "partition": 1, "offset": 0}
+            "/api/kafka_inspector/fetch_message",
+            data={"topic": "foo", "partition": 1, "offset": 0},
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         self.assertEqual(
             response.json(),
-            {"key": "k", "offset": 0, "partition": 0, "timestamp": 1650375470233, "topic": "foo", "value": "v"},
+            {
+                "key": "k",
+                "offset": 0,
+                "partition": 0,
+                "timestamp": 1650375470233,
+                "topic": "foo",
+                "value": "v",
+            },
         )
 
     def test_fetch_message_invalid_params(self):
         response = self.client.post(
-            "/api/kafka_inspector/fetch_message", data={"topic": "foo", "partition": "1", "offset": 0}
+            "/api/kafka_inspector/fetch_message",
+            data={"topic": "foo", "partition": "1", "offset": 0},
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(response.json(), {"error": "Invalid partition."})
 
         response = self.client.post(
-            "/api/kafka_inspector/fetch_message", data={"topic": 42, "partition": 1, "offset": 0}
+            "/api/kafka_inspector/fetch_message",
+            data={"topic": 42, "partition": 1, "offset": 0},
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(response.json(), {"error": "Invalid topic."})
 
         response = self.client.post(
-            "/api/kafka_inspector/fetch_message", data={"topic": "foo", "partition": 1, "offset": "0"}
+            "/api/kafka_inspector/fetch_message",
+            data={"topic": "foo", "partition": 1, "offset": "0"},
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(response.json(), {"error": "Invalid offset."})
diff --git a/posthog/api/test/test_organization.py b/posthog/api/test/test_organization.py
index 25a4909a0f877..450264b1d768e 100644
--- a/posthog/api/test/test_organization.py
+++ b/posthog/api/test/test_organization.py
@@ -69,7 +69,8 @@ def test_update_organization_if_admin(self):
 
         response_rename = self.client.patch(f"/api/organizations/{self.organization.id}", {"name": "QWERTY"})
         response_email = self.client.patch(
-            f"/api/organizations/{self.organization.id}", {"is_member_join_email_enabled": False}
+            f"/api/organizations/{self.organization.id}",
+            {"is_member_join_email_enabled": False},
         )
 
         self.assertEqual(response_rename.status_code, status.HTTP_200_OK)
@@ -88,7 +89,8 @@ def test_update_organization_if_owner(self):
 
         response_rename = self.client.patch(f"/api/organizations/{self.organization.id}", {"name": "QWERTY"})
         response_email = self.client.patch(
-            f"/api/organizations/{self.organization.id}", {"is_member_join_email_enabled": False}
+            f"/api/organizations/{self.organization.id}",
+            {"is_member_join_email_enabled": False},
         )
 
         self.assertEqual(response_rename.status_code, status.HTTP_200_OK)
@@ -103,7 +105,8 @@ def test_cannot_update_organization_if_not_owner_or_admin(self):
         self.organization_membership.save()
         response_rename = self.client.patch(f"/api/organizations/{self.organization.id}", {"name": "ASDFG"})
         response_email = self.client.patch(
-            f"/api/organizations/{self.organization.id}", {"is_member_join_email_enabled": False}
+            f"/api/organizations/{self.organization.id}",
+            {"is_member_join_email_enabled": False},
         )
         self.assertEqual(response_rename.status_code, status.HTTP_403_FORBIDDEN)
         self.assertEqual(response_email.status_code, status.HTTP_403_FORBIDDEN)
diff --git a/posthog/api/test/test_organization_domain.py b/posthog/api/test/test_organization_domain.py
index 2615880cbff20..f7f3e48b0b276 100644
--- a/posthog/api/test/test_organization_domain.py
+++ b/posthog/api/test/test_organization_domain.py
@@ -9,7 +9,12 @@
 from freezegun import freeze_time
 from rest_framework import status
 
-from posthog.models import Organization, OrganizationDomain, OrganizationMembership, Team
+from posthog.models import (
+    Organization,
+    OrganizationDomain,
+    OrganizationMembership,
+    Team,
+)
 from posthog.test.base import APIBaseTest, BaseTest
 
 
@@ -133,7 +138,10 @@ def test_creating_domain_on_self_hosted_is_automatically_verified(self):
 
         instance = OrganizationDomain.objects.get(id=response_data["id"])
         self.assertEqual(instance.domain, "the.posthog.com")
-        self.assertEqual(instance.verified_at, datetime.datetime(2021, 8, 8, 20, 20, 8, tzinfo=ZoneInfo("UTC")))
+        self.assertEqual(
+            instance.verified_at,
+            datetime.datetime(2021, 8, 8, 20, 20, 8, tzinfo=ZoneInfo("UTC")),
+        )
         self.assertEqual(instance.last_verification_retry, None)
         self.assertEqual(instance.sso_enforcement, "")
 
@@ -161,7 +169,13 @@ def test_cannot_create_invalid_domain(self):
         count = OrganizationDomain.objects.count()
         self.organization_membership.level = OrganizationMembership.Level.ADMIN
         self.organization_membership.save()
-        invalid_domains = ["test@posthog.com", "🦔🦔🦔.com", "one.two.c", "--alpha.com", "javascript: alert(1)"]
+        invalid_domains = [
+            "test@posthog.com",
+            "🦔🦔🦔.com",
+            "one.two.c",
+            "--alpha.com",
+            "javascript: alert(1)",
+        ]
 
         for _domain in invalid_domains:
             response = self.client.post("/api/organizations/@current/domains/", {"domain": _domain})
@@ -186,7 +200,11 @@ def test_can_request_verification_for_unverified_domains(self, mock_dns_query):
         mock_dns_query.return_value = FakeDNSResponse(
             [
                 dns.rrset.from_text(
-                    "_posthog-challenge.myposthog.com.", 3600, "IN", "TXT", self.domain.verification_challenge
+                    "_posthog-challenge.myposthog.com.",
+                    3600,
+                    "IN",
+                    "TXT",
+                    self.domain.verification_challenge,
                 )
             ]
         )
@@ -197,10 +215,16 @@ def test_can_request_verification_for_unverified_domains(self, mock_dns_query):
         response_data = response.json()
         self.domain.refresh_from_db()
         self.assertEqual(response_data["domain"], "myposthog.com")
-        self.assertEqual(response_data["verified_at"], self.domain.verified_at.strftime("%Y-%m-%dT%H:%M:%SZ"))
+        self.assertEqual(
+            response_data["verified_at"],
+            self.domain.verified_at.strftime("%Y-%m-%dT%H:%M:%SZ"),
+        )
         self.assertEqual(response_data["is_verified"], True)
 
-        self.assertEqual(self.domain.verified_at, datetime.datetime(2021, 8, 8, 20, 20, 8, tzinfo=ZoneInfo("UTC")))
+        self.assertEqual(
+            self.domain.verified_at,
+            datetime.datetime(2021, 8, 8, 20, 20, 8, tzinfo=ZoneInfo("UTC")),
+        )
         self.assertEqual(self.domain.is_verified, True)
 
     @patch("posthog.models.organization_domain.dns.resolver.resolve")
@@ -220,7 +244,8 @@ def test_domain_is_not_verified_with_missing_challenge(self, mock_dns_query):
         self.assertEqual(response_data["verified_at"], None)
         self.assertEqual(self.domain.verified_at, None)
         self.assertEqual(
-            self.domain.last_verification_retry, datetime.datetime(2021, 10, 10, 10, 10, 10, tzinfo=ZoneInfo("UTC"))
+            self.domain.last_verification_retry,
+            datetime.datetime(2021, 10, 10, 10, 10, 10, tzinfo=ZoneInfo("UTC")),
         )
 
     @patch("posthog.models.organization_domain.dns.resolver.resolve")
@@ -240,7 +265,8 @@ def test_domain_is_not_verified_with_missing_domain(self, mock_dns_query):
         self.assertEqual(response_data["verified_at"], None)
         self.assertEqual(self.domain.verified_at, None)
         self.assertEqual(
-            self.domain.last_verification_retry, datetime.datetime(2021, 10, 10, 10, 10, 10, tzinfo=ZoneInfo("UTC"))
+            self.domain.last_verification_retry,
+            datetime.datetime(2021, 10, 10, 10, 10, 10, tzinfo=ZoneInfo("UTC")),
         )
 
     @patch("posthog.models.organization_domain.dns.resolver.resolve")
@@ -249,7 +275,15 @@ def test_domain_is_not_verified_with_incorrect_challenge(self, mock_dns_query):
         self.organization_membership.save()
 
         mock_dns_query.return_value = FakeDNSResponse(
-            [dns.rrset.from_text("_posthog-challenge.myposthog.com.", 3600, "IN", "TXT", "incorrect_challenge")]
+            [
+                dns.rrset.from_text(
+                    "_posthog-challenge.myposthog.com.",
+                    3600,
+                    "IN",
+                    "TXT",
+                    "incorrect_challenge",
+                )
+            ]
         )
 
         with freeze_time("2021-10-10T10:10:10Z"):
@@ -262,7 +296,8 @@ def test_domain_is_not_verified_with_incorrect_challenge(self, mock_dns_query):
         self.assertEqual(response_data["verified_at"], None)
         self.assertEqual(self.domain.verified_at, None)
         self.assertEqual(
-            self.domain.last_verification_retry, datetime.datetime(2021, 10, 10, 10, 10, 10, tzinfo=ZoneInfo("UTC"))
+            self.domain.last_verification_retry,
+            datetime.datetime(2021, 10, 10, 10, 10, 10, tzinfo=ZoneInfo("UTC")),
         )
 
     def test_cannot_request_verification_for_verified_domains(self):
@@ -288,7 +323,8 @@ def test_only_admin_can_create_verified_domains(self):
         response = self.client.post("/api/organizations/@current/domains/", {"domain": "evil.posthog.com"})
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertEqual(
-            response.json(), self.permission_denied_response("Your organization access level is insufficient.")
+            response.json(),
+            self.permission_denied_response("Your organization access level is insufficient."),
         )
 
         self.assertEqual(OrganizationDomain.objects.count(), count)
@@ -297,7 +333,8 @@ def test_only_admin_can_request_verification(self):
         response = self.client.post(f"/api/organizations/@current/domains/{self.domain.id}/verify")
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertEqual(
-            response.json(), self.permission_denied_response("Your organization access level is insufficient.")
+            response.json(),
+            self.permission_denied_response("Your organization access level is insufficient."),
         )
 
         self.domain.refresh_from_db()
@@ -329,7 +366,8 @@ def test_cannot_enforce_sso_or_enable_jit_provisioning_on_unverified_domain(self
 
         # SSO Enforcement
         response = self.client.patch(
-            f"/api/organizations/@current/domains/{self.domain.id}/", {"sso_enforcement": "google-oauth2"}
+            f"/api/organizations/@current/domains/{self.domain.id}/",
+            {"sso_enforcement": "google-oauth2"},
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
@@ -346,7 +384,8 @@ def test_cannot_enforce_sso_or_enable_jit_provisioning_on_unverified_domain(self
 
         # JIT Provisioning
         response = self.client.patch(
-            f"/api/organizations/@current/domains/{self.domain.id}/", {"jit_provisioning_enabled": True}
+            f"/api/organizations/@current/domains/{self.domain.id}/",
+            {"jit_provisioning_enabled": True},
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
@@ -383,7 +422,8 @@ def test_only_admin_can_update_domain(self):
         )
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertEqual(
-            response.json(), self.permission_denied_response("Your organization access level is insufficient.")
+            response.json(),
+            self.permission_denied_response("Your organization access level is insufficient."),
         )
         self.domain.refresh_from_db()
         self.assertEqual(self.domain.jit_provisioning_enabled, False)
@@ -421,7 +461,8 @@ def test_only_admin_can_delete_domain(self):
         response = self.client.delete(f"/api/organizations/@current/domains/{self.domain.id}")
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertEqual(
-            response.json(), self.permission_denied_response("Your organization access level is insufficient.")
+            response.json(),
+            self.permission_denied_response("Your organization access level is insufficient."),
         )
         self.domain.refresh_from_db()
 
diff --git a/posthog/api/test/test_organization_invites.py b/posthog/api/test/test_organization_invites.py
index 4ab6f255487cd..0e52252781963 100644
--- a/posthog/api/test/test_organization_invites.py
+++ b/posthog/api/test/test_organization_invites.py
@@ -5,7 +5,11 @@
 from rest_framework import status
 
 from posthog.models.instance_setting import set_instance_setting
-from posthog.models.organization import Organization, OrganizationInvite, OrganizationMembership
+from posthog.models.organization import (
+    Organization,
+    OrganizationInvite,
+    OrganizationMembership,
+)
 from posthog.test.base import APIBaseTest
 
 NAME_SEEDS = ["John", "Jane", "Alice", "Bob", ""]
@@ -13,7 +17,6 @@
 
 class TestOrganizationInvitesAPI(APIBaseTest):
     def helper_generate_bulk_invite_payload(self, count: int):
-
         payload = []
 
         for i in range(0, count):
@@ -114,7 +117,11 @@ def test_add_organization_invite_with_email(self, mock_capture):
             self.user.distinct_id,
             "team invite executed",
             properties=capture_props,
-            groups={"instance": ANY, "organization": str(self.team.organization_id), "project": str(self.team.uuid)},
+            groups={
+                "instance": ANY,
+                "organization": str(self.team.organization_id),
+                "project": str(self.team.uuid),
+            },
         )
 
         self.assertEqual(mock_capture.call_count, 2)
@@ -188,7 +195,11 @@ def test_allow_bulk_creating_invites(self, mock_capture):
                 "current_member_count": 1,
                 "email_available": True,
             },
-            groups={"instance": ANY, "organization": str(self.team.organization_id), "project": str(self.team.uuid)},
+            groups={
+                "instance": ANY,
+                "organization": str(self.team.organization_id),
+                "project": str(self.team.uuid),
+            },
         )
 
         # Assert capture call for invitee
@@ -209,7 +220,11 @@ def test_maximum_20_invites_per_request(self):
         count = OrganizationInvite.objects.count()
         payload = self.helper_generate_bulk_invite_payload(21)
 
-        with self.settings(EMAIL_ENABLED=True, EMAIL_HOST="localhost", SITE_URL="http://test.posthog.com"):
+        with self.settings(
+            EMAIL_ENABLED=True,
+            EMAIL_HOST="localhost",
+            SITE_URL="http://test.posthog.com",
+        ):
             response = self.client.post("/api/organizations/@current/invites/bulk/", payload, format="json")
 
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
@@ -234,7 +249,11 @@ def test_invites_are_create_atomically(self):
         payload = self.helper_generate_bulk_invite_payload(5)
         payload[4]["target_email"] = None
 
-        with self.settings(EMAIL_ENABLED=True, EMAIL_HOST="localhost", SITE_URL="http://test.posthog.com"):
+        with self.settings(
+            EMAIL_ENABLED=True,
+            EMAIL_HOST="localhost",
+            SITE_URL="http://test.posthog.com",
+        ):
             response = self.client.post("/api/organizations/@current/invites/bulk/", payload, format="json")
 
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
@@ -251,8 +270,16 @@ def test_cannot_bulk_create_invites_for_another_organization(self):
         count = OrganizationInvite.objects.count()
         payload = self.helper_generate_bulk_invite_payload(3)
 
-        with self.settings(EMAIL_ENABLED=True, EMAIL_HOST="localhost", SITE_URL="http://test.posthog.com"):
-            response = self.client.post(f"/api/organizations/{another_org.id}/invites/bulk/", payload, format="json")
+        with self.settings(
+            EMAIL_ENABLED=True,
+            EMAIL_HOST="localhost",
+            SITE_URL="http://test.posthog.com",
+        ):
+            response = self.client.post(
+                f"/api/organizations/{another_org.id}/invites/bulk/",
+                payload,
+                format="json",
+            )
 
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertEqual(response.json(), self.permission_denied_response())
diff --git a/posthog/api/test/test_organization_members.py b/posthog/api/test/test_organization_members.py
index b60b12de89268..2416e5552fa9a 100644
--- a/posthog/api/test/test_organization_members.py
+++ b/posthog/api/test/test_organization_members.py
@@ -77,7 +77,8 @@ def test_change_organization_member_level(self):
         membership = OrganizationMembership.objects.create(user=user, organization=self.organization)
         self.assertEqual(membership.level, OrganizationMembership.Level.MEMBER)
         response = self.client.patch(
-            f"/api/organizations/@current/members/{user.uuid}", {"level": OrganizationMembership.Level.ADMIN}
+            f"/api/organizations/@current/members/{user.uuid}",
+            {"level": OrganizationMembership.Level.ADMIN},
         )
         self.assertEqual(response.status_code, 200)
         updated_membership = OrganizationMembership.objects.get(user=user, organization=self.organization)
@@ -110,7 +111,8 @@ def test_admin_can_promote_to_admin(self):
         membership = OrganizationMembership.objects.create(user=user, organization=self.organization)
         self.assertEqual(membership.level, OrganizationMembership.Level.MEMBER)
         response = self.client.patch(
-            f"/api/organizations/@current/members/{user.uuid}", {"level": OrganizationMembership.Level.ADMIN}
+            f"/api/organizations/@current/members/{user.uuid}",
+            {"level": OrganizationMembership.Level.ADMIN},
         )
         self.assertEqual(response.status_code, 200)
         updated_membership = OrganizationMembership.objects.get(user=user, organization=self.organization)
@@ -121,7 +123,8 @@ def test_change_organization_member_level_requires_admin(self):
         membership = OrganizationMembership.objects.create(user=user, organization=self.organization)
         self.assertEqual(membership.level, OrganizationMembership.Level.MEMBER)
         response = self.client.patch(
-            f"/api/organizations/@current/members/{user.uuid}/", {"level": OrganizationMembership.Level.ADMIN}
+            f"/api/organizations/@current/members/{user.uuid}/",
+            {"level": OrganizationMembership.Level.ADMIN},
         )
 
         updated_membership = OrganizationMembership.objects.get(user=user, organization=self.organization)
@@ -141,7 +144,8 @@ def test_cannot_change_own_organization_member_level(self):
         self.organization_membership.level = OrganizationMembership.Level.ADMIN
         self.organization_membership.save()
         response = self.client.patch(
-            f"/api/organizations/@current/members/{self.user.uuid}", {"level": OrganizationMembership.Level.MEMBER}
+            f"/api/organizations/@current/members/{self.user.uuid}",
+            {"level": OrganizationMembership.Level.MEMBER},
         )
         self.organization_membership.refresh_from_db()
         self.assertEqual(self.organization_membership.level, OrganizationMembership.Level.ADMIN)
@@ -164,7 +168,8 @@ def test_pass_ownership(self):
         self.organization_membership.level = OrganizationMembership.Level.OWNER
         self.organization_membership.save()
         response = self.client.patch(
-            f"/api/organizations/@current/members/{user.uuid}/", {"level": OrganizationMembership.Level.OWNER}
+            f"/api/organizations/@current/members/{user.uuid}/",
+            {"level": OrganizationMembership.Level.OWNER},
         )
         self.organization_membership.refresh_from_db()
         membership.refresh_from_db()
@@ -186,7 +191,8 @@ def test_pass_ownership_only_if_owner(self):
         self.organization_membership.level = OrganizationMembership.Level.ADMIN
         self.organization_membership.save()
         response = self.client.patch(
-            f"/api/organizations/@current/members/{user.uuid}/", {"level": OrganizationMembership.Level.OWNER}
+            f"/api/organizations/@current/members/{user.uuid}/",
+            {"level": OrganizationMembership.Level.OWNER},
         )
         self.organization_membership.refresh_from_db()
         membership.refresh_from_db()
diff --git a/posthog/api/test/test_person.py b/posthog/api/test/test_person.py
index b1d8d443d4d1d..549e13177f26c 100644
--- a/posthog/api/test/test_person.py
+++ b/posthog/api/test/test_person.py
@@ -29,7 +29,10 @@
 class TestPerson(ClickhouseTestMixin, APIBaseTest):
     def test_legacy_get_person_by_id(self) -> None:
         person = _create_person(
-            team=self.team, distinct_ids=["distinct_id"], properties={"email": "someone@gmail.com"}, immediate=True
+            team=self.team,
+            distinct_ids=["distinct_id"],
+            properties={"email": "someone@gmail.com"},
+            immediate=True,
         )
         flush_persons_and_events()
 
@@ -42,9 +45,15 @@ def test_legacy_get_person_by_id(self) -> None:
     @also_test_with_materialized_columns(event_properties=["email"], person_properties=["email"])
     @snapshot_clickhouse_queries
     def test_search(self) -> None:
-        _create_person(team=self.team, distinct_ids=["distinct_id"], properties={"email": "someone@gmail.com"})
         _create_person(
-            team=self.team, distinct_ids=["distinct_id_2"], properties={"email": "another@gmail.com", "name": "james"}
+            team=self.team,
+            distinct_ids=["distinct_id"],
+            properties={"email": "someone@gmail.com"},
+        )
+        _create_person(
+            team=self.team,
+            distinct_ids=["distinct_id_2"],
+            properties={"email": "another@gmail.com", "name": "james"},
         )
         _create_person(team=self.team, distinct_ids=["distinct_id_3"], properties={"name": "jane"})
 
@@ -60,7 +69,11 @@ def test_search(self) -> None:
     @also_test_with_materialized_columns(event_properties=["email"], person_properties=["email"])
     @snapshot_clickhouse_queries
     def test_search_person_id(self) -> None:
-        person = _create_person(team=self.team, distinct_ids=["distinct_id"], properties={"email": "someone@gmail.com"})
+        person = _create_person(
+            team=self.team,
+            distinct_ids=["distinct_id"],
+            properties={"email": "someone@gmail.com"},
+        )
         flush_persons_and_events()
         response = self.client.get(f"/api/person/?search={person.uuid}")
         self.assertEqual(response.status_code, status.HTTP_200_OK)
@@ -69,21 +82,47 @@ def test_search_person_id(self) -> None:
     @also_test_with_materialized_columns(event_properties=["email"], person_properties=["email"])
     @snapshot_clickhouse_queries
     def test_properties(self) -> None:
-        _create_person(team=self.team, distinct_ids=["distinct_id"], properties={"email": "someone@gmail.com"})
-        _create_person(team=self.team, distinct_ids=["distinct_id_2"], properties={"email": "another@gmail.com"})
+        _create_person(
+            team=self.team,
+            distinct_ids=["distinct_id"],
+            properties={"email": "someone@gmail.com"},
+        )
+        _create_person(
+            team=self.team,
+            distinct_ids=["distinct_id_2"],
+            properties={"email": "another@gmail.com"},
+        )
         _create_person(team=self.team, distinct_ids=["distinct_id_3"], properties={})
         flush_persons_and_events()
 
         response = self.client.get(
             "/api/person/?properties=%s"
-            % json.dumps([{"key": "email", "operator": "is_set", "value": "is_set", "type": "person"}])
+            % json.dumps(
+                [
+                    {
+                        "key": "email",
+                        "operator": "is_set",
+                        "value": "is_set",
+                        "type": "person",
+                    }
+                ]
+            )
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         self.assertEqual(len(response.json()["results"]), 2)
 
         response = self.client.get(
             "/api/person/?properties=%s"
-            % json.dumps([{"key": "email", "operator": "icontains", "value": "another@gm", "type": "person"}])
+            % json.dumps(
+                [
+                    {
+                        "key": "email",
+                        "operator": "icontains",
+                        "value": "another@gm",
+                        "type": "person",
+                    }
+                ]
+            )
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         self.assertEqual(len(response.json()["results"]), 1)
@@ -96,9 +135,21 @@ def test_person_property_values(self):
             team=self.team,
             properties={"random_prop": "asdf", "some other prop": "with some text"},
         )
-        _create_person(distinct_ids=["person_2"], team=self.team, properties={"random_prop": "asdf"})
-        _create_person(distinct_ids=["person_3"], team=self.team, properties={"random_prop": "qwerty"})
-        _create_person(distinct_ids=["person_4"], team=self.team, properties={"something_else": "qwerty"})
+        _create_person(
+            distinct_ids=["person_2"],
+            team=self.team,
+            properties={"random_prop": "asdf"},
+        )
+        _create_person(
+            distinct_ids=["person_3"],
+            team=self.team,
+            properties={"random_prop": "qwerty"},
+        )
+        _create_person(
+            distinct_ids=["person_4"],
+            team=self.team,
+            properties={"something_else": "qwerty"},
+        )
         flush_persons_and_events()
 
         response = self.client.get("/api/person/values/?key=random_prop")
@@ -118,7 +169,6 @@ def test_person_property_values(self):
     @also_test_with_materialized_columns(event_properties=["email"], person_properties=["email"])
     @snapshot_clickhouse_queries
     def test_filter_person_email(self):
-
         _create_person(
             team=self.team,
             distinct_ids=["distinct_id", "another_one"],
@@ -127,7 +177,10 @@ def test_filter_person_email(self):
             immediate=True,
         )
         person2: Person = _create_person(
-            team=self.team, distinct_ids=["distinct_id_2"], properties={"email": "another@gmail.com"}, immediate=True
+            team=self.team,
+            distinct_ids=["distinct_id_2"],
+            properties={"email": "another@gmail.com"},
+            immediate=True,
         )
         flush_persons_and_events()
 
@@ -142,7 +195,6 @@ def test_filter_person_email(self):
 
     @snapshot_clickhouse_queries
     def test_filter_person_prop(self):
-
         _create_person(
             team=self.team,
             distinct_ids=["distinct_id", "another_one"],
@@ -178,7 +230,10 @@ def test_filter_person_list(self):
             immediate=True,
         )
         person2: Person = _create_person(
-            team=self.team, distinct_ids=["distinct_id_2"], properties={"email": "another@gmail.com"}, immediate=True
+            team=self.team,
+            distinct_ids=["distinct_id_2"],
+            properties={"email": "another@gmail.com"},
+            immediate=True,
         )
         flush_persons_and_events()
 
@@ -210,13 +265,14 @@ def test_filter_person_list(self):
         self.assertEqual(len(response.json()["results"]), 0)
 
     def test_cant_see_another_organization_pii_with_filters(self):
-
         # Completely different organization
         another_org: Organization = Organization.objects.create()
         another_team: Team = Team.objects.create(organization=another_org)
         _create_person(team=another_team, distinct_ids=["distinct_id", "x_another_one"])
         _create_person(
-            team=another_team, distinct_ids=["x_distinct_id_2"], properties={"email": "team2_another@gmail.com"}
+            team=another_team,
+            distinct_ids=["x_distinct_id_2"],
+            properties={"email": "team2_another@gmail.com"},
         )
 
         # Person in current team
@@ -237,7 +293,10 @@ def test_cant_see_another_organization_pii_with_filters(self):
     @freeze_time("2021-08-25T22:09:14.252Z")
     def test_delete_person(self):
         person = _create_person(
-            team=self.team, distinct_ids=["person_1", "anonymous_id"], properties={"$os": "Chrome"}, immediate=True
+            team=self.team,
+            distinct_ids=["person_1", "anonymous_id"],
+            properties={"$os": "Chrome"},
+            immediate=True,
         )
         _create_event(event="test", team=self.team, distinct_id="person_1")
         _create_event(event="test", team=self.team, distinct_id="anonymous_id")
@@ -280,7 +339,7 @@ def test_delete_person(self):
         self.assertEqual([(100, 1, "{}")], ch_persons)
         # No async deletion is scheduled
         self.assertEqual(AsyncDeletion.objects.filter(team_id=self.team.id).count(), 0)
-        ch_events = sync_execute("SELECT count() FROM events WHERE team_id = %(team_id)s", {"team_id": self.team.pk})[
+        ch_events = sync_execute("SELECT count() FROM events WHERE team_id = %(team_id)s", {"team_id": self.team.pk},)[
             0
         ][0]
         self.assertEqual(ch_events, 3)
@@ -288,7 +347,10 @@ def test_delete_person(self):
     @freeze_time("2021-08-25T22:09:14.252Z")
     def test_delete_person_and_events(self):
         person = _create_person(
-            team=self.team, distinct_ids=["person_1", "anonymous_id"], properties={"$os": "Chrome"}, immediate=True
+            team=self.team,
+            distinct_ids=["person_1", "anonymous_id"],
+            properties={"$os": "Chrome"},
+            immediate=True,
         )
         _create_event(event="test", team=self.team, distinct_id="person_1")
         _create_event(event="test", team=self.team, distinct_id="anonymous_id")
@@ -315,7 +377,9 @@ def test_delete_person_and_events(self):
     def test_split_people_keep_props(self) -> None:
         # created first
         person1 = _create_person(
-            team=self.team, distinct_ids=["1", "2", "3"], properties={"$browser": "whatever", "$os": "Mac OS X"}
+            team=self.team,
+            distinct_ids=["1", "2", "3"],
+            properties={"$browser": "whatever", "$os": "Mac OS X"},
         )
 
         self.client.post("/api/person/%s/split/" % person1.pk, {"main_distinct_id": "1"})
@@ -411,7 +475,8 @@ def test_update_multiple_person_properties_validation(self) -> None:
 
         self.assertEqual(response.status_code, 400)
         self.assertEqual(
-            response.json(), self.validation_error_response("required", "This field is required.", "properties")
+            response.json(),
+            self.validation_error_response("required", "This field is required.", "properties"),
         )
 
     @mock.patch("posthog.api.person.capture_internal")
@@ -469,10 +534,17 @@ def test_delete_person_properties(self, mock_capture) -> None:
     def test_return_non_anonymous_name(self) -> None:
         _create_person(
             team=self.team,
-            distinct_ids=["distinct_id1", "17787c3099427b-0e8f6c86323ea9-33647309-1aeaa0-17787c30995b7c"],
+            distinct_ids=[
+                "distinct_id1",
+                "17787c3099427b-0e8f6c86323ea9-33647309-1aeaa0-17787c30995b7c",
+            ],
         )
         _create_person(
-            team=self.team, distinct_ids=["17787c327b-0e8f623ea9-336473-1aeaa0-17787c30995b7c", "distinct_id2"]
+            team=self.team,
+            distinct_ids=[
+                "17787c327b-0e8f623ea9-336473-1aeaa0-17787c30995b7c",
+                "distinct_id2",
+            ],
         )
         flush_persons_and_events()
 
@@ -487,7 +559,10 @@ def test_return_non_anonymous_name(self) -> None:
         )
         self.assertCountEqual(
             response["results"][1]["distinct_ids"],
-            ["distinct_id1", "17787c3099427b-0e8f6c86323ea9-33647309-1aeaa0-17787c30995b7c"],
+            [
+                "distinct_id1",
+                "17787c3099427b-0e8f6c86323ea9-33647309-1aeaa0-17787c30995b7c",
+            ],
         )
 
     def test_person_display_name(self) -> None:
@@ -496,12 +571,19 @@ def test_person_display_name(self) -> None:
         _create_person(
             team=self.team,
             distinct_ids=["distinct_id1"],
-            properties={"custom_name": "someone", "custom_email": "someone@custom.com", "email": "someone@gmail.com"},
+            properties={
+                "custom_name": "someone",
+                "custom_email": "someone@custom.com",
+                "email": "someone@gmail.com",
+            },
         )
         _create_person(
             team=self.team,
             distinct_ids=["distinct_id2"],
-            properties={"custom_email": "another_one@custom.com", "email": "another_one@gmail.com"},
+            properties={
+                "custom_email": "another_one@custom.com",
+                "email": "another_one@gmail.com",
+            },
         )
         _create_person(
             team=self.team,
@@ -542,9 +624,16 @@ def test_person_display_name_defaults(self) -> None:
         self.assertEqual(results[2]["name"], "distinct_id3")
 
     def test_person_cohorts(self) -> None:
-        _create_person(team=self.team, distinct_ids=["1"], properties={"$some_prop": "something", "number": 1})
+        _create_person(
+            team=self.team,
+            distinct_ids=["1"],
+            properties={"$some_prop": "something", "number": 1},
+        )
         person2 = _create_person(
-            team=self.team, distinct_ids=["2"], properties={"$some_prop": "something", "number": 2}, immediate=True
+            team=self.team,
+            distinct_ids=["2"],
+            properties={"$some_prop": "something", "number": 2},
+            immediate=True,
         )
         cohort1 = Cohort.objects.create(
             team=self.team,
@@ -552,17 +641,25 @@ def test_person_cohorts(self) -> None:
             name="cohort1",
         )
         cohort2 = Cohort.objects.create(
-            team=self.team, groups=[{"properties": [{"key": "number", "value": 1, "type": "person"}]}], name="cohort2"
+            team=self.team,
+            groups=[{"properties": [{"key": "number", "value": 1, "type": "person"}]}],
+            name="cohort2",
         )
         cohort3 = Cohort.objects.create(
-            team=self.team, groups=[{"properties": [{"key": "number", "value": 2, "type": "person"}]}], name="cohort3"
+            team=self.team,
+            groups=[{"properties": [{"key": "number", "value": 2, "type": "person"}]}],
+            name="cohort3",
         )
         cohort1.calculate_people_ch(pending_version=0)
         cohort2.calculate_people_ch(pending_version=0)
         cohort3.calculate_people_ch(pending_version=0)
 
         cohort4 = Cohort.objects.create(
-            team=self.team, groups=[], is_static=True, last_calculation=timezone.now(), name="cohort4"
+            team=self.team,
+            groups=[],
+            is_static=True,
+            last_calculation=timezone.now(),
+            name="cohort4",
         )
         cohort4.insert_users_by_list(["2"])
 
@@ -586,7 +683,8 @@ def test_split_person_clickhouse(self):
 
         people = Person.objects.all().order_by("id")
         clickhouse_people = sync_execute(
-            "SELECT id FROM person FINAL WHERE team_id = %(team_id)s", {"team_id": self.team.pk}
+            "SELECT id FROM person FINAL WHERE team_id = %(team_id)s",
+            {"team_id": self.team.pk},
         )
         self.assertCountEqual(clickhouse_people, [(person.uuid,) for person in people])
 
@@ -622,7 +720,10 @@ def test_patch_user_property_activity(self):
             person_id=person.uuid,
             expected=[
                 {
-                    "user": {"first_name": self.user.first_name, "email": self.user.email},
+                    "user": {
+                        "first_name": self.user.first_name,
+                        "email": self.user.email,
+                    },
                     "activity": "updated",
                     "created_at": "2021-08-25T22:09:14.252000Z",
                     "scope": "Person",
@@ -648,9 +749,15 @@ def test_patch_user_property_activity(self):
 
     def test_csv_export(self):
         _create_person(
-            team=self.team, distinct_ids=["1", "2", "3"], properties={"$browser": "whatever", "$os": "Mac OS X"}
+            team=self.team,
+            distinct_ids=["1", "2", "3"],
+            properties={"$browser": "whatever", "$os": "Mac OS X"},
+        )
+        _create_person(
+            team=self.team,
+            distinct_ids=["4"],
+            properties={"$browser": "whatever", "$os": "Windows"},
         )
-        _create_person(team=self.team, distinct_ids=["4"], properties={"$browser": "whatever", "$os": "Windows"})
 
         flush_persons_and_events()
         response = self.client.get("/api/person.csv")
@@ -668,7 +775,9 @@ def test_pagination_limit(self):
         for index in range(0, 19):
             created_ids.append(str(index + 100))
             Person.objects.create(  # creating without _create_person to guarentee created_at ordering
-                team=self.team, distinct_ids=[str(index + 100)], properties={"$browser": "whatever", "$os": "Windows"}
+                team=self.team,
+                distinct_ids=[str(index + 100)],
+                properties={"$browser": "whatever", "$os": "Windows"},
             )
 
         # Very occasionally, a person might be deleted in postgres but not in Clickhouse due to network issues or whatever
@@ -733,16 +842,21 @@ def test_rate_limits_for_persons_are_independent(self, rate_limit_enabled_mock,
 
         for _ in range(5):
             response = self.client.get(
-                f"/api/projects/{self.team.pk}/feature_flags", HTTP_AUTHORIZATION=f"Bearer {personal_api_key}"
+                f"/api/projects/{self.team.pk}/feature_flags",
+                HTTP_AUTHORIZATION=f"Bearer {personal_api_key}",
             )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
 
         # Call to flags gets rate limited
         response = self.client.get(
-            f"/api/projects/{self.team.pk}/feature_flags", HTTP_AUTHORIZATION=f"Bearer {personal_api_key}"
+            f"/api/projects/{self.team.pk}/feature_flags",
+            HTTP_AUTHORIZATION=f"Bearer {personal_api_key}",
         )
         self.assertEqual(response.status_code, status.HTTP_429_TOO_MANY_REQUESTS)
-        self.assertEqual(len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]), 1)
+        self.assertEqual(
+            len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]),
+            1,
+        )
         incr_mock.assert_any_call(
             "rate_limit_exceeded",
             tags={
@@ -758,7 +872,8 @@ def test_rate_limits_for_persons_are_independent(self, rate_limit_enabled_mock,
         # but not call to persons
         for _ in range(3):
             response = self.client.get(
-                f"/api/projects/{self.team.pk}/persons/", HTTP_AUTHORIZATION=f"Bearer {personal_api_key}"
+                f"/api/projects/{self.team.pk}/persons/",
+                HTTP_AUTHORIZATION=f"Bearer {personal_api_key}",
             )
             self.assertEqual(response.status_code, status.HTTP_200_OK)
             response = self.client.get(
@@ -767,16 +882,23 @@ def test_rate_limits_for_persons_are_independent(self, rate_limit_enabled_mock,
             )
             self.assertEqual(response.status_code, status.HTTP_200_OK)
 
-        self.assertEqual(len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]), 0)
+        self.assertEqual(
+            len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]),
+            0,
+        )
 
         incr_mock.reset_mock()
 
         # until the limit is reached
         response = self.client.get(
-            f"/api/projects/{self.team.pk}/persons/", HTTP_AUTHORIZATION=f"Bearer {personal_api_key}"
+            f"/api/projects/{self.team.pk}/persons/",
+            HTTP_AUTHORIZATION=f"Bearer {personal_api_key}",
         )
         self.assertEqual(response.status_code, status.HTTP_429_TOO_MANY_REQUESTS)
-        self.assertEqual(len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]), 1)
+        self.assertEqual(
+            len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]),
+            1,
+        )
         incr_mock.assert_any_call(
             "rate_limit_exceeded",
             tags={
@@ -790,12 +912,19 @@ def test_rate_limits_for_persons_are_independent(self, rate_limit_enabled_mock,
     @freeze_time("2021-08-25T22:09:14.252Z")
     def test_person_cache_invalidation(self):
         _create_person(
-            team=self.team, distinct_ids=["person_1", "anonymous_id"], properties={"$os": "Chrome"}, immediate=True
+            team=self.team,
+            distinct_ids=["person_1", "anonymous_id"],
+            properties={"$os": "Chrome"},
+            immediate=True,
         )
         _create_event(event="test", team=self.team, distinct_id="person_1")
         _create_event(event="test", team=self.team, distinct_id="anonymous_id")
         _create_event(event="test", team=self.team, distinct_id="someone_else")
-        data = {"events": json.dumps([{"id": "test", "type": "events"}]), "entity_type": "events", "entity_id": "test"}
+        data = {
+            "events": json.dumps([{"id": "test", "type": "events"}]),
+            "entity_type": "events",
+            "entity_id": "test",
+        }
 
         trend_response = self.client.get(
             f"/api/projects/{self.team.id}/insights/trend/",
@@ -807,7 +936,12 @@ def test_person_cache_invalidation(self):
         self.assertEqual(response["is_cached"], False)
 
         # Create another person
-        _create_person(team=self.team, distinct_ids=["person_2"], properties={"$os": "Chrome"}, immediate=True)
+        _create_person(
+            team=self.team,
+            distinct_ids=["person_2"],
+            properties={"$os": "Chrome"},
+            immediate=True,
+        )
         _create_event(event="test", team=self.team, distinct_id="person_2")
 
         # Check cached response hasn't changed
@@ -832,7 +966,12 @@ def test_person_cache_invalidation(self):
         self.assertEqual(response["results"][0]["count"], 2)
         self.assertEqual(response["is_cached"], False)
 
-    def _get_person_activity(self, person_id: Optional[str] = None, *, expected_status: int = status.HTTP_200_OK):
+    def _get_person_activity(
+        self,
+        person_id: Optional[str] = None,
+        *,
+        expected_status: int = status.HTTP_200_OK,
+    ):
         if person_id:
             url = f"/api/person/{person_id}/activity"
         else:
@@ -860,7 +999,9 @@ def test_pagination_limit(self):
         for index in range(0, 19):
             created_ids.append(str(index + 100))
             Person.objects.create(  # creating without _create_person to guarentee created_at ordering
-                team=self.team, distinct_ids=[str(index + 100)], properties={"$browser": "whatever", "$os": "Windows"}
+                team=self.team,
+                distinct_ids=[str(index + 100)],
+                properties={"$browser": "whatever", "$os": "Windows"},
             )
         returned_ids = []
         response = self.client.get("/api/person/?limit=10").json()
diff --git a/posthog/api/test/test_personal_api_keys.py b/posthog/api/test/test_personal_api_keys.py
index 3f235da25e428..da30644e6d32e 100644
--- a/posthog/api/test/test_personal_api_keys.py
+++ b/posthog/api/test/test_personal_api_keys.py
@@ -22,7 +22,12 @@ def test_create_personal_api_key(self):
         self.assertIsNone(key.last_used_at)
         self.assertDictEqual(
             response_data,
-            {"id": key.id, "label": label, "last_used_at": None, "user_id": self.user.id},
+            {
+                "id": key.id,
+                "label": label,
+                "last_used_at": None,
+                "user_id": self.user.id,
+            },
         )
         self.assertTrue(value.startswith("phx_"))  # Personal API key prefix
 
@@ -32,12 +37,19 @@ def test_create_personal_api_key_label_required(self):
         response_data = response.json()
         self.assertDictEqual(
             response_data,
-            {"type": "validation_error", "code": "blank", "detail": "This field may not be blank.", "attr": "label"},
+            {
+                "type": "validation_error",
+                "code": "blank",
+                "detail": "This field may not be blank.",
+                "attr": "label",
+            },
         )
 
     def test_delete_personal_api_key(self):
         key = PersonalAPIKey.objects.create(
-            label="Test", user=self.user, secure_value=hash_key_value(generate_random_token_personal())
+            label="Test",
+            user=self.user,
+            secure_value=hash_key_value(generate_random_token_personal()),
         )
         self.assertEqual(PersonalAPIKey.objects.count(), 1)
         response = self.client.delete(f"/api/personal_api_keys/{key.id}/")
@@ -47,11 +59,15 @@ def test_delete_personal_api_key(self):
     def test_list_only_user_personal_api_keys(self):
         my_label = "Test"
         my_key = PersonalAPIKey.objects.create(
-            label=my_label, user=self.user, secure_value=hash_key_value(generate_random_token_personal())
+            label=my_label,
+            user=self.user,
+            secure_value=hash_key_value(generate_random_token_personal()),
         )
         other_user = self._create_user("abc@def.xyz")
         PersonalAPIKey.objects.create(
-            label="Other test", user=other_user, secure_value=hash_key_value(generate_random_token_personal())
+            label="Other test",
+            user=other_user,
+            secure_value=hash_key_value(generate_random_token_personal()),
         )
         self.assertEqual(PersonalAPIKey.objects.count(), 2)
         response = self.client.get("/api/personal_api_keys")
@@ -60,26 +76,42 @@ def test_list_only_user_personal_api_keys(self):
         self.assertEqual(len(response_data), 1)
         response_data[0].pop("created_at")
         self.assertDictEqual(
-            response_data[0], {"id": my_key.id, "label": my_label, "last_used_at": None, "user_id": self.user.id}
+            response_data[0],
+            {
+                "id": my_key.id,
+                "label": my_label,
+                "last_used_at": None,
+                "user_id": self.user.id,
+            },
         )
 
     def test_get_own_personal_api_key(self):
         my_label = "Test"
         my_key = PersonalAPIKey.objects.create(
-            label=my_label, user=self.user, secure_value=hash_key_value(generate_random_token_personal())
+            label=my_label,
+            user=self.user,
+            secure_value=hash_key_value(generate_random_token_personal()),
         )
         response = self.client.get(f"/api/personal_api_keys/{my_key.id}/")
         self.assertEqual(response.status_code, 200)
         response_data = response.json()
         response_data.pop("created_at")
         self.assertDictEqual(
-            response_data, {"id": my_key.id, "label": my_label, "last_used_at": None, "user_id": self.user.id}
+            response_data,
+            {
+                "id": my_key.id,
+                "label": my_label,
+                "last_used_at": None,
+                "user_id": self.user.id,
+            },
         )
 
     def test_get_someone_elses_personal_api_key(self):
         other_user = self._create_user("abc@def.xyz")
         other_key = PersonalAPIKey.objects.create(
-            label="Other test", user=other_user, secure_value=hash_key_value(generate_random_token_personal())
+            label="Other test",
+            user=other_user,
+            secure_value=hash_key_value(generate_random_token_personal()),
         )
         response = self.client.get(f"/api/personal_api_keys/{other_key.id}/")
         self.assertEqual(response.status_code, 404)
@@ -113,7 +145,8 @@ def test_no_key(self):
 
     def test_header_resilient(self):
         response = self.client.get(
-            f"/api/projects/{self.team.id}/dashboards/", HTTP_AUTHORIZATION=f"Bearer  {self.value}  "
+            f"/api/projects/{self.team.id}/dashboards/",
+            HTTP_AUTHORIZATION=f"Bearer  {self.value}  ",
         )
         self.assertEqual(response.status_code, 200)
 
@@ -122,7 +155,10 @@ def test_query_string(self):
         self.assertEqual(response.status_code, 200)
 
     def test_body(self):
-        response = self.client.get(f"/api/projects/{self.team.id}/dashboards/", {"personal_api_key": self.value})
+        response = self.client.get(
+            f"/api/projects/{self.team.id}/dashboards/",
+            {"personal_api_key": self.value},
+        )
         self.assertEqual(response.status_code, 200)
 
     def test_user_not_active(self):
@@ -137,15 +173,19 @@ def test_user_endpoint(self):
 
     def test_does_not_interfere_with_temporary_token_auth(self):
         response = self.client.get(
-            f"/api/projects/{self.team.id}/dashboards/", HTTP_AUTHORIZATION=f"Bearer {self.value}"
+            f"/api/projects/{self.team.id}/dashboards/",
+            HTTP_AUTHORIZATION=f"Bearer {self.value}",
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
 
         impersonated_access_token = encode_jwt(
-            {"id": self.user.id}, timedelta(minutes=15), PosthogJwtAudience.IMPERSONATED_USER
+            {"id": self.user.id},
+            timedelta(minutes=15),
+            PosthogJwtAudience.IMPERSONATED_USER,
         )
 
         response = self.client.get(
-            f"/api/projects/{self.team.id}/dashboards/", HTTP_AUTHORIZATION=f"Bearer {impersonated_access_token}"
+            f"/api/projects/{self.team.id}/dashboards/",
+            HTTP_AUTHORIZATION=f"Bearer {impersonated_access_token}",
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
diff --git a/posthog/api/test/test_persons_trends.py b/posthog/api/test/test_persons_trends.py
index fa1c6bed6e912..24ccbf2bc7838 100644
--- a/posthog/api/test/test_persons_trends.py
+++ b/posthog/api/test/test_persons_trends.py
@@ -5,7 +5,9 @@
 
 from posthog.constants import ENTITY_ID, ENTITY_MATH, ENTITY_TYPE, TRENDS_CUMULATIVE
 from posthog.models import Action, ActionStep, Cohort, Organization
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
 from posthog.test.base import (
     APIBaseTest,
     ClickhouseTestMixin,
@@ -42,17 +44,31 @@ def _create_events(self, use_time=False):
         secondTeam = Organization.objects.bootstrap(None, team_fields={"api_token": "token456"})[2]
 
         freeze_without_time = ["2019-12-24", "2020-01-01", "2020-01-02"]
-        freeze_with_time = ["2019-12-24 03:45:34", "2020-01-01 00:06:34", "2020-01-02 16:34:34"]
+        freeze_with_time = [
+            "2019-12-24 03:45:34",
+            "2020-01-01 00:06:34",
+            "2020-01-02 16:34:34",
+        ]
 
         freeze_args = freeze_without_time
         if use_time:
             freeze_args = freeze_with_time
 
         with freeze_time(freeze_args[0]):
-            _create_event(team=self.team, event="sign up", distinct_id="blabla", properties={"$some_property": "value"})
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="blabla",
+                properties={"$some_property": "value"},
+            )
 
         with freeze_time(freeze_args[1]):
-            _create_event(team=self.team, event="sign up", distinct_id="blabla", properties={"$some_property": "value"})
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="blabla",
+                properties={"$some_property": "value"},
+            )
             _create_event(team=self.team, event="sign up", distinct_id="anonymous_id")
             _create_event(team=self.team, event="sign up", distinct_id="blabla")
         with freeze_time(freeze_args[2]):
@@ -60,13 +76,19 @@ def _create_events(self, use_time=False):
                 team=self.team,
                 event="sign up",
                 distinct_id="blabla",
-                properties={"$some_property": "other_value", "$some_numerical_prop": 80},
+                properties={
+                    "$some_property": "other_value",
+                    "$some_numerical_prop": 80,
+                },
             )
             _create_event(team=self.team, event="no events", distinct_id="blabla")
 
             # second team should have no effect
             _create_event(
-                team=secondTeam, event="sign up", distinct_id="blabla", properties={"$some_property": "other_value"}
+                team=secondTeam,
+                event="sign up",
+                distinct_id="blabla",
+                properties={"$some_property": "other_value"},
             )
 
         flush_persons_and_events()
@@ -77,21 +99,30 @@ def test_people_cumulative(self):
             for i in range(20):
                 _create_person(team_id=self.team.pk, distinct_ids=[f"blabla_{i}"])
                 _create_event(
-                    team=self.team, event="sign up", distinct_id=f"blabla_{i}", properties={"$some_property": "value"}
+                    team=self.team,
+                    event="sign up",
+                    distinct_id=f"blabla_{i}",
+                    properties={"$some_property": "value"},
                 )
 
         with freeze_time("2020-01-05 00:06:34"):
             for i in range(20, 40):
                 _create_person(team_id=self.team.pk, distinct_ids=[f"blabla_{i}"])
                 _create_event(
-                    team=self.team, event="sign up", distinct_id=f"blabla_{i}", properties={"$some_property": "value"}
+                    team=self.team,
+                    event="sign up",
+                    distinct_id=f"blabla_{i}",
+                    properties={"$some_property": "value"},
                 )
 
         with freeze_time("2020-01-15 00:06:34"):
             for i in range(40, 80):
                 _create_person(team_id=self.team.pk, distinct_ids=[f"blabla_{i}"])
                 _create_event(
-                    team=self.team, event="sign up", distinct_id=f"blabla_{i}", properties={"$some_property": "value"}
+                    team=self.team,
+                    event="sign up",
+                    distinct_id=f"blabla_{i}",
+                    properties={"$some_property": "value"},
                 )
 
         event_response = self.client.get(
@@ -128,7 +159,12 @@ def _create_breakdown_events(self):
 
         with freeze_time(freeze_without_time[0]):
             for i in range(25):
-                _create_event(team=self.team, event="sign up", distinct_id="blabla", properties={"$some_property": i})
+                _create_event(
+                    team=self.team,
+                    event="sign up",
+                    distinct_id="blabla",
+                    properties={"$some_property": i},
+                )
 
         flush_persons_and_events()
 
@@ -136,12 +172,20 @@ def test_people_endpoint_paginated(self):
         for index in range(0, 150):
             _create_person(team_id=self.team.pk, distinct_ids=["person" + str(index)])
             _create_event(
-                team=self.team, event="sign up", distinct_id="person" + str(index), timestamp="2020-01-04T12:00:00Z"
+                team=self.team,
+                event="sign up",
+                distinct_id="person" + str(index),
+                timestamp="2020-01-04T12:00:00Z",
             )
 
         event_response = self.client.get(
             f"/api/projects/{self.team.id}/persons/trends/",
-            data={"date_from": "2020-01-04", "date_to": "2020-01-04", ENTITY_TYPE: "events", ENTITY_ID: "sign up"},
+            data={
+                "date_from": "2020-01-04",
+                "date_to": "2020-01-04",
+                ENTITY_TYPE: "events",
+                ENTITY_ID: "sign up",
+            },
         ).json()
 
         self.assertEqual(len(event_response["results"][0]["people"]), 100)
@@ -158,17 +202,57 @@ def _create_people_interval_events(self):
         person7 = _create_person(team_id=self.team.pk, distinct_ids=["person7"])
 
         # solo
-        _create_event(team=self.team, event="sign up", distinct_id="person1", timestamp="2020-01-04T14:10:00Z")
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person1",
+            timestamp="2020-01-04T14:10:00Z",
+        )
         # group by hour
-        _create_event(team=self.team, event="sign up", distinct_id="person2", timestamp="2020-01-04T16:30:00Z")
-        _create_event(team=self.team, event="sign up", distinct_id="person3", timestamp="2020-01-04T16:50:00Z")
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person2",
+            timestamp="2020-01-04T16:30:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person3",
+            timestamp="2020-01-04T16:50:00Z",
+        )
         # group by min
-        _create_event(team=self.team, event="sign up", distinct_id="person4", timestamp="2020-01-04T19:20:00Z")
-        _create_event(team=self.team, event="sign up", distinct_id="person5", timestamp="2020-01-04T19:20:00Z")
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person4",
+            timestamp="2020-01-04T19:20:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person5",
+            timestamp="2020-01-04T19:20:00Z",
+        )
         # group by week and month
-        _create_event(team=self.team, event="sign up", distinct_id="person6", timestamp="2019-11-05T16:30:00Z")
-        _create_event(team=self.team, event="sign up", distinct_id="person7", timestamp="2019-11-07T16:50:00Z")
-        _create_event(team=self.team, event="sign up", distinct_id="person1", timestamp="2019-11-27T16:50:00Z")
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person6",
+            timestamp="2019-11-05T16:30:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person7",
+            timestamp="2019-11-07T16:50:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person1",
+            timestamp="2019-11-27T16:50:00Z",
+        )
 
         flush_persons_and_events()
         return person1, person2, person3, person4, person5, person6, person7
@@ -176,11 +260,29 @@ def _create_people_interval_events(self):
     def test_hour_interval(self):
         sign_up_action, person = self._create_events()
 
-        person1, person2, person3, person4, person5, person6, person7 = self._create_people_interval_events()
+        (
+            person1,
+            person2,
+            person3,
+            person4,
+            person5,
+            person6,
+            person7,
+        ) = self._create_people_interval_events()
 
         _create_person(team_id=self.team.pk, distinct_ids=["outside_range"])
-        _create_event(team=self.team, event="sign up", distinct_id="outside_range", timestamp="2020-01-04T13:50:00Z")
-        _create_event(team=self.team, event="sign up", distinct_id="outside_range", timestamp="2020-01-04T15:50:00Z")
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="outside_range",
+            timestamp="2020-01-04T13:50:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="outside_range",
+            timestamp="2020-01-04T15:50:00Z",
+        )
         # check solo hour
         action_response = self.client.get(
             f"/api/projects/{self.team.id}/persons/trends/",
@@ -231,18 +333,40 @@ def test_hour_interval(self):
         self.assertListEqual(sorted(all_people_ids), sorted([str(person2.uuid), str(person3.uuid)]))
         self.assertEqual(len(all_people_ids), 2)
         self.assertEntityResponseEqual(
-            hour_grouped_action_response["results"], hour_grouped_grevent_response["results"], remove=[]
+            hour_grouped_action_response["results"],
+            hour_grouped_grevent_response["results"],
+            remove=[],
         )
 
     def test_day_interval(self):
         sign_up_action, person = self._create_events()
         person1 = _create_person(team_id=self.team.pk, distinct_ids=["person1"])
         _create_person(team_id=self.team.pk, distinct_ids=["person2"])
-        _create_event(team=self.team, event="sign up", distinct_id="person1", timestamp="2020-01-04T12:00:00Z")
-        _create_event(team=self.team, event="sign up", distinct_id="person2", timestamp="2020-01-05T12:00:00Z")
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person1",
+            timestamp="2020-01-04T12:00:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person2",
+            timestamp="2020-01-05T12:00:00Z",
+        )
         _create_person(team_id=self.team.pk, distinct_ids=["outside_range"])
-        _create_event(team=self.team, event="sign up", distinct_id="outside_range", timestamp="2020-01-03T13:50:00Z")
-        _create_event(team=self.team, event="sign up", distinct_id="outside_range", timestamp="2020-01-05T15:50:00Z")
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="outside_range",
+            timestamp="2020-01-03T13:50:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="outside_range",
+            timestamp="2020-01-05T15:50:00Z",
+        )
 
         # test people
         action_response = self.client.get(
@@ -274,11 +398,31 @@ def test_day_interval_cumulative(self):
         sign_up_action, person = self._create_events()
         person1 = _create_person(team_id=self.team.pk, distinct_ids=["person1"])
         person2 = _create_person(team_id=self.team.pk, distinct_ids=["person2"])
-        _create_event(team=self.team, event="sign up", distinct_id="person1", timestamp="2020-01-03T12:00:00Z")
-        _create_event(team=self.team, event="sign up", distinct_id="person2", timestamp="2020-01-04T20:00:00Z")
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person1",
+            timestamp="2020-01-03T12:00:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person2",
+            timestamp="2020-01-04T20:00:00Z",
+        )
         _create_person(team_id=self.team.pk, distinct_ids=["outside_range"])
-        _create_event(team=self.team, event="sign up", distinct_id="outside_range", timestamp="2020-01-02T13:50:00Z")
-        _create_event(team=self.team, event="sign up", distinct_id="outside_range", timestamp="2020-01-05T15:50:00Z")
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="outside_range",
+            timestamp="2020-01-02T13:50:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="outside_range",
+            timestamp="2020-01-05T15:50:00Z",
+        )
 
         # test people
         action_response = self.client.get(
@@ -313,11 +457,29 @@ def test_day_interval_cumulative(self):
     def test_week_interval(self):
         sign_up_action, person = self._create_events()
 
-        person1, person2, person3, person4, person5, person6, person7 = self._create_people_interval_events()
+        (
+            person1,
+            person2,
+            person3,
+            person4,
+            person5,
+            person6,
+            person7,
+        ) = self._create_people_interval_events()
 
         _create_person(team_id=self.team.pk, distinct_ids=["outside_range"])
-        _create_event(team=self.team, event="sign up", distinct_id="outside_range", timestamp="2019-10-26T13:50:00Z")
-        _create_event(team=self.team, event="sign up", distinct_id="outside_range", timestamp="2020-11-11T15:50:00Z")
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="outside_range",
+            timestamp="2019-10-26T13:50:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="outside_range",
+            timestamp="2020-11-11T15:50:00Z",
+        )
         # check grouped week
         week_grouped_action_response = self.client.get(
             f"/api/projects/{self.team.id}/persons/trends/",
@@ -346,17 +508,37 @@ def test_week_interval(self):
         self.assertListEqual(sorted(all_people_ids), sorted([str(person6.uuid), str(person7.uuid)]))
 
         self.assertEntityResponseEqual(
-            week_grouped_action_response["results"], week_grouped_grevent_response["results"], remove=[]
+            week_grouped_action_response["results"],
+            week_grouped_grevent_response["results"],
+            remove=[],
         )
 
     def test_month_interval(self):
         sign_up_action, person = self._create_events()
 
-        person1, person2, person3, person4, person5, person6, person7 = self._create_people_interval_events()
+        (
+            person1,
+            person2,
+            person3,
+            person4,
+            person5,
+            person6,
+            person7,
+        ) = self._create_people_interval_events()
 
         _create_person(team_id=self.team.pk, distinct_ids=["outside_range"])
-        _create_event(team=self.team, event="sign up", distinct_id="outside_range", timestamp="2019-12-01T13:50:00Z")
-        _create_event(team=self.team, event="sign up", distinct_id="outside_range", timestamp="2020-10-10T15:50:00Z")
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="outside_range",
+            timestamp="2019-12-01T13:50:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="outside_range",
+            timestamp="2020-10-10T15:50:00Z",
+        )
         # check grouped month
         month_group_action_response = self.client.get(
             f"/api/projects/{self.team.id}/persons/trends/",
@@ -381,14 +563,23 @@ def test_month_interval(self):
 
         all_people_ids = [str(person["id"]) for person in month_group_action_response["results"][0]["people"]]
         self.assertEqual(len(all_people_ids), 3)
-        self.assertListEqual(sorted(all_people_ids), sorted([str(person6.uuid), str(person7.uuid), str(person1.uuid)]))
+        self.assertListEqual(
+            sorted(all_people_ids),
+            sorted([str(person6.uuid), str(person7.uuid), str(person1.uuid)]),
+        )
 
         self.assertEntityResponseEqual(
-            month_group_action_response["results"], month_group_grevent_response["results"], remove=[]
+            month_group_action_response["results"],
+            month_group_grevent_response["results"],
+            remove=[],
         )
 
     def _create_multiple_people(self):
-        person1 = _create_person(team_id=self.team.pk, distinct_ids=["person1"], properties={"name": "person1"})
+        person1 = _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person1"],
+            properties={"name": "person1"},
+        )
         _create_event(
             team=self.team,
             event="watched movie",
@@ -397,7 +588,11 @@ def _create_multiple_people(self):
             properties={"event_prop": "prop1"},
         )
 
-        person2 = _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"name": "person2"})
+        person2 = _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person2"],
+            properties={"name": "person2"},
+        )
         _create_event(
             team=self.team,
             event="watched movie",
@@ -421,7 +616,11 @@ def _create_multiple_people(self):
             properties={"event_prop": "prop1"},
         )
 
-        person3 = _create_person(team_id=self.team.pk, distinct_ids=["person3"], properties={"name": "person3"})
+        person3 = _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person3"],
+            properties={"name": "person3"},
+        )
         _create_event(
             team=self.team,
             event="watched movie",
@@ -444,7 +643,11 @@ def _create_multiple_people(self):
             properties={"event_prop": "prop2"},
         )
 
-        person4 = _create_person(team_id=self.team.pk, distinct_ids=["person4"], properties={"name": "person4"})
+        person4 = _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person4"],
+            properties={"name": "person4"},
+        )
         _create_event(
             team=self.team,
             event="watched movie",
@@ -507,7 +710,10 @@ def test_breakdown_by_cohort_people_endpoint(self):
         _create_cohort(
             name="cohort3",
             team=self.team,
-            groups=[{"properties": {"name": "person1"}}, {"properties": {"name": "person2"}}],
+            groups=[
+                {"properties": {"name": "person1"}},
+                {"properties": {"name": "person2"}},
+            ],
         )
         _create_action(name="watched movie", team=self.team)
 
@@ -760,7 +966,11 @@ def test_breakdown_by_event_property_none_people_endpoint(self):
 
         _create_person(team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "p2"})
         _create_event(
-            team=self.team, event="$pageview", distinct_id="p2", timestamp="2020-01-09T12:00:00Z", properties={}
+            team=self.team,
+            event="$pageview",
+            distinct_id="p2",
+            timestamp="2020-01-09T12:00:00Z",
+            properties={},
         )
         _create_event(
             team=self.team,
@@ -803,7 +1013,12 @@ def test_breakdown_by_event_property_none_people_endpoint(self):
     @snapshot_clickhouse_queries
     def test_trends_people_endpoint_includes_recordings(self):
         _create_person(team_id=self.team.pk, distinct_ids=["p1"], properties={})
-        _create_event(team=self.team, event="$pageview", distinct_id="p1", timestamp="2020-01-09T14:00:00Z")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p1",
+            timestamp="2020-01-09T14:00:00Z",
+        )
         _create_event(
             event_uuid="693402ed-590e-4737-ba26-93ebf18121bd",
             team=self.team,
@@ -853,11 +1068,29 @@ def test_trends_people_endpoint_includes_recordings(self):
 
     @snapshot_clickhouse_queries
     def test_trends_people_endpoint_filters_search(self):
-        _create_person(team_id=self.team.pk, distinct_ids=["p1"], properties={"email": "ben@posthog.com"})
-        _create_event(team=self.team, event="$pageview", distinct_id="p1", timestamp="2020-01-09T14:00:00Z")
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"email": "ben@posthog.com"},
+        )
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p1",
+            timestamp="2020-01-09T14:00:00Z",
+        )
 
-        _create_person(team_id=self.team.pk, distinct_ids=["p2"], properties={"email": "neil@posthog.com"})
-        _create_event(team=self.team, event="$pageview", distinct_id="p2", timestamp="2020-01-09T14:00:00Z")
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p2"],
+            properties={"email": "neil@posthog.com"},
+        )
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p2",
+            timestamp="2020-01-09T14:00:00Z",
+        )
 
         params = {
             "date_from": "2020-01-08",
diff --git a/posthog/api/test/test_plugin.py b/posthog/api/test/test_plugin.py
index 945b4f8051e50..ea8021975daa8 100644
--- a/posthog/api/test/test_plugin.py
+++ b/posthog/api/test/test_plugin.py
@@ -61,18 +61,27 @@ def assert_plugin_activity(self, expected: List[Dict]):
     def test_create_plugin_auth(self, mock_get, mock_reload):
         repo_url = "https://github.com/PostHog/helloworldplugin"
 
-        for level in (Organization.PluginsAccessLevel.NONE, Organization.PluginsAccessLevel.CONFIG):
+        for level in (
+            Organization.PluginsAccessLevel.NONE,
+            Organization.PluginsAccessLevel.CONFIG,
+        ):
             self.organization.plugins_access_level = level
             self.organization.save()
             response = self.client.post("/api/organizations/@current/plugins/", {"url": repo_url})
             self.assertEqual(
-                response.status_code, 403, "Did not reject plugin installation as non-install org properly"
+                response.status_code,
+                403,
+                "Did not reject plugin installation as non-install org properly",
             )
 
         self.organization.plugins_access_level = Organization.PluginsAccessLevel.INSTALL
         self.organization.save()
         response = self.client.post("/api/organizations/@current/plugins/", {"url": repo_url})
-        self.assertEqual(response.status_code, 201, "Did not manage to install plugin properly despite install access")
+        self.assertEqual(
+            response.status_code,
+            201,
+            "Did not manage to install plugin properly despite install access",
+        )
 
         self.assert_plugin_activity(
             [
@@ -94,7 +103,11 @@ def test_create_plugin_auth(self, mock_get, mock_reload):
         )
 
         response = self.client.post("/api/organizations/@current/plugins/", {"url": repo_url})
-        self.assertEqual(response.status_code, 400, "Did not reject already installed plugin properly")
+        self.assertEqual(
+            response.status_code,
+            400,
+            "Did not reject already installed plugin properly",
+        )
 
     def test_create_plugin_auth_globally_managed(self, mock_get, mock_reload):
         repo_url = "https://github.com/PostHog/helloworldplugin"
@@ -106,7 +119,10 @@ def test_create_plugin_auth_globally_managed(self, mock_get, mock_reload):
         ):
             self.organization.plugins_access_level = level
             self.organization.save()
-            response = self.client.post("/api/organizations/@current/plugins/", {"url": repo_url, "is_global": True})
+            response = self.client.post(
+                "/api/organizations/@current/plugins/",
+                {"url": repo_url, "is_global": True},
+            )
             self.assertEqual(
                 response.status_code,
                 403,
@@ -117,11 +133,17 @@ def test_create_plugin_auth_globally_managed(self, mock_get, mock_reload):
         self.organization.save()
         response = self.client.post("/api/organizations/@current/plugins/", {"url": repo_url, "is_global": True})
         self.assertEqual(
-            response.status_code, 201, "Did not manage to install globally managed plugin properly despite root access"
+            response.status_code,
+            201,
+            "Did not manage to install globally managed plugin properly despite root access",
         )
 
         response = self.client.post("/api/organizations/@current/plugins/", {"url": repo_url, "is_global": True})
-        self.assertEqual(response.status_code, 400, "Did not reject already installed plugin properly")
+        self.assertEqual(
+            response.status_code,
+            400,
+            "Did not reject already installed plugin properly",
+        )
 
     def test_globally_managed_visible_to_all_orgs(self, mock_get, mock_reload):
         my_org = self.organization
@@ -132,16 +154,22 @@ def test_globally_managed_visible_to_all_orgs(self, mock_get, mock_reload):
 
         repo_url = "https://github.com/PostHog/helloworldplugin"
         install_response = self.client.post(f"/api/organizations/{my_org.id}/plugins/", {"url": repo_url})
-        self.assertEqual(install_response.status_code, 201, "Did not manage to install plugin properly")
+        self.assertEqual(
+            install_response.status_code,
+            201,
+            "Did not manage to install plugin properly",
+        )
         # The plugin is NOT global and should only show up for my org
         list_response_other_org_1 = self.client.get(f"/api/organizations/{other_org.id}/plugins/")
         self.assertDictEqual(
-            list_response_other_org_1.json(), {"count": 0, "next": None, "previous": None, "results": []}
+            list_response_other_org_1.json(),
+            {"count": 0, "next": None, "previous": None, "results": []},
         )
         self.assertEqual(list_response_other_org_1.status_code, 200)
         # Let's make the plugin global
         update_response_my_org = self.client.patch(
-            f"/api/organizations/{my_org.id}/plugins/{install_response.json()['id']}/", {"is_global": True}
+            f"/api/organizations/{my_org.id}/plugins/{install_response.json()['id']}/",
+            {"is_global": True},
         )
         self.assertEqual(update_response_my_org.status_code, 200)
         # Now the plugin is global and should show up for other org
@@ -155,7 +183,8 @@ def test_no_longer_globally_managed_still_visible_to_org_iff_has_config(self, mo
             name="FooBar2", plugins_access_level=Organization.PluginsAccessLevel.CONFIG
         )
         no_plugins_org: Organization = Organization.objects.create(
-            name="NoPlugins", plugins_access_level=Organization.PluginsAccessLevel.CONFIG
+            name="NoPlugins",
+            plugins_access_level=Organization.PluginsAccessLevel.CONFIG,
         )
         other_team: Team = Team.objects.create(organization=other_org, name="FooBar2")
         OrganizationMembership.objects.create(user=self.user, organization=other_org)
@@ -181,22 +210,27 @@ def test_globally_managed_only_manageable_by_owner_org(self, mock_get, mock_relo
 
         repo_url = "https://github.com/PostHog/helloworldplugin"
         install_response = self.client.post(
-            f"/api/organizations/{my_org.id}/plugins/", {"url": repo_url, "is_global": True}
+            f"/api/organizations/{my_org.id}/plugins/",
+            {"url": repo_url, "is_global": True},
         )
         self.assertEqual(
-            install_response.status_code, 201, "Did not manage to install globally managed plugin properly"
+            install_response.status_code,
+            201,
+            "Did not manage to install globally managed plugin properly",
         )
 
         # My org
         patch_response_other_org_1 = self.client.patch(
-            f"/api/organizations/{my_org.id}/plugins/{install_response.json()['id']}", {"description": "X"}
+            f"/api/organizations/{my_org.id}/plugins/{install_response.json()['id']}",
+            {"description": "X"},
         )
         self.assertEqual(patch_response_other_org_1.status_code, 200)
         self.assertEqual("X", patch_response_other_org_1.json().get("description"))
 
         # Other org
         patch_response_other_org_2 = self.client.patch(
-            f"/api/organizations/{other_org.id}/plugins/{install_response.json()['id']}", {"description": "Y"}
+            f"/api/organizations/{other_org.id}/plugins/{install_response.json()['id']}",
+            {"description": "Y"},
         )
         self.assertEqual(patch_response_other_org_2.status_code, 403)
         self.assertIn(
@@ -210,51 +244,73 @@ def test_update_plugin_auth_to_globally_managed(self, mock_get, mock_reload):
         self.assertEqual(install_response.status_code, 201)
 
         for is_global in (True, False):
-            for level in (Organization.PluginsAccessLevel.NONE, Organization.PluginsAccessLevel.CONFIG):
+            for level in (
+                Organization.PluginsAccessLevel.NONE,
+                Organization.PluginsAccessLevel.CONFIG,
+            ):
                 self.organization.plugins_access_level = level
                 self.organization.save()
                 response = self.client.patch(
-                    f"/api/organizations/@current/plugins/{install_response.json()['id']}/", {"is_global": is_global}
+                    f"/api/organizations/@current/plugins/{install_response.json()['id']}/",
+                    {"is_global": is_global},
                 )
                 self.assertEqual(
-                    response.status_code, 403, "Plugin was not 403 for org despite it having no plugin install access"
+                    response.status_code,
+                    403,
+                    "Plugin was not 403 for org despite it having no plugin install access",
                 )
 
         self.organization.plugins_access_level = Organization.PluginsAccessLevel.INSTALL
         self.organization.save()
         for is_global in (True, False):
             response = self.client.patch(
-                f"/api/organizations/@current/plugins/{install_response.json()['id']}/", {"is_global": is_global}
+                f"/api/organizations/@current/plugins/{install_response.json()['id']}/",
+                {"is_global": is_global},
             )
             self.assertEqual(
-                response.status_code, 403, "Did not reject globally managed plugin update as non-root org properly"
+                response.status_code,
+                403,
+                "Did not reject globally managed plugin update as non-root org properly",
             )
 
         self.organization.plugins_access_level = Organization.PluginsAccessLevel.ROOT
         self.organization.save()
         for is_global in (True, False):
             response = self.client.patch(
-                f"/api/organizations/@current/plugins/{install_response.json()['id']}/", {"is_global": is_global}
+                f"/api/organizations/@current/plugins/{install_response.json()['id']}/",
+                {"is_global": is_global},
             )
             self.assertEqual(
-                response.status_code, 200, "Did not manage to make plugin globally managed properly despite root access"
+                response.status_code,
+                200,
+                "Did not manage to make plugin globally managed properly despite root access",
             )
 
     def test_plugin_private_token_url_unique(self, mock_get, mock_reload):
         repo_url = "https://gitlab.com/mariusandra/helloworldplugin"
-        response = self.client.post("/api/organizations/@current/plugins/", {"url": f"{repo_url}?private_token=123"})
+        response = self.client.post(
+            "/api/organizations/@current/plugins/",
+            {"url": f"{repo_url}?private_token=123"},
+        )
         self.assertEqual(response.status_code, 201)
-        response = self.client.post("/api/organizations/@current/plugins/", {"url": f"{repo_url}?private_token=123"})
+        response = self.client.post(
+            "/api/organizations/@current/plugins/",
+            {"url": f"{repo_url}?private_token=123"},
+        )
         self.assertEqual(response.status_code, 400)
         response = self.client.post("/api/organizations/@current/plugins/", {"url": repo_url})
         self.assertEqual(response.status_code, 400)
-        response = self.client.post("/api/organizations/@current/plugins/", {"url": f"{repo_url}?private_token=567"})
+        response = self.client.post(
+            "/api/organizations/@current/plugins/",
+            {"url": f"{repo_url}?private_token=567"},
+        )
         self.assertEqual(response.status_code, 400)
 
         response = self.client.post("/api/organizations/@current/plugins/", {"url": f"{repo_url}-other"})
         self.assertEqual(response.status_code, 201)
         response = self.client.post(
-            "/api/organizations/@current/plugins/", {"url": f"{repo_url}-other?private_token=567"}
+            "/api/organizations/@current/plugins/",
+            {"url": f"{repo_url}-other?private_token=567"},
         )
         self.assertEqual(response.status_code, 400)
 
@@ -280,7 +336,10 @@ def test_update_plugin_auth(self, mock_sync_from_plugin_archive, mock_get, mock_
             plugin.refresh_from_db()
             self.assertEqual(plugin.updated_at, fake_date)
 
-        for level in (Organization.PluginsAccessLevel.NONE, Organization.PluginsAccessLevel.CONFIG):
+        for level in (
+            Organization.PluginsAccessLevel.NONE,
+            Organization.PluginsAccessLevel.CONFIG,
+        ):
             self.organization.plugins_access_level = level
             self.organization.save()
             response = self.client.post(api_url, {"url": repo_url})
@@ -297,7 +356,10 @@ def test_delete_plugin_auth(self, mock_get, mock_reload):
 
         api_url = "/api/organizations/@current/plugins/{}".format(response.json()["id"])
 
-        for level in (Organization.PluginsAccessLevel.NONE, Organization.PluginsAccessLevel.CONFIG):
+        for level in (
+            Organization.PluginsAccessLevel.NONE,
+            Organization.PluginsAccessLevel.CONFIG,
+        ):
             self.organization.plugins_access_level = level
             self.organization.save()
             response = self.client.delete(api_url)
@@ -361,7 +423,10 @@ def test_cannot_delete_of_other_orgs_plugin(self, mock_get, mock_reload):
 
     def test_cannot_delete_global_plugin(self, mock_get, mock_reload):
         repo_url = "https://github.com/PostHog/helloworldplugin"
-        response = self.client.post(f"/api/organizations/@current/plugins/", {"url": repo_url, "is_global": True})
+        response = self.client.post(
+            f"/api/organizations/@current/plugins/",
+            {"url": repo_url, "is_global": True},
+        )
 
         self.assertEqual(response.status_code, 201)
 
@@ -370,13 +435,15 @@ def test_cannot_delete_global_plugin(self, mock_get, mock_reload):
 
         self.assertEqual(response.status_code, 400)
         self.assertEqual(
-            response.json().get("detail"), "This plugin is marked as global! Make it local before uninstallation"
+            response.json().get("detail"),
+            "This plugin is marked as global! Make it local before uninstallation",
         )
 
     def test_create_plugin_repo_url(self, mock_get, mock_reload):
         self.assertEqual(mock_reload.call_count, 0)
         response = self.client.post(
-            "/api/organizations/@current/plugins/", {"url": "https://github.com/PostHog/helloworldplugin"}
+            "/api/organizations/@current/plugins/",
+            {"url": "https://github.com/PostHog/helloworldplugin"},
         )
         self.assertEqual(response.status_code, 201)
         self.assertEqual(
@@ -389,7 +456,12 @@ def test_create_plugin_repo_url(self, mock_get, mock_reload):
                 "url": "https://github.com/PostHog/helloworldplugin",
                 "icon": None,
                 "config_schema": {
-                    "bar": {"name": "What's in the bar?", "type": "string", "default": "baz", "required": False}
+                    "bar": {
+                        "name": "What's in the bar?",
+                        "type": "string",
+                        "default": "baz",
+                        "required": False,
+                    }
                 },
                 "tag": HELLO_WORLD_PLUGIN_GITHUB_ZIP[0],
                 "latest_tag": HELLO_WORLD_PLUGIN_GITHUB_ZIP[0],
@@ -428,7 +500,12 @@ def test_create_plugin_commit_url(self, mock_get, mock_reload):
                 "url": f"https://github.com/PostHog/helloworldplugin/commit/{HELLO_WORLD_PLUGIN_GITHUB_ZIP[0]}",
                 "icon": None,
                 "config_schema": {
-                    "bar": {"name": "What's in the bar?", "type": "string", "default": "baz", "required": False}
+                    "bar": {
+                        "name": "What's in the bar?",
+                        "type": "string",
+                        "default": "baz",
+                        "required": False,
+                    }
                 },
                 "tag": HELLO_WORLD_PLUGIN_GITHUB_ZIP[0],
                 "latest_tag": HELLO_WORLD_PLUGIN_GITHUB_ZIP[0],
@@ -464,8 +541,17 @@ def test_create_plugin_other_commit_url(self, mock_get, mock_reload):
                 "url": f"https://github.com/PostHog/helloworldplugin/commit/{HELLO_WORLD_PLUGIN_GITHUB_ATTACHMENT_ZIP[0]}",
                 "icon": None,
                 "config_schema": {
-                    "bar": {"name": "What's in the bar?", "type": "string", "default": "baz", "required": False},
-                    "foodb": {"name": "Upload your database", "type": "attachment", "required": False},
+                    "bar": {
+                        "name": "What's in the bar?",
+                        "type": "string",
+                        "default": "baz",
+                        "required": False,
+                    },
+                    "foodb": {
+                        "name": "Upload your database",
+                        "type": "attachment",
+                        "required": False,
+                    },
                 },
                 "tag": HELLO_WORLD_PLUGIN_GITHUB_ATTACHMENT_ZIP[0],
                 "latest_tag": HELLO_WORLD_PLUGIN_GITHUB_ATTACHMENT_ZIP[0],
@@ -554,7 +640,8 @@ def test_create_plugin_version_range_lt_invalid(self, mock_get, mock_reload):
             )
             self.assertEqual(response.status_code, 400)
             self.assertEqual(
-                cast(Dict[str, str], response.json())["detail"], 'Invalid PostHog semantic version requirement "< ..."!'
+                cast(Dict[str, str], response.json())["detail"],
+                'Invalid PostHog semantic version requirement "< ..."!',
             )
 
     def test_create_plugin_version_range_gt_next_major_ignore_on_cloud(self, mock_get, mock_reload):
@@ -571,7 +658,8 @@ def test_update_plugin_source(self, mock_get, mock_reload):
         # Create the plugin
         self.assertEqual(mock_reload.call_count, 0)
         response = self.client.post(
-            "/api/organizations/@current/plugins/", {"plugin_type": "source", "name": "myplugin_original"}
+            "/api/organizations/@current/plugins/",
+            {"plugin_type": "source", "name": "myplugin_original"},
         )
         plugin_id = response.json()["id"]
         self.assertEqual(mock_reload.call_count, 0)
@@ -587,7 +675,10 @@ def test_update_plugin_source(self, mock_get, mock_reload):
             data=json.dumps({"index.ts": "'hello world'", "plugin.json": '{"name":"my plugin"}'}),
             content_type="application/json",
         )
-        self.assertEqual(response.json(), {"index.ts": "'hello world'", "plugin.json": '{"name":"my plugin"}'})
+        self.assertEqual(
+            response.json(),
+            {"index.ts": "'hello world'", "plugin.json": '{"name":"my plugin"}'},
+        )
         self.assertEqual(Plugin.objects.get(pk=plugin_id).name, "my plugin")
         self.assertEqual(mock_reload.call_count, 1)
 
@@ -597,7 +688,10 @@ def test_update_plugin_source(self, mock_get, mock_reload):
             data=json.dumps({"index.ts": "'hello again'"}),
             content_type="application/json",
         )
-        self.assertEqual(response.json(), {"index.ts": "'hello again'", "plugin.json": '{"name":"my plugin"}'})
+        self.assertEqual(
+            response.json(),
+            {"index.ts": "'hello again'", "plugin.json": '{"name":"my plugin"}'},
+        )
         self.assertEqual(mock_reload.call_count, 2)
 
         # Deleting a file by passing `None`
@@ -612,7 +706,8 @@ def test_update_plugin_source(self, mock_get, mock_reload):
     def test_create_plugin_frontend_source(self, mock_get, mock_reload):
         self.assertEqual(mock_reload.call_count, 0)
         response = self.client.post(
-            "/api/organizations/@current/plugins/", {"plugin_type": "source", "name": "myplugin"}
+            "/api/organizations/@current/plugins/",
+            {"plugin_type": "source", "name": "myplugin"},
         )
         self.assertEqual(response.status_code, 201)
         id = response.json()["id"]
@@ -640,7 +735,8 @@ def test_create_plugin_frontend_source(self, mock_get, mock_reload):
         self.assertEqual(mock_reload.call_count, 0)
 
         response = self.client.patch(
-            f"/api/organizations/@current/plugins/{id}/update_source", {"frontend.tsx": "export const scene = {}"}
+            f"/api/organizations/@current/plugins/{id}/update_source",
+            {"frontend.tsx": "export const scene = {}"},
         )
 
         self.assertEqual(Plugin.objects.count(), 1)
@@ -653,7 +749,10 @@ def test_create_plugin_frontend_source(self, mock_get, mock_reload):
         # no frontend, since no pluginserver transpiles the code
         response = self.client.get(f"/api/plugin_config/{plugin_config.id}/frontend")
         self.assertEqual(response.status_code, 200)
-        self.assertEqual(response.content, b'export function getFrontendApp () { return {"transpiling": true} }')
+        self.assertEqual(
+            response.content,
+            b'export function getFrontendApp () { return {"transpiling": true} }',
+        )
 
         # mock the plugin server's transpilation
         plugin_source = PluginSourceFile.objects.get(plugin_id=id)
@@ -682,7 +781,10 @@ def test_create_plugin_frontend_source(self, mock_get, mock_reload):
         # And reply that it's transpiling
         response = self.client.get(f"/api/plugin_config/{plugin_config.id}/frontend")
         self.assertEqual(response.status_code, 200)
-        self.assertEqual(response.content, b'export function getFrontendApp () { return {"transpiling": true} }')
+        self.assertEqual(
+            response.content,
+            b'export function getFrontendApp () { return {"transpiling": true} }',
+        )
 
     def test_plugin_repository(self, mock_get, mock_reload):
         response = self.client.get("/api/organizations/@current/plugins/repository/")
@@ -732,7 +834,8 @@ def test_install_plugin_on_multiple_orgs(self, mock_get, mock_reload):
         fake_date = datetime(2022, 1, 1, 0, 0).replace(tzinfo=ZoneInfo("UTC"))
         with freeze_time(fake_date.isoformat()):
             response = self.client.post(
-                f"/api/organizations/{my_org.id}/plugins/", {"url": "https://github.com/PostHog/helloworldplugin"}
+                f"/api/organizations/{my_org.id}/plugins/",
+                {"url": "https://github.com/PostHog/helloworldplugin"},
             )
             self.assertEqual(response.status_code, 201)
             self.assertEqual(Plugin.objects.count(), 1)
@@ -741,14 +844,16 @@ def test_install_plugin_on_multiple_orgs(self, mock_get, mock_reload):
             self.assertEqual(plugin.updated_at, fake_date)
 
         response = self.client.post(
-            f"/api/organizations/{my_org.id}/plugins/", {"url": "https://github.com/PostHog/helloworldplugin"}
+            f"/api/organizations/{my_org.id}/plugins/",
+            {"url": "https://github.com/PostHog/helloworldplugin"},
         )
         self.assertEqual(response.status_code, 400)
         self.assertEqual(Plugin.objects.count(), 1)
 
         # try to save it for another org
         response = self.client.post(
-            f"/api/organizations/{other_org.id}/plugins/", {"url": "https://github.com/PostHog/helloworldplugin"}
+            f"/api/organizations/{other_org.id}/plugins/",
+            {"url": "https://github.com/PostHog/helloworldplugin"},
         )
         self.assertEqual(response.status_code, 403)
         self.assertEqual(Plugin.objects.count(), 1)
@@ -756,12 +861,14 @@ def test_install_plugin_on_multiple_orgs(self, mock_get, mock_reload):
         self.user.join(organization=other_org, level=OrganizationMembership.Level.OWNER)
 
         response = self.client.post(
-            f"/api/organizations/{other_org.id}/plugins/", {"url": "https://github.com/PostHog/helloworldplugin"}
+            f"/api/organizations/{other_org.id}/plugins/",
+            {"url": "https://github.com/PostHog/helloworldplugin"},
         )
         self.assertEqual(response.status_code, 201)
         self.assertEqual(Plugin.objects.count(), 2)
         response = self.client.post(
-            f"/api/organizations/{other_org.id}/plugins/", {"url": "https://github.com/PostHog/helloworldplugin"}
+            f"/api/organizations/{other_org.id}/plugins/",
+            {"url": "https://github.com/PostHog/helloworldplugin"},
         )
         self.assertEqual(response.status_code, 400)
         self.assertEqual(Plugin.objects.count(), 2)
@@ -800,13 +907,22 @@ def test_listing_plugins_is_not_nplus1(self, _mock_get, _mock_reload) -> None:
     def _assert_number_of_when_listed_plugins(self, expected_plugins_count: int) -> None:
         response_with_none = self.client.get(f"/api/organizations/@current/plugins/")
         self.assertEqual(response_with_none.status_code, 200)
-        self.assertEqual(response_with_none.json()["count"], expected_plugins_count, response_with_none.json())
-        self.assertEqual(len(response_with_none.json()["results"]), expected_plugins_count, response_with_none.json())
+        self.assertEqual(
+            response_with_none.json()["count"],
+            expected_plugins_count,
+            response_with_none.json(),
+        )
+        self.assertEqual(
+            len(response_with_none.json()["results"]),
+            expected_plugins_count,
+            response_with_none.json(),
+        )
 
     def test_create_plugin_config(self, mock_get, mock_reload):
         self.assertEqual(mock_reload.call_count, 0)
         response = self.client.post(
-            "/api/organizations/@current/plugins/", {"url": "https://github.com/PostHog/helloworldplugin"}
+            "/api/organizations/@current/plugins/",
+            {"url": "https://github.com/PostHog/helloworldplugin"},
         )
         self.assertEqual(response.status_code, 201)
         self.assertEqual(Plugin.objects.count(), 1)
@@ -814,7 +930,12 @@ def test_create_plugin_config(self, mock_get, mock_reload):
         plugin_id = response.json()["id"]
         response = self.client.post(
             "/api/plugin_config/",
-            {"plugin": plugin_id, "enabled": True, "order": 0, "config": json.dumps({"bar": "moop"})},
+            {
+                "plugin": plugin_id,
+                "enabled": True,
+                "order": 0,
+                "config": json.dumps({"bar": "moop"}),
+            },
             format="multipart",
         )
         self.assertEqual(response.status_code, 201, response.content)
@@ -842,7 +963,12 @@ def test_create_plugin_config(self, mock_get, mock_reload):
         # If we're trying to create another plugin config for the same plugin, just return the original
         response = self.client.post(
             "/api/plugin_config/",
-            {"plugin": plugin_id, "enabled": True, "order": 0, "config": json.dumps({"bar": "moop"})},
+            {
+                "plugin": plugin_id,
+                "enabled": True,
+                "order": 0,
+                "config": json.dumps({"bar": "moop"}),
+            },
             format="multipart",
         )
         self.assertEqual(response.json()["id"], plugin_config_id)
@@ -875,7 +1001,8 @@ def test_create_plugin_config(self, mock_get, mock_reload):
 
     def test_create_plugin_config_auth(self, mock_get, mock_reload):
         response = self.client.post(
-            "/api/organizations/@current/plugins/", {"url": "https://github.com/PostHog/helloworldplugin"}
+            "/api/organizations/@current/plugins/",
+            {"url": "https://github.com/PostHog/helloworldplugin"},
         )
         plugin_id = response.json()["id"]
 
@@ -883,7 +1010,12 @@ def test_create_plugin_config_auth(self, mock_get, mock_reload):
         self.organization.save()
         response = self.client.post(
             "/api/plugin_config/",
-            {"plugin": plugin_id, "enabled": True, "order": 0, "config": json.dumps({"bar": "moop"})},
+            {
+                "plugin": plugin_id,
+                "enabled": True,
+                "order": 0,
+                "config": json.dumps({"bar": "moop"}),
+            },
             format="multipart",
         )
         self.assertEqual(response.status_code, 400)
@@ -897,19 +1029,30 @@ def test_create_plugin_config_auth(self, mock_get, mock_reload):
             self.organization.save()
             response = self.client.post(
                 "/api/plugin_config/",
-                {"plugin": plugin_id, "enabled": True, "order": 0, "config": json.dumps({"bar": "moop"})},
+                {
+                    "plugin": plugin_id,
+                    "enabled": True,
+                    "order": 0,
+                    "config": json.dumps({"bar": "moop"}),
+                },
                 format="multipart",
             )
             self.assertEqual(response.status_code, 201)
 
     def test_update_plugin_config_auth(self, mock_get, mock_reload):
         response = self.client.post(
-            "/api/organizations/@current/plugins/", {"url": "https://github.com/PostHog/helloworldplugin"}
+            "/api/organizations/@current/plugins/",
+            {"url": "https://github.com/PostHog/helloworldplugin"},
         )
         plugin_id = response.json()["id"]
         response = self.client.post(
             "/api/plugin_config/",
-            {"plugin": plugin_id, "enabled": True, "order": 0, "config": json.dumps({"bar": "moop"})},
+            {
+                "plugin": plugin_id,
+                "enabled": True,
+                "order": 0,
+                "config": json.dumps({"bar": "moop"}),
+            },
             format="multipart",
         )
         plugin_config_id = response.json()["id"]
@@ -958,12 +1101,18 @@ def test_update_plugin_config_no_longer_globally_managed_but_still_enabled(self,
 
     def test_delete_plugin_config_auth(self, mock_get, mock_reload):
         response = self.client.post(
-            "/api/organizations/@current/plugins/", {"url": "https://github.com/PostHog/helloworldplugin"}
+            "/api/organizations/@current/plugins/",
+            {"url": "https://github.com/PostHog/helloworldplugin"},
         )
         plugin_id = response.json()["id"]
         response = self.client.post(
             "/api/plugin_config/",
-            {"plugin": plugin_id, "enabled": True, "order": 0, "config": json.dumps({"bar": "moop"})},
+            {
+                "plugin": plugin_id,
+                "enabled": True,
+                "order": 0,
+                "config": json.dumps({"bar": "moop"}),
+            },
             format="multipart",
         )
         plugin_config_id = response.json()["id"]
@@ -1036,7 +1185,9 @@ def test_plugin_config_attachment(self, mock_get, mock_reload):
         )
 
         response = self.client.patch(
-            f"/api/plugin_config/{plugin_config_id}", {"add_attachment[foodb]": tmp_file_2}, format="multipart"
+            f"/api/plugin_config/{plugin_config_id}",
+            {"add_attachment[foodb]": tmp_file_2},
+            format="multipart",
         )
         self.assertEqual(PluginAttachment.objects.count(), 1)
 
@@ -1055,7 +1206,9 @@ def test_plugin_config_attachment(self, mock_get, mock_reload):
         )
 
         response = self.client.patch(
-            f"/api/plugin_config/{plugin_config_id}", {"remove_attachment[foodb]": True}, format="multipart"
+            f"/api/plugin_config/{plugin_config_id}",
+            {"remove_attachment[foodb]": True},
+            format="multipart",
         )
         self.assertEqual(response.json()["config"], {"bar": "moop"})
         self.assertEqual(PluginAttachment.objects.count(), 0)
@@ -1131,7 +1284,12 @@ def test_create_plugin_config_with_secrets(self, mock_get, mock_reload):
         plugin_id = response.json()["id"]
         response = self.client.post(
             "/api/plugin_config/",
-            {"plugin": plugin_id, "enabled": True, "order": 0, "config": json.dumps({"bar": "very secret value"})},
+            {
+                "plugin": plugin_id,
+                "enabled": True,
+                "order": 0,
+                "config": json.dumps({"bar": "very secret value"}),
+            },
             format="multipart",
         )
         plugin_config_id = response.json()["id"]
@@ -1182,7 +1340,11 @@ def test_create_plugin_config_with_secrets(self, mock_get, mock_reload):
         # Test that secret values are updated but never revealed
         response = self.client.patch(
             f"/api/plugin_config/{plugin_config_id}",
-            {"enabled": False, "order": 1, "config": json.dumps({"bar": "a new very secret value"})},
+            {
+                "enabled": False,
+                "order": 1,
+                "config": json.dumps({"bar": "a new very secret value"}),
+            },
             format="multipart",
         )
         self.assertEqual(Plugin.objects.count(), 1)
@@ -1255,12 +1417,18 @@ def test_plugin_config_list(self, mock_get, mock_reload):
     @patch("posthog.api.plugin.connections")
     def test_job_trigger(self, db_connections, mock_validate_plugin_job_payload, mock_get, mock_reload):
         response = self.client.post(
-            "/api/organizations/@current/plugins/", {"url": "https://github.com/PostHog/helloworldplugin"}
+            "/api/organizations/@current/plugins/",
+            {"url": "https://github.com/PostHog/helloworldplugin"},
         )
         plugin_id = response.json()["id"]
         response = self.client.post(
             "/api/plugin_config/",
-            {"plugin": plugin_id, "enabled": True, "order": 0, "config": json.dumps({"bar": "moop"})},
+            {
+                "plugin": plugin_id,
+                "enabled": True,
+                "order": 0,
+                "config": json.dumps({"bar": "moop"}),
+            },
             format="multipart",
         )
         plugin_config_id = response.json()["id"]
@@ -1289,7 +1457,8 @@ def test_job_trigger(self, db_connections, mock_validate_plugin_job_payload, moc
 
     def test_check_for_updates_plugins_reload_not_called(self, _, mock_reload):
         response = self.client.post(
-            "/api/organizations/@current/plugins/", {"url": "https://github.com/PostHog/helloworldplugin"}
+            "/api/organizations/@current/plugins/",
+            {"url": "https://github.com/PostHog/helloworldplugin"},
         )
         self.assertEqual(mock_reload.call_count, 1)
 
@@ -1313,14 +1482,20 @@ def test_get_all_activity(self, _, mock_reload):
         self.organization.plugins_access_level = Organization.PluginsAccessLevel.INSTALL
         self.organization.save()
         response = self.client.post(
-            "/api/organizations/@current/plugins/", {"url": "https://github.com/PostHog/helloworldplugin"}
+            "/api/organizations/@current/plugins/",
+            {"url": "https://github.com/PostHog/helloworldplugin"},
         )
         self.assertEqual(response.status_code, 201)
 
         plugin_id = response.json()["id"]
         response = self.client.post(
             "/api/plugin_config/",
-            {"plugin": plugin_id, "enabled": True, "order": 0, "config": json.dumps({"bar": "moop"})},
+            {
+                "plugin": plugin_id,
+                "enabled": True,
+                "order": 0,
+                "config": json.dumps({"bar": "moop"}),
+            },
         )
         plugin_config_id = response.json()["id"]
 
diff --git a/posthog/api/test/test_preflight.py b/posthog/api/test/test_preflight.py
index 50c018a2ea0a8..f277580857099 100644
--- a/posthog/api/test/test_preflight.py
+++ b/posthog/api/test/test_preflight.py
@@ -5,7 +5,10 @@
 from django.utils import timezone
 from rest_framework import status
 
-from posthog.cloud_utils import TEST_clear_cloud_cache, TEST_clear_instance_license_cache
+from posthog.cloud_utils import (
+    TEST_clear_cloud_cache,
+    TEST_clear_instance_license_cache,
+)
 from posthog.models.instance_setting import set_instance_setting
 from posthog.models.organization import Organization, OrganizationInvite
 from posthog.test.base import APIBaseTest, QueryMatchingTest, snapshot_postgres_queries
@@ -31,7 +34,11 @@ def preflight_dict(self, options={}):
             "kafka": True,
             "realm": "hosted-clickhouse",
             "region": None,
-            "available_social_auth_providers": {"google-oauth2": False, "github": False, "gitlab": False},
+            "available_social_auth_providers": {
+                "google-oauth2": False,
+                "github": False,
+                "gitlab": False,
+            },
             "can_create_org": False,
             "email_service_available": False,
             "slack_service": {"available": False, "client_id": None},
@@ -95,7 +102,10 @@ def test_preflight_request_with_object_storage_available(self, patched_s3_client
                 response = response.json()
                 available_timezones = cast(dict, response).pop("available_timezones")
 
-                self.assertEqual(response, self.preflight_authenticated_dict({"object_storage": True}))
+                self.assertEqual(
+                    response,
+                    self.preflight_authenticated_dict({"object_storage": True}),
+                )
                 self.assertDictContainsSubset({"Europe/Moscow": 3, "UTC": 0}, available_timezones)
 
     @pytest.mark.ee
@@ -115,7 +125,10 @@ def test_cloud_preflight_request_unauthenticated(self):
                     self.preflight_dict(
                         {
                             "email_service_available": True,
-                            "slack_service": {"available": True, "client_id": "slack-client-id"},
+                            "slack_service": {
+                                "available": True,
+                                "client_id": "slack-client-id",
+                            },
                             "can_create_org": True,
                             "cloud": True,
                             "realm": "cloud",
@@ -142,7 +155,10 @@ def test_cloud_preflight_request(self):
                             "cloud": True,
                             "realm": "cloud",
                             "region": "US",
-                            "instance_preferences": {"debug_queries": False, "disable_paid_fs": False},
+                            "instance_preferences": {
+                                "debug_queries": False,
+                                "disable_paid_fs": False,
+                            },
                             "site_url": "https://app.posthog.com",
                             "email_service_available": True,
                             "object_storage": True,
@@ -184,7 +200,10 @@ def test_cloud_preflight_request_with_social_auth_providers(self):
                             "cloud": True,
                             "realm": "cloud",
                             "region": "US",
-                            "instance_preferences": {"debug_queries": False, "disable_paid_fs": True},
+                            "instance_preferences": {
+                                "debug_queries": False,
+                                "disable_paid_fs": True,
+                            },
                             "site_url": "http://localhost:8000",
                             "available_social_auth_providers": {
                                 "google-oauth2": True,
@@ -206,7 +225,10 @@ def test_demo(self):
             response = self.client.get("/_preflight/")
 
         self.assertEqual(response.status_code, status.HTTP_200_OK)
-        self.assertEqual(response.json(), self.preflight_dict({"demo": True, "can_create_org": True, "realm": "demo"}))
+        self.assertEqual(
+            response.json(),
+            self.preflight_dict({"demo": True, "can_create_org": True, "realm": "demo"}),
+        )
 
     @pytest.mark.ee
     @pytest.mark.skip_on_multitenancy
@@ -254,7 +276,9 @@ def test_can_create_org_with_multi_org(self):
             pass
         else:
             super(LicenseManager, cast(LicenseManager, License.objects)).create(
-                key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+                key="key_123",
+                plan="enterprise",
+                valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
             )
             TEST_clear_instance_license_cache()
             with self.settings(MULTI_ORG_ENABLED=True):
@@ -271,7 +295,9 @@ def test_cloud_preflight_based_on_license(self):
             pass
         else:
             super(LicenseManager, cast(LicenseManager, License.objects)).create(
-                key="key::123", plan="cloud", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+                key="key::123",
+                plan="cloud",
+                valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
             )
 
             response = self.client.get("/_preflight/")
diff --git a/posthog/api/test/test_prompt.py b/posthog/api/test/test_prompt.py
index 8c97de5e6cf08..7a56060eb712d 100644
--- a/posthog/api/test/test_prompt.py
+++ b/posthog/api/test/test_prompt.py
@@ -7,7 +7,6 @@
 
 
 def _setup_prompts() -> None:
-
     prompt1 = Prompt.objects.create(
         step=0,
         type="tooltip",
@@ -159,7 +158,12 @@ def test_webhook_invalid_data(self):
                         "text": "We have prepared a list of suggestions and resources to improve your experience with the tool. You can access it at any time by clicking on the question mark icon in the top right corner of the screen, and then selecting 'How to be successful with PostHog'.",
                         "placement": "bottom-start",
                         "reference": "help-button",
-                        "buttons": [{"action": "activation-checklist", "label": "Show me suggestions"}],
+                        "buttons": [
+                            {
+                                "action": "activation-checklist",
+                                "label": "Show me suggestions",
+                            }
+                        ],
                     }
                 ],
             },
diff --git a/posthog/api/test/test_properties_timeline.py b/posthog/api/test/test_properties_timeline.py
index 1bb6835501c13..5243151c27e09 100644
--- a/posthog/api/test/test_properties_timeline.py
+++ b/posthog/api/test/test_properties_timeline.py
@@ -8,7 +8,9 @@
 
 from posthog.models.filters.mixins.base import BreakdownType
 from posthog.models.group.util import create_group
-from posthog.queries.properties_timeline.properties_timeline import PropertiesTimelineResult
+from posthog.queries.properties_timeline.properties_timeline import (
+    PropertiesTimelineResult,
+)
 from posthog.settings.dynamic_settings import CONSTANCE_CONFIG
 from posthog.test.base import (
     APIBaseTest,
@@ -34,12 +36,18 @@ def _create_actor(self, properties: dict) -> str:
             """Create actor of relevant type and return its UUID (for persons) or key (for groups)."""
             if actor_type == "person":
                 person = _create_person(
-                    team=self.team, distinct_ids=["abcd"], uuid=main_actor_id, properties=properties
+                    team=self.team,
+                    distinct_ids=["abcd"],
+                    uuid=main_actor_id,
+                    properties=properties,
                 )
                 return str(person.uuid)
             else:
                 group = create_group(
-                    team_id=self.team.pk, group_type_index=0, group_key=str(main_actor_id), properties=properties
+                    team_id=self.team.pk,
+                    group_type_index=0,
+                    group_key=str(main_actor_id),
+                    properties=properties,
                 )
                 return group.group_key
 
@@ -282,7 +290,10 @@ def test_timeline_for_existing_actor_with_three_events_and_return_to_previous_va
             )
             self._create_event(
                 event="$pageview",
-                actor_properties={"foo": "abc", "bar": 456},  # Changed bar back to initial value
+                actor_properties={
+                    "foo": "abc",
+                    "bar": 456,
+                },  # Changed bar back to initial value
                 timestamp="2020-01-04T00:00:00Z",
             )
             flush_persons_and_events()
@@ -340,7 +351,10 @@ def test_timeline_for_existing_person_with_three_events_and_return_to_previous_v
             )
             self._create_event(
                 event="$pageview",
-                actor_properties={"foo": "abc", "bar": 456},  # Changed bar back to initial value
+                actor_properties={
+                    "foo": "abc",
+                    "bar": 456,
+                },  # Changed bar back to initial value
                 timestamp="2020-01-02T14:00:00Z",
             )
             flush_persons_and_events()
@@ -402,7 +416,10 @@ def test_timeline_for_existing_person_with_three_events_and_return_to_previous_v
             )
             self._create_event(
                 event="$pageview",
-                actor_properties={"foo": "abc", "bar": 456},  # Changed bar back to initial value
+                actor_properties={
+                    "foo": "abc",
+                    "bar": 456,
+                },  # Changed bar back to initial value
                 timestamp="2020-01-02T00:40:00Z",
             )
             flush_persons_and_events()
@@ -464,7 +481,10 @@ def test_timeline_for_existing_person_with_three_events_and_return_to_previous_v
             )
             self._create_event(
                 event="$pageview",
-                actor_properties={"foo": "abc", "bar": 456},  # Changed bar back to initial value
+                actor_properties={
+                    "foo": "abc",
+                    "bar": 456,
+                },  # Changed bar back to initial value
                 timestamp="2020-01-31T00:40:00Z",
             )
             flush_persons_and_events()
@@ -526,7 +546,10 @@ def test_timeline_for_existing_person_with_three_events_and_return_to_previous_v
             )
             self._create_event(
                 event="$pageview",
-                actor_properties={"foo": "abc", "bar": 456},  # Changed bar back to initial value
+                actor_properties={
+                    "foo": "abc",
+                    "bar": 456,
+                },  # Changed bar back to initial value
                 timestamp="2020-01-06T00:40:00Z",
             )
             flush_persons_and_events()
diff --git a/posthog/api/test/test_property_definition.py b/posthog/api/test/test_property_definition.py
index 2bdf088e88256..512f43ce92d0c 100644
--- a/posthog/api/test/test_property_definition.py
+++ b/posthog/api/test/test_property_definition.py
@@ -4,12 +4,18 @@
 from rest_framework import status
 
 from posthog.api.property_definition import PropertyDefinitionQuerySerializer
-from posthog.models import EventDefinition, EventProperty, Organization, PropertyDefinition, Team, ActivityLog
+from posthog.models import (
+    EventDefinition,
+    EventProperty,
+    Organization,
+    PropertyDefinition,
+    Team,
+    ActivityLog,
+)
 from posthog.test.base import APIBaseTest, BaseTest
 
 
 class TestPropertyDefinitionAPI(APIBaseTest):
-
     EXPECTED_PROPERTY_DEFINITIONS: List[Dict[str, Union[str, Optional[int], bool]]] = [
         {"name": "$browser", "is_numerical": False},
         {"name": "$current_url", "is_numerical": False},
@@ -62,7 +68,10 @@ def test_list_property_definitions(self):
         self.assertEqual(len(response.json()["results"]), len(self.EXPECTED_PROPERTY_DEFINITIONS))
 
         for item in self.EXPECTED_PROPERTY_DEFINITIONS:
-            response_item: Dict = next((_i for _i in response.json()["results"] if _i["name"] == item["name"]), {})
+            response_item: Dict = next(
+                (_i for _i in response.json()["results"] if _i["name"] == item["name"]),
+                {},
+            )
             self.assertEqual(response_item["is_numerical"], item["is_numerical"])
 
     def test_list_numerical_property_definitions(self):
@@ -87,7 +96,9 @@ def test_pagination_of_property_definitions(self):
         self.assertEqual(len(response.json()["results"]), 100)  # Default page size
         self.assertEqual(response.json()["results"][0]["name"], "$browser")
         self.assertEqual(
-            response.json()["results"][1]["name"], "$current_url", [r["name"] for r in response.json()["results"]]
+            response.json()["results"][1]["name"],
+            "$current_url",
+            [r["name"] for r in response.json()["results"]],
         )
 
         property_checkpoints = [
@@ -105,7 +116,10 @@ def test_pagination_of_property_definitions(self):
             self.assertEqual(
                 len(response.json()["results"]), 100 if i < 2 else 10
             )  # Each page has 100 except the last one
-            self.assertEqual(response.json()["results"][0]["name"], f"z_property_{property_checkpoints[i]}")
+            self.assertEqual(
+                response.json()["results"][0]["name"],
+                f"z_property_{property_checkpoints[i]}",
+            )
 
     def test_cant_see_property_definitions_for_another_team(self):
         org = Organization.objects.create(name="Separate Org")
@@ -145,7 +159,10 @@ def test_query_property_definitions(self):
         response = self.client.get(f"/api/projects/{self.team.pk}/property_definitions/?search=firs")
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         response_data = response.json()
-        assert [r["name"] for r in response_data["results"]] == ["first_visit", "is_first_movie"]
+        assert [r["name"] for r in response_data["results"]] == [
+            "first_visit",
+            "is_first_movie",
+        ]
 
         # Fuzzy search
         response = self.client.get(f"/api/projects/{self.team.pk}/property_definitions/?search=p ting")
@@ -207,7 +224,10 @@ def test_query_property_definitions(self):
     def test_is_event_property_filter(self):
         response = self.client.get(f"/api/projects/{self.team.pk}/property_definitions/?search=firs")
         self.assertEqual(response.status_code, status.HTTP_200_OK)
-        assert [r["name"] for r in response.json()["results"]] == ["first_visit", "is_first_movie"]
+        assert [r["name"] for r in response.json()["results"]] == [
+            "first_visit",
+            "is_first_movie",
+        ]
 
         # specifying the event name doesn't filter the list,
         # instead it checks if the property has been seen with that event
@@ -219,7 +239,8 @@ def test_is_event_property_filter(self):
         # sort a list of tuples by the first element
 
         assert sorted(
-            [(r["name"], r["is_seen_on_filtered_events"]) for r in response.json()["results"]], key=lambda tup: tup[0]
+            [(r["name"], r["is_seen_on_filtered_events"]) for r in response.json()["results"]],
+            key=lambda tup: tup[0],
         ) == [
             ("$browser", True),
             ("$current_url", False),
@@ -239,7 +260,8 @@ def test_is_event_property_filter(self):
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         assert sorted(
-            [(r["name"], r["is_seen_on_filtered_events"]) for r in response.json()["results"]], key=lambda tup: tup[0]
+            [(r["name"], r["is_seen_on_filtered_events"]) for r in response.json()["results"]],
+            key=lambda tup: tup[0],
         ) == [
             ("$browser", True),
             ("first_visit", True),
@@ -251,27 +273,41 @@ def test_is_event_property_filter(self):
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         self.assertEqual(
-            [(r["name"], r["is_seen_on_filtered_events"]) for r in response.json()["results"]], [("first_visit", True)]
+            [(r["name"], r["is_seen_on_filtered_events"]) for r in response.json()["results"]],
+            [("first_visit", True)],
         )
 
     def test_person_property_filter(self):
         PropertyDefinition.objects.create(
-            team=self.team, name="event property", property_type="String", type=PropertyDefinition.Type.EVENT
+            team=self.team,
+            name="event property",
+            property_type="String",
+            type=PropertyDefinition.Type.EVENT,
         )
         PropertyDefinition.objects.create(
-            team=self.team, name="person property", property_type="String", type=PropertyDefinition.Type.PERSON
+            team=self.team,
+            name="person property",
+            property_type="String",
+            type=PropertyDefinition.Type.PERSON,
         )
         PropertyDefinition.objects.create(
-            team=self.team, name="$initial_referrer", property_type="String", type=PropertyDefinition.Type.PERSON
+            team=self.team,
+            name="$initial_referrer",
+            property_type="String",
+            type=PropertyDefinition.Type.PERSON,
         )  # We want to hide this property on events, but not on persons
         PropertyDefinition.objects.create(
-            team=self.team, name="another", property_type="String", type=PropertyDefinition.Type.PERSON
+            team=self.team,
+            name="another",
+            property_type="String",
+            type=PropertyDefinition.Type.PERSON,
         )
 
         response = self.client.get(f"/api/projects/{self.team.pk}/property_definitions/?type=person")
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         self.assertEqual(
-            [row["name"] for row in response.json()["results"]], ["$initial_referrer", "another", "person property"]
+            [row["name"] for row in response.json()["results"]],
+            ["$initial_referrer", "another", "person property"],
         )
 
         response = self.client.get(f"/api/projects/{self.team.pk}/property_definitions/?type=person&search=prop")
@@ -307,7 +343,10 @@ def test_group_property_filter(self):
 
         response = self.client.get(f"/api/projects/{self.team.pk}/property_definitions/?type=group&group_type_index=1")
         self.assertEqual(response.status_code, status.HTTP_200_OK)
-        self.assertEqual([row["name"] for row in response.json()["results"]], ["group1 another", "group1 property"])
+        self.assertEqual(
+            [row["name"] for row in response.json()["results"]],
+            ["group1 another", "group1 property"],
+        )
 
         response = self.client.get(f"/api/projects/{self.team.pk}/property_definitions/?type=group&group_type_index=2")
         self.assertEqual(response.status_code, status.HTTP_200_OK)
@@ -352,7 +391,11 @@ def test_delete_property_definition(self, mock_capture):
             self.user.distinct_id,
             "property definition deleted",
             properties={"name": "test_property", "type": "event"},
-            groups={"instance": ANY, "organization": str(self.organization.id), "project": str(self.team.uuid)},
+            groups={
+                "instance": ANY,
+                "organization": str(self.organization.id),
+                "project": str(self.team.uuid),
+            },
         )
 
         activity_log: Optional[ActivityLog] = ActivityLog.objects.first()
diff --git a/posthog/api/test/test_query.py b/posthog/api/test/test_query.py
index 180eef00dd354..b49cd25b83287 100644
--- a/posthog/api/test/test_query.py
+++ b/posthog/api/test/test_query.py
@@ -40,23 +40,55 @@ def test_select_hogql_expressions(self):
                 team=self.team,
                 immediate=True,
             )
-            _create_event(team=self.team, event="sign up", distinct_id="2", properties={"key": "test_val1"})
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="2",
+                properties={"key": "test_val1"},
+            )
         with freeze_time("2020-01-10 12:11:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="2", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="2",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2020-01-10 12:12:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="2", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="2",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2020-01-10 12:13:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="2", properties={"key": "test_val3"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="2",
+                properties={"key": "test_val3"},
+            )
         flush_persons_and_events()
 
         with freeze_time("2020-01-10 12:14:00"):
-            query = EventsQuery(select=["properties.key", "event", "distinct_id", "concat(event, ' ', properties.key)"])
+            query = EventsQuery(
+                select=[
+                    "properties.key",
+                    "event",
+                    "distinct_id",
+                    "concat(event, ' ', properties.key)",
+                ]
+            )
             response = self.client.post(f"/api/projects/{self.team.id}/query/", {"query": query.dict()}).json()
             self.assertEqual(
                 response,
                 response
                 | {
-                    "columns": ["properties.key", "event", "distinct_id", "concat(event, ' ', properties.key)"],
+                    "columns": [
+                        "properties.key",
+                        "event",
+                        "distinct_id",
+                        "concat(event, ' ', properties.key)",
+                    ],
                     "hasMore": False,
                     "results": [
                         ["test_val1", "sign up", "2", "sign up test_val1"],
@@ -115,18 +147,44 @@ def test_hogql_property_filter(self):
                 team=self.team,
                 immediate=True,
             )
-            _create_event(team=self.team, event="sign up", distinct_id="2", properties={"key": "test_val1"})
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="2",
+                properties={"key": "test_val1"},
+            )
         with freeze_time("2020-01-10 12:11:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="2", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="2",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2020-01-10 12:12:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="3", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="3",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2020-01-10 12:13:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="4", properties={"key": "test_val3"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="4",
+                properties={"key": "test_val3"},
+            )
         flush_persons_and_events()
 
         with freeze_time("2020-01-10 12:14:00"):
             query = EventsQuery(
-                select=["event", "distinct_id", "properties.key", "'a%sd'", "concat(event, ' ', properties.key)"]
+                select=[
+                    "event",
+                    "distinct_id",
+                    "properties.key",
+                    "'a%sd'",
+                    "concat(event, ' ', properties.key)",
+                ]
             )
 
             response = self.client.post(f"/api/projects/{self.team.id}/query/", {"query": query.dict()}).json()
@@ -154,32 +212,66 @@ def test_event_property_filter(self):
                 team=self.team,
                 immediate=True,
             )
-            _create_event(team=self.team, event="sign up", distinct_id="2", properties={"key": "test_val1"})
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="2",
+                properties={"key": "test_val1"},
+            )
         with freeze_time("2020-01-10 12:11:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="2", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="2",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2020-01-10 12:12:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="3", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="3",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2020-01-10 12:13:00"):
             _create_event(
-                team=self.team, event="sign out", distinct_id="4", properties={"key": "test_val3", "path": "a/b/c"}
+                team=self.team,
+                event="sign out",
+                distinct_id="4",
+                properties={"key": "test_val3", "path": "a/b/c"},
             )
         flush_persons_and_events()
 
         with freeze_time("2020-01-10 12:14:00"):
             query = EventsQuery(
-                select=["event", "distinct_id", "properties.key", "'a%sd'", "concat(event, ' ', properties.key)"]
+                select=[
+                    "event",
+                    "distinct_id",
+                    "properties.key",
+                    "'a%sd'",
+                    "concat(event, ' ', properties.key)",
+                ]
             )
             response = self.client.post(f"/api/projects/{self.team.id}/query/", {"query": query.dict()}).json()
             self.assertEqual(len(response["results"]), 4)
 
             query.properties = [
-                EventPropertyFilter(type="event", key="key", value="test_val3", operator=PropertyOperator.exact)
+                EventPropertyFilter(
+                    type="event",
+                    key="key",
+                    value="test_val3",
+                    operator=PropertyOperator.exact,
+                )
             ]
             response = self.client.post(f"/api/projects/{self.team.id}/query/", {"query": query.dict()}).json()
             self.assertEqual(len(response["results"]), 1)
 
             query.properties = [
-                EventPropertyFilter(type="event", key="path", value="/", operator=PropertyOperator.icontains)
+                EventPropertyFilter(
+                    type="event",
+                    key="path",
+                    value="/",
+                    operator=PropertyOperator.icontains,
+                )
             ]
             response = self.client.post(f"/api/projects/{self.team.id}/query/", {"query": query.dict()}).json()
             self.assertEqual(len(response["results"]), 1)
@@ -194,21 +286,50 @@ def test_person_property_filter(self):
                 team=self.team,
                 immediate=True,
             )
-            _create_event(team=self.team, event="sign up", distinct_id="2", properties={"key": "test_val1"})
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="2",
+                properties={"key": "test_val1"},
+            )
         with freeze_time("2020-01-10 12:11:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="2", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="2",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2020-01-10 12:12:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="3", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="3",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2020-01-10 12:13:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="4", properties={"key": "test_val3"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="4",
+                properties={"key": "test_val3"},
+            )
         flush_persons_and_events()
 
         with freeze_time("2020-01-10 12:14:00"):
             query = EventsQuery(
-                select=["event", "distinct_id", "properties.key", "'a%sd'", "concat(event, ' ', properties.key)"],
+                select=[
+                    "event",
+                    "distinct_id",
+                    "properties.key",
+                    "'a%sd'",
+                    "concat(event, ' ', properties.key)",
+                ],
                 properties=[
                     PersonPropertyFilter(
-                        type="person", key="email", value="tom@posthog.com", operator=PropertyOperator.exact
+                        type="person",
+                        key="email",
+                        value="tom@posthog.com",
+                        operator=PropertyOperator.exact,
                     )
                 ],
             )
@@ -293,14 +414,32 @@ def test_property_filter_aggregations(self):
                 team=self.team,
                 immediate=True,
             )
-            _create_event(team=self.team, event="sign up", distinct_id="2", properties={"key": "test_val1"})
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="2",
+                properties={"key": "test_val1"},
+            )
         with freeze_time("2020-01-10 12:11:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="2", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="2",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2020-01-10 12:12:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="3", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="3",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2020-01-10 12:13:00"):
             _create_event(
-                team=self.team, event="sign out", distinct_id="4", properties={"key": "test_val3", "path": "a/b/c"}
+                team=self.team,
+                event="sign out",
+                distinct_id="4",
+                properties={"key": "test_val3", "path": "a/b/c"},
             )
         flush_persons_and_events()
 
@@ -322,14 +461,32 @@ def test_select_event_person(self):
                 team=self.team,
                 immediate=True,
             )
-            _create_event(team=self.team, event="sign up", distinct_id="2", properties={"key": "test_val1"})
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="2",
+                properties={"key": "test_val1"},
+            )
         with freeze_time("2020-01-10 12:11:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="2", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="2",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2020-01-10 12:12:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="3", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="3",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2020-01-10 12:13:00"):
             _create_event(
-                team=self.team, event="sign out", distinct_id="4", properties={"key": "test_val3", "path": "a/b/c"}
+                team=self.team,
+                event="sign out",
+                distinct_id="4",
+                properties={"key": "test_val3", "path": "a/b/c"},
             )
         flush_persons_and_events()
 
@@ -359,14 +516,32 @@ def test_events_query_all_time_date(self):
                 team=self.team,
                 immediate=True,
             )
-            _create_event(team=self.team, event="sign up", distinct_id="2", properties={"key": "test_val1"})
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="2",
+                properties={"key": "test_val1"},
+            )
         with freeze_time("2021-01-10 12:11:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="2", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="2",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2022-01-10 12:12:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="3", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="3",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2023-01-10 12:13:00"):
             _create_event(
-                team=self.team, event="sign out", distinct_id="4", properties={"key": "test_val3", "path": "a/b/c"}
+                team=self.team,
+                event="sign out",
+                distinct_id="4",
+                properties={"key": "test_val3", "path": "a/b/c"},
             )
         flush_persons_and_events()
 
@@ -393,14 +568,32 @@ def test_full_hogql_query(self):
                 team=self.team,
                 immediate=True,
             )
-            _create_event(team=self.team, event="sign up", distinct_id="2", properties={"key": "test_val1"})
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="2",
+                properties={"key": "test_val1"},
+            )
         with freeze_time("2020-01-10 12:11:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="2", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="2",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2020-01-10 12:12:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="3", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="3",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2020-01-10 12:13:00"):
             _create_event(
-                team=self.team, event="sign out", distinct_id="4", properties={"key": "test_val3", "path": "a/b/c"}
+                team=self.team,
+                event="sign out",
+                distinct_id="4",
+                properties={"key": "test_val3", "path": "a/b/c"},
             )
         flush_persons_and_events()
 
@@ -426,7 +619,12 @@ def test_full_hogql_query_limit(self, MAX_SELECT_RETURNED_ROWS=15, DEFAULT_RETUR
         random_uuid = str(UUIDT())
         with freeze_time("2020-01-10 12:00:00"):
             for _ in range(20):
-                _create_event(team=self.team, event="sign up", distinct_id=random_uuid, properties={"key": "test_val1"})
+                _create_event(
+                    team=self.team,
+                    event="sign up",
+                    distinct_id=random_uuid,
+                    properties={"key": "test_val1"},
+                )
         flush_persons_and_events()
 
         with freeze_time("2020-01-10 12:14:00"):
@@ -445,7 +643,12 @@ def test_full_hogql_query_limit_exported(self, MAX_SELECT_RETURNED_ROWS=15, DEFA
         random_uuid = str(UUIDT())
         with freeze_time("2020-01-10 12:00:00"):
             for _ in range(20):
-                _create_event(team=self.team, event="sign up", distinct_id=random_uuid, properties={"key": "test_val1"})
+                _create_event(
+                    team=self.team,
+                    event="sign up",
+                    distinct_id=random_uuid,
+                    properties={"key": "test_val1"},
+                )
         flush_persons_and_events()
 
         with freeze_time("2020-01-10 12:14:00"):
@@ -465,13 +668,22 @@ def test_full_events_query_limit(self, MAX_SELECT_RETURNED_ROWS=15, DEFAULT_RETU
         random_uuid = str(UUIDT())
         with freeze_time("2020-01-10 12:00:00"):
             for _ in range(20):
-                _create_event(team=self.team, event="sign up", distinct_id=random_uuid, properties={"key": "test_val1"})
+                _create_event(
+                    team=self.team,
+                    event="sign up",
+                    distinct_id=random_uuid,
+                    properties={"key": "test_val1"},
+                )
         flush_persons_and_events()
 
         with freeze_time("2020-01-10 12:14:00"):
             response = process_query(
                 team=self.team,
-                query_json={"kind": "EventsQuery", "select": ["event"], "where": [f"distinct_id = '{random_uuid}'"]},
+                query_json={
+                    "kind": "EventsQuery",
+                    "select": ["event"],
+                    "where": [f"distinct_id = '{random_uuid}'"],
+                },
             )
 
         self.assertEqual(len(response.get("results", [])), 10)
@@ -482,13 +694,22 @@ def test_full_events_query_limit_exported(self, MAX_SELECT_RETURNED_ROWS=15, DEF
         random_uuid = str(UUIDT())
         with freeze_time("2020-01-10 12:00:00"):
             for _ in range(20):
-                _create_event(team=self.team, event="sign up", distinct_id=random_uuid, properties={"key": "test_val1"})
+                _create_event(
+                    team=self.team,
+                    event="sign up",
+                    distinct_id=random_uuid,
+                    properties={"key": "test_val1"},
+                )
         flush_persons_and_events()
 
         with freeze_time("2020-01-10 12:14:00"):
             response = process_query(
                 team=self.team,
-                query_json={"kind": "EventsQuery", "select": ["event"], "where": [f"distinct_id = '{random_uuid}'"]},
+                query_json={
+                    "kind": "EventsQuery",
+                    "select": ["event"],
+                    "where": [f"distinct_id = '{random_uuid}'"],
+                },
                 in_export_context=True,
             )
 
@@ -505,7 +726,14 @@ def test_property_definition_annotation_does_not_break_things(self):
                     "select": ["event"],
                     # This used to cause query failure when tried to add an annotation for a node without location
                     # (which properties.$browser is in this case)
-                    "properties": [{"type": "event", "key": "$browser", "operator": "is_not", "value": "Foo"}],
+                    "properties": [
+                        {
+                            "type": "event",
+                            "key": "$browser",
+                            "operator": "is_not",
+                            "value": "Foo",
+                        }
+                    ],
                 },
             )
         self.assertEqual(response.get("columns"), ["event"])
@@ -526,14 +754,32 @@ def test_full_hogql_query_view(self):
                 team=self.team,
                 immediate=True,
             )
-            _create_event(team=self.team, event="sign up", distinct_id="2", properties={"key": "test_val1"})
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="2",
+                properties={"key": "test_val1"},
+            )
         with freeze_time("2020-01-10 12:11:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="2", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="2",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2020-01-10 12:12:00"):
-            _create_event(team=self.team, event="sign out", distinct_id="3", properties={"key": "test_val2"})
+            _create_event(
+                team=self.team,
+                event="sign out",
+                distinct_id="3",
+                properties={"key": "test_val2"},
+            )
         with freeze_time("2020-01-10 12:13:00"):
             _create_event(
-                team=self.team, event="sign out", distinct_id="4", properties={"key": "test_val3", "path": "a/b/c"}
+                team=self.team,
+                event="sign out",
+                distinct_id="4",
+                properties={"key": "test_val3", "path": "a/b/c"},
             )
         flush_persons_and_events()
 
@@ -567,7 +813,12 @@ def test_full_hogql_query_values(self):
         random_uuid = str(UUIDT())
         with freeze_time("2020-01-10 12:00:00"):
             for _ in range(20):
-                _create_event(team=self.team, event="sign up", distinct_id=random_uuid, properties={"key": "test_val1"})
+                _create_event(
+                    team=self.team,
+                    event="sign up",
+                    distinct_id=random_uuid,
+                    properties={"key": "test_val1"},
+                )
         flush_persons_and_events()
 
         with freeze_time("2020-01-10 12:14:00"):
diff --git a/posthog/api/test/test_sharing.py b/posthog/api/test/test_sharing.py
index 8e4fb2cebbdb5..a38c3e04dabfe 100644
--- a/posthog/api/test/test_sharing.py
+++ b/posthog/api/test/test_sharing.py
@@ -19,7 +19,10 @@
 @parameterized.expand(
     [
         ["http://localhost:8000/something", "http://localhost:8000/something.png"],
-        ["http://localhost:8000/something?query=string", "http://localhost:8000/something.png?query=string"],
+        [
+            "http://localhost:8000/something?query=string",
+            "http://localhost:8000/something.png?query=string",
+        ],
         [
             "http://localhost:8000/something?query=string&another=one",
             "http://localhost:8000/something.png?query=string&another=one",
@@ -28,7 +31,10 @@
             "http://localhost:8000/something?query=string&another=one#withhash",
             "http://localhost:8000/something.png?query=string&another=one#withhash",
         ],
-        ["http://localhost:8000/something#withhash", "http://localhost:8000/something.png#withhash"],
+        [
+            "http://localhost:8000/something#withhash",
+            "http://localhost:8000/something.png#withhash",
+        ],
     ]
 )
 def test_shared_image_alternative(url: str, expected_url: str) -> None:
@@ -39,7 +45,10 @@ class TestSharing(APIBaseTest):
     dashboard: Dashboard = None  # type: ignore
     insight: Insight = None  # type: ignore
 
-    insight_filter_dict = {"events": [{"id": "$pageview"}], "properties": [{"key": "$browser", "value": "Mac OS X"}]}
+    insight_filter_dict = {
+        "events": [{"id": "$pageview"}],
+        "properties": [{"key": "$browser", "value": "Mac OS X"}],
+    }
 
     @classmethod
     def setUpTestData(cls):
@@ -47,7 +56,9 @@ def setUpTestData(cls):
 
         cls.dashboard = Dashboard.objects.create(team=cls.team, name="example dashboard", created_by=cls.user)
         cls.insight = Insight.objects.create(
-            filters=Filter(data=cls.insight_filter_dict).to_dict(), team=cls.team, created_by=cls.user
+            filters=Filter(data=cls.insight_filter_dict).to_dict(),
+            team=cls.team,
+            created_by=cls.user,
         )
 
     @freeze_time("2022-01-01")
@@ -59,14 +70,19 @@ def test_gets_sharing_config(self, patched_exporter_task: Mock):
         assert SharingConfiguration.objects.count() == 0
         assert response.status_code == status.HTTP_200_OK
         data = response.json()
-        assert data == {"access_token": data["access_token"], "created_at": None, "enabled": False}
+        assert data == {
+            "access_token": data["access_token"],
+            "created_at": None,
+            "enabled": False,
+        }
 
     @freeze_time("2022-01-01")
     @patch("posthog.api.exports.exporter.export_asset.delay")
     def test_does_not_change_token_when_toggling_enabled_state(self, patched_exporter_task: Mock):
         assert SharingConfiguration.objects.count() == 0
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/dashboards/{self.dashboard.id}/sharing", {"enabled": True}
+            f"/api/projects/{self.team.id}/dashboards/{self.dashboard.id}/sharing",
+            {"enabled": True},
         )
         initial_data = response.json()
         assert SharingConfiguration.objects.count() == 1
@@ -78,7 +94,8 @@ def test_does_not_change_token_when_toggling_enabled_state(self, patched_exporte
         }
 
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/dashboards/{self.dashboard.id}/sharing", {"enabled": False}
+            f"/api/projects/{self.team.id}/dashboards/{self.dashboard.id}/sharing",
+            {"enabled": False},
         )
         assert response.json() == {
             "access_token": initial_data["access_token"],
@@ -89,7 +106,8 @@ def test_does_not_change_token_when_toggling_enabled_state(self, patched_exporte
     @patch("posthog.api.exports.exporter.export_asset.delay")
     def test_can_edit_enabled_state(self, patched_exporter_task: Mock):
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/dashboards/{self.dashboard.id}/sharing", {"enabled": True}
+            f"/api/projects/{self.team.id}/dashboards/{self.dashboard.id}/sharing",
+            {"enabled": True},
         )
         data = response.json()
         assert response.status_code == status.HTTP_200_OK
@@ -105,14 +123,16 @@ def test_can_edit_enabled_state_for_insight(self, patched_exporter_task: Mock):
         assert ActivityLog.objects.count() == 0
 
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/insights/{self.insight.id}/sharing", {"enabled": True}
+            f"/api/projects/{self.team.id}/insights/{self.insight.id}/sharing",
+            {"enabled": True},
         )
         data = response.json()
         assert response.status_code == status.HTTP_200_OK
         assert data["enabled"]
 
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/insights/{self.insight.id}/sharing", {"enabled": False}
+            f"/api/projects/{self.team.id}/insights/{self.insight.id}/sharing",
+            {"enabled": False},
         )
         data = response.json()
         assert response.status_code == status.HTTP_200_OK
@@ -128,7 +148,10 @@ def test_can_edit_enabled_state_for_insight(self, patched_exporter_task: Mock):
     def test_exports_image_when_sharing(self, patched_exporter_task: Mock):
         assert ExportedAsset.objects.count() == 0
 
-        self.client.patch(f"/api/projects/{self.team.id}/dashboards/{self.dashboard.id}/sharing", {"enabled": True})
+        self.client.patch(
+            f"/api/projects/{self.team.id}/dashboards/{self.dashboard.id}/sharing",
+            {"enabled": True},
+        )
 
         assert ExportedAsset.objects.count() == 1
         asset = ExportedAsset.objects.first()
@@ -172,7 +195,8 @@ def test_should_not_be_affected_by_collaboration_rules(self, _patched_exporter_t
         )
 
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/dashboards/{dashboard.id}/sharing", {"enabled": True}
+            f"/api/projects/{self.team.id}/dashboards/{dashboard.id}/sharing",
+            {"enabled": True},
         )
 
         assert response.status_code == 200
@@ -180,10 +204,15 @@ def test_should_not_be_affected_by_collaboration_rules(self, _patched_exporter_t
     @patch("posthog.api.exports.exporter.export_asset.delay")
     def test_should_not_get_deleted_item(self, _patched_exporter_task: Mock):
         dashboard = Dashboard.objects.create(
-            team=self.team, name="example dashboard", created_by=self.user, share_token="my_test_token", is_shared=True
+            team=self.team,
+            name="example dashboard",
+            created_by=self.user,
+            share_token="my_test_token",
+            is_shared=True,
         )
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/dashboards/{dashboard.id}/sharing", {"enabled": True}
+            f"/api/projects/{self.team.id}/dashboards/{dashboard.id}/sharing",
+            {"enabled": True},
         )
         response = self.client.get(f"/shared_dashboard/my_test_token")
         assert response.status_code == 200
@@ -201,7 +230,11 @@ def test_should_not_get_deleted_item(self, _patched_exporter_task: Mock):
     @patch("posthog.models.exported_asset.object_storage.read_bytes")
     @patch("posthog.api.sharing.asset_for_token")
     def test_can_get_shared_dashboard_asset_with_no_content_but_content_location(
-        self, url: str, patched_asset_for_token, patched_object_storage, _patched_exporter_task: Mock
+        self,
+        url: str,
+        patched_asset_for_token,
+        patched_object_storage,
+        _patched_exporter_task: Mock,
     ) -> None:
         asset = ExportedAsset.objects.create(
             team_id=self.team.id,
@@ -234,7 +267,8 @@ def test_shared_thing_can_generate_open_graph_image(
         assert ExportedAsset.objects.count() == 0
 
         share_response = self.client.patch(
-            f"/api/projects/{self.team.id}/{type}/{target.pk}/sharing", {"enabled": True}
+            f"/api/projects/{self.team.id}/{type}/{target.pk}/sharing",
+            {"enabled": True},
         )
         access_token = share_response.json()["access_token"]
 
@@ -258,7 +292,8 @@ def test_shared_thing_can_reuse_existing_generated_open_graph_image(
         target = self.insight if type == "insights" else self.dashboard
 
         share_response = self.client.patch(
-            f"/api/projects/{self.team.id}/{type}/{target.pk}/sharing", {"enabled": True}
+            f"/api/projects/{self.team.id}/{type}/{target.pk}/sharing",
+            {"enabled": True},
         )
         access_token = share_response.json()["access_token"]
 
@@ -300,7 +335,8 @@ def test_shared_insight_can_regenerate_stale_existing_generated_open_graph_image
         time_in_the_past = now() - timedelta(hours=4)
         with freeze_time(time_in_the_past):
             share_response = self.client.patch(
-                f"/api/projects/{self.team.id}/{type}/{target.pk}/sharing", {"enabled": True}
+                f"/api/projects/{self.team.id}/{type}/{target.pk}/sharing",
+                {"enabled": True},
             )
             # enabling creates an asset
             assert ExportedAsset.objects.count() == 1
diff --git a/posthog/api/test/test_signup.py b/posthog/api/test/test_signup.py
index e3626f43a0188..8ad336872972d 100644
--- a/posthog/api/test/test_signup.py
+++ b/posthog/api/test/test_signup.py
@@ -20,7 +20,11 @@
 from posthog.test.base import APIBaseTest
 from posthog.utils import get_instance_realm
 
-MOCK_GITLAB_SSO_RESPONSE = {"access_token": "123", "email": "testemail@posthog.com", "name": "John Doe"}
+MOCK_GITLAB_SSO_RESPONSE = {
+    "access_token": "123",
+    "email": "testemail@posthog.com",
+    "name": "John Doe",
+}
 
 
 class TestSignupAPI(APIBaseTest):
@@ -105,13 +109,20 @@ def test_signup_disallowed_on_email_collision(self):
         User.objects.create(email="fake@posthog.com", first_name="Jane")
 
         response = self.client.post(
-            "/api/signup/", {"first_name": "John", "email": "fake@posthog.com", "password": "notsecure"}
+            "/api/signup/",
+            {
+                "first_name": "John",
+                "email": "fake@posthog.com",
+                "password": "notsecure",
+            },
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
             response.json(),
             self.validation_error_response(
-                "There is already an account with this email address.", code="unique", attr="email"
+                "There is already an account with this email address.",
+                code="unique",
+                attr="email",
             ),
         )
         self.assertEqual(User.objects.count(), 1)
@@ -120,11 +131,21 @@ def test_signup_disallowed_on_email_collision(self):
     def test_signup_disallowed_on_self_hosted_by_default(self):
         with self.is_cloud(False):
             response = self.client.post(
-                "/api/signup/", {"first_name": "Jane", "email": "hedgehog2@posthog.com", "password": "notsecure"}
+                "/api/signup/",
+                {
+                    "first_name": "Jane",
+                    "email": "hedgehog2@posthog.com",
+                    "password": "notsecure",
+                },
             )
             self.assertEqual(response.status_code, status.HTTP_201_CREATED)
             response = self.client.post(
-                "/api/signup/", {"first_name": "Jane", "email": "hedgehog2@posthog.com", "password": "notsecure"}
+                "/api/signup/",
+                {
+                    "first_name": "Jane",
+                    "email": "hedgehog2@posthog.com",
+                    "password": "notsecure",
+                },
             )
             self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
             self.assertEqual(
@@ -146,7 +167,9 @@ def test_signup_allowed_on_self_hosted_with_env_var(self):
             pass
         else:
             super(LicenseManager, cast(LicenseManager, License.objects)).create(
-                key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+                key="key_123",
+                plan="enterprise",
+                valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
             )
 
             Organization.objects.create(name="name")
@@ -156,7 +179,11 @@ def test_signup_allowed_on_self_hosted_with_env_var(self):
                 with self.settings(MULTI_ORG_ENABLED=True):
                     response = self.client.post(
                         "/api/signup/",
-                        {"first_name": "Jane", "email": "hedgehog4@posthog.com", "password": "notsecure"},
+                        {
+                            "first_name": "Jane",
+                            "email": "hedgehog4@posthog.com",
+                            "password": "notsecure",
+                        },
                     )
             self.assertEqual(response.status_code, status.HTTP_201_CREATED)
             self.assertEqual(response.json()["email"], "hedgehog4@posthog.com")
@@ -166,7 +193,12 @@ def test_signup_allowed_on_self_hosted_with_env_var(self):
     @patch("posthoganalytics.capture")
     def test_signup_minimum_attrs(self, mock_capture):
         response = self.client.post(
-            "/api/signup/", {"first_name": "Jane", "email": "hedgehog2@posthog.com", "password": "notsecure"}
+            "/api/signup/",
+            {
+                "first_name": "Jane",
+                "email": "hedgehog2@posthog.com",
+                "password": "notsecure",
+            },
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
 
@@ -221,12 +253,20 @@ def test_cant_sign_up_without_required_attributes(self):
         required_attributes = ["first_name", "email", "password"]
 
         for attribute in required_attributes:
-            body = {"first_name": "Jane", "email": "invalid@posthog.com", "password": "notsecure"}
+            body = {
+                "first_name": "Jane",
+                "email": "invalid@posthog.com",
+                "password": "notsecure",
+            }
             body.pop(attribute)
 
             # Make sure the endpoint works with and without the trailing slash
             response = self.client.post("/api/signup", body)
-            self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST, f"{attribute} is required")
+            self.assertEqual(
+                response.status_code,
+                status.HTTP_400_BAD_REQUEST,
+                f"{attribute} is required",
+            )
             self.assertEqual(
                 response.json(),
                 {
@@ -258,7 +298,11 @@ def test_cant_sign_up_with_required_attributes_null(self):
             body[attribute] = None
 
             response = self.client.post("/api/signup/", body)
-            self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST, f"{attribute} may not be null")
+            self.assertEqual(
+                response.status_code,
+                status.HTTP_400_BAD_REQUEST,
+                f"{attribute} may not be null",
+            )
             self.assertEqual(
                 response.json(),
                 {
@@ -279,7 +323,8 @@ def test_cant_sign_up_with_short_password(self):
         team_count: int = Team.objects.count()
 
         response = self.client.post(
-            "/api/signup/", {"first_name": "Jane", "email": "failed@posthog.com", "password": "123"}
+            "/api/signup/",
+            {"first_name": "Jane", "email": "failed@posthog.com", "password": "123"},
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
@@ -302,7 +347,12 @@ def test_default_dashboard_is_created_on_signup(self):
         """
 
         response = self.client.post(
-            "/api/signup/", {"first_name": "Jane", "email": "hedgehog75@posthog.com", "password": "notsecure"}
+            "/api/signup/",
+            {
+                "first_name": "Jane",
+                "email": "hedgehog75@posthog.com",
+                "password": "notsecure",
+            },
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
 
@@ -338,10 +388,15 @@ def test_api_can_use_social_login_to_create_organization_if_enabled(self, mock_r
             pass
         else:
             super(LicenseManager, cast(LicenseManager, License.objects)).create(
-                key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+                key="key_123",
+                plan="enterprise",
+                valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
             )
 
-            with self.settings(SOCIAL_AUTH_GITLAB_KEY="gitlab_123", SOCIAL_AUTH_GITLAB_SECRET="gitlab_secret"):
+            with self.settings(
+                SOCIAL_AUTH_GITLAB_KEY="gitlab_123",
+                SOCIAL_AUTH_GITLAB_SECRET="gitlab_secret",
+            ):
                 response = self.client.get(reverse("social:begin", kwargs={"backend": "gitlab"}))
             self.assertEqual(response.status_code, status.HTTP_302_FOUND)
 
@@ -369,10 +424,15 @@ def test_api_cannot_use_social_login_to_create_organization_if_disabled(self, mo
             pass
         else:
             super(LicenseManager, cast(LicenseManager, License.objects)).create(
-                key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+                key="key_123",
+                plan="enterprise",
+                valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
             )
 
-            with self.settings(SOCIAL_AUTH_GITLAB_KEY="gitlab_123", SOCIAL_AUTH_GITLAB_SECRET="gitlab_secret"):
+            with self.settings(
+                SOCIAL_AUTH_GITLAB_KEY="gitlab_123",
+                SOCIAL_AUTH_GITLAB_SECRET="gitlab_secret",
+            ):
                 response = self.client.get(reverse("social:begin", kwargs={"backend": "gitlab"}))
             self.assertEqual(response.status_code, status.HTTP_302_FOUND)
 
@@ -389,7 +449,10 @@ def test_api_cannot_use_social_login_to_create_organization_if_disabled(self, mo
     @mock.patch("social_core.backends.base.BaseAuth.request")
     @pytest.mark.ee
     def test_api_social_login_to_create_organization(self, mock_request):
-        with self.settings(SOCIAL_AUTH_GITHUB_KEY="github_123", SOCIAL_AUTH_GITHUB_SECRET="github_secret"):
+        with self.settings(
+            SOCIAL_AUTH_GITHUB_KEY="github_123",
+            SOCIAL_AUTH_GITHUB_SECRET="github_secret",
+        ):
             response = self.client.get(reverse("social:begin", kwargs={"backend": "github"}))
         self.assertEqual(response.status_code, status.HTTP_302_FOUND)
 
@@ -446,7 +509,10 @@ def run_test_for_whitelisted_domain(self, mock_sso_providers, mock_request, mock
 
         url = reverse("social:complete", kwargs={"backend": "google-oauth2"})
         url += f"?code=2&state={response.client.session['google-oauth2_state']}"
-        mock_request.return_value.json.return_value = {"access_token": "123", "email": "jane@hogflix.posthog.com"}
+        mock_request.return_value.json.return_value = {
+            "access_token": "123",
+            "email": "jane@hogflix.posthog.com",
+        }
 
         response = self.client.get(url, follow=True)
         self.assertEqual(response.status_code, status.HTTP_200_OK)  # because `follow=True`
@@ -482,7 +548,12 @@ def test_social_signup_with_whitelisted_domain_on_self_hosted(
     @mock.patch("posthog.tasks.user_identify.identify_task")
     @pytest.mark.ee
     def test_social_signup_with_whitelisted_domain_on_cloud(
-        self, mock_identify, mock_sso_providers, mock_request, mock_update_distinct_ids, mock_capture
+        self,
+        mock_identify,
+        mock_sso_providers,
+        mock_request,
+        mock_update_distinct_ids,
+        mock_capture,
     ):
         with self.is_cloud(True):
             self.run_test_for_whitelisted_domain(mock_sso_providers, mock_request, mock_capture)
@@ -513,7 +584,10 @@ def test_social_signup_with_whitelisted_domain_on_cloud_reverse(self, mock_sso_p
 
             url = reverse("social:complete", kwargs={"backend": "google-oauth2"})
             url += f"?code=2&state={response.client.session['google-oauth2_state']}"
-            mock_request.return_value.json.return_value = {"access_token": "123", "email": "jane@hogflix.posthog.com"}
+            mock_request.return_value.json.return_value = {
+                "access_token": "123",
+                "email": "jane@hogflix.posthog.com",
+            }
 
             response = self.client.get(url, follow=True)
             self.assertEqual(response.status_code, status.HTTP_200_OK)  # because `follow=True`
@@ -540,7 +614,10 @@ def test_cannot_social_signup_with_whitelisted_but_jit_provisioning_disabled(
         mock_sso_providers.return_value = {"google-oauth2": True}
         new_org = Organization.objects.create(name="Test org")
         OrganizationDomain.objects.create(
-            domain="posthog.net", verified_at=timezone.now(), jit_provisioning_enabled=False, organization=new_org
+            domain="posthog.net",
+            verified_at=timezone.now(),
+            jit_provisioning_enabled=False,
+            organization=new_org,
         )  # note `jit_provisioning_enabled=False`
 
         response = self.client.get(reverse("social:begin", kwargs={"backend": "google-oauth2"}))
@@ -548,7 +625,10 @@ def test_cannot_social_signup_with_whitelisted_but_jit_provisioning_disabled(
 
         url = reverse("social:complete", kwargs={"backend": "google-oauth2"})
         url += f"?code=2&state={response.client.session['google-oauth2_state']}"
-        mock_request.return_value.json.return_value = {"access_token": "123", "email": "alice@posthog.net"}
+        mock_request.return_value.json.return_value = {
+            "access_token": "123",
+            "email": "alice@posthog.net",
+        }
 
         response = self.client.get(url, follow=True)
         self.assertEqual(response.status_code, status.HTTP_200_OK)  # because `follow=True`
@@ -563,7 +643,10 @@ def test_cannot_social_signup_with_whitelisted_but_unverified_domain(self, mock_
         mock_sso_providers.return_value = {"google-oauth2": True}
         new_org = Organization.objects.create(name="Test org")
         OrganizationDomain.objects.create(
-            domain="posthog.net", verified_at=None, jit_provisioning_enabled=True, organization=new_org
+            domain="posthog.net",
+            verified_at=None,
+            jit_provisioning_enabled=True,
+            organization=new_org,
         )  # note `verified_at=None`
 
         response = self.client.get(reverse("social:begin", kwargs={"backend": "google-oauth2"}))
@@ -571,7 +654,10 @@ def test_cannot_social_signup_with_whitelisted_but_unverified_domain(self, mock_
 
         url = reverse("social:complete", kwargs={"backend": "google-oauth2"})
         url += f"?code=2&state={response.client.session['google-oauth2_state']}"
-        mock_request.return_value.json.return_value = {"access_token": "123", "email": "alice@posthog.net"}
+        mock_request.return_value.json.return_value = {
+            "access_token": "123",
+            "email": "alice@posthog.net",
+        }
 
         response = self.client.get(url, follow=True)
         self.assertEqual(response.status_code, status.HTTP_200_OK)  # because `follow=True`
@@ -586,7 +672,10 @@ def test_api_cannot_use_whitelist_for_different_domain(self, mock_sso_providers,
         mock_sso_providers.return_value = {"google-oauth2": True}
         new_org = Organization.objects.create(name="Test org")
         OrganizationDomain.objects.create(
-            domain="good.com", verified_at=timezone.now(), jit_provisioning_enabled=True, organization=new_org
+            domain="good.com",
+            verified_at=timezone.now(),
+            jit_provisioning_enabled=True,
+            organization=new_org,
         )
 
         response = self.client.get(reverse("social:begin", kwargs={"backend": "google-oauth2"}))
@@ -619,7 +708,10 @@ def test_social_signup_to_existing_org_without_whitelisted_domain_on_cloud(self,
 
             url = reverse("social:complete", kwargs={"backend": "google-oauth2"})
             url += f"?code=2&state={response.client.session['google-oauth2_state']}"
-            mock_request.return_value.json.return_value = {"access_token": "123", "email": "jane@hogflix.posthog.com"}
+            mock_request.return_value.json.return_value = {
+                "access_token": "123",
+                "email": "jane@hogflix.posthog.com",
+            }
             response = self.client.get(url, follow=True)
 
         self.assertEqual(response.status_code, status.HTTP_200_OK)  # because `follow=True`
@@ -661,7 +753,9 @@ def test_api_invite_sign_up_prevalidate(self):
 
     def test_api_invite_sign_up_with_first_name_prevalidate(self):
         invite: OrganizationInvite = OrganizationInvite.objects.create(
-            target_email="test+58@posthog.com", organization=self.organization, first_name="Jane"
+            target_email="test+58@posthog.com",
+            organization=self.organization,
+            first_name="Jane",
         )
 
         response = self.client.get(f"/api/signup/{invite.id}/")
@@ -782,7 +876,10 @@ def test_api_invite_sign_up(self, mock_capture):
 
         # User is now a member of the organization
         self.assertEqual(user.organization_memberships.count(), 1)
-        self.assertEqual(user.organization_memberships.first().organization, self.organization)  # type: ignore
+        self.assertEqual(
+            user.organization_memberships.first().organization,  # type: ignore
+            self.organization,
+        )
 
         # Defaults are set correctly
         self.assertEqual(user.organization, self.organization)
@@ -797,13 +894,19 @@ def test_api_invite_sign_up(self, mock_capture):
         mock_capture.assert_called_once()
         self.assertEqual(user.distinct_id, mock_capture.call_args.args[0])
         self.assertEqual("user signed up", mock_capture.call_args.args[1])
-        self.assertEqual("Engineering", mock_capture.call_args[1]["properties"]["role_at_organization"])
+        self.assertEqual(
+            "Engineering",
+            mock_capture.call_args[1]["properties"]["role_at_organization"],
+        )
         # Assert that key properties were set properly
         event_props = mock_capture.call_args.kwargs["properties"]
         self.assertEqual(event_props["is_first_user"], False)
         self.assertEqual(event_props["is_organization_first_user"], False)
         self.assertEqual(event_props["new_onboarding_enabled"], False)
-        self.assertEqual(event_props["signup_backend_processor"], "OrganizationInviteSignupSerializer")
+        self.assertEqual(
+            event_props["signup_backend_processor"],
+            "OrganizationInviteSignupSerializer",
+        )
         self.assertEqual(event_props["signup_social_provider"], "")
         self.assertEqual(event_props["realm"], get_instance_realm())
 
@@ -828,7 +931,8 @@ def test_api_invite_sign_up_where_there_are_no_default_non_private_projects(self
         self.team.save()
 
         response = self.client.post(
-            f"/api/signup/{invite.id}/", {"first_name": "Alice", "password": "test_password", "email_opt_in": True}
+            f"/api/signup/{invite.id}/",
+            {"first_name": "Alice", "password": "test_password", "email_opt_in": True},
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
         user = cast(User, User.objects.order_by("-pk")[0])
@@ -846,9 +950,13 @@ def test_api_invite_sign_up_where_default_project_is_private(self):
         self.team.save()
         team = Team.objects.create(name="Public project", organization=self.organization, access_control=False)
         invite: OrganizationInvite = OrganizationInvite.objects.create(
-            target_email="test+privatepublic@posthog.com", organization=self.organization
+            target_email="test+privatepublic@posthog.com",
+            organization=self.organization,
+        )
+        response = self.client.post(
+            f"/api/signup/{invite.id}/",
+            {"first_name": "Charlie", "password": "test_password"},
         )
-        response = self.client.post(f"/api/signup/{invite.id}/", {"first_name": "Charlie", "password": "test_password"})
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
         user = cast(User, User.objects.order_by("-pk")[0])
         self.assertEqual(user.organization_memberships.count(), 1)
@@ -861,9 +969,18 @@ def test_api_invite_sign_up_member_joined_email_is_not_sent_for_initial_member(s
             target_email="test+100@posthog.com", organization=self.organization
         )
 
-        with self.settings(EMAIL_ENABLED=True, EMAIL_HOST="localhost", SITE_URL="http://test.posthog.com"):
+        with self.settings(
+            EMAIL_ENABLED=True,
+            EMAIL_HOST="localhost",
+            SITE_URL="http://test.posthog.com",
+        ):
             response = self.client.post(
-                f"/api/signup/{invite.id}/", {"first_name": "Alice", "password": "test_password", "email_opt_in": True}
+                f"/api/signup/{invite.id}/",
+                {
+                    "first_name": "Alice",
+                    "password": "test_password",
+                    "email_opt_in": True,
+                },
             )
 
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
@@ -881,7 +998,11 @@ def test_api_invite_sign_up_member_joined_email_is_sent_for_next_members(self):
             with self.settings(EMAIL_ENABLED=True, SITE_URL="http://test.posthog.com"):
                 response = self.client.post(
                     f"/api/signup/{invite.id}/",
-                    {"first_name": "Alice", "password": "test_password", "email_opt_in": True},
+                    {
+                        "first_name": "Alice",
+                        "password": "test_password",
+                        "email_opt_in": True,
+                    },
                 )
 
             self.assertEqual(response.status_code, status.HTTP_201_CREATED)
@@ -902,9 +1023,18 @@ def test_api_invite_sign_up_member_joined_email_is_not_sent_if_disabled(self):
             target_email="test+100@posthog.com", organization=self.organization
         )
 
-        with self.settings(EMAIL_ENABLED=True, EMAIL_HOST="localhost", SITE_URL="http://test.posthog.com"):
+        with self.settings(
+            EMAIL_ENABLED=True,
+            EMAIL_HOST="localhost",
+            SITE_URL="http://test.posthog.com",
+        ):
             response = self.client.post(
-                f"/api/signup/{invite.id}/", {"first_name": "Alice", "password": "test_password", "email_opt_in": True}
+                f"/api/signup/{invite.id}/",
+                {
+                    "first_name": "Alice",
+                    "password": "test_password",
+                    "email_opt_in": True,
+                },
             )
 
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
@@ -931,7 +1061,9 @@ def test_existing_user_can_sign_up_to_a_new_organization(self, mock_update_disti
             pass
         else:
             super(LicenseManager, cast(LicenseManager, License.objects)).create(
-                key="key_123", plan="enterprise", valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7)
+                key="key_123",
+                plan="enterprise",
+                valid_until=timezone.datetime(2038, 1, 19, 3, 14, 7),
             )
 
         with self.is_cloud(True):
@@ -1007,7 +1139,10 @@ def test_cannot_use_claim_invite_endpoint_to_update_user(self, mock_capture):
 
         self.client.force_login(user)
 
-        response = self.client.post(f"/api/signup/{invite.id}/", {"first_name": "Bob", "password": "new_password"})
+        response = self.client.post(
+            f"/api/signup/{invite.id}/",
+            {"first_name": "Bob", "password": "new_password"},
+        )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
         self.assertEqual(
             response.json(),
@@ -1107,7 +1242,8 @@ def test_cant_claim_invalid_invite(self):
         org_count: int = Organization.objects.count()
 
         response = self.client.post(
-            f"/api/signup/{uuid.uuid4()}/", {"first_name": "Charlie", "password": "test_password"}
+            f"/api/signup/{uuid.uuid4()}/",
+            {"first_name": "Charlie", "password": "test_password"},
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
@@ -1135,7 +1271,10 @@ def test_cant_claim_expired_invite(self):
         invite.created_at = datetime.datetime(2020, 3, 3, tzinfo=ZoneInfo("UTC"))
         invite.save()
 
-        response = self.client.post(f"/api/signup/{invite.id}/", {"first_name": "Charlie", "password": "test_password"})
+        response = self.client.post(
+            f"/api/signup/{invite.id}/",
+            {"first_name": "Charlie", "password": "test_password"},
+        )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
             response.json(),
@@ -1157,11 +1296,20 @@ def test_api_social_invite_sign_up(self):
         Organization.objects.all().delete()  # Can only create organizations in fresh instances
         # Simulate SSO process started
         session = self.client.session
-        session.update({"backend": "google-oauth2", "email": "test_api_social_invite_sign_up@posthog.com"})
+        session.update(
+            {
+                "backend": "google-oauth2",
+                "email": "test_api_social_invite_sign_up@posthog.com",
+            }
+        )
         session.save()
 
         response = self.client.post(
-            "/api/social_signup", {"organization_name": "Org test_api_social_invite_sign_up", "first_name": "Max"}
+            "/api/social_signup",
+            {
+                "organization_name": "Org test_api_social_invite_sign_up",
+                "first_name": "Max",
+            },
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
 
@@ -1170,11 +1318,16 @@ def test_api_social_invite_sign_up(self):
         # Check the organization and user were created
         self.assertEqual(
             User.objects.filter(
-                email="test_api_social_invite_sign_up@posthog.com", first_name="Max", is_email_verified=True
+                email="test_api_social_invite_sign_up@posthog.com",
+                first_name="Max",
+                is_email_verified=True,
             ).count(),
             1,
         )
-        self.assertEqual(Organization.objects.filter(name="Org test_api_social_invite_sign_up").count(), 1)
+        self.assertEqual(
+            Organization.objects.filter(name="Org test_api_social_invite_sign_up").count(),
+            1,
+        )
 
     @patch("posthog.api.signup.is_email_available", return_value=True)
     @patch("posthog.api.signup.EmailVerifier.create_token_and_send_email_verification")
@@ -1184,13 +1337,19 @@ def test_api_social_invite_sign_up_if_email_verification_on(self, email_mock, em
         # Simulate SSO process started
         session = self.client.session
         session.update(
-            {"backend": "google-oauth2", "email": "test_api_social_invite_sign_up_with_verification@posthog.com"}
+            {
+                "backend": "google-oauth2",
+                "email": "test_api_social_invite_sign_up_with_verification@posthog.com",
+            }
         )
         session.save()
 
         response = self.client.post(
             "/api/social_signup",
-            {"organization_name": "Org test_api_social_invite_sign_up_with_verification", "first_name": "Max"},
+            {
+                "organization_name": "Org test_api_social_invite_sign_up_with_verification",
+                "first_name": "Max",
+            },
         )
         self.assertEqual(response.status_code, status.HTTP_201_CREATED)
 
@@ -1199,12 +1358,14 @@ def test_api_social_invite_sign_up_if_email_verification_on(self, email_mock, em
         # Check the organization and user were created
         self.assertEqual(
             User.objects.filter(
-                email="test_api_social_invite_sign_up_with_verification@posthog.com", first_name="Max"
+                email="test_api_social_invite_sign_up_with_verification@posthog.com",
+                first_name="Max",
             ).count(),
             1,
         )
         self.assertEqual(
-            Organization.objects.filter(name="Org test_api_social_invite_sign_up_with_verification").count(), 1
+            Organization.objects.filter(name="Org test_api_social_invite_sign_up_with_verification").count(),
+            1,
         )
         me_response = self.client.get("/api/users/@me/")
         self.assertEqual(me_response.status_code, status.HTTP_200_OK)
@@ -1212,7 +1373,10 @@ def test_api_social_invite_sign_up_if_email_verification_on(self, email_mock, em
     def test_cannot_use_social_invite_sign_up_if_social_session_is_not_active(self):
         Organization.objects.all().delete()  # Can only create organizations in fresh instances
 
-        response = self.client.post("/api/social_signup", {"organization_name": "Tech R Us", "first_name": "Max"})
+        response = self.client.post(
+            "/api/social_signup",
+            {"organization_name": "Tech R Us", "first_name": "Max"},
+        )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
             response.json(),
diff --git a/posthog/api/test/test_signup_demo.py b/posthog/api/test/test_signup_demo.py
index b15f6e5da52d7..740b9ac6b5d12 100644
--- a/posthog/api/test/test_signup_demo.py
+++ b/posthog/api/test/test_signup_demo.py
@@ -57,7 +57,12 @@ def test_demo_login(self, *args):
         # first_name and organization_name aren't used when logging in
         # In demo, the signup endpoint functions as login if the email already exists
         response = self.client.post(
-            "/api/signup/", {"email": "charlie@tech-r-us.com", "first_name": "X", "organization_name": "Y"}
+            "/api/signup/",
+            {
+                "email": "charlie@tech-r-us.com",
+                "first_name": "X",
+                "organization_name": "Y",
+            },
         )
 
         user = auth.get_user(self.client)
diff --git a/posthog/api/test/test_site_app.py b/posthog/api/test/test_site_app.py
index 186a153f805af..82823ac4cf4ed 100644
--- a/posthog/api/test/test_site_app.py
+++ b/posthog/api/test/test_site_app.py
@@ -25,7 +25,12 @@ def test_site_app(self):
             status=PluginSourceFile.Status.TRANSPILED,
         )
         plugin_config = PluginConfig.objects.create(
-            plugin=plugin, enabled=True, order=1, team=self.team, config={}, web_token="tokentoken"
+            plugin=plugin,
+            enabled=True,
+            order=1,
+            team=self.team,
+            config={},
+            web_token="tokentoken",
         )
 
         response = self.client.get(
diff --git a/posthog/api/test/test_stickiness.py b/posthog/api/test/test_stickiness.py
index 1fa882e4a70f5..56d610c205e65 100644
--- a/posthog/api/test/test_stickiness.py
+++ b/posthog/api/test/test_stickiness.py
@@ -12,7 +12,11 @@
 from posthog.client import sync_execute
 from posthog.constants import ENTITY_ID, ENTITY_TYPE
 from posthog.models.team import Team
-from posthog.test.base import APIBaseTest, create_person_id_override_by_distinct_id, snapshot_clickhouse_queries
+from posthog.test.base import (
+    APIBaseTest,
+    create_person_id_override_by_distinct_id,
+    snapshot_clickhouse_queries,
+)
 from posthog.utils import encode_get_request_params
 
 
@@ -71,7 +75,11 @@ def _create_multiple_people(self, period=None, event_properties=lambda index: {}
             if period is None:
                 period = timedelta(days=1)
             base_time = datetime.fromisoformat("2020-01-01T12:00:00.000000")
-            p1 = person_factory(team_id=self.team.id, distinct_ids=["person1"], properties={"name": "person1"})
+            p1 = person_factory(
+                team_id=self.team.id,
+                distinct_ids=["person1"],
+                properties={"name": "person1"},
+            )
             p1_person_id = str(uuid.uuid4())
             event_factory(
                 team=self.team,
@@ -82,7 +90,11 @@ def _create_multiple_people(self, period=None, event_properties=lambda index: {}
                 person_id=p1_person_id,
             )
 
-            p2 = person_factory(team_id=self.team.id, distinct_ids=["person2"], properties={"name": "person2"})
+            p2 = person_factory(
+                team_id=self.team.id,
+                distinct_ids=["person2"],
+                properties={"name": "person2"},
+            )
             p2_person_id = str(uuid.uuid4())
             event_factory(
                 team=self.team,
@@ -111,7 +123,9 @@ def _create_multiple_people(self, period=None, event_properties=lambda index: {}
             )
 
             p3 = person_factory(
-                team_id=self.team.id, distinct_ids=["person3a", "person3b"], properties={"name": "person3"}
+                team_id=self.team.id,
+                distinct_ids=["person3a", "person3b"],
+                properties={"name": "person3"},
             )
             p3_person_id = str(uuid.uuid4())
             event_factory(
@@ -139,7 +153,11 @@ def _create_multiple_people(self, period=None, event_properties=lambda index: {}
                 person_id=p3_person_id,
             )
 
-            p4 = person_factory(team_id=self.team.id, distinct_ids=["person4"], properties={"name": "person4"})
+            p4 = person_factory(
+                team_id=self.team.id,
+                distinct_ids=["person4"],
+                properties={"name": "person4"},
+            )
             p4_person_id = str(uuid.uuid4())
 
             event_factory(
@@ -224,7 +242,11 @@ def test_stickiness_all_time(self):
                 stickiness_response = get_stickiness_ok(
                     client=self.client,
                     team=self.team,
-                    request={"shown_as": "Stickiness", "date_from": "all", "events": [{"id": "watched movie"}]},
+                    request={
+                        "shown_as": "Stickiness",
+                        "date_from": "all",
+                        "events": [{"id": "watched movie"}],
+                    },
                 )
                 response = stickiness_response["result"]
 
@@ -390,7 +412,12 @@ def test_stickiness_entity_filter(self):
                         "shown_as": "Stickiness",
                         "date_from": "2020-01-01",
                         "date_to": "2020-01-08",
-                        "events": [{"id": "watched movie", "properties": [{"key": "$browser", "value": "Chrome"}]}],
+                        "events": [
+                            {
+                                "id": "watched movie",
+                                "properties": [{"key": "$browser", "value": "Chrome"}],
+                            }
+                        ],
                     },
                 )
                 response = stickiness_response["result"]
@@ -544,7 +571,11 @@ def test_stickiness_people_with_entity_filter(self):
         def test_stickiness_people_paginated(self):
             for i in range(150):
                 person_name = f"person{i}"
-                person_factory(team_id=self.team.id, distinct_ids=[person_name], properties={"name": person_name})
+                person_factory(
+                    team_id=self.team.id,
+                    distinct_ids=[person_name],
+                    properties={"name": person_name},
+                )
                 event_factory(
                     team=self.team,
                     event="watched movie",
@@ -601,7 +632,11 @@ def test_compare(self):
 
         def test_filter_test_accounts(self):
             self._create_multiple_people()
-            person_factory(team_id=self.team.id, distinct_ids=["ph"], properties={"email": "test@posthog.com"})
+            person_factory(
+                team_id=self.team.id,
+                distinct_ids=["ph"],
+                properties={"email": "test@posthog.com"},
+            )
             event_factory(
                 team=self.team,
                 event="watched movie",
diff --git a/posthog/api/test/test_survey.py b/posthog/api/test/test_survey.py
index e9bee0ecb1117..568d745ffed18 100644
--- a/posthog/api/test/test_survey.py
+++ b/posthog/api/test/test_survey.py
@@ -30,7 +30,12 @@ def test_can_create_basic_survey(self):
                 "name": "Notebooks beta release survey",
                 "description": "Get feedback on the new notebooks feature",
                 "type": "popover",
-                "questions": [{"type": "open", "question": "What do you think of the new notebooks feature?"}],
+                "questions": [
+                    {
+                        "type": "open",
+                        "question": "What do you think of the new notebooks feature?",
+                    }
+                ],
                 "targeting_flag_filters": None,
             },
             format="json",
@@ -42,7 +47,10 @@ def test_can_create_basic_survey(self):
         assert response_data["description"] == "Get feedback on the new notebooks feature"
         assert response_data["type"] == "popover"
         assert response_data["questions"] == [
-            {"type": "open", "question": "What do you think of the new notebooks feature?"}
+            {
+                "type": "open",
+                "question": "What do you think of the new notebooks feature?",
+            }
         ]
         assert response_data["created_by"]["id"] == self.user.id
 
@@ -54,7 +62,12 @@ def test_can_create_survey_with_linked_flag_and_targeting(self):
             data={
                 "name": "Notebooks power users survey",
                 "type": "popover",
-                "questions": [{"type": "open", "question": "What would you want to improve from notebooks?"}],
+                "questions": [
+                    {
+                        "type": "open",
+                        "question": "What would you want to improve from notebooks?",
+                    }
+                ],
                 "linked_flag_id": notebooks_flag.id,
                 "targeting_flag_filters": {
                     "groups": [
@@ -62,7 +75,12 @@ def test_can_create_survey_with_linked_flag_and_targeting(self):
                             "variant": None,
                             "rollout_percentage": None,
                             "properties": [
-                                {"key": "billing_plan", "value": ["cloud"], "operator": "exact", "type": "person"}
+                                {
+                                    "key": "billing_plan",
+                                    "value": ["cloud"],
+                                    "operator": "exact",
+                                    "type": "person",
+                                }
                             ],
                         }
                     ]
@@ -80,14 +98,24 @@ def test_can_create_survey_with_linked_flag_and_targeting(self):
             "groups": [
                 {
                     "variant": None,
-                    "properties": [{"key": "billing_plan", "value": ["cloud"], "operator": "exact", "type": "person"}],
+                    "properties": [
+                        {
+                            "key": "billing_plan",
+                            "value": ["cloud"],
+                            "operator": "exact",
+                            "type": "person",
+                        }
+                    ],
                     "rollout_percentage": None,
                 }
             ]
         }
         assert response_data["conditions"] == {"url": "https://app.posthog.com/notebooks"}
         assert response_data["questions"] == [
-            {"type": "open", "question": "What would you want to improve from notebooks?"}
+            {
+                "type": "open",
+                "question": "What would you want to improve from notebooks?",
+            }
         ]
 
     def test_can_create_survey_with_targeting_with_remove_parameter(self):
@@ -96,14 +124,24 @@ def test_can_create_survey_with_targeting_with_remove_parameter(self):
             data={
                 "name": "Notebooks power users survey",
                 "type": "popover",
-                "questions": [{"type": "open", "question": "What would you want to improve from notebooks?"}],
+                "questions": [
+                    {
+                        "type": "open",
+                        "question": "What would you want to improve from notebooks?",
+                    }
+                ],
                 "targeting_flag_filters": {
                     "groups": [
                         {
                             "variant": None,
                             "rollout_percentage": None,
                             "properties": [
-                                {"key": "billing_plan", "value": ["cloud"], "operator": "exact", "type": "person"}
+                                {
+                                    "key": "billing_plan",
+                                    "value": ["cloud"],
+                                    "operator": "exact",
+                                    "type": "person",
+                                }
                             ],
                         }
                     ]
@@ -121,14 +159,24 @@ def test_can_create_survey_with_targeting_with_remove_parameter(self):
             "groups": [
                 {
                     "variant": None,
-                    "properties": [{"key": "billing_plan", "value": ["cloud"], "operator": "exact", "type": "person"}],
+                    "properties": [
+                        {
+                            "key": "billing_plan",
+                            "value": ["cloud"],
+                            "operator": "exact",
+                            "type": "person",
+                        }
+                    ],
                     "rollout_percentage": None,
                 }
             ]
         }
         assert response_data["conditions"] == {"url": "https://app.posthog.com/notebooks"}
         assert response_data["questions"] == [
-            {"type": "open", "question": "What would you want to improve from notebooks?"}
+            {
+                "type": "open",
+                "question": "What would you want to improve from notebooks?",
+            }
         ]
 
     def test_used_in_survey_is_populated_correctly_for_feature_flag_list(self) -> None:
@@ -142,7 +190,12 @@ def test_used_in_survey_is_populated_correctly_for_feature_flag_list(self) -> No
             data={
                 "name": "Notebooks power users survey",
                 "type": "popover",
-                "questions": [{"type": "open", "question": "What would you want to improve from notebooks?"}],
+                "questions": [
+                    {
+                        "type": "open",
+                        "question": "What would you want to improve from notebooks?",
+                    }
+                ],
                 "linked_flag_id": notebooks_flag.id,
                 "targeting_flag_filters": {
                     "groups": [
@@ -150,7 +203,12 @@ def test_used_in_survey_is_populated_correctly_for_feature_flag_list(self) -> No
                             "variant": None,
                             "rollout_percentage": None,
                             "properties": [
-                                {"key": "billing_plan", "value": ["cloud"], "operator": "exact", "type": "person"}
+                                {
+                                    "key": "billing_plan",
+                                    "value": ["cloud"],
+                                    "operator": "exact",
+                                    "type": "person",
+                                }
                             ],
                         }
                     ]
@@ -172,7 +230,12 @@ def test_used_in_survey_is_populated_correctly_for_feature_flag_list(self) -> No
             data={
                 "name": "Notebooks random survey",
                 "type": "popover",
-                "questions": [{"type": "open", "question": "What would you want to improve from notebooks?"}],
+                "questions": [
+                    {
+                        "type": "open",
+                        "question": "What would you want to improve from notebooks?",
+                    }
+                ],
                 "linked_flag_id": notebooks_flag.id,
                 "conditions": {"url": "https://app.posthog.com/notebooks"},
             },
@@ -189,7 +252,11 @@ def test_used_in_survey_is_populated_correctly_for_feature_flag_list(self) -> No
         # add another random feature flag
         self.client.post(
             f"/api/projects/{self.team.id}/feature_flags/",
-            data={"name": f"flag", "key": f"flag_0", "filters": {"groups": [{"rollout_percentage": 5}]}},
+            data={
+                "name": f"flag",
+                "key": f"flag_0",
+                "filters": {"groups": [{"rollout_percentage": 5}]},
+            },
             format="json",
         ).json()
 
@@ -217,7 +284,12 @@ def test_updating_survey_with_targeting_creates_or_updates_targeting_flag(self):
                             "variant": None,
                             "rollout_percentage": None,
                             "properties": [
-                                {"key": "billing_plan", "value": ["cloud"], "operator": "exact", "type": "person"}
+                                {
+                                    "key": "billing_plan",
+                                    "value": ["cloud"],
+                                    "operator": "exact",
+                                    "type": "person",
+                                }
                             ],
                         }
                     ]
@@ -248,7 +320,12 @@ def test_updating_survey_with_targeting_creates_or_updates_targeting_flag(self):
                             "variant": None,
                             "rollout_percentage": None,
                             "properties": [
-                                {"key": "email", "value": ["max@posthog.com"], "operator": "exact", "type": "person"}
+                                {
+                                    "key": "email",
+                                    "value": ["max@posthog.com"],
+                                    "operator": "exact",
+                                    "type": "person",
+                                }
                             ],
                         }
                     ]
@@ -265,7 +342,14 @@ def test_updating_survey_with_targeting_creates_or_updates_targeting_flag(self):
             "groups": [
                 {
                     "variant": None,
-                    "properties": [{"key": "billing_plan", "value": ["cloud"], "operator": "exact", "type": "person"}],
+                    "properties": [
+                        {
+                            "key": "billing_plan",
+                            "value": ["cloud"],
+                            "operator": "exact",
+                            "type": "person",
+                        }
+                    ],
                     "rollout_percentage": None,
                 }
             ]
@@ -293,7 +377,12 @@ def test_updating_survey_to_remove_targeting_doesnt_delete_targeting_flag(self):
                             "variant": None,
                             "rollout_percentage": None,
                             "properties": [
-                                {"key": "billing_plan", "value": ["cloud"], "operator": "exact", "type": "person"}
+                                {
+                                    "key": "billing_plan",
+                                    "value": ["cloud"],
+                                    "operator": "exact",
+                                    "type": "person",
+                                }
                             ],
                         }
                     ]
@@ -332,7 +421,12 @@ def test_updating_survey_to_send_none_targeting_deletes_targeting_flag(self):
                             "variant": None,
                             "rollout_percentage": None,
                             "properties": [
-                                {"key": "billing_plan", "value": ["cloud"], "operator": "exact", "type": "person"}
+                                {
+                                    "key": "billing_plan",
+                                    "value": ["cloud"],
+                                    "operator": "exact",
+                                    "type": "person",
+                                }
                             ],
                         }
                     ]
@@ -371,7 +465,12 @@ def test_updating_survey_other_props_doesnt_delete_targeting_flag(self):
                             "variant": None,
                             "rollout_percentage": None,
                             "properties": [
-                                {"key": "billing_plan", "value": ["cloud"], "operator": "exact", "type": "person"}
+                                {
+                                    "key": "billing_plan",
+                                    "value": ["cloud"],
+                                    "operator": "exact",
+                                    "type": "person",
+                                }
                             ],
                         }
                     ]
@@ -407,7 +506,12 @@ def test_survey_targeting_flag_validation(self):
                             "variant": None,
                             "rollout_percentage": None,
                             "properties": [
-                                {"key": "billing_plan", "value": ["cloud"], "operator": "exact", "type": "person"}
+                                {
+                                    "key": "billing_plan",
+                                    "value": ["cloud"],
+                                    "operator": "exact",
+                                    "type": "person",
+                                }
                             ],
                         }
                     ]
@@ -571,7 +675,12 @@ def test_deleting_survey_deletes_targeting_flag(self):
                             "variant": None,
                             "rollout_percentage": None,
                             "properties": [
-                                {"key": "billing_plan", "value": ["cloud"], "operator": "exact", "type": "person"}
+                                {
+                                    "key": "billing_plan",
+                                    "value": ["cloud"],
+                                    "operator": "exact",
+                                    "type": "person",
+                                }
                             ],
                         }
                     ]
@@ -595,7 +704,12 @@ def test_can_list_surveys(self):
                 "name": "Notebooks power users survey",
                 "type": "popover",
                 "description": "Make notebooks better",
-                "questions": [{"type": "open", "question": "What would you want to improve from notebooks?"}],
+                "questions": [
+                    {
+                        "type": "open",
+                        "question": "What would you want to improve from notebooks?",
+                    }
+                ],
             },
         )
 
@@ -612,7 +726,12 @@ def test_can_list_surveys(self):
                     "name": "Notebooks power users survey",
                     "description": "Make notebooks better",
                     "type": "popover",
-                    "questions": [{"type": "open", "question": "What would you want to improve from notebooks?"}],
+                    "questions": [
+                        {
+                            "type": "open",
+                            "question": "What would you want to improve from notebooks?",
+                        }
+                    ],
                     "appearance": None,
                     "created_at": ANY,
                     "created_by": ANY,
@@ -639,7 +758,12 @@ def test_updating_survey_name_validates(self):
                             "variant": None,
                             "rollout_percentage": None,
                             "properties": [
-                                {"key": "billing_plan", "value": ["cloud"], "operator": "exact", "type": "person"}
+                                {
+                                    "key": "billing_plan",
+                                    "value": ["cloud"],
+                                    "operator": "exact",
+                                    "type": "person",
+                                }
                             ],
                         }
                     ]
@@ -777,7 +901,11 @@ def test_create_basic_survey_question_validation(self):
                 "description": "Get feedback on the new notebooks feature",
                 "type": "popover",
                 "questions": [
-                    {"type": "open", "question": "What up?", "description": "<script>alert(0)</script>check?"},
+                    {
+                        "type": "open",
+                        "question": "What up?",
+                        "description": "<script>alert(0)</script>check?",
+                    },
                     {
                         "type": "link",
                         "link": "bazinga.com",
@@ -828,7 +956,11 @@ def test_update_basic_survey_question_validation(self):
                 "description": "Get feedback on the new notebooks feature",
                 "type": "popover",
                 "questions": [
-                    {"type": "open", "question": "What up?", "description": "<script>alert(0)</script>check?"},
+                    {
+                        "type": "open",
+                        "question": "What up?",
+                        "description": "<script>alert(0)</script>check?",
+                    },
                     {
                         "type": "link",
                         "link": "bazinga.com",
diff --git a/posthog/api/test/test_team.py b/posthog/api/test/test_team.py
index 052604d151276..297d23e54372c 100644
--- a/posthog/api/test/test_team.py
+++ b/posthog/api/test/test_team.py
@@ -54,7 +54,8 @@ def test_retrieve_project(self):
             get_instance_setting("PERSON_ON_EVENTS_ENABLED") or get_instance_setting("PERSON_ON_EVENTS_V2_ENABLED"),
         )
         self.assertEqual(
-            response_data["groups_on_events_querying_enabled"], get_instance_setting("GROUPS_ON_EVENTS_ENABLED")
+            response_data["groups_on_events_querying_enabled"],
+            get_instance_setting("GROUPS_ON_EVENTS_ENABLED"),
         )
 
         # TODO: These assertions will no longer make sense when we fully remove these attributes from the model
@@ -188,13 +189,17 @@ def test_cant_update_project_from_another_org(self):
 
     def test_filter_permission(self):
         response = self.client.patch(
-            f"/api/projects/{self.team.id}/", {"test_account_filters": [{"key": "$current_url", "value": "test"}]}
+            f"/api/projects/{self.team.id}/",
+            {"test_account_filters": [{"key": "$current_url", "value": "test"}]},
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
 
         response_data = response.json()
         self.assertEqual(response_data["name"], self.team.name)
-        self.assertEqual(response_data["test_account_filters"], [{"key": "$current_url", "value": "test"}])
+        self.assertEqual(
+            response_data["test_account_filters"],
+            [{"key": "$current_url", "value": "test"}],
+        )
 
     @patch("posthog.api.team.delete_bulky_postgres_data")
     @patch("posthoganalytics.capture")
@@ -211,13 +216,18 @@ def test_delete_team_own_second(self, mock_capture: MagicMock, mock_delete_bulky
         self.assertEqual(response.status_code, 204)
         self.assertEqual(Team.objects.filter(organization=self.organization).count(), 1)
         self.assertEqual(
-            AsyncDeletion.objects.filter(team_id=team.id, deletion_type=DeletionType.Team, key=str(team.id)).count(), 1
+            AsyncDeletion.objects.filter(team_id=team.id, deletion_type=DeletionType.Team, key=str(team.id)).count(),
+            1,
         )
         mock_capture.assert_called_once_with(
             self.user.distinct_id,
             "team deleted",
             properties={},
-            groups={"instance": ANY, "organization": str(self.organization.id), "project": str(self.team.uuid)},
+            groups={
+                "instance": ANY,
+                "organization": str(self.organization.id),
+                "project": str(self.team.uuid),
+            },
         )
         mock_delete_bulky_postgres_data.assert_called_once_with(team_ids=[team.pk])
 
@@ -240,14 +250,23 @@ def test_delete_bulky_postgres_data(self):
 
         cohort = Cohort.objects.create(team=team, created_by=self.user, name="test")
         person = Person.objects.create(
-            team=team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com", "team": "posthog"}
+            team=team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com", "team": "posthog"},
         )
         person.add_distinct_id("test")
         flag = FeatureFlag.objects.create(
-            team=team, name="test", key="test", rollout_percentage=50, created_by=self.user
+            team=team,
+            name="test",
+            key="test",
+            rollout_percentage=50,
+            created_by=self.user,
         )
         FeatureFlagHashKeyOverride.objects.create(
-            team_id=team.pk, person_id=person.id, feature_flag_key=flag.key, hash_key="test"
+            team_id=team.pk,
+            person_id=person.id,
+            feature_flag_key=flag.key,
+            hash_key="test",
         )
         CohortPeople.objects.create(cohort_id=cohort.pk, person_id=person.pk)
         EarlyAccessFeature.objects.create(
@@ -359,13 +378,16 @@ def test_update_timezone_remove_cache(self):
             data={"filters": {"events": json.dumps([{"id": "user signed up"}])}},
         )
         response = self.client.post(
-            f"/api/projects/{self.team.id}/insights/", data={"filters": {"events": json.dumps([{"id": "$pageview"}])}}
+            f"/api/projects/{self.team.id}/insights/",
+            data={"filters": {"events": json.dumps([{"id": "$pageview"}])}},
         ).json()
         self.client.get(
-            f"/api/projects/{self.team.id}/insights/trend/", data={"events": json.dumps([{"id": "$pageview"}])}
+            f"/api/projects/{self.team.id}/insights/trend/",
+            data={"events": json.dumps([{"id": "$pageview"}])},
         )
         self.client.get(
-            f"/api/projects/{self.team.id}/insights/trend/", data={"events": json.dumps([{"id": "user signed up"}])}
+            f"/api/projects/{self.team.id}/insights/trend/",
+            data={"events": json.dumps([{"id": "user signed up"}])},
         )
 
         self.assertEqual(cache.get(response["filters_hash"])["result"][0]["count"], 0)
@@ -412,7 +434,8 @@ def test_team_is_cached_on_create_and_update(self):
         self.assertEqual(cached_team.id, response.json()["id"])
 
         response = self.client.patch(
-            f"/api/projects/{team_id}/", {"timezone": "Europe/Istanbul", "session_recording_opt_in": True}
+            f"/api/projects/{team_id}/",
+            {"timezone": "Europe/Istanbul", "session_recording_opt_in": True},
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
 
@@ -443,7 +466,10 @@ def test_turn_on_exception_autocapture(self):
         response = self.client.get("/api/projects/@current/")
         assert response.json()["autocapture_exceptions_opt_in"] is None
 
-        response = self.client.patch("/api/projects/@current/", {"autocapture_exceptions_opt_in": "Welwyn Garden City"})
+        response = self.client.patch(
+            "/api/projects/@current/",
+            {"autocapture_exceptions_opt_in": "Welwyn Garden City"},
+        )
         assert response.status_code == status.HTTP_400_BAD_REQUEST
         assert response.json()["detail"] == "Must be a valid boolean."
 
@@ -457,12 +483,16 @@ def test_configure_exception_autocapture_event_dropping(self):
         assert response.json()["autocapture_exceptions_errors_to_ignore"] is None
 
         response = self.client.patch(
-            "/api/projects/@current/", {"autocapture_exceptions_errors_to_ignore": {"wat": "am i"}}
+            "/api/projects/@current/",
+            {"autocapture_exceptions_errors_to_ignore": {"wat": "am i"}},
         )
         assert response.status_code == status.HTTP_400_BAD_REQUEST
         assert response.json()["detail"] == "Must provide a list for field: autocapture_exceptions_errors_to_ignore."
 
-        response = self.client.patch("/api/projects/@current/", {"autocapture_exceptions_errors_to_ignore": [1, False]})
+        response = self.client.patch(
+            "/api/projects/@current/",
+            {"autocapture_exceptions_errors_to_ignore": [1, False]},
+        )
         assert response.status_code == status.HTTP_400_BAD_REQUEST
         assert (
             response.json()["detail"]
@@ -470,7 +500,8 @@ def test_configure_exception_autocapture_event_dropping(self):
         )
 
         response = self.client.patch(
-            "/api/projects/@current/", {"autocapture_exceptions_errors_to_ignore": ["wat am i"]}
+            "/api/projects/@current/",
+            {"autocapture_exceptions_errors_to_ignore": ["wat am i"]},
         )
         assert response.status_code == status.HTTP_200_OK
         response = self.client.get("/api/projects/@current/")
@@ -478,7 +509,8 @@ def test_configure_exception_autocapture_event_dropping(self):
 
     def test_configure_exception_autocapture_event_dropping_only_allows_simple_config(self):
         response = self.client.patch(
-            "/api/projects/@current/", {"autocapture_exceptions_errors_to_ignore": ["abc" * 300]}
+            "/api/projects/@current/",
+            {"autocapture_exceptions_errors_to_ignore": ["abc" * 300]},
         )
         assert response.status_code == status.HTTP_400_BAD_REQUEST
         assert (
@@ -488,10 +520,30 @@ def test_configure_exception_autocapture_event_dropping_only_allows_simple_confi
 
     @parameterized.expand(
         [
-            ["non numeric string", "Welwyn Garden City", "invalid_input", "A valid number is required."],
-            ["negative number", "-1", "min_value", "Ensure this value is greater than or equal to 0."],
-            ["greater than one", "1.5", "max_value", "Ensure this value is less than or equal to 1."],
-            ["too many digits", "0.534", "max_decimal_places", "Ensure that there are no more than 2 decimal places."],
+            [
+                "non numeric string",
+                "Welwyn Garden City",
+                "invalid_input",
+                "A valid number is required.",
+            ],
+            [
+                "negative number",
+                "-1",
+                "min_value",
+                "Ensure this value is greater than or equal to 0.",
+            ],
+            [
+                "greater than one",
+                "1.5",
+                "max_value",
+                "Ensure this value is less than or equal to 1.",
+            ],
+            [
+                "too many digits",
+                "0.534",
+                "max_decimal_places",
+                "Ensure that there are no more than 2 decimal places.",
+            ],
         ]
     )
     def test_invalid_session_recording_sample_rates(
@@ -508,9 +560,24 @@ def test_invalid_session_recording_sample_rates(
 
     @parameterized.expand(
         [
-            ["non numeric string", "Trentham monkey forest", "invalid_input", "A valid integer is required."],
-            ["negative number", "-1", "min_value", "Ensure this value is greater than or equal to 0."],
-            ["greater than 15000", "15001", "max_value", "Ensure this value is less than or equal to 15000."],
+            [
+                "non numeric string",
+                "Trentham monkey forest",
+                "invalid_input",
+                "A valid integer is required.",
+            ],
+            [
+                "negative number",
+                "-1",
+                "min_value",
+                "Ensure this value is greater than or equal to 0.",
+            ],
+            [
+                "greater than 15000",
+                "15001",
+                "max_value",
+                "Ensure this value is less than or equal to 15000.",
+            ],
             ["too many digits", "0.5", "invalid_input", "A valid integer is required."],
         ]
     )
@@ -518,7 +585,8 @@ def test_invalid_session_recording_minimum_duration(
         self, _name: str, provided_value: str, expected_code: str, expected_error: str
     ) -> None:
         response = self.client.patch(
-            "/api/projects/@current/", {"session_recording_minimum_duration_milliseconds": provided_value}
+            "/api/projects/@current/",
+            {"session_recording_minimum_duration_milliseconds": provided_value},
         )
         assert response.status_code == status.HTTP_400_BAD_REQUEST
         assert response.json() == {
@@ -530,7 +598,12 @@ def test_invalid_session_recording_minimum_duration(
 
     @parameterized.expand(
         [
-            ["string", "Marple bridge", "invalid_input", "Must provide a dictionary or None."],
+            [
+                "string",
+                "Marple bridge",
+                "invalid_input",
+                "Must provide a dictionary or None.",
+            ],
             ["numeric", "-1", "invalid_input", "Must provide a dictionary or None."],
             [
                 "unexpected json - no id",
@@ -566,11 +639,15 @@ def test_invalid_session_recording_linked_flag(
 
     def test_can_set_and_unset_session_recording_linked_flag(self) -> None:
         first_patch_response = self.client.patch(
-            "/api/projects/@current/", {"session_recording_linked_flag": {"id": 1, "key": "provided_value"}}
+            "/api/projects/@current/",
+            {"session_recording_linked_flag": {"id": 1, "key": "provided_value"}},
         )
         assert first_patch_response.status_code == status.HTTP_200_OK
         get_response = self.client.get("/api/projects/@current/")
-        assert get_response.json()["session_recording_linked_flag"] == {"id": 1, "key": "provided_value"}
+        assert get_response.json()["session_recording_linked_flag"] == {
+            "id": 1,
+            "key": "provided_value",
+        }
 
         response = self.client.patch("/api/projects/@current/", {"session_recording_linked_flag": None})
         assert response.status_code == status.HTTP_200_OK
@@ -585,7 +662,11 @@ def create_team(organization: Organization, name: str = "Test team") -> Team:
     with real world  scenarios.
     """
     return Team.objects.create(
-        organization=organization, name=name, ingested_event=True, completed_snippet_onboarding=True, is_demo=True
+        organization=organization,
+        name=name,
+        ingested_event=True,
+        completed_snippet_onboarding=True,
+        is_demo=True,
     )
 
 
diff --git a/posthog/api/test/test_uploaded_media.py b/posthog/api/test/test_uploaded_media.py
index c611643cb2610..2a7a23407fef6 100644
--- a/posthog/api/test/test_uploaded_media.py
+++ b/posthog/api/test/test_uploaded_media.py
@@ -52,7 +52,9 @@ def test_can_upload_and_retrieve_a_file(self) -> None:
         with self.settings(OBJECT_STORAGE_ENABLED=True, OBJECT_STORAGE_MEDIA_UPLOADS_FOLDER=TEST_BUCKET):
             with open(get_path_to("a-small-but-valid.gif"), "rb") as image:
                 response = self.client.post(
-                    f"/api/projects/{self.team.id}/uploaded_media", {"image": image}, format="multipart"
+                    f"/api/projects/{self.team.id}/uploaded_media",
+                    {"image": image},
+                    format="multipart",
                 )
                 self.assertEqual(response.status_code, status.HTTP_201_CREATED, response.json())
                 assert response.json()["name"] == "a-small-but-valid.gif"
@@ -68,14 +70,22 @@ def test_can_upload_and_retrieve_a_file(self) -> None:
     def test_rejects_non_image_file_type(self) -> None:
         fake_file = SimpleUploadedFile(name="test_image.jpg", content=b"a fake image", content_type="text/csv")
         response = self.client.post(
-            f"/api/projects/{self.team.id}/uploaded_media", {"image": fake_file}, format="multipart"
+            f"/api/projects/{self.team.id}/uploaded_media",
+            {"image": fake_file},
+            format="multipart",
+        )
+        self.assertEqual(
+            response.status_code,
+            status.HTTP_415_UNSUPPORTED_MEDIA_TYPE,
+            response.json(),
         )
-        self.assertEqual(response.status_code, status.HTTP_415_UNSUPPORTED_MEDIA_TYPE, response.json())
 
     def test_rejects_file_manually_crafted_to_start_with_image_magic_bytes(self) -> None:
         with open(get_path_to("file-masquerading-as-a.gif"), "rb") as image:
             response = self.client.post(
-                f"/api/projects/{self.team.id}/uploaded_media", {"image": image}, format="multipart"
+                f"/api/projects/{self.team.id}/uploaded_media",
+                {"image": image},
+                format="multipart",
             )
             self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST, response.json())
 
@@ -88,10 +98,14 @@ def test_made_up_id_is_404(self) -> None:
     def test_rejects_too_large_file_type(self) -> None:
         four_megabytes_plus_a_little = b"1" * (4 * 1024 * 1024 + 1)
         fake_big_file = SimpleUploadedFile(
-            name="test_image.jpg", content=four_megabytes_plus_a_little, content_type="image/jpeg"
+            name="test_image.jpg",
+            content=four_megabytes_plus_a_little,
+            content_type="image/jpeg",
         )
         response = self.client.post(
-            f"/api/projects/{self.team.id}/uploaded_media", {"image": fake_big_file}, format="multipart"
+            f"/api/projects/{self.team.id}/uploaded_media",
+            {"image": fake_big_file},
+            format="multipart",
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST, response.json())
         self.assertEqual(response.json()["detail"], "Uploaded media must be less than 4MB")
@@ -100,7 +114,12 @@ def test_rejects_upload_when_object_storage_is_unavailable(self) -> None:
         with override_settings(OBJECT_STORAGE_ENABLED=False):
             fake_big_file = SimpleUploadedFile(name="test_image.jpg", content=b"", content_type="image/jpeg")
             response = self.client.post(
-                f"/api/projects/{self.team.id}/uploaded_media", {"image": fake_big_file}, format="multipart"
+                f"/api/projects/{self.team.id}/uploaded_media",
+                {"image": fake_big_file},
+                format="multipart",
             )
             self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST, response.json())
-            self.assertEqual(response.json()["detail"], "Object storage must be available to allow media uploads.")
+            self.assertEqual(
+                response.json()["detail"],
+                "Object storage must be available to allow media uploads.",
+            )
diff --git a/posthog/api/test/test_user.py b/posthog/api/test/test_user.py
index 62dca8dad6277..c5d93bbef211e 100644
--- a/posthog/api/test/test_user.py
+++ b/posthog/api/test/test_user.py
@@ -206,7 +206,11 @@ def test_update_current_user(self, mock_capture, mock_identify_task):
                     "partial_notification_settings",
                 ]
             },
-            groups={"instance": ANY, "organization": str(self.team.organization_id), "project": str(self.team.uuid)},
+            groups={
+                "instance": ANY,
+                "organization": str(self.team.organization_id),
+                "project": str(self.team.uuid),
+            },
         )
 
     @patch("posthog.tasks.user_identify.identify_task")
@@ -221,7 +225,12 @@ def test_set_scene_personalisation_for_user_dashboard_must_be_in_current_team(
         response = self.client.post(
             "/api/users/@me/scene_personalisation",
             # even if someone tries to send a different user or team they are ignored
-            {"user": 12345, "team": 12345, "dashboard": str(dashboard_one.id), "scene": "Person"},
+            {
+                "user": 12345,
+                "team": 12345,
+                "dashboard": str(dashboard_one.id),
+                "scene": "Person",
+            },
         )
         assert response.status_code == status.HTTP_400_BAD_REQUEST
 
@@ -320,7 +329,12 @@ def _assert_set_scene_choice(
         response = self.client.post(
             "/api/users/@me/scene_personalisation",
             # even if someone tries to send a different user or team they are ignored
-            {"user": 12345, "team": 12345, "dashboard": str(dashboard.id), "scene": scene},
+            {
+                "user": 12345,
+                "team": 12345,
+                "dashboard": str(dashboard.id),
+                "scene": scene,
+            },
         )
         assert response.status_code == status.HTTP_200_OK
         response_data = response.json()
@@ -354,7 +368,10 @@ def test_no_notifications_when_user_email_is_changed_and_email_not_available(
     @patch("posthog.tasks.email.send_email_change_emails.delay")
     @patch("posthog.tasks.email.send_email_verification.delay")
     def test_notifications_sent_when_user_email_is_changed_and_email_available(
-        self, mock_send_email_verification, mock_send_email_change_emails, mock_is_email_available
+        self,
+        mock_send_email_verification,
+        mock_send_email_change_emails,
+        mock_is_email_available,
     ):
         """Test that when a user updates their email, they receive a verification email before the switch actually happens."""
         self.user.email = "alpha@example.com"
@@ -381,7 +398,10 @@ def test_notifications_sent_when_user_email_is_changed_and_email_available(
 
             token = email_verification_token_generator.make_token(self.user)
             with freeze_time("2020-01-01T21:37:00+00:00"):
-                response = self.client.post(f"/api/users/@me/verify_email/", {"uuid": self.user.uuid, "token": token})
+                response = self.client.post(
+                    f"/api/users/@me/verify_email/",
+                    {"uuid": self.user.uuid, "token": token},
+                )
             self.assertEqual(response.status_code, status.HTTP_200_OK)
 
             self.user.refresh_from_db()
@@ -389,7 +409,10 @@ def test_notifications_sent_when_user_email_is_changed_and_email_available(
             self.assertIsNone(self.user.pending_email)
             mock_is_email_available.assert_called_once()
             mock_send_email_change_emails.assert_called_once_with(
-                "2020-01-01T21:37:00+00:00", self.user.first_name, "alpha@example.com", "beta@example.com"
+                "2020-01-01T21:37:00+00:00",
+                self.user.first_name,
+                "alpha@example.com",
+                "beta@example.com",
             )
 
     @patch("posthog.api.user.is_email_available", return_value=True)
@@ -420,7 +443,8 @@ def test_cannot_upgrade_yourself_to_staff_user(self):
 
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertEqual(
-            response.json(), self.permission_denied_response("You are not a staff user, contact your instance admin.")
+            response.json(),
+            self.permission_denied_response("You are not a staff user, contact your instance admin."),
         )
 
         self.user.refresh_from_db()
@@ -447,7 +471,11 @@ def test_can_update_current_organization(self, mock_capture, mock_identify):
             self.user.distinct_id,
             "user updated",
             properties={"updated_attrs": ["current_organization", "current_team"]},
-            groups={"instance": ANY, "organization": str(self.new_org.id), "project": str(self.new_project.uuid)},
+            groups={
+                "instance": ANY,
+                "organization": str(self.new_org.id),
+                "project": str(self.new_project.uuid),
+            },
         )
 
     @patch("posthog.tasks.user_identify.identify_task")
@@ -471,7 +499,11 @@ def test_can_update_current_project(self, mock_capture, mock_identify):
             self.user.distinct_id,
             "user updated",
             properties={"updated_attrs": ["current_organization", "current_team"]},
-            groups={"instance": ANY, "organization": str(self.new_org.id), "project": str(team.uuid)},
+            groups={
+                "instance": ANY,
+                "organization": str(self.new_org.id),
+                "project": str(team.uuid),
+            },
         )
 
     def test_cannot_set_mismatching_org_and_team(self):
@@ -481,7 +513,11 @@ def test_cannot_set_mismatching_org_and_team(self):
         self.user.join(organization=org)
 
         response = self.client.patch(
-            "/api/users/@me/", {"set_current_team": team.id, "set_current_organization": self.organization.id}
+            "/api/users/@me/",
+            {
+                "set_current_team": team.id,
+                "set_current_organization": self.organization.id,
+            },
         )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
@@ -583,7 +619,10 @@ def test_user_can_update_password(self, mock_capture, mock_identify):
         user = self._create_user("bob@posthog.com", password="A12345678")
         self.client.force_login(user)
 
-        response = self.client.patch("/api/users/@me/", {"current_password": "A12345678", "password": "a_new_password"})
+        response = self.client.patch(
+            "/api/users/@me/",
+            {"current_password": "A12345678", "password": "a_new_password"},
+        )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         response_data = response.json()
         self.assertEqual(response_data["email"], "bob@posthog.com")
@@ -602,7 +641,11 @@ def test_user_can_update_password(self, mock_capture, mock_identify):
             user.distinct_id,
             "user updated",
             properties={"updated_attrs": ["password"]},
-            groups={"instance": ANY, "organization": str(self.team.organization_id), "project": str(self.team.uuid)},
+            groups={
+                "instance": ANY,
+                "organization": str(self.team.organization_id),
+                "project": str(self.team.uuid),
+            },
         )
 
         # User can log in with new password
@@ -616,7 +659,8 @@ def test_user_with_no_password_set_can_set_password(self, mock_capture, mock_ide
         self.client.force_login(user)
 
         response = self.client.patch(
-            "/api/users/@me/", {"password": "a_new_password"}  # note we don't send current password
+            "/api/users/@me/",
+            {"password": "a_new_password"},  # note we don't send current password
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         response_data = response.json()
@@ -636,11 +680,18 @@ def test_user_with_no_password_set_can_set_password(self, mock_capture, mock_ide
             user.distinct_id,
             "user updated",
             properties={"updated_attrs": ["password"]},
-            groups={"instance": ANY, "organization": str(self.team.organization_id), "project": str(self.team.uuid)},
+            groups={
+                "instance": ANY,
+                "organization": str(self.team.organization_id),
+                "project": str(self.team.uuid),
+            },
         )
 
         # User can log in with new password
-        response = self.client.post("/api/login", {"email": "no_password@posthog.com", "password": "a_new_password"})
+        response = self.client.post(
+            "/api/login",
+            {"email": "no_password@posthog.com", "password": "a_new_password"},
+        )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
 
     def test_user_with_unusable_password_set_can_set_password(self):
@@ -663,7 +714,10 @@ def test_user_with_unusable_password_set_can_set_password(self):
     @patch("posthog.tasks.user_identify.identify_task")
     @patch("posthoganalytics.capture")
     def test_cannot_update_to_insecure_password(self, mock_capture, mock_identify):
-        response = self.client.patch("/api/users/@me/", {"current_password": self.CONFIG_PASSWORD, "password": "123"})
+        response = self.client.patch(
+            "/api/users/@me/",
+            {"current_password": self.CONFIG_PASSWORD, "password": "123"},
+        )
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
             response.json(),
@@ -740,7 +794,10 @@ def test_user_cannot_update_password_with_incorrect_current_password_and_ratelim
         for _ in range(7):
             response = self.client.patch("/api/users/@me/", {"current_password": "wrong", "password": "12345678"})
         self.assertEqual(response.status_code, status.HTTP_429_TOO_MANY_REQUESTS)
-        self.assertDictContainsSubset({"attr": None, "code": "throttled", "type": "throttled_error"}, response.json())
+        self.assertDictContainsSubset(
+            {"attr": None, "code": "throttled", "type": "throttled_error"},
+            response.json(),
+        )
 
         # Password was not changed
         self.user.refresh_from_db()
@@ -957,7 +1014,9 @@ def test_user_can_request_verification_email(self, mock_capture):
 
         html_message = mail.outbox[0].alternatives[0][0]  # type: ignore
         self.validate_basic_html(
-            html_message, "https://my.posthog.net", preheader="Please follow the link inside to verify your account."
+            html_message,
+            "https://my.posthog.net",
+            preheader="Please follow the link inside to verify your account.",
         )
         link_index = html_message.find("https://my.posthog.net/verify_email")
         reset_link = html_message[link_index : html_message.find('"', link_index)]
@@ -975,7 +1034,11 @@ def test_user_can_request_verification_email(self, mock_capture):
             self.user.distinct_id,
             "user logged in",
             properties={"social_provider": ""},
-            groups={"instance": ANY, "organization": str(self.team.organization_id), "project": str(self.team.uuid)},
+            groups={
+                "instance": ANY,
+                "organization": str(self.team.organization_id),
+                "project": str(self.team.uuid),
+            },
         )
         mock_capture.assert_any_call(
             self.user.distinct_id,
@@ -1003,14 +1066,18 @@ def test_cant_verify_more_than_six_times(self):
 
         for i in range(7):
             with self.settings(CELERY_TASK_ALWAYS_EAGER=True, SITE_URL="https://my.posthog.net"):
-                response = self.client.post(f"/api/users/@me/request_email_verification/", {"uuid": self.user.uuid})
+                response = self.client.post(
+                    f"/api/users/@me/request_email_verification/",
+                    {"uuid": self.user.uuid},
+                )
             if i < 6:
                 self.assertEqual(response.status_code, status.HTTP_200_OK)
             else:
                 # Fourth request should fail
                 self.assertEqual(response.status_code, status.HTTP_429_TOO_MANY_REQUESTS)
                 self.assertDictContainsSubset(
-                    {"attr": None, "code": "throttled", "type": "throttled_error"}, response.json()
+                    {"attr": None, "code": "throttled", "type": "throttled_error"},
+                    response.json(),
                 )
 
         # Three emails should be sent, fourth should not
@@ -1028,7 +1095,12 @@ def test_cant_validate_email_verification_token_without_a_token(self):
         self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
         self.assertEqual(
             response.json(),
-            {"type": "validation_error", "code": "required", "detail": "This field is required.", "attr": "token"},
+            {
+                "type": "validation_error",
+                "code": "required",
+                "detail": "This field is required.",
+                "attr": "token",
+            },
         )
 
     def test_invalid_verification_token_returns_error(self):
@@ -1038,8 +1110,16 @@ def test_invalid_verification_token_returns_error(self):
             # tokens expire after one day
             expired_token = default_token_generator.make_token(self.user)
 
-        for token in [valid_token[:-1], "not_even_trying", self.user.uuid, expired_token]:
-            response = self.client.post(f"/api/users/@me/verify_email/", {"uuid": self.user.uuid, "token": token})
+        for token in [
+            valid_token[:-1],
+            "not_even_trying",
+            self.user.uuid,
+            expired_token,
+        ]:
+            response = self.client.post(
+                f"/api/users/@me/verify_email/",
+                {"uuid": self.user.uuid, "token": token},
+            )
             self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
             self.assertEqual(
                 response.json(),
diff --git a/posthog/api/test/test_utils.py b/posthog/api/test/test_utils.py
index 84a3d7315c220..8e0f08b009606 100644
--- a/posthog/api/test/test_utils.py
+++ b/posthog/api/test/test_utils.py
@@ -46,17 +46,24 @@ def test_format_paginated_url(self):
             "http://testserver/api/some_url?offset=10",
         )
         self.assertEqual(
-            format_paginated_url(request("/api/some_url?offset=0"), offset=0, page_size=10), "api/some_url?offset=10"
+            format_paginated_url(request("/api/some_url?offset=0"), offset=0, page_size=10),
+            "api/some_url?offset=10",
         )
         self.assertEqual(
             format_paginated_url(
-                request("/api/some_url?offset=0"), offset=0, page_size=10, mode=PaginationMode.previous
+                request("/api/some_url?offset=0"),
+                offset=0,
+                page_size=10,
+                mode=PaginationMode.previous,
             ),
             None,
         )
         self.assertEqual(
             format_paginated_url(
-                request("/api/some_url?offset=0"), offset=20, page_size=10, mode=PaginationMode.previous
+                request("/api/some_url?offset=0"),
+                offset=20,
+                page_size=10,
+                mode=PaginationMode.previous,
             ),
             "api/some_url?offset=0",
         )
@@ -64,7 +71,11 @@ def test_format_paginated_url(self):
     def test_get_target_entity(self):
         request = lambda url: cast(Any, RequestFactory().get(url))
         filter = Filter(
-            data={"entity_id": "$pageview", "entity_type": "events", "events": [{"id": "$pageview", "type": "events"}]}
+            data={
+                "entity_id": "$pageview",
+                "entity_type": "events",
+                "events": [{"id": "$pageview", "type": "events"}],
+            }
         )
         entity = get_target_entity(filter)
 
@@ -90,10 +101,20 @@ def test_get_target_entity(self):
         assert entity.math == "unique_group"
 
     def test_check_definition_ids_inclusion_field_sql(self):
+        definition_ids = [
+            "",
+            None,
+            '["1fcefbef-7ea1-42fd-abca-4848b53133c0", "c8452399-8a10-4142-864d-6f2ca8c65154"]',
+        ]
 
-        definition_ids = ["", None, '["1fcefbef-7ea1-42fd-abca-4848b53133c0", "c8452399-8a10-4142-864d-6f2ca8c65154"]']
-
-        expected_ids_list = [[], [], ["1fcefbef-7ea1-42fd-abca-4848b53133c0", "c8452399-8a10-4142-864d-6f2ca8c65154"]]
+        expected_ids_list = [
+            [],
+            [],
+            [
+                "1fcefbef-7ea1-42fd-abca-4848b53133c0",
+                "c8452399-8a10-4142-864d-6f2ca8c65154",
+            ],
+        ]
 
         for raw_ids, expected_ids in zip(definition_ids, expected_ids_list):
             ordered_expected_ids = list(set(expected_ids))  # type: ignore
@@ -155,27 +176,43 @@ def test_raise_if_user_provided_url_unsafe(self):
         raise_if_user_provided_url_unsafe("https://1.1.1.1")  # Safe, public IP
         self.assertRaisesMessage(ValueError, "No hostname", lambda: raise_if_user_provided_url_unsafe(""))
         self.assertRaisesMessage(ValueError, "No hostname", lambda: raise_if_user_provided_url_unsafe("@@@"))
-        self.assertRaisesMessage(ValueError, "No hostname", lambda: raise_if_user_provided_url_unsafe("posthog.com"))
+        self.assertRaisesMessage(
+            ValueError,
+            "No hostname",
+            lambda: raise_if_user_provided_url_unsafe("posthog.com"),
+        )
         self.assertRaisesMessage(
             ValueError,
             "Scheme must be either HTTP or HTTPS",
             lambda: raise_if_user_provided_url_unsafe("ftp://posthog.com"),
         )
         self.assertRaisesMessage(
-            ValueError, "Internal hostname", lambda: raise_if_user_provided_url_unsafe("http://localhost")
+            ValueError,
+            "Internal hostname",
+            lambda: raise_if_user_provided_url_unsafe("http://localhost"),
         )
         self.assertRaisesMessage(
-            ValueError, "Internal hostname", lambda: raise_if_user_provided_url_unsafe("http://192.168.0.5")
+            ValueError,
+            "Internal hostname",
+            lambda: raise_if_user_provided_url_unsafe("http://192.168.0.5"),
         )
         self.assertRaisesMessage(
-            ValueError, "Internal hostname", lambda: raise_if_user_provided_url_unsafe("http://0.0.0.0")
+            ValueError,
+            "Internal hostname",
+            lambda: raise_if_user_provided_url_unsafe("http://0.0.0.0"),
         )
         self.assertRaisesMessage(
-            ValueError, "Internal hostname", lambda: raise_if_user_provided_url_unsafe("http://10.0.0.24")
+            ValueError,
+            "Internal hostname",
+            lambda: raise_if_user_provided_url_unsafe("http://10.0.0.24"),
         )
         self.assertRaisesMessage(
-            ValueError, "Internal hostname", lambda: raise_if_user_provided_url_unsafe("http://172.20.0.21")
+            ValueError,
+            "Internal hostname",
+            lambda: raise_if_user_provided_url_unsafe("http://172.20.0.21"),
         )
         self.assertRaisesMessage(
-            ValueError, "Invalid hostname", lambda: raise_if_user_provided_url_unsafe("http://fgtggggzzggggfd.com")
+            ValueError,
+            "Invalid hostname",
+            lambda: raise_if_user_provided_url_unsafe("http://fgtggggzzggggfd.com"),
         )  # Non-existent
diff --git a/posthog/api/uploaded_media.py b/posthog/api/uploaded_media.py
index 5b0e68b5ab2e7..4893994ecdb55 100644
--- a/posthog/api/uploaded_media.py
+++ b/posthog/api/uploaded_media.py
@@ -7,7 +7,11 @@
 from drf_spectacular.utils import extend_schema
 from PIL import Image
 from rest_framework import status, viewsets
-from rest_framework.exceptions import APIException, UnsupportedMediaType, ValidationError
+from rest_framework.exceptions import (
+    APIException,
+    UnsupportedMediaType,
+    ValidationError,
+)
 from rest_framework.parsers import FormParser, MultiPartParser
 from rest_framework.permissions import IsAuthenticatedOrReadOnly
 from rest_framework.response import Response
@@ -16,7 +20,10 @@
 from posthog.api.routing import StructuredViewSetMixin
 from posthog.models import UploadedMedia
 from posthog.models.uploaded_media import ObjectStorageUnavailable
-from posthog.permissions import ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission
+from posthog.permissions import (
+    ProjectMembershipNecessaryPermissions,
+    TeamMemberAccessPermission,
+)
 from posthog.storage import object_storage
 
 FOUR_MEGABYTES = 4 * 1024 * 1024
@@ -43,7 +50,12 @@ def validate_image_file(file: Optional[bytes], user: int) -> bool:
         im.close()
         return True
     except Exception as e:
-        logger.error("uploaded_media.image_verification_error", user=user, exception=e, exc_info=True)
+        logger.error(
+            "uploaded_media.image_verification_error",
+            user=user,
+            exception=e,
+            exc_info=True,
+        )
         return False
 
 
@@ -61,7 +73,10 @@ def download(request, *args, **kwargs) -> HttpResponse:
 
     file_bytes = object_storage.read_bytes(instance.media_location)
 
-    statsd.incr("uploaded_media.served", tags={"team_id": instance.team_id, "uuid": kwargs["image_uuid"]})
+    statsd.incr(
+        "uploaded_media.served",
+        tags={"team_id": instance.team_id, "uuid": kwargs["image_uuid"]},
+    )
 
     return HttpResponse(
         file_bytes,
@@ -109,15 +124,20 @@ def create(self, request, *args, **kwargs) -> Response:
                 bytes_to_verify = object_storage.read_bytes(uploaded_media.media_location)
                 if not validate_image_file(bytes_to_verify, user=request.user.id):
                     statsd.incr(
-                        "uploaded_media.image_failed_validation", tags={"file_name": file.name, "team": self.team_id}
+                        "uploaded_media.image_failed_validation",
+                        tags={"file_name": file.name, "team": self.team_id},
                     )
                     # TODO a batch process can delete media with no records in the DB or for deleted teams
                     uploaded_media.delete()
-                    raise ValidationError(code="invalid_image", detail="Uploaded media must be a valid image")
+                    raise ValidationError(
+                        code="invalid_image",
+                        detail="Uploaded media must be a valid image",
+                    )
 
                 headers = self.get_success_headers(uploaded_media.get_absolute_url())
                 statsd.incr(
-                    "uploaded_media.uploaded", tags={"team_id": self.team.pk, "content_type": file.content_type}
+                    "uploaded_media.uploaded",
+                    tags={"team_id": self.team.pk, "content_type": file.content_type},
                 )
                 return Response(
                     {
@@ -134,7 +154,8 @@ def create(self, request, *args, **kwargs) -> Response:
             raise ValidationError(code="no-image-provided", detail="An image file must be provided")
         except ObjectStorageUnavailable:
             raise ValidationError(
-                code="object_storage_required", detail="Object storage must be available to allow media uploads."
+                code="object_storage_required",
+                detail="Object storage must be available to allow media uploads.",
             )
 
     def get_success_headers(self, location: str) -> Dict:
diff --git a/posthog/api/user.py b/posthog/api/user.py
index 75276eca4f5ce..541a428074389 100644
--- a/posthog/api/user.py
+++ b/posthog/api/user.py
@@ -35,7 +35,11 @@
 from posthog.auth import authenticate_secondarily
 from posthog.cloud_utils import is_cloud
 from posthog.email import is_email_available
-from posthog.event_usage import report_user_logged_in, report_user_updated, report_user_verified_email
+from posthog.event_usage import (
+    report_user_logged_in,
+    report_user_updated,
+    report_user_verified_email,
+)
 from posthog.models import Team, User, UserScenePersonalisation, Dashboard
 from posthog.models.organization import Organization
 from posthog.models.user import NOTIFICATION_DEFAULTS, Notifications
@@ -110,7 +114,10 @@ class Meta:
             "has_seen_product_intro_for",
             "scene_personalisation",
         ]
-        extra_kwargs = {"date_joined": {"read_only": True}, "password": {"write_only": True}}
+        extra_kwargs = {
+            "date_joined": {"read_only": True},
+            "password": {"write_only": True},
+        }
 
     def get_has_password(self, instance: User) -> bool:
         return instance.has_usable_password()
@@ -166,12 +173,14 @@ def validate_password_change(
                 # usable (properly hashed) and that a password actually exists.
                 if not current_password:
                     raise serializers.ValidationError(
-                        {"current_password": ["This field is required when updating your password."]}, code="required"
+                        {"current_password": ["This field is required when updating your password."]},
+                        code="required",
                     )
 
                 if not instance.check_password(current_password):
                     raise serializers.ValidationError(
-                        {"current_password": ["Your current password is incorrect."]}, code="incorrect_password"
+                        {"current_password": ["Your current password is incorrect."]},
+                        code="incorrect_password",
                     )
             try:
                 validate_password(password, instance)
@@ -276,7 +285,12 @@ def save(self, **kwargs):
         )
 
 
-class UserViewSet(mixins.RetrieveModelMixin, mixins.UpdateModelMixin, mixins.ListModelMixin, viewsets.GenericViewSet):
+class UserViewSet(
+    mixins.RetrieveModelMixin,
+    mixins.UpdateModelMixin,
+    mixins.ListModelMixin,
+    viewsets.GenericViewSet,
+):
     throttle_classes = [UserAuthenticationThrottle]
     serializer_class = UserSerializer
     permission_classes = [permissions.IsAuthenticated]
@@ -305,7 +319,10 @@ def get_queryset(self):
         return queryset
 
     def get_serializer_context(self):
-        return {**super().get_serializer_context(), "user_permissions": UserPermissions(cast(User, self.request.user))}
+        return {
+            **super().get_serializer_context(),
+            "user_permissions": UserPermissions(cast(User, self.request.user)),
+        }
 
     @action(methods=["GET"], detail=True)
     def start_2fa_setup(self, request, **kwargs):
@@ -319,7 +336,9 @@ def start_2fa_setup(self, request, **kwargs):
     @action(methods=["POST"], detail=True)
     def validate_2fa(self, request, **kwargs):
         form = TOTPDeviceForm(
-            request.session["django_two_factor-hex"], request.user, data={"token": request.data["token"]}
+            request.session["django_two_factor-hex"],
+            request.user,
+            data={"token": request.data["token"]},
         )
         if not form.is_valid():
             raise serializers.ValidationError("Token is not valid", code="token_invalid")
@@ -345,7 +364,8 @@ def verify_email(self, request, **kwargs):
 
         if not user or not EmailVerifier.check_token(user, token):
             raise serializers.ValidationError(
-                {"token": ["This verification token is invalid or has expired."]}, code="invalid_token"
+                {"token": ["This verification token is invalid or has expired."]},
+                code="invalid_token",
             )
 
         if user.pending_email:
@@ -364,7 +384,10 @@ def verify_email(self, request, **kwargs):
         return Response({"success": True, "token": token})
 
     @action(
-        methods=["POST"], detail=True, permission_classes=[AllowAny], throttle_classes=[UserEmailVerificationThrottle]
+        methods=["POST"],
+        detail=True,
+        permission_classes=[AllowAny],
+        throttle_classes=[UserEmailVerificationThrottle],
     )
     def request_email_verification(self, request, **kwargs):
         uuid = request.data["uuid"]
diff --git a/posthog/apps.py b/posthog/apps.py
index 6ae001ccf93fc..3e6b2aaf76fee 100644
--- a/posthog/apps.py
+++ b/posthog/apps.py
@@ -7,7 +7,12 @@
 from posthoganalytics.client import Client
 
 from posthog.settings import SELF_CAPTURE, SKIP_ASYNC_MIGRATIONS_SETUP
-from posthog.utils import get_git_branch, get_git_commit, get_machine_id, get_self_capture_api_token
+from posthog.utils import (
+    get_git_branch,
+    get_git_commit,
+    get_machine_id,
+    get_self_capture_api_token,
+)
 
 logger = structlog.get_logger(__name__)
 
diff --git a/posthog/async_migrations/definition.py b/posthog/async_migrations/definition.py
index 77e7261aab55e..859b8af08819d 100644
--- a/posthog/async_migrations/definition.py
+++ b/posthog/async_migrations/definition.py
@@ -19,7 +19,11 @@
 
 
 class AsyncMigrationOperation:
-    def __init__(self, fn: Callable[[str], None], rollback_fn: Callable[[str], None] = lambda _: None):
+    def __init__(
+        self,
+        fn: Callable[[str], None],
+        rollback_fn: Callable[[str], None] = lambda _: None,
+    ):
         self.fn = fn
 
         # This should not be a long operation as it will be executed synchronously!
@@ -55,7 +59,10 @@ def rollback_fn(self, query_id: str):
             self._execute_op(query_id, self.rollback, self.rollback_settings)
 
     def _execute_op(self, query_id: str, sql: str, settings: Optional[Dict]):
-        from posthog.async_migrations.utils import execute_op_clickhouse, execute_op_postgres
+        from posthog.async_migrations.utils import (
+            execute_op_clickhouse,
+            execute_op_postgres,
+        )
 
         if self.database == AnalyticsDBMS.CLICKHOUSE:
             execute_op_clickhouse(
diff --git a/posthog/async_migrations/disk_util.py b/posthog/async_migrations/disk_util.py
index 96ff6a383e7fc..ac7398a2c3e2f 100644
--- a/posthog/async_migrations/disk_util.py
+++ b/posthog/async_migrations/disk_util.py
@@ -27,10 +27,17 @@ def analyze_enough_disk_space_free_for_table(table_name: str, required_ratio: fl
             total_disk_space - (free_disk_space - %(ratio)s * table_size) AS required,
             formatReadableSize(required)
         """,
-        {"database": CLICKHOUSE_DATABASE, "table_name": table_name, "ratio": required_ratio},
+        {
+            "database": CLICKHOUSE_DATABASE,
+            "table_name": table_name,
+            "ratio": required_ratio,
+        },
     )[0]
 
     if current_ratio >= required_ratio:
         return (True, None)
     else:
-        return (False, f"Upgrade your ClickHouse storage to at least {required_space_pretty}.")
+        return (
+            False,
+            f"Upgrade your ClickHouse storage to at least {required_space_pretty}.",
+        )
diff --git a/posthog/async_migrations/examples/example.py b/posthog/async_migrations/examples/example.py
index 1c0143744d796..c079c5ca6e504 100644
--- a/posthog/async_migrations/examples/example.py
+++ b/posthog/async_migrations/examples/example.py
@@ -28,7 +28,6 @@ def example_rollback_fn(uuid: str):
 
 
 class Migration(AsyncMigrationDefinition):
-
     description = "An example async migration."
 
     posthog_min_version = "1.29.0"
diff --git a/posthog/async_migrations/examples/test_migration.py b/posthog/async_migrations/examples/test_migration.py
index 4b85264004865..7b3516c8ced91 100644
--- a/posthog/async_migrations/examples/test_migration.py
+++ b/posthog/async_migrations/examples/test_migration.py
@@ -26,7 +26,6 @@ def side_effect_rollback(self, _):
 
 
 class Migration(AsyncMigrationDefinition):
-
     # For testing only!!
     fail = False
     error_message = "Healthcheck failed"
diff --git a/posthog/async_migrations/examples/test_with_rollback_exception.py b/posthog/async_migrations/examples/test_with_rollback_exception.py
index 75371d4cfba37..b17f52391c9d6 100644
--- a/posthog/async_migrations/examples/test_with_rollback_exception.py
+++ b/posthog/async_migrations/examples/test_with_rollback_exception.py
@@ -1,4 +1,7 @@
-from posthog.async_migrations.definition import AsyncMigrationDefinition, AsyncMigrationOperation
+from posthog.async_migrations.definition import (
+    AsyncMigrationDefinition,
+    AsyncMigrationOperation,
+)
 
 # For testing purposes
 
@@ -8,7 +11,6 @@ def raise_exception_fn(_):
 
 
 class Migration(AsyncMigrationDefinition):
-
     # For testing only!!
     description = "Another example async migration that's less realistic and used in tests."
 
diff --git a/posthog/async_migrations/migrations/0001_events_sample_by.py b/posthog/async_migrations/migrations/0001_events_sample_by.py
index 6a27833d38e0d..4098fd38f32a1 100644
--- a/posthog/async_migrations/migrations/0001_events_sample_by.py
+++ b/posthog/async_migrations/migrations/0001_events_sample_by.py
@@ -1,6 +1,9 @@
 from typing import List
 
-from posthog.async_migrations.definition import AsyncMigrationDefinition, AsyncMigrationOperation
+from posthog.async_migrations.definition import (
+    AsyncMigrationDefinition,
+    AsyncMigrationOperation,
+)
 
 """
 Nooping this migration for future compatibility. Superseded by 0002_events_sample_by.
@@ -10,7 +13,6 @@
 
 
 class Migration(AsyncMigrationDefinition):
-
     description = "Test migration"
 
     posthog_max_version = "1.33.9"
diff --git a/posthog/async_migrations/migrations/0002_events_sample_by.py b/posthog/async_migrations/migrations/0002_events_sample_by.py
index c4d7ca9181f67..7ad43de2934a3 100644
--- a/posthog/async_migrations/migrations/0002_events_sample_by.py
+++ b/posthog/async_migrations/migrations/0002_events_sample_by.py
@@ -59,7 +59,6 @@ def generate_insert_into_op(partition_gte: int, partition_lt=None) -> AsyncMigra
 
 
 class Migration(AsyncMigrationDefinition):
-
     description = (
         "Schema change to the events table ensuring our SAMPLE BY clause is compatible with ClickHouse >=21.7.0."
     )
@@ -138,7 +137,10 @@ def operations(self):
             ),
             AsyncMigrationOperation(
                 fn=lambda query_id: run_optimize_table(
-                    unique_name="0002_events_sample_by", query_id=query_id, table_name=EVENTS_TABLE_NAME, final=True
+                    unique_name="0002_events_sample_by",
+                    query_id=query_id,
+                    table_name=EVENTS_TABLE_NAME,
+                    final=True,
                 )
             ),
         ]
diff --git a/posthog/async_migrations/migrations/0003_fill_person_distinct_id2.py b/posthog/async_migrations/migrations/0003_fill_person_distinct_id2.py
index 3cb5f123c5124..ba1d6dd917292 100644
--- a/posthog/async_migrations/migrations/0003_fill_person_distinct_id2.py
+++ b/posthog/async_migrations/migrations/0003_fill_person_distinct_id2.py
@@ -1,6 +1,9 @@
 from functools import cached_property
 
-from posthog.async_migrations.definition import AsyncMigrationDefinition, AsyncMigrationOperationSQL
+from posthog.async_migrations.definition import (
+    AsyncMigrationDefinition,
+    AsyncMigrationOperationSQL,
+)
 from posthog.client import sync_execute
 from posthog.constants import AnalyticsDBMS
 from posthog.settings import CLICKHOUSE_DATABASE
@@ -29,7 +32,6 @@
 
 
 class Migration(AsyncMigrationDefinition):
-
     description = "Set up person_distinct_id2 table, speeding up person-related queries."
 
     depends_on = "0002_events_sample_by"
diff --git a/posthog/async_migrations/migrations/0004_replicated_schema.py b/posthog/async_migrations/migrations/0004_replicated_schema.py
index 18f54a315e621..9bdbdc4ebe5f3 100644
--- a/posthog/async_migrations/migrations/0004_replicated_schema.py
+++ b/posthog/async_migrations/migrations/0004_replicated_schema.py
@@ -49,7 +49,6 @@
 
 
 class Migration(AsyncMigrationDefinition):
-
     description = "Replace tables with replicated counterparts"
 
     depends_on = "0003_fill_person_distinct_id2"
diff --git a/posthog/async_migrations/migrations/0005_person_replacing_by_version.py b/posthog/async_migrations/migrations/0005_person_replacing_by_version.py
index 69e38de0a4bf8..276d6c54abed3 100644
--- a/posthog/async_migrations/migrations/0005_person_replacing_by_version.py
+++ b/posthog/async_migrations/migrations/0005_person_replacing_by_version.py
@@ -160,9 +160,14 @@ def operations(self):
                     ON CLUSTER '{settings.CLICKHOUSE_CLUSTER}'
                 """,
             ),
-            AsyncMigrationOperationSQL(database=AnalyticsDBMS.CLICKHOUSE, sql=PERSONS_TABLE_MV_SQL, rollback=None),
+            AsyncMigrationOperationSQL(
+                database=AnalyticsDBMS.CLICKHOUSE,
+                sql=PERSONS_TABLE_MV_SQL,
+                rollback=None,
+            ),
             AsyncMigrationOperation(
-                fn=self.copy_persons_from_postgres, rollback_fn=lambda _: self.unset_highwatermark()
+                fn=self.copy_persons_from_postgres,
+                rollback_fn=lambda _: self.unset_highwatermark(),
             ),
         ]
 
@@ -195,10 +200,16 @@ def copy_persons_from_postgres(self, query_id: str):
                 should_continue = self._copy_batch_from_postgres(query_id)
             self.unset_highwatermark()
             run_optimize_table(
-                unique_name="0005_person_replacing_by_version", query_id=query_id, table_name=PERSON_TABLE, final=True
+                unique_name="0005_person_replacing_by_version",
+                query_id=query_id,
+                table_name=PERSON_TABLE,
+                final=True,
             )
         except Exception as err:
-            logger.warn("Re-copying persons from postgres failed. Marking async migration as complete.", error=err)
+            logger.warn(
+                "Re-copying persons from postgres failed. Marking async migration as complete.",
+                error=err,
+            )
             capture_exception(err)
 
     def _copy_batch_from_postgres(self, query_id: str) -> bool:
diff --git a/posthog/async_migrations/migrations/0006_persons_and_groups_on_events_backfill.py b/posthog/async_migrations/migrations/0006_persons_and_groups_on_events_backfill.py
index f83b509698394..62f539f333481 100644
--- a/posthog/async_migrations/migrations/0006_persons_and_groups_on_events_backfill.py
+++ b/posthog/async_migrations/migrations/0006_persons_and_groups_on_events_backfill.py
@@ -1,6 +1,9 @@
 from typing import List
 
-from posthog.async_migrations.definition import AsyncMigrationDefinition, AsyncMigrationOperation
+from posthog.async_migrations.definition import (
+    AsyncMigrationDefinition,
+    AsyncMigrationOperation,
+)
 
 """
 Nooping this migration for future compatibility. Superseded by 0007_persons_and_groups_on_events_backfill.
@@ -10,7 +13,6 @@
 
 
 class Migration(AsyncMigrationDefinition):
-
     description = "No-op migration"
 
     posthog_max_version = "1.41.99"
diff --git a/posthog/async_migrations/migrations/0007_persons_and_groups_on_events_backfill.py b/posthog/async_migrations/migrations/0007_persons_and_groups_on_events_backfill.py
index de0911a54a41a..9b140eedf8a1c 100644
--- a/posthog/async_migrations/migrations/0007_persons_and_groups_on_events_backfill.py
+++ b/posthog/async_migrations/migrations/0007_persons_and_groups_on_events_backfill.py
@@ -10,7 +10,11 @@
     AsyncMigrationOperationSQL,
 )
 from posthog.async_migrations.disk_util import analyze_enough_disk_space_free_for_table
-from posthog.async_migrations.utils import execute_op_clickhouse, run_optimize_table, sleep_until_finished
+from posthog.async_migrations.utils import (
+    execute_op_clickhouse,
+    run_optimize_table,
+    sleep_until_finished,
+)
 from posthog.client import sync_execute
 from posthog.models.event.sql import EVENTS_DATA_TABLE
 from posthog.utils import str_to_bool
@@ -74,16 +78,36 @@ class Migration(AsyncMigrationDefinition):
     posthog_max_version = "1.41.99"
 
     parameters = {
-        "PERSON_DICT_CACHE_SIZE": (5000000, "ClickHouse cache size (in rows) for persons data.", int),
+        "PERSON_DICT_CACHE_SIZE": (
+            5000000,
+            "ClickHouse cache size (in rows) for persons data.",
+            int,
+        ),
         "PERSON_DISTINCT_ID_DICT_CACHE_SIZE": (
             5000000,
             "ClickHouse cache size (in rows) for person distinct id data.",
             int,
         ),
-        "GROUPS_DICT_CACHE_SIZE": (1000000, "ClickHouse cache size (in rows) for groups data.", int),
-        "RUN_DATA_VALIDATION_POSTCHECK": ("True", "Whether to run a postcheck validating the backfilled data.", str),
-        "TIMESTAMP_LOWER_BOUND": ("2020-01-01", "Timestamp lower bound for events to backfill", str),
-        "TIMESTAMP_UPPER_BOUND": ("2024-01-01", "Timestamp upper bound for events to backfill", str),
+        "GROUPS_DICT_CACHE_SIZE": (
+            1000000,
+            "ClickHouse cache size (in rows) for groups data.",
+            int,
+        ),
+        "RUN_DATA_VALIDATION_POSTCHECK": (
+            "True",
+            "Whether to run a postcheck validating the backfilled data.",
+            str,
+        ),
+        "TIMESTAMP_LOWER_BOUND": (
+            "2020-01-01",
+            "Timestamp lower bound for events to backfill",
+            str,
+        ),
+        "TIMESTAMP_UPPER_BOUND": (
+            "2024-01-01",
+            "Timestamp upper bound for events to backfill",
+            str,
+        ),
         "TEAM_ID": (
             None,
             "The team_id of team to run backfill for. If unset the backfill will run for all teams.",
@@ -95,7 +119,6 @@ def precheck(self):
         return analyze_enough_disk_space_free_for_table(EVENTS_DATA_TABLE(), required_ratio=2.0)
 
     def is_required(self) -> bool:
-
         # we don't check groupX_created_at columns as they are 0 by default
         rows_to_backfill_check = sync_execute(
             """
@@ -435,8 +458,9 @@ def _run_backfill_mutation(self, query_id):
         )
 
     def _create_dictionaries(self, query_id):
-        execute_op_clickhouse(
-            f"""
+        (
+            execute_op_clickhouse(
+                f"""
                 CREATE DICTIONARY IF NOT EXISTS {settings.CLICKHOUSE_DATABASE}.person_dict {{on_cluster_clause}}
                 (
                     team_id Int64,
@@ -449,12 +473,14 @@ def _create_dictionaries(self, query_id):
                 LAYOUT(complex_key_cache(size_in_cells %(cache_size)s max_threads_for_updates 6 allow_read_expired_keys 1))
                 Lifetime(60000)
             """,
-            {"cache_size": self.get_parameter("PERSON_DICT_CACHE_SIZE")},
-            per_shard=True,
-            query_id=query_id,
-        ),
-        execute_op_clickhouse(
-            f"""
+                {"cache_size": self.get_parameter("PERSON_DICT_CACHE_SIZE")},
+                per_shard=True,
+                query_id=query_id,
+            ),
+        )
+        (
+            execute_op_clickhouse(
+                f"""
                 CREATE DICTIONARY IF NOT EXISTS {settings.CLICKHOUSE_DATABASE}.person_distinct_id2_dict {{on_cluster_clause}}
                 (
                     team_id Int64,
@@ -466,10 +492,11 @@ def _create_dictionaries(self, query_id):
                 LAYOUT(complex_key_cache(size_in_cells %(cache_size)s max_threads_for_updates 6 allow_read_expired_keys 1))
                 Lifetime(60000)
             """,
-            {"cache_size": self.get_parameter("PERSON_DISTINCT_ID_DICT_CACHE_SIZE")},
-            per_shard=True,
-            query_id=query_id,
-        ),
+                {"cache_size": self.get_parameter("PERSON_DISTINCT_ID_DICT_CACHE_SIZE")},
+                per_shard=True,
+                query_id=query_id,
+            ),
+        )
         execute_op_clickhouse(
             f"""
                 CREATE DICTIONARY IF NOT EXISTS {settings.CLICKHOUSE_DATABASE}.groups_dict {{on_cluster_clause}}
@@ -501,7 +528,10 @@ def _count_running_mutations(self):
             FROM clusterAllReplicas(%(cluster)s, system, 'mutations')
             WHERE not is_done AND command LIKE %(pattern)s
             """,
-            {"cluster": settings.CLICKHOUSE_CLUSTER, "pattern": "%person_created_at = toDateTime(0)%"},
+            {
+                "cluster": settings.CLICKHOUSE_CLUSTER,
+                "pattern": "%person_created_at = toDateTime(0)%",
+            },
         )[0][0]
 
     def _clear_temporary_tables(self, query_id):
diff --git a/posthog/async_migrations/migrations/0008_speed_up_kafka_timestamp_filters.py b/posthog/async_migrations/migrations/0008_speed_up_kafka_timestamp_filters.py
index b8a3fa65bfdf5..20d81d063cd26 100644
--- a/posthog/async_migrations/migrations/0008_speed_up_kafka_timestamp_filters.py
+++ b/posthog/async_migrations/migrations/0008_speed_up_kafka_timestamp_filters.py
@@ -3,7 +3,10 @@
 import structlog
 from django.conf import settings
 
-from posthog.async_migrations.definition import AsyncMigrationDefinition, AsyncMigrationOperationSQL
+from posthog.async_migrations.definition import (
+    AsyncMigrationDefinition,
+    AsyncMigrationOperationSQL,
+)
 from posthog.client import sync_execute
 from posthog.constants import AnalyticsDBMS
 from posthog.version_requirement import ServiceVersionRequirement
diff --git a/posthog/async_migrations/migrations/0009_minmax_indexes_for_materialized_columns.py b/posthog/async_migrations/migrations/0009_minmax_indexes_for_materialized_columns.py
index ea21377f19b69..9b4c64c9af869 100644
--- a/posthog/async_migrations/migrations/0009_minmax_indexes_for_materialized_columns.py
+++ b/posthog/async_migrations/migrations/0009_minmax_indexes_for_materialized_columns.py
@@ -1,6 +1,9 @@
 from typing import List
 
-from posthog.async_migrations.definition import AsyncMigrationDefinition, AsyncMigrationOperation
+from posthog.async_migrations.definition import (
+    AsyncMigrationDefinition,
+    AsyncMigrationOperation,
+)
 
 
 class Migration(AsyncMigrationDefinition):
diff --git a/posthog/async_migrations/migrations/0010_move_old_partitions.py b/posthog/async_migrations/migrations/0010_move_old_partitions.py
index 990e339bff581..8097224014f00 100644
--- a/posthog/async_migrations/migrations/0010_move_old_partitions.py
+++ b/posthog/async_migrations/migrations/0010_move_old_partitions.py
@@ -2,7 +2,10 @@
 
 import structlog
 
-from posthog.async_migrations.definition import AsyncMigrationDefinition, AsyncMigrationOperationSQL
+from posthog.async_migrations.definition import (
+    AsyncMigrationDefinition,
+    AsyncMigrationOperationSQL,
+)
 from posthog.client import sync_execute
 from posthog.constants import AnalyticsDBMS
 from posthog.version_requirement import ServiceVersionRequirement
@@ -20,9 +23,21 @@ class Migration(AsyncMigrationDefinition):
     posthog_max_version = "1.49.99"
 
     parameters = {
-        "OLDEST_PARTITION_TO_KEEP": ("200001", "ID of the oldest partition to keep", str),
-        "NEWEST_PARTITION_TO_KEEP": ("202308", "ID of the newest partition to keep", str),
-        "OPTIMIZE_TABLE": (False, "Optimize sharded_events table after moving partitions?", bool),
+        "OLDEST_PARTITION_TO_KEEP": (
+            "200001",
+            "ID of the oldest partition to keep",
+            str,
+        ),
+        "NEWEST_PARTITION_TO_KEEP": (
+            "202308",
+            "ID of the newest partition to keep",
+            str,
+        ),
+        "OPTIMIZE_TABLE": (
+            False,
+            "Optimize sharded_events table after moving partitions?",
+            bool,
+        ),
     }
 
     service_version_requirements = [ServiceVersionRequirement(service="clickhouse", supported_version=">=22.3.0")]
diff --git a/posthog/async_migrations/runner.py b/posthog/async_migrations/runner.py
index 931ee5d67a232..78f2afcf21201 100644
--- a/posthog/async_migrations/runner.py
+++ b/posthog/async_migrations/runner.py
@@ -19,7 +19,11 @@
     trigger_migration,
     update_async_migration,
 )
-from posthog.models.async_migration import AsyncMigration, MigrationStatus, get_all_running_async_migrations
+from posthog.models.async_migration import (
+    AsyncMigration,
+    MigrationStatus,
+    get_all_running_async_migrations,
+)
 from posthog.models.instance_setting import get_instance_setting
 from posthog.models.utils import UUIDT
 from posthog.version_requirement import ServiceVersionRequirement
@@ -33,7 +37,9 @@
 
 
 def start_async_migration(
-    migration_name: str, ignore_posthog_version=False, migration_definition: Optional[AsyncMigrationDefinition] = None
+    migration_name: str,
+    ignore_posthog_version=False,
+    migration_definition: Optional[AsyncMigrationDefinition] = None,
 ) -> bool:
     """
     Performs some basic checks to ensure the migration can indeed run, and then kickstarts the chain of operations
@@ -63,7 +69,10 @@ def start_async_migration(
 
     if not (
         ignore_posthog_version
-        or is_posthog_version_compatible(migration_instance.posthog_min_version, migration_instance.posthog_max_version)
+        or is_posthog_version_compatible(
+            migration_instance.posthog_min_version,
+            migration_instance.posthog_max_version,
+        )
     ):
         process_error(
             migration_instance,
@@ -102,7 +111,9 @@ def start_async_migration(
     ok, error = run_migration_precheck(migration_instance)
     if not ok:
         process_error(
-            migration_instance, f"Migration precheck failed with error:{error}", status=MigrationStatus.FailedAtStartup
+            migration_instance,
+            f"Migration precheck failed with error:{error}",
+            status=MigrationStatus.FailedAtStartup,
         )
         return False
 
@@ -245,7 +256,10 @@ def attempt_migration_rollback(migration_instance: AsyncMigration):
             return
 
     update_async_migration(
-        migration_instance=migration_instance, status=MigrationStatus.RolledBack, progress=0, current_operation_index=0
+        migration_instance=migration_instance,
+        status=MigrationStatus.RolledBack,
+        progress=0,
+        current_operation_index=0,
     )
 
 
diff --git a/posthog/async_migrations/setup.py b/posthog/async_migrations/setup.py
index 30a74b0acf76c..fff7205a4c8e0 100644
--- a/posthog/async_migrations/setup.py
+++ b/posthog/async_migrations/setup.py
@@ -6,7 +6,10 @@
 
 from posthog.async_migrations.definition import AsyncMigrationDefinition
 from posthog.constants import FROZEN_POSTHOG_VERSION
-from posthog.models.async_migration import AsyncMigration, get_all_completed_async_migrations
+from posthog.models.async_migration import (
+    AsyncMigration,
+    get_all_completed_async_migrations,
+)
 from posthog.models.instance_setting import get_instance_setting
 from posthog.settings import TEST
 
diff --git a/posthog/async_migrations/test/test_0007_persons_and_groups_on_events_backfill.py b/posthog/async_migrations/test/test_0007_persons_and_groups_on_events_backfill.py
index 27c660a8c749d..4e6588ad45920 100644
--- a/posthog/async_migrations/test/test_0007_persons_and_groups_on_events_backfill.py
+++ b/posthog/async_migrations/test/test_0007_persons_and_groups_on_events_backfill.py
@@ -5,14 +5,25 @@
 import pytest
 
 from posthog.async_migrations.runner import start_async_migration
-from posthog.async_migrations.setup import get_async_migration_definition, setup_async_migrations
+from posthog.async_migrations.setup import (
+    get_async_migration_definition,
+    setup_async_migrations,
+)
 from posthog.async_migrations.test.util import AsyncMigrationBaseTest
 from posthog.client import query_with_columns, sync_execute
 from posthog.models import Person
-from posthog.models.async_migration import AsyncMigration, AsyncMigrationError, MigrationStatus
+from posthog.models.async_migration import (
+    AsyncMigration,
+    AsyncMigrationError,
+    MigrationStatus,
+)
 from posthog.models.event.util import create_event
 from posthog.models.group.util import create_group
-from posthog.models.person.util import create_person, create_person_distinct_id, delete_person
+from posthog.models.person.util import (
+    create_person,
+    create_person_distinct_id,
+    delete_person,
+)
 from posthog.models.utils import UUIDT
 from posthog.test.base import ClickhouseTestMixin, run_clickhouse_statement_in_parallel
 
@@ -269,7 +280,12 @@ def test_data_copy_groups(self):
             team=self.team,
             distinct_id="1",
             event="$pageview",
-            properties={"$group_0": "org:7", "$group_1": "77", "$group_2": "77", "$group_3": "77"},
+            properties={
+                "$group_0": "org:7",
+                "$group_1": "77",
+                "$group_2": "77",
+                "$group_3": "77",
+            },
         )
 
         # we need to also create person data so the backfill postcheck does not fail
@@ -327,7 +343,10 @@ def test_rollback(self):
 
         migration_successful = run_migration()
         self.assertFalse(migration_successful)
-        self.assertEqual(AsyncMigration.objects.get(name=MIGRATION_NAME).status, MigrationStatus.RolledBack)
+        self.assertEqual(
+            AsyncMigration.objects.get(name=MIGRATION_NAME).status,
+            MigrationStatus.RolledBack,
+        )
 
         MIGRATION_DEFINITION.operations[-1].fn = old_fn
 
@@ -553,7 +572,8 @@ def test_check_person_data_failure(self):
 
         # Test that we fail the postcheck with the right message when 3 out of 101 events is incomplete (~2%)
         with self.assertRaisesRegex(
-            Exception, "Backfill did not work succesfully. ~2% of events did not get the correct data for persons."
+            Exception,
+            "Backfill did not work succesfully. ~2% of events did not get the correct data for persons.",
         ):
             MIGRATION_DEFINITION._check_person_data()  # type: ignore
 
diff --git a/posthog/async_migrations/test/test_0010_move_old_partitions.py b/posthog/async_migrations/test/test_0010_move_old_partitions.py
index 272b51c1735c8..3cc21d3b67a58 100644
--- a/posthog/async_migrations/test/test_0010_move_old_partitions.py
+++ b/posthog/async_migrations/test/test_0010_move_old_partitions.py
@@ -1,7 +1,10 @@
 import pytest
 
 from posthog.async_migrations.runner import start_async_migration
-from posthog.async_migrations.setup import get_async_migration_definition, setup_async_migrations
+from posthog.async_migrations.setup import (
+    get_async_migration_definition,
+    setup_async_migrations,
+)
 from posthog.async_migrations.test.util import AsyncMigrationBaseTest
 from posthog.models.event.util import create_event
 from posthog.models.utils import UUIDT
@@ -24,18 +27,38 @@ def run_migration():
 
 class Test0010MoveOldPartitions(AsyncMigrationBaseTest):
     def setUp(self):
-        MIGRATION_DEFINITION.parameters["OLDEST_PARTITION_TO_KEEP"] = ("202301", "", str)
-        MIGRATION_DEFINITION.parameters["NEWEST_PARTITION_TO_KEEP"] = ("202302", "", str)
+        MIGRATION_DEFINITION.parameters["OLDEST_PARTITION_TO_KEEP"] = (
+            "202301",
+            "",
+            str,
+        )
+        MIGRATION_DEFINITION.parameters["NEWEST_PARTITION_TO_KEEP"] = (
+            "202302",
+            "",
+            str,
+        )
         MIGRATION_DEFINITION.parameters["OPTIMIZE_TABLE"] = (False, "", bool)
 
         create_event(
-            event_uuid=uuid1, team=self.team, distinct_id="1", event="$pageview", timestamp="1900-01-02T00:00:00Z"
+            event_uuid=uuid1,
+            team=self.team,
+            distinct_id="1",
+            event="$pageview",
+            timestamp="1900-01-02T00:00:00Z",
         )
         create_event(
-            event_uuid=uuid2, team=self.team, distinct_id="1", event="$pageview", timestamp="2022-02-02T00:00:00Z"
+            event_uuid=uuid2,
+            team=self.team,
+            distinct_id="1",
+            event="$pageview",
+            timestamp="2022-02-02T00:00:00Z",
         )
         create_event(
-            event_uuid=uuid3, team=self.team, distinct_id="1", event="$pageview", timestamp="2045-02-02T00:00:00Z"
+            event_uuid=uuid3,
+            team=self.team,
+            distinct_id="1",
+            event="$pageview",
+            timestamp="2045-02-02T00:00:00Z",
         )
 
         super().setUp()
@@ -44,7 +67,6 @@ def tearDown(self):
         super().tearDown()
 
     def test_completes_successfully(self):
-
         self.assertTrue(run_migration())
 
         # create table + 3 move operations
diff --git a/posthog/async_migrations/test/test_definition.py b/posthog/async_migrations/test/test_definition.py
index 24c556841649a..1acdfa758499b 100644
--- a/posthog/async_migrations/test/test_definition.py
+++ b/posthog/async_migrations/test/test_definition.py
@@ -1,7 +1,10 @@
 import pytest
 from infi.clickhouse_orm.utils import import_submodules
 
-from posthog.async_migrations.definition import AsyncMigrationDefinition, AsyncMigrationOperation
+from posthog.async_migrations.definition import (
+    AsyncMigrationDefinition,
+    AsyncMigrationOperation,
+)
 from posthog.async_migrations.setup import (
     ASYNC_MIGRATIONS_EXAMPLE_MODULE_PATH,
     get_async_migration_definition,
@@ -16,7 +19,10 @@
 
 class TestAsyncMigrationDefinition(BaseTest):
     def test_get_async_migration_definition(self):
-        from posthog.async_migrations.examples.example import example_fn, example_rollback_fn
+        from posthog.async_migrations.examples.example import (
+            example_fn,
+            example_rollback_fn,
+        )
 
         modules = import_submodules(ASYNC_MIGRATIONS_EXAMPLE_MODULE_PATH)
         example_migration = modules["example"].Migration("example")
@@ -28,7 +34,12 @@ def test_get_async_migration_definition(self):
         self.assertEqual(example_migration.posthog_max_version, "1.30.0")
         self.assertEqual(example_migration.operations[-1].fn, example_fn)
         self.assertEqual(example_migration.operations[-1].rollback_fn, example_rollback_fn)
-        self.assertTrue(isinstance(example_migration.service_version_requirements[0], ServiceVersionRequirement))
+        self.assertTrue(
+            isinstance(
+                example_migration.service_version_requirements[0],
+                ServiceVersionRequirement,
+            )
+        )
 
     def test_get_migration_instance_and_parameters(self):
         setup_async_migrations(ignore_posthog_version=True)
@@ -41,7 +52,8 @@ def test_get_migration_instance_and_parameters(self):
         self.assertEqual(definition.migration_instance(), instance)
 
         self.assertEqual(
-            definition.get_parameter("PERSON_DICT_CACHE_SIZE"), definition.parameters["PERSON_DICT_CACHE_SIZE"][0]
+            definition.get_parameter("PERSON_DICT_CACHE_SIZE"),
+            definition.parameters["PERSON_DICT_CACHE_SIZE"][0],
         )
 
         instance.parameters = {"PERSON_DICT_CACHE_SIZE": 123}
diff --git a/posthog/async_migrations/test/test_migrations_not_required.py b/posthog/async_migrations/test/test_migrations_not_required.py
index 76f9de401e097..9665f534ac81f 100644
--- a/posthog/async_migrations/test/test_migrations_not_required.py
+++ b/posthog/async_migrations/test/test_migrations_not_required.py
@@ -7,6 +7,7 @@
 
 pytestmark = pytest.mark.async_migrations
 
+
 # Async migrations are data migrations aimed at getting users from an old schema to a new schema
 # Fresh installs should have the new schema, however. So check that async migrations are being
 # written correctly such that this is the case
@@ -19,4 +20,7 @@ def setUp(self):
 
     def test_async_migrations_not_required_on_fresh_instances(self):
         for name, migration in ALL_ASYNC_MIGRATIONS.items():
-            self.assertFalse(migration.is_required(), f"Async migration {name} is_required returned True")
+            self.assertFalse(
+                migration.is_required(),
+                f"Async migration {name} is_required returned True",
+            )
diff --git a/posthog/async_migrations/test/test_runner.py b/posthog/async_migrations/test/test_runner.py
index f433a5e36be3e..9c4a7b1fe5ea5 100644
--- a/posthog/async_migrations/test/test_runner.py
+++ b/posthog/async_migrations/test/test_runner.py
@@ -9,9 +9,16 @@
     run_async_migration_next_op,
     start_async_migration,
 )
-from posthog.async_migrations.test.util import AsyncMigrationBaseTest, create_async_migration
+from posthog.async_migrations.test.util import (
+    AsyncMigrationBaseTest,
+    create_async_migration,
+)
 from posthog.async_migrations.utils import update_async_migration
-from posthog.models.async_migration import AsyncMigration, AsyncMigrationError, MigrationStatus
+from posthog.models.async_migration import (
+    AsyncMigration,
+    AsyncMigrationError,
+    MigrationStatus,
+)
 from posthog.models.utils import UUIDT
 
 pytestmark = pytest.mark.async_migrations
@@ -52,7 +59,6 @@ def test_run_migration_in_full(self):
         self.assertEqual(self.migration.sec.side_effect_rollback_count, 0)
 
     def test_rollback_migration(self):
-
         self.migration.sec.reset_count()
 
         migration_successful = start_async_migration("test_migration")
diff --git a/posthog/async_migrations/test/test_utils.py b/posthog/async_migrations/test/test_utils.py
index f2e45a24ab042..da01ec9dda54d 100644
--- a/posthog/async_migrations/test/test_utils.py
+++ b/posthog/async_migrations/test/test_utils.py
@@ -4,7 +4,10 @@
 import pytest
 
 from posthog.async_migrations.definition import AsyncMigrationOperationSQL
-from posthog.async_migrations.test.util import AsyncMigrationBaseTest, create_async_migration
+from posthog.async_migrations.test.util import (
+    AsyncMigrationBaseTest,
+    create_async_migration,
+)
 from posthog.async_migrations.utils import (
     complete_migration,
     execute_on_each_shard,
diff --git a/posthog/async_migrations/utils.py b/posthog/async_migrations/utils.py
index efa70424e8846..20ad64cf7d75b 100644
--- a/posthog/async_migrations/utils.py
+++ b/posthog/async_migrations/utils.py
@@ -15,7 +15,11 @@
 from posthog.clickhouse.client.connection import make_ch_pool
 from posthog.clickhouse.query_tagging import reset_query_tags, tag_queries
 from posthog.email import is_email_available
-from posthog.models.async_migration import AsyncMigration, AsyncMigrationError, MigrationStatus
+from posthog.models.async_migration import (
+    AsyncMigration,
+    AsyncMigrationError,
+    MigrationStatus,
+)
 from posthog.models.instance_setting import get_instance_setting
 from posthog.models.user import User
 from posthog.settings import (
@@ -154,7 +158,13 @@ def sleep_until_finished(name, is_running: Callable[[], bool]) -> None:
 
 
 def run_optimize_table(
-    *, unique_name: str, query_id: str, table_name: str, deduplicate=False, final=False, per_shard=False
+    *,
+    unique_name: str,
+    query_id: str,
+    table_name: str,
+    deduplicate=False,
+    final=False,
+    per_shard=False,
 ):
     """
     Runs the passed OPTIMIZE TABLE query.
@@ -163,7 +173,10 @@ def run_optimize_table(
     we'll wait for that to complete first.
     """
     if not TEST and _get_number_running_on_cluster(f"%%optimize:{unique_name}%%") > 0:
-        sleep_until_finished(unique_name, lambda: _get_number_running_on_cluster(f"%%optimize:{unique_name}%%") > 0)
+        sleep_until_finished(
+            unique_name,
+            lambda: _get_number_running_on_cluster(f"%%optimize:{unique_name}%%") > 0,
+        )
     else:
         final_clause = "FINAL" if final else ""
         deduplicate_clause = "DEDUPLICATE" if deduplicate else ""
@@ -175,7 +188,10 @@ def run_optimize_table(
         execute_op_clickhouse(
             sql,
             query_id=f"optimize:{unique_name}/{query_id}",
-            settings={"max_execution_time": ASYNC_MIGRATIONS_DEFAULT_TIMEOUT_SECONDS, "mutations_sync": 2},
+            settings={
+                "max_execution_time": ASYNC_MIGRATIONS_DEFAULT_TIMEOUT_SECONDS,
+                "mutations_sync": 2,
+            },
             per_shard=per_shard,
         )
 
@@ -213,7 +229,9 @@ def process_error(
             from posthog.tasks.email import send_async_migration_errored_email
 
             send_async_migration_errored_email.delay(
-                migration_key=migration_instance.name, time=now().isoformat(), error=error
+                migration_key=migration_instance.name,
+                time=now().isoformat(),
+                error=error,
             )
 
     if (
@@ -237,7 +255,9 @@ def trigger_migration(migration_instance: AsyncMigration, fresh_start: bool = Tr
 
 
 def force_stop_migration(
-    migration_instance: AsyncMigration, error: str = "Force stopped by user", rollback: bool = True
+    migration_instance: AsyncMigration,
+    error: str = "Force stopped by user",
+    rollback: bool = True,
 ):
     """
     In theory this is dangerous, as it can cause another task to be lost
@@ -299,7 +319,10 @@ def mark_async_migration_as_running(migration_instance: AsyncMigration) -> bool:
     # update to running iff the state was Starting (ui triggered) or NotStarted (api triggered)
     with transaction.atomic():
         instance = AsyncMigration.objects.select_for_update().get(pk=migration_instance.pk)
-        if instance.status not in [MigrationStatus.Starting, MigrationStatus.NotStarted]:
+        if instance.status not in [
+            MigrationStatus.Starting,
+            MigrationStatus.NotStarted,
+        ]:
             return False
         instance.status = MigrationStatus.Running
         instance.current_query_id = ""
diff --git a/posthog/batch_exports/http.py b/posthog/batch_exports/http.py
index 06fb9866ac0e9..aa71cc9060a13 100644
--- a/posthog/batch_exports/http.py
+++ b/posthog/batch_exports/http.py
@@ -88,7 +88,11 @@ class RunsCursorPagination(CursorPagination):
 
 class BatchExportRunViewSet(StructuredViewSetMixin, viewsets.ReadOnlyModelViewSet):
     queryset = BatchExportRun.objects.all()
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
     serializer_class = BatchExportRunSerializer
     pagination_class = RunsCursorPagination
 
@@ -98,7 +102,8 @@ def get_queryset(self, date_range: tuple[dt.datetime, dt.datetime] | None = None
 
         if date_range:
             return self.queryset.filter(
-                batch_export_id=self.kwargs["parent_lookup_batch_export_id"], created_at__range=date_range
+                batch_export_id=self.kwargs["parent_lookup_batch_export_id"],
+                created_at__range=date_range,
             ).order_by("-created_at")
         else:
             return self.queryset.filter(batch_export_id=self.kwargs["parent_lookup_batch_export_id"]).order_by(
@@ -178,7 +183,10 @@ def create(self, validated_data: dict) -> BatchExport:
                 str(team.uuid),
                 groups={"organization": str(team.organization.id)},
                 group_properties={
-                    "organization": {"id": str(team.organization.id), "created_at": team.organization.created_at}
+                    "organization": {
+                        "id": str(team.organization.id),
+                        "created_at": team.organization.created_at,
+                    }
                 },
                 send_feature_flag_events=False,
             ):
@@ -216,7 +224,11 @@ def update(self, batch_export: BatchExport, validated_data: dict) -> BatchExport
 
 class BatchExportViewSet(StructuredViewSetMixin, viewsets.ModelViewSet):
     queryset = BatchExport.objects.all()
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
     serializer_class = BatchExportSerializer
 
     def get_queryset(self):
@@ -319,7 +331,11 @@ class Meta:
 
 
 class BatchExportLogViewSet(StructuredViewSetMixin, mixins.ListModelMixin, viewsets.GenericViewSet):
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
     serializer_class = BatchExportLogEntrySerializer
 
     def get_queryset(self):
diff --git a/posthog/batch_exports/models.py b/posthog/batch_exports/models.py
index 633163b831238..dc86c2ce7286a 100644
--- a/posthog/batch_exports/models.py
+++ b/posthog/batch_exports/models.py
@@ -38,7 +38,9 @@ class Destination(models.TextChoices):
     }
 
     type: models.CharField = models.CharField(
-        choices=Destination.choices, max_length=64, help_text="A choice of supported BatchExportDestination types."
+        choices=Destination.choices,
+        max_length=64,
+        help_text="A choice of supported BatchExportDestination types.",
     )
     config: models.JSONField = models.JSONField(
         default=dict,
@@ -46,10 +48,12 @@ class Destination(models.TextChoices):
         help_text="A JSON field to store all configuration parameters required to access a BatchExportDestination.",
     )
     created_at: models.DateTimeField = models.DateTimeField(
-        auto_now_add=True, help_text="The timestamp at which this BatchExportDestination was created."
+        auto_now_add=True,
+        help_text="The timestamp at which this BatchExportDestination was created.",
     )
     last_updated_at: models.DateTimeField = models.DateTimeField(
-        auto_now=True, help_text="The timestamp at which this BatchExportDestination was last updated."
+        auto_now=True,
+        help_text="The timestamp at which this BatchExportDestination was last updated.",
     )
 
 
@@ -74,7 +78,9 @@ class Status(models.TextChoices):
         STARTING = "Starting"
 
     batch_export = models.ForeignKey(
-        "BatchExport", on_delete=models.CASCADE, help_text="The BatchExport this run belongs to."
+        "BatchExport",
+        on_delete=models.CASCADE,
+        help_text="The BatchExport this run belongs to.",
     )
     status: models.CharField = models.CharField(
         choices=Status.choices, max_length=64, help_text="The status of this run."
@@ -89,17 +95,25 @@ class Status(models.TextChoices):
     data_interval_end: models.DateTimeField = models.DateTimeField(help_text="The end of the data interval.")
     cursor: models.TextField = models.TextField(null=True, help_text="An opaque cursor that may be used to resume.")
     created_at: models.DateTimeField = models.DateTimeField(
-        auto_now_add=True, help_text="The timestamp at which this BatchExportRun was created."
+        auto_now_add=True,
+        help_text="The timestamp at which this BatchExportRun was created.",
     )
     finished_at: models.DateTimeField = models.DateTimeField(
-        null=True, help_text="The timestamp at which this BatchExportRun finished, successfully or not."
+        null=True,
+        help_text="The timestamp at which this BatchExportRun finished, successfully or not.",
     )
     last_updated_at: models.DateTimeField = models.DateTimeField(
-        auto_now=True, help_text="The timestamp at which this BatchExportRun was last updated."
+        auto_now=True,
+        help_text="The timestamp at which this BatchExportRun was last updated.",
     )
 
 
-BATCH_EXPORT_INTERVALS = [("hour", "hour"), ("day", "day"), ("week", "week"), ("every 5 minutes", "every 5 minutes")]
+BATCH_EXPORT_INTERVALS = [
+    ("hour", "hour"),
+    ("day", "day"),
+    ("week", "week"),
+    ("every 5 minutes", "every 5 minutes"),
+]
 
 
 class BatchExport(UUIDModel):
@@ -113,7 +127,9 @@ class BatchExport(UUIDModel):
     team: models.ForeignKey = models.ForeignKey("Team", on_delete=models.CASCADE, help_text="The team this belongs to.")
     name: models.TextField = models.TextField(help_text="A human-readable name for this BatchExport.")
     destination: models.ForeignKey = models.ForeignKey(
-        "BatchExportDestination", on_delete=models.CASCADE, help_text="The destination to export data to."
+        "BatchExportDestination",
+        on_delete=models.CASCADE,
+        help_text="The destination to export data to.",
     )
     interval = models.CharField(
         max_length=64,
@@ -125,19 +141,27 @@ class BatchExport(UUIDModel):
     paused = models.BooleanField(default=False, help_text="Whether this BatchExport is paused or not.")
     deleted = models.BooleanField(default=False, help_text="Whether this BatchExport is deleted or not.")
     created_at: models.DateTimeField = models.DateTimeField(
-        auto_now_add=True, help_text="The timestamp at which this BatchExport was created."
+        auto_now_add=True,
+        help_text="The timestamp at which this BatchExport was created.",
     )
     last_updated_at: models.DateTimeField = models.DateTimeField(
-        auto_now=True, help_text="The timestamp at which this BatchExport was last updated."
+        auto_now=True,
+        help_text="The timestamp at which this BatchExport was last updated.",
     )
     last_paused_at: models.DateTimeField = models.DateTimeField(
-        null=True, default=None, help_text="The timestamp at which this BatchExport was last paused."
+        null=True,
+        default=None,
+        help_text="The timestamp at which this BatchExport was last paused.",
     )
     start_at: models.DateTimeField = models.DateTimeField(
-        null=True, default=None, help_text="Time before which any Batch Export runs won't be triggered."
+        null=True,
+        default=None,
+        help_text="Time before which any Batch Export runs won't be triggered.",
     )
     end_at: models.DateTimeField = models.DateTimeField(
-        null=True, default=None, help_text="Time after which any Batch Export runs won't be triggered."
+        null=True,
+        default=None,
+        help_text="Time after which any Batch Export runs won't be triggered.",
     )
 
     @property
@@ -244,7 +268,9 @@ class Status(models.TextChoices):
 
     team: models.ForeignKey = models.ForeignKey("Team", on_delete=models.CASCADE, help_text="The team this belongs to.")
     batch_export = models.ForeignKey(
-        "BatchExport", on_delete=models.CASCADE, help_text="The BatchExport this backfill belongs to."
+        "BatchExport",
+        on_delete=models.CASCADE,
+        help_text="The BatchExport this backfill belongs to.",
     )
     start_at: models.DateTimeField = models.DateTimeField(help_text="The start of the data interval.")
     end_at: models.DateTimeField = models.DateTimeField(help_text="The end of the data interval.")
@@ -252,11 +278,14 @@ class Status(models.TextChoices):
         choices=Status.choices, max_length=64, help_text="The status of this backfill."
     )
     created_at: models.DateTimeField = models.DateTimeField(
-        auto_now_add=True, help_text="The timestamp at which this BatchExportBackfill was created."
+        auto_now_add=True,
+        help_text="The timestamp at which this BatchExportBackfill was created.",
     )
     finished_at: models.DateTimeField = models.DateTimeField(
-        null=True, help_text="The timestamp at which this BatchExportBackfill finished, successfully or not."
+        null=True,
+        help_text="The timestamp at which this BatchExportBackfill finished, successfully or not.",
     )
     last_updated_at: models.DateTimeField = models.DateTimeField(
-        auto_now=True, help_text="The timestamp at which this BatchExportBackfill was last updated."
+        auto_now=True,
+        help_text="The timestamp at which this BatchExportBackfill was last updated.",
     )
diff --git a/posthog/batch_exports/service.py b/posthog/batch_exports/service.py
index ffe5ee0b692d9..008096d5f50bc 100644
--- a/posthog/batch_exports/service.py
+++ b/posthog/batch_exports/service.py
@@ -186,7 +186,10 @@ async def pause_schedule(temporal: Client, schedule_id: str, note: str | None =
 
 
 def unpause_batch_export(
-    temporal: Client, batch_export_id: str, note: str | None = None, backfill: bool = False
+    temporal: Client,
+    batch_export_id: str,
+    note: str | None = None,
+    backfill: bool = False,
 ) -> None:
     """Pause this BatchExport.
 
diff --git a/posthog/caching/calculate_results.py b/posthog/caching/calculate_results.py
index 73fc11de7b54f..be11c4ffe48b5 100644
--- a/posthog/caching/calculate_results.py
+++ b/posthog/caching/calculate_results.py
@@ -16,12 +16,23 @@
 )
 from posthog.decorators import CacheType
 from posthog.logging.timing import timed
-from posthog.models import Dashboard, DashboardTile, EventDefinition, Filter, Insight, RetentionFilter, Team
+from posthog.models import (
+    Dashboard,
+    DashboardTile,
+    EventDefinition,
+    Filter,
+    Insight,
+    RetentionFilter,
+    Team,
+)
 from posthog.models.filters import PathFilter
 from posthog.models.filters.stickiness_filter import StickinessFilter
 from posthog.models.filters.utils import get_filter
 from posthog.models.insight import generate_insight_cache_key
-from posthog.queries.funnels import ClickhouseFunnelTimeToConvert, ClickhouseFunnelTrends
+from posthog.queries.funnels import (
+    ClickhouseFunnelTimeToConvert,
+    ClickhouseFunnelTrends,
+)
 from posthog.queries.funnels.utils import get_funnel_order_class
 from posthog.queries.paths import Paths
 from posthog.queries.retention import Retention
@@ -225,6 +236,10 @@ def _events_from_filter(filter: Union[RetentionFilter, StickinessFilter, PathFil
 
         return []
     except Exception as exc:
-        logger.error("update_cache_item.could_not_list_events_from_filter", exc=exc, exc_info=True)
+        logger.error(
+            "update_cache_item.could_not_list_events_from_filter",
+            exc=exc,
+            exc_info=True,
+        )
         capture_exception(exc)
         return []
diff --git a/posthog/caching/fetch_from_cache.py b/posthog/caching/fetch_from_cache.py
index b507cdf4d277e..d7c0e5e03e50a 100644
--- a/posthog/caching/fetch_from_cache.py
+++ b/posthog/caching/fetch_from_cache.py
@@ -5,14 +5,19 @@
 from django.utils.timezone import now
 from prometheus_client import Counter
 
-from posthog.caching.calculate_results import calculate_cache_key, calculate_result_by_insight
+from posthog.caching.calculate_results import (
+    calculate_cache_key,
+    calculate_result_by_insight,
+)
 from posthog.caching.insight_cache import update_cached_state
 from posthog.models import DashboardTile, Insight
 from posthog.models.dashboard import Dashboard
 from posthog.utils import get_safe_cache
 
 insight_cache_read_counter = Counter(
-    "posthog_cloud_insight_cache_read", "A read from the redis insight cache", labelnames=["result"]
+    "posthog_cloud_insight_cache_read",
+    "A read from the redis insight cache",
+    labelnames=["result"],
 )
 
 
@@ -72,7 +77,9 @@ def fetch_cached_insight_result(target: Union[Insight, DashboardTile], refresh_f
 
 
 def synchronously_update_cache(
-    insight: Insight, dashboard: Optional[Dashboard], refresh_frequency: Optional[timedelta] = None
+    insight: Insight,
+    dashboard: Optional[Dashboard],
+    refresh_frequency: Optional[timedelta] = None,
 ) -> InsightResult:
     cache_key, cache_type, result = calculate_result_by_insight(team=insight.team, insight=insight, dashboard=dashboard)
     timestamp = now()
diff --git a/posthog/caching/insight_cache.py b/posthog/caching/insight_cache.py
index b019fd774df39..d1214c3a67a98 100644
--- a/posthog/caching/insight_cache.py
+++ b/posthog/caching/insight_cache.py
@@ -42,7 +42,9 @@ def schedule_cache_updates():
 
     if len(representative_by_cache_key) > 0:
         logger.warn(
-            "Scheduled caches to be updated", candidates=len(to_update), tasks_created=len(representative_by_cache_key)
+            "Scheduled caches to be updated",
+            candidates=len(to_update),
+            tasks_created=len(representative_by_cache_key),
         )
     else:
         logger.warn("No caches were found to be updated")
@@ -120,7 +122,12 @@ def update_cache(caching_state_id: UUID):
         statsd.incr("caching_state_update_success")
         statsd.incr("caching_state_update_rows_updated", rows_updated)
         statsd.timing("caching_state_update_success_timing", duration)
-        logger.warn("Re-calculated insight cache", rows_updated=rows_updated, duration=duration, **metadata)
+        logger.warn(
+            "Re-calculated insight cache",
+            rows_updated=rows_updated,
+            duration=duration,
+            **metadata,
+        )
     else:
         logger.warn(
             "Failed to re-calculate insight cache",
@@ -137,11 +144,18 @@ def update_cache(caching_state_id: UUID):
             update_cache_task.apply_async(args=[caching_state_id], countdown=timedelta(minutes=10).total_seconds())
 
         InsightCachingState.objects.filter(pk=caching_state.pk).update(
-            refresh_attempt=caching_state.refresh_attempt + 1, last_refresh_queued_at=now()
+            refresh_attempt=caching_state.refresh_attempt + 1,
+            last_refresh_queued_at=now(),
         )
 
 
-def update_cached_state(team_id: int, cache_key: str, timestamp: datetime, result: Any, ttl: Optional[int] = None):
+def update_cached_state(
+    team_id: int,
+    cache_key: str,
+    timestamp: datetime,
+    result: Any,
+    ttl: Optional[int] = None,
+):
     cache.set(cache_key, result, ttl if ttl is not None else settings.CACHED_RESULTS_TTL)
     insight_cache_write_counter.inc()
 
@@ -156,6 +170,9 @@ def _extract_insight_dashboard(caching_state: InsightCachingState) -> Tuple[Insi
     if caching_state.dashboard_tile is not None:
         assert caching_state.dashboard_tile.insight is not None
 
-        return caching_state.dashboard_tile.insight, caching_state.dashboard_tile.dashboard
+        return (
+            caching_state.dashboard_tile.insight,
+            caching_state.dashboard_tile.dashboard,
+        )
     else:
         return caching_state.insight, None
diff --git a/posthog/caching/insight_caching_state.py b/posthog/caching/insight_caching_state.py
index fc87915c25a98..a8ae36c14f05a 100644
--- a/posthog/caching/insight_caching_state.py
+++ b/posthog/caching/insight_caching_state.py
@@ -20,6 +20,7 @@
 
 logger = structlog.get_logger(__name__)
 
+
 # :TODO: Make these configurable
 class TargetCacheAge(Enum):
     NO_CACHING = None
@@ -95,7 +96,12 @@ def sync_insight_cache_states():
     tiles = (
         DashboardTile.objects.all()
         .filter(insight__isnull=False)
-        .prefetch_related("dashboard", "dashboard__sharingconfiguration_set", "insight", "insight__team")
+        .prefetch_related(
+            "dashboard",
+            "dashboard__sharingconfiguration_set",
+            "insight",
+            "insight__team",
+        )
         .order_by("pk")
     )
 
@@ -105,7 +111,10 @@ def sync_insight_cache_states():
 
 
 def upsert(
-    team: Team, target: Union[DashboardTile, Insight], lazy_loader: Optional[LazyLoader] = None, execute=True
+    team: Team,
+    target: Union[DashboardTile, Insight],
+    lazy_loader: Optional[LazyLoader] = None,
+    execute=True,
 ) -> Optional[InsightCachingState]:
     lazy_loader = lazy_loader or LazyLoader()
     cache_key = calculate_cache_key(target)
@@ -129,7 +138,11 @@ def upsert(
         return model
 
 
-def sync_insight_caching_state(team_id: int, insight_id: Optional[int] = None, dashboard_tile_id: Optional[int] = None):
+def sync_insight_caching_state(
+    team_id: int,
+    insight_id: Optional[int] = None,
+    dashboard_tile_id: Optional[int] = None,
+):
     try:
         team = Team.objects.get(pk=team_id)
         item: Optional[DashboardTile | Insight] = None
diff --git a/posthog/caching/insights_api.py b/posthog/caching/insights_api.py
index 399e889cf18af..1b07f37bc7804 100644
--- a/posthog/caching/insights_api.py
+++ b/posthog/caching/insights_api.py
@@ -5,7 +5,10 @@
 import zoneinfo
 from rest_framework import request
 
-from posthog.caching.calculate_results import CLICKHOUSE_MAX_EXECUTION_TIME, calculate_cache_key
+from posthog.caching.calculate_results import (
+    CLICKHOUSE_MAX_EXECUTION_TIME,
+    calculate_cache_key,
+)
 from posthog.caching.insight_caching_state import InsightCachingState
 from posthog.models import DashboardTile, Insight
 from posthog.models.filters.utils import get_filter
@@ -25,7 +28,11 @@
 
 
 def should_refresh_insight(
-    insight: Insight, dashboard_tile: Optional[DashboardTile], *, request: request.Request, is_shared=False
+    insight: Insight,
+    dashboard_tile: Optional[DashboardTile],
+    *,
+    request: request.Request,
+    is_shared=False,
 ) -> Tuple[bool, timedelta]:
     """Return whether the insight should be refreshed now, and what's the minimum wait time between refreshes.
 
diff --git a/posthog/caching/test/test_fetch_from_cache.py b/posthog/caching/test/test_fetch_from_cache.py
index 4ffd44d24eca3..6ac03f0a0e451 100644
--- a/posthog/caching/test/test_fetch_from_cache.py
+++ b/posthog/caching/test/test_fetch_from_cache.py
@@ -11,7 +11,13 @@
 )
 from posthog.decorators import CacheType
 from posthog.models import Insight
-from posthog.test.base import BaseTest, ClickhouseTestMixin, _create_event, _create_insight, flush_persons_and_events
+from posthog.test.base import (
+    BaseTest,
+    ClickhouseTestMixin,
+    _create_event,
+    _create_insight,
+    flush_persons_and_events,
+)
 from posthog.utils import get_safe_cache
 
 
@@ -20,12 +26,24 @@ class TestFetchFromCache(ClickhouseTestMixin, BaseTest):
     def setUp(self):
         super().setUp()
 
-        _create_event(team=self.team, event="$pageview", distinct_id="1", properties={"prop": "val"})
-        _create_event(team=self.team, event="$pageview", distinct_id="2", properties={"prop": "another_val"})
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="1",
+            properties={"prop": "val"},
+        )
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="2",
+            properties={"prop": "another_val"},
+        )
         flush_persons_and_events()
 
         insight, dashboard, dashboard_tile = _create_insight(
-            self.team, {"events": [{"id": "$pageview"}], "properties": []}, {"properties": [{}]}
+            self.team,
+            {"events": [{"id": "$pageview"}], "properties": []},
+            {"properties": [{}]},
         )
         self.dashboard = dashboard
         self.insight = insight
diff --git a/posthog/caching/test/test_insight_cache.py b/posthog/caching/test/test_insight_cache.py
index 99ff1d8ca63d2..1dbe0b5ce2dc1 100644
--- a/posthog/caching/test/test_insight_cache.py
+++ b/posthog/caching/test/test_insight_cache.py
@@ -7,10 +7,19 @@
 from freezegun import freeze_time
 
 from posthog.caching.calculate_results import get_cache_type
-from posthog.caching.insight_cache import fetch_states_in_need_of_updating, schedule_cache_updates, update_cache
+from posthog.caching.insight_cache import (
+    fetch_states_in_need_of_updating,
+    schedule_cache_updates,
+    update_cache,
+)
 from posthog.caching.insight_caching_state import upsert
 from posthog.caching.test.test_insight_caching_state import create_insight, filter_dict
-from posthog.constants import INSIGHT_PATHS, INSIGHT_RETENTION, INSIGHT_STICKINESS, INSIGHT_TRENDS
+from posthog.constants import (
+    INSIGHT_PATHS,
+    INSIGHT_RETENTION,
+    INSIGHT_STICKINESS,
+    INSIGHT_TRENDS,
+)
 from posthog.decorators import CacheType
 from posthog.models import Filter, InsightCachingState, RetentionFilter, Team, User
 from posthog.models.filters import PathFilter
@@ -64,7 +73,10 @@ def test_schedule_cache_updates(update_cache_task, team: Team, user: User):
 
     schedule_cache_updates()
 
-    assert update_cache_task.delay.call_args_list == [call(caching_state1.pk), call(caching_state3.pk)]
+    assert update_cache_task.delay.call_args_list == [
+        call(caching_state1.pk),
+        call(caching_state3.pk),
+    ]
 
     last_refresh_queued_at = InsightCachingState.objects.filter(team=team).values_list(
         "last_refresh_queued_at", flat=True
@@ -81,9 +93,27 @@ def test_schedule_cache_updates(update_cache_task, team: Team, user: User):
         ({"last_refresh": None}, 1),
         ({"target_cache_age": None, "last_refresh": None}, 0),
         ({"target_cache_age": timedelta(days=1), "last_refresh": timedelta(days=2)}, 1),
-        ({"target_cache_age": timedelta(days=1), "last_refresh": timedelta(hours=23)}, 0),
-        ({"target_cache_age": timedelta(days=1), "last_refresh_queued_at": timedelta(hours=23)}, 1),
-        ({"target_cache_age": timedelta(days=1), "last_refresh_queued_at": timedelta(minutes=5)}, 0),
+        (
+            {
+                "target_cache_age": timedelta(days=1),
+                "last_refresh": timedelta(hours=23),
+            },
+            0,
+        ),
+        (
+            {
+                "target_cache_age": timedelta(days=1),
+                "last_refresh_queued_at": timedelta(hours=23),
+            },
+            1,
+        ),
+        (
+            {
+                "target_cache_age": timedelta(days=1),
+                "last_refresh_queued_at": timedelta(minutes=5),
+            },
+            0,
+        ),
         ({"refresh_attempt": 2}, 1),
         ({"refresh_attempt": 3}, 0),
     ],
@@ -137,7 +167,11 @@ def test_update_cache_updates_identical_cache_keys(team: Team, user: User, cache
 @patch("posthog.celery.update_cache_task")
 @patch("posthog.caching.insight_cache.calculate_result_by_insight")
 def test_update_cache_when_calculation_fails(
-    spy_calculate_result_by_insight, spy_update_cache_task, team: Team, user: User, cache
+    spy_calculate_result_by_insight,
+    spy_update_cache_task,
+    team: Team,
+    user: User,
+    cache,
 ):
     caching_state = create_insight_caching_state(team, user, refresh_attempt=1)
     spy_calculate_result_by_insight.side_effect = Exception()
@@ -180,6 +214,11 @@ def test_update_cache_when_recently_refreshed(spy_calculate_result_by_insight, t
     ],
 )
 @pytest.mark.django_db
-def test_get_cache_type(team: Team, filter_model: Callable, insight_type: str, expected_cache_type: CacheType) -> None:
+def test_get_cache_type(
+    team: Team,
+    filter_model: Callable,
+    insight_type: str,
+    expected_cache_type: CacheType,
+) -> None:
     filter = filter_model(data={"insight": insight_type}, team=team)
     assert get_cache_type(filter) == expected_cache_type
diff --git a/posthog/caching/test/test_insight_caching_state.py b/posthog/caching/test/test_insight_caching_state.py
index 9b6f60aecf1c9..03a3652555202 100644
--- a/posthog/caching/test/test_insight_caching_state.py
+++ b/posthog/caching/test/test_insight_caching_state.py
@@ -52,7 +52,12 @@ def create_insight(
 
     insight = Insight.objects.create(team=team, filters=filters, deleted=deleted, query=query)
     if viewed_at_delta is not None:
-        InsightViewed.objects.create(insight=insight, last_viewed_at=now() - viewed_at_delta, user=user, team=team)
+        InsightViewed.objects.create(
+            insight=insight,
+            last_viewed_at=now() - viewed_at_delta,
+            user=user,
+            team=team,
+        )
     if is_shared:
         SharingConfiguration.objects.create(team=team, insight=insight, enabled=True)
 
@@ -78,7 +83,9 @@ def create_tile(
         mock_active_teams.return_value = {team.pk} if team_should_be_active else set()
 
     dashboard = Dashboard.objects.create(
-        team=team, last_accessed_at=now() - viewed_at_delta if viewed_at_delta else None, deleted=dashboard_deleted
+        team=team,
+        last_accessed_at=now() - viewed_at_delta if viewed_at_delta else None,
+        deleted=dashboard_deleted,
     )
 
     if on_home_dashboard:
@@ -109,36 +116,91 @@ def create_tile(
     [
         # Insight test cases
         pytest.param(create_insight, {}, TargetCacheAge.MID_PRIORITY, id="shared insight (base)"),
-        pytest.param(create_insight, {"is_shared": False}, TargetCacheAge.NO_CACHING, id="not shared insight"),
         pytest.param(
-            create_insight, {"team_should_be_active": False}, TargetCacheAge.NO_CACHING, id="insight with inactive team"
+            create_insight,
+            {"is_shared": False},
+            TargetCacheAge.NO_CACHING,
+            id="not shared insight",
+        ),
+        pytest.param(
+            create_insight,
+            {"team_should_be_active": False},
+            TargetCacheAge.NO_CACHING,
+            id="insight with inactive team",
+        ),
+        pytest.param(
+            create_insight,
+            {"viewed_at_delta": None},
+            TargetCacheAge.NO_CACHING,
+            id="insight never viewed",
         ),
-        pytest.param(create_insight, {"viewed_at_delta": None}, TargetCacheAge.NO_CACHING, id="insight never viewed"),
         pytest.param(
             create_insight,
             {"viewed_at_delta": timedelta(weeks=100)},
             TargetCacheAge.NO_CACHING,
             id="insight viewed long time ago",
         ),
-        pytest.param(create_insight, {"filters": {}}, TargetCacheAge.NO_CACHING, id="insight with no filters"),
-        pytest.param(create_insight, {"deleted": True}, TargetCacheAge.NO_CACHING, id="deleted insight"),
+        pytest.param(
+            create_insight,
+            {"filters": {}},
+            TargetCacheAge.NO_CACHING,
+            id="insight with no filters",
+        ),
+        pytest.param(
+            create_insight,
+            {"deleted": True},
+            TargetCacheAge.NO_CACHING,
+            id="deleted insight",
+        ),
         # Dashboard tile test cases
         pytest.param(create_tile, {}, TargetCacheAge.LOW_PRIORITY, id="shared tile (base)"),
-        pytest.param(create_tile, {"is_dashboard_shared": False}, TargetCacheAge.NO_CACHING, id="not shared tile"),
         pytest.param(
-            create_tile, {"team_should_be_active": False}, TargetCacheAge.NO_CACHING, id="tile with inactive team"
+            create_tile,
+            {"is_dashboard_shared": False},
+            TargetCacheAge.NO_CACHING,
+            id="not shared tile",
+        ),
+        pytest.param(
+            create_tile,
+            {"team_should_be_active": False},
+            TargetCacheAge.NO_CACHING,
+            id="tile with inactive team",
+        ),
+        pytest.param(
+            create_tile,
+            {"dashboard_tile_deleted": True},
+            TargetCacheAge.NO_CACHING,
+            id="deleted tile",
+        ),
+        pytest.param(
+            create_tile,
+            {"dashboard_deleted": True},
+            TargetCacheAge.NO_CACHING,
+            id="tile with deleted dashboard",
         ),
-        pytest.param(create_tile, {"dashboard_tile_deleted": True}, TargetCacheAge.NO_CACHING, id="deleted tile"),
         pytest.param(
-            create_tile, {"dashboard_deleted": True}, TargetCacheAge.NO_CACHING, id="tile with deleted dashboard"
+            create_tile,
+            {"insight_deleted": True},
+            TargetCacheAge.NO_CACHING,
+            id="tile with deleted insight",
         ),
-        pytest.param(create_tile, {"insight_deleted": True}, TargetCacheAge.NO_CACHING, id="tile with deleted insight"),
         pytest.param(
-            create_tile, {"insight_filters": {}}, TargetCacheAge.NO_CACHING, id="tile with insight with no filters"
+            create_tile,
+            {"insight_filters": {}},
+            TargetCacheAge.NO_CACHING,
+            id="tile with insight with no filters",
         ),
-        pytest.param(create_tile, {"text_tile": True}, TargetCacheAge.NO_CACHING, id="tile with text"),
         pytest.param(
-            create_tile, {"on_home_dashboard": True}, TargetCacheAge.HIGH_PRIORITY, id="tile on home dashboard"
+            create_tile,
+            {"text_tile": True},
+            TargetCacheAge.NO_CACHING,
+            id="tile with text",
+        ),
+        pytest.param(
+            create_tile,
+            {"on_home_dashboard": True},
+            TargetCacheAge.HIGH_PRIORITY,
+            id="tile on home dashboard",
         ),
         pytest.param(
             create_tile,
@@ -165,7 +227,10 @@ def create_tile(
             id="recently viewed tile (2)",
         ),
         pytest.param(
-            create_tile, {"viewed_at_delta": timedelta(days=20)}, TargetCacheAge.LOW_PRIORITY, id="tile viewed ages ago"
+            create_tile,
+            {"viewed_at_delta": timedelta(days=20)},
+            TargetCacheAge.LOW_PRIORITY,
+            id="tile viewed ages ago",
         ),
         # cacheable types of query
         pytest.param(
@@ -182,13 +247,19 @@ def create_tile(
         ),
         pytest.param(
             create_insight,
-            {"query": {"kind": "TimeToSeeDataSessionsQuery"}, "viewed_at_delta": timedelta(days=1)},
+            {
+                "query": {"kind": "TimeToSeeDataSessionsQuery"},
+                "viewed_at_delta": timedelta(days=1),
+            },
             TargetCacheAge.MID_PRIORITY,
             id="insight with TimeToSeeDataSessionsQuery query viewed recently",
         ),
         pytest.param(
             create_insight,
-            {"query": {"kind": "TimeToSeeDataQuery"}, "viewed_at_delta": timedelta(days=1)},
+            {
+                "query": {"kind": "TimeToSeeDataQuery"},
+                "viewed_at_delta": timedelta(days=1),
+            },
             TargetCacheAge.MID_PRIORITY,
             id="insight with TimeToSeeDataQuery query viewed recently",
         ),
@@ -220,7 +291,12 @@ def create_tile(
 @pytest.mark.django_db
 @patch("posthog.caching.insight_caching_state.active_teams")
 def test_calculate_target_age(
-    mock_active_teams, team: Team, user: User, create_item, create_item_kw: Dict, expected_target_age: TargetCacheAge
+    mock_active_teams,
+    team: Team,
+    user: User,
+    create_item,
+    create_item_kw: Dict,
+    expected_target_age: TargetCacheAge,
 ):
     item = cast(
         Union[Insight, DashboardTile],
diff --git a/posthog/caching/test/test_should_refresh_insight.py b/posthog/caching/test/test_should_refresh_insight.py
index 12fb385ef2926..9c8932cd61e19 100644
--- a/posthog/caching/test/test_should_refresh_insight.py
+++ b/posthog/caching/test/test_should_refresh_insight.py
@@ -8,7 +8,10 @@
 from rest_framework.request import Request
 from posthog.caching.calculate_results import CLICKHOUSE_MAX_EXECUTION_TIME
 from posthog.caching.insight_caching_state import InsightCachingState
-from posthog.caching.insights_api import BASE_MINIMUM_INSIGHT_REFRESH_INTERVAL, should_refresh_insight
+from posthog.caching.insights_api import (
+    BASE_MINIMUM_INSIGHT_REFRESH_INTERVAL,
+    should_refresh_insight,
+)
 from posthog.test.base import BaseTest, ClickhouseTestMixin, _create_insight
 
 
@@ -97,7 +100,9 @@ def test_insights_with_hour_intervals_can_be_refreshed_more_often(self):
     @freeze_time("2012-01-14T03:21:34.000Z")
     def test_insights_with_ranges_lower_than_7_days_can_be_refreshed_more_often(self):
         insight, _, _ = _create_insight(
-            self.team, {"events": [{"id": "$pageview"}], "interval": "day", "date_from": "-3d"}, {}
+            self.team,
+            {"events": [{"id": "$pageview"}], "interval": "day", "date_from": "-3d"},
+            {},
         )
 
         should_refresh_now, refresh_frequency = should_refresh_insight(insight, None, request=self.refresh_request)
@@ -116,7 +121,9 @@ def test_insights_with_ranges_lower_than_7_days_can_be_refreshed_more_often(self
     @freeze_time("2012-01-14T03:21:34.000Z")
     def test_dashboard_filters_should_override_insight_filters_when_deciding_on_refresh_time(self):
         insight, _, dashboard_tile = _create_insight(
-            self.team, {"events": [{"id": "$pageview"}], "interval": "month"}, {"interval": "hour"}
+            self.team,
+            {"events": [{"id": "$pageview"}], "interval": "month"},
+            {"interval": "hour"},
         )
 
         should_refresh_now, refresh_frequency = should_refresh_insight(
diff --git a/posthog/caching/test/test_tolerant_zlib_compressor.py b/posthog/caching/test/test_tolerant_zlib_compressor.py
index 3f895f244b49e..acefa330fe228 100644
--- a/posthog/caching/test/test_tolerant_zlib_compressor.py
+++ b/posthog/caching/test/test_tolerant_zlib_compressor.py
@@ -15,8 +15,18 @@ class TestTolerantZlibCompressor(TestCase):
 
     @parameterized.expand(
         [
-            ("test_when_disabled_compress_is_the_identity", False, uncompressed_bytes, uncompressed_bytes),
-            ("test_when_enabled_can_compress", True, uncompressed_bytes, compressed_bytes),
+            (
+                "test_when_disabled_compress_is_the_identity",
+                False,
+                uncompressed_bytes,
+                uncompressed_bytes,
+            ),
+            (
+                "test_when_enabled_can_compress",
+                True,
+                uncompressed_bytes,
+                compressed_bytes,
+            ),
             (
                 "test_when_enabled_does_not_compress_small_values",
                 True,
@@ -32,9 +42,24 @@ def test_the_zlib_compressor_compression(self, _, setting: bool, input: bytes, o
 
     @parameterized.expand(
         [
-            ("test_when_disabled_decompress_is_the_identity", False, uncompressed_bytes, uncompressed_bytes),
-            ("test_when_enabled_can_decompress", True, compressed_bytes, uncompressed_bytes),
-            ("test_when_disabled_can_still_decompress", False, compressed_bytes, uncompressed_bytes),
+            (
+                "test_when_disabled_decompress_is_the_identity",
+                False,
+                uncompressed_bytes,
+                uncompressed_bytes,
+            ),
+            (
+                "test_when_enabled_can_decompress",
+                True,
+                compressed_bytes,
+                uncompressed_bytes,
+            ),
+            (
+                "test_when_disabled_can_still_decompress",
+                False,
+                compressed_bytes,
+                uncompressed_bytes,
+            ),
         ]
     )
     def test_the_zlib_compressor_decompression(self, _, setting: bool, input: bytes, output: bytes) -> None:
diff --git a/posthog/caching/utils.py b/posthog/caching/utils.py
index 45ff4ba640968..636fdbb19c53e 100644
--- a/posthog/caching/utils.py
+++ b/posthog/caching/utils.py
@@ -56,7 +56,10 @@ def active_teams() -> Set[int]:
         )
         if not teams_by_recency:
             return set()
-        redis.zadd(RECENTLY_ACCESSED_TEAMS_REDIS_KEY, {team: score for team, score in teams_by_recency})
+        redis.zadd(
+            RECENTLY_ACCESSED_TEAMS_REDIS_KEY,
+            {team: score for team, score in teams_by_recency},
+        )
         redis.expire(RECENTLY_ACCESSED_TEAMS_REDIS_KEY, IN_A_DAY)
         all_teams = teams_by_recency
 
@@ -71,7 +74,10 @@ def stale_cache_invalidation_disabled(team: Team) -> bool:
             str(team.uuid),
             groups={"organization": str(team.organization.id)},
             group_properties={
-                "organization": {"id": str(team.organization.id), "created_at": team.organization.created_at}
+                "organization": {
+                    "id": str(team.organization.id),
+                    "created_at": team.organization.created_at,
+                }
             },
             only_evaluate_locally=True,
             send_feature_flag_events=False,
@@ -81,7 +87,9 @@ def stale_cache_invalidation_disabled(team: Team) -> bool:
 
 
 def is_stale_filter(
-    team: Team, filter: Filter | RetentionFilter | StickinessFilter | PathFilter, cached_result: Any
+    team: Team,
+    filter: Filter | RetentionFilter | StickinessFilter | PathFilter,
+    cached_result: Any,
 ) -> bool:
     interval = filter.period.lower() if isinstance(filter, RetentionFilter) else filter.interval
     return is_stale(team, filter.date_to, interval, cached_result)
diff --git a/posthog/celery.py b/posthog/celery.py
index fb9043f56467a..1eb5bb40db888 100644
--- a/posthog/celery.py
+++ b/posthog/celery.py
@@ -104,7 +104,10 @@ def on_worker_start(**kwargs) -> None:
 
 
 def add_periodic_task_with_expiry(
-    sender: Celery, schedule_seconds: int, task_signature: Signature, name: str | None = None
+    sender: Celery,
+    schedule_seconds: int,
+    task_signature: Signature,
+    name: str | None = None,
 ):
     """
     If the workers get delayed in processing tasks, then tasks that fire every X seconds get queued multiple times
@@ -125,7 +128,10 @@ def add_periodic_task_with_expiry(
 def setup_periodic_tasks(sender: Celery, **kwargs):
     # Monitoring tasks
     add_periodic_task_with_expiry(
-        sender, 60, monitoring_check_clickhouse_schema_drift.s(), "check clickhouse schema drift"
+        sender,
+        60,
+        monitoring_check_clickhouse_schema_drift.s(),
+        "check clickhouse schema drift",
     )
 
     if not settings.DEBUG:
@@ -136,15 +142,22 @@ def setup_periodic_tasks(sender: Celery, **kwargs):
 
     # Update events table partitions twice a week
     sender.add_periodic_task(
-        crontab(day_of_week="mon,fri", hour="0", minute="0"), update_event_partitions.s()  # check twice a week
+        crontab(day_of_week="mon,fri", hour="0", minute="0"),
+        update_event_partitions.s(),  # check twice a week
     )
 
     # Send all instance usage to the Billing service
     sender.add_periodic_task(
-        crontab(hour="0", minute="5"), send_org_usage_reports.s(), name="send instance usage report"
+        crontab(hour="0", minute="5"),
+        send_org_usage_reports.s(),
+        name="send instance usage report",
     )
     # Update local usage info for rate limiting purposes - offset by 30 minutes to not clash with the above
-    sender.add_periodic_task(crontab(hour="*", minute="30"), update_quota_limiting.s(), name="update quota limiting")
+    sender.add_periodic_task(
+        crontab(hour="*", minute="30"),
+        update_quota_limiting.s(),
+        name="update quota limiting",
+    )
 
     # PostHog Cloud cron jobs
     # NOTE: We can't use is_cloud here as some Django elements aren't loaded yet. We check in the task execution instead
@@ -152,7 +165,11 @@ def setup_periodic_tasks(sender: Celery, **kwargs):
     sender.add_periodic_task(crontab(hour="4", minute="0"), verify_persons_data_in_sync.s())
 
     # Every 30 minutes, send decide request counts to the main posthog instance
-    sender.add_periodic_task(crontab(minute="*/30"), calculate_decide_usage.s(), name="calculate decide usage")
+    sender.add_periodic_task(
+        crontab(minute="*/30"),
+        calculate_decide_usage.s(),
+        name="calculate decide usage",
+    )
 
     # Reset master project data every Monday at Thursday at 5 AM UTC. Mon and Thu because doing this every day
     # would be too hard on ClickHouse, and those days ensure most users will have data at most 3 days old.
@@ -166,7 +183,9 @@ def setup_periodic_tasks(sender: Celery, **kwargs):
     sync_insight_cache_states_schedule = get_crontab(settings.SYNC_INSIGHT_CACHE_STATES_SCHEDULE)
     if sync_insight_cache_states_schedule:
         sender.add_periodic_task(
-            sync_insight_cache_states_schedule, sync_insight_cache_states_task.s(), name="sync insight cache states"
+            sync_insight_cache_states_schedule,
+            sync_insight_cache_states_task.s(),
+            name="sync insight cache states",
         )
 
     add_periodic_task_with_expiry(
@@ -226,7 +245,9 @@ def setup_periodic_tasks(sender: Celery, **kwargs):
         name="PG table cache hit rate",
     )
     sender.add_periodic_task(
-        crontab(minute="0", hour="*"), pg_plugin_server_query_timing.s(), name="PG plugin server query timing"
+        crontab(minute="0", hour="*"),
+        pg_plugin_server_query_timing.s(),
+        name="PG plugin server query timing",
     )
     add_periodic_task_with_expiry(
         sender,
@@ -244,7 +265,9 @@ def setup_periodic_tasks(sender: Celery, **kwargs):
 
     if clear_clickhouse_crontab := get_crontab(settings.CLEAR_CLICKHOUSE_REMOVED_DATA_SCHEDULE_CRON):
         sender.add_periodic_task(
-            clear_clickhouse_crontab, clickhouse_clear_removed_data.s(), name="clickhouse clear removed data"
+            clear_clickhouse_crontab,
+            clickhouse_clear_removed_data.s(),
+            name="clickhouse clear removed data",
         )
 
     if clear_clickhouse_deleted_person_crontab := get_crontab(settings.CLEAR_CLICKHOUSE_DELETED_PERSON_SCHEDULE_CRON):
@@ -256,17 +279,21 @@ def setup_periodic_tasks(sender: Celery, **kwargs):
 
     if settings.EE_AVAILABLE:
         sender.add_periodic_task(
-            crontab(hour="0", minute=str(randrange(0, 40))), clickhouse_send_license_usage.s()
+            crontab(hour="0", minute=str(randrange(0, 40))),
+            clickhouse_send_license_usage.s(),
         )  # every day at a random minute past midnight. Randomize to avoid overloading license.posthog.com
         sender.add_periodic_task(
-            crontab(hour="4", minute=str(randrange(0, 40))), clickhouse_send_license_usage.s()
+            crontab(hour="4", minute=str(randrange(0, 40))),
+            clickhouse_send_license_usage.s(),
         )  # again a few hours later just to make sure
 
         materialize_columns_crontab = get_crontab(settings.MATERIALIZE_COLUMNS_SCHEDULE_CRON)
 
         if materialize_columns_crontab:
             sender.add_periodic_task(
-                materialize_columns_crontab, clickhouse_materialize_columns.s(), name="clickhouse materialize columns"
+                materialize_columns_crontab,
+                clickhouse_materialize_columns.s(),
+                name="clickhouse materialize columns",
             )
 
             sender.add_periodic_task(
@@ -276,7 +303,10 @@ def setup_periodic_tasks(sender: Celery, **kwargs):
             )
 
         sender.add_periodic_task(crontab(hour="*", minute="55"), schedule_all_subscriptions.s())
-        sender.add_periodic_task(crontab(hour="2", minute=str(randrange(0, 40))), ee_persist_finished_recordings.s())
+        sender.add_periodic_task(
+            crontab(hour="2", minute=str(randrange(0, 40))),
+            ee_persist_finished_recordings.s(),
+        )
 
         sender.add_periodic_task(
             crontab(minute="0", hour="*"),
@@ -303,7 +333,10 @@ def setup_periodic_tasks(sender: Celery, **kwargs):
 def pre_run_signal_handler(task_id, task, **kwargs):
     from statshog.defaults.django import statsd
 
-    from posthog.clickhouse.client.connection import Workload, set_default_clickhouse_workload_type
+    from posthog.clickhouse.client.connection import (
+        Workload,
+        set_default_clickhouse_workload_type,
+    )
     from posthog.clickhouse.query_tagging import tag_queries
 
     statsd.incr("celery_tasks_metrics.pre_run", tags={"name": task.name})
@@ -359,7 +392,15 @@ def enqueue_clickhouse_execute_with_progress(
     """
     from posthog.client import execute_with_progress
 
-    execute_with_progress(team_id, query_id, query, args, settings, with_column_types, task_id=self.request.id)
+    execute_with_progress(
+        team_id,
+        query_id,
+        query,
+        args,
+        settings,
+        with_column_types,
+        task_id=self.request.id,
+    )
 
 
 @app.task(ignore_result=True)
@@ -425,7 +466,9 @@ def pg_plugin_server_query_timing():
                     if key == "query_type":
                         continue
                     statsd.gauge(
-                        f"pg_plugin_server_query_{key}", value, tags={"query_type": row_dictionary["query_type"]}
+                        f"pg_plugin_server_query_{key}",
+                        value,
+                        tags={"query_type": row_dictionary["query_type"]},
                     )
         except:
             # if this doesn't work keep going
@@ -457,7 +500,13 @@ def pg_row_count():
                     pass
 
 
-CLICKHOUSE_TABLES = ["events", "person", "person_distinct_id2", "session_replay_events", "log_entries"]
+CLICKHOUSE_TABLES = [
+    "events",
+    "person",
+    "person_distinct_id2",
+    "session_replay_events",
+    "log_entries",
+]
 if not is_cloud():
     CLICKHOUSE_TABLES.append("session_recording_events")
 
@@ -482,7 +531,11 @@ def clickhouse_lag():
                 )
                 query = QUERY.format(table=table)
                 lag = sync_execute(query)[0][2]
-                statsd.gauge("posthog_celery_clickhouse__table_lag_seconds", lag, tags={"table": table})
+                statsd.gauge(
+                    "posthog_celery_clickhouse__table_lag_seconds",
+                    lag,
+                    tags={"table": table},
+                )
                 lag_gauge.labels(table_name=table).set(lag)
             except:
                 pass
@@ -535,7 +588,12 @@ def ingestion_lag():
         pass
 
 
-KNOWN_CELERY_TASK_IDENTIFIERS = {"pluginJob", "runEveryHour", "runEveryMinute", "runEveryDay"}
+KNOWN_CELERY_TASK_IDENTIFIERS = {
+    "pluginJob",
+    "runEveryHour",
+    "runEveryMinute",
+    "runEveryDay",
+}
 
 
 @app.task(ignore_result=True)
@@ -588,7 +646,11 @@ def graphile_worker_queue_size():
                 seen_task_identifier.add(task_identifier)
                 waiting_jobs_gauge.labels(task_identifier=task_identifier).set(count)
                 processing_lag_gauge.labels(task_identifier=task_identifier).set(time.time() - float(oldest))
-                statsd.gauge("graphile_waiting_jobs", count, tags={"task_identifier": task_identifier})
+                statsd.gauge(
+                    "graphile_waiting_jobs",
+                    count,
+                    tags={"task_identifier": task_identifier},
+                )
 
             # The query will not return rows for empty queues, creating missing points.
             # Let's emit updates for known queues even if they are empty.
@@ -618,7 +680,11 @@ def clickhouse_row_count():
                 query = QUERY.format(table=table)
                 rows = sync_execute(query)[0][0]
                 row_count_gauge.labels(table_name=table).set(rows)
-                statsd.gauge(f"posthog_celery_clickhouse_table_row_count", rows, tags={"table": table})
+                statsd.gauge(
+                    f"posthog_celery_clickhouse_table_row_count",
+                    rows,
+                    tags={"table": table},
+                )
             except:
                 pass
 
@@ -681,7 +747,11 @@ def clickhouse_part_count():
         )
         for table, parts in rows:
             parts_count_gauge.labels(table=table).set(parts)
-            statsd.gauge(f"posthog_celery_clickhouse_table_parts_count", parts, tags={"table": table})
+            statsd.gauge(
+                f"posthog_celery_clickhouse_table_parts_count",
+                parts,
+                tags={"table": table},
+            )
 
 
 @app.task(ignore_result=True)
@@ -710,7 +780,11 @@ def clickhouse_mutation_count():
         )
     for table, muts in rows:
         mutations_count_gauge.labels(table=table).set(muts)
-        statsd.gauge(f"posthog_celery_clickhouse_table_mutations_count", muts, tags={"table": table})
+        statsd.gauge(
+            f"posthog_celery_clickhouse_table_mutations_count",
+            muts,
+            tags={"table": table},
+        )
 
 
 @app.task(ignore_result=True)
@@ -739,7 +813,9 @@ def redis_celery_queue_depth():
     try:
         with pushed_metrics_registry("redis_celery_queue_depth_registry") as registry:
             celery_task_queue_depth_gauge = Gauge(
-                "posthog_celery_queue_depth", "We use this to monitor the depth of the celery queue.", registry=registry
+                "posthog_celery_queue_depth",
+                "We use this to monitor the depth of the celery queue.",
+                registry=registry,
             )
 
             llen = get_client().llen("celery")
@@ -767,7 +843,9 @@ def clean_stale_partials():
 
 @app.task(ignore_result=True)
 def monitoring_check_clickhouse_schema_drift():
-    from posthog.tasks.check_clickhouse_schema_drift import check_clickhouse_schema_drift
+    from posthog.tasks.check_clickhouse_schema_drift import (
+        check_clickhouse_schema_drift,
+    )
 
     check_clickhouse_schema_drift()
 
@@ -801,7 +879,11 @@ def update_cache_task(caching_state_id: UUID):
 
 
 @app.task(ignore_result=True)
-def sync_insight_caching_state(team_id: int, insight_id: Optional[int] = None, dashboard_tile_id: Optional[int] = None):
+def sync_insight_caching_state(
+    team_id: int,
+    insight_id: Optional[int] = None,
+    dashboard_tile_id: Optional[int] = None,
+):
     from posthog.caching.insight_caching_state import sync_insight_caching_state
 
     sync_insight_caching_state(team_id, insight_id, dashboard_tile_id)
@@ -851,7 +933,9 @@ def calculate_decide_usage() -> None:
 def find_flags_with_enriched_analytics():
     from datetime import datetime, timedelta
 
-    from posthog.models.feature_flag.flag_analytics import find_flags_with_enriched_analytics
+    from posthog.models.feature_flag.flag_analytics import (
+        find_flags_with_enriched_analytics,
+    )
 
     end = datetime.now()
     begin = end - timedelta(hours=12)
@@ -869,7 +953,9 @@ def demo_reset_master_team():
 
 @app.task(ignore_result=True)
 def sync_all_organization_available_features():
-    from posthog.tasks.sync_all_organization_available_features import sync_all_organization_available_features
+    from posthog.tasks.sync_all_organization_available_features import (
+        sync_all_organization_available_features,
+    )
 
     sync_all_organization_available_features()
 
@@ -883,7 +969,9 @@ def check_async_migration_health():
 
 @app.task(ignore_result=True)
 def verify_persons_data_in_sync():
-    from posthog.tasks.verify_persons_data_in_sync import verify_persons_data_in_sync as verify
+    from posthog.tasks.verify_persons_data_in_sync import (
+        verify_persons_data_in_sync as verify,
+    )
 
     if not is_cloud():
         return
@@ -905,7 +993,9 @@ def recompute_materialized_columns_enabled() -> bool:
 def clickhouse_materialize_columns():
     if recompute_materialized_columns_enabled():
         try:
-            from ee.clickhouse.materialized_columns.analyze import materialize_properties_task
+            from ee.clickhouse.materialized_columns.analyze import (
+                materialize_properties_task,
+            )
         except ImportError:
             pass
         else:
@@ -943,7 +1033,9 @@ def update_quota_limiting():
 @app.task(ignore_result=True)
 def schedule_all_subscriptions():
     try:
-        from ee.tasks.subscriptions import schedule_all_subscriptions as _schedule_all_subscriptions
+        from ee.tasks.subscriptions import (
+            schedule_all_subscriptions as _schedule_all_subscriptions,
+        )
     except ImportError:
         pass
     else:
diff --git a/posthog/clickhouse/client/connection.py b/posthog/clickhouse/client/connection.py
index 8cf665d857c60..fbbfd08086822 100644
--- a/posthog/clickhouse/client/connection.py
+++ b/posthog/clickhouse/client/connection.py
@@ -30,7 +30,10 @@ def get_pool(workload: Workload, team_id=None, readonly=False):
 
     # Note that `readonly` does nothing if the relevant vars are not set!
     if readonly and settings.READONLY_CLICKHOUSE_USER is not None and settings.READONLY_CLICKHOUSE_PASSWORD:
-        return make_ch_pool(user=settings.READONLY_CLICKHOUSE_USER, password=settings.READONLY_CLICKHOUSE_PASSWORD)
+        return make_ch_pool(
+            user=settings.READONLY_CLICKHOUSE_USER,
+            password=settings.READONLY_CLICKHOUSE_PASSWORD,
+        )
 
     if (
         workload == Workload.OFFLINE or workload == Workload.DEFAULT and _default_workload == Workload.OFFLINE
diff --git a/posthog/clickhouse/client/execute.py b/posthog/clickhouse/client/execute.py
index 60cad345fcaa7..5f039c78c19f9 100644
--- a/posthog/clickhouse/client/execute.py
+++ b/posthog/clickhouse/client/execute.py
@@ -40,7 +40,10 @@
 
 @lru_cache(maxsize=1)
 def default_settings() -> Dict:
-    return {"join_algorithm": "direct,parallel_hash", "distributed_replica_max_ignored_errors": 1000}
+    return {
+        "join_algorithm": "direct,parallel_hash",
+        "distributed_replica_max_ignored_errors": 1000,
+    }
 
 
 @lru_cache(maxsize=1)
@@ -81,7 +84,7 @@ def sync_execute(
             from posthog.test.base import flush_persons_and_events
 
             flush_persons_and_events()
-        except ModuleNotFoundError:  # when we run plugin server tests it tries to run above, ignore
+        except (ModuleNotFoundError):  # when we run plugin server tests it tries to run above, ignore
             pass
 
     with get_pool(workload, team_id, readonly).get_client() as client:
@@ -91,7 +94,10 @@ def sync_execute(
         query_id = validated_client_query_id()
         core_settings = {**default_settings(), **(settings or {})}
         tags["query_settings"] = core_settings
-        settings = {**core_settings, "log_comment": json.dumps(tags, separators=(",", ":"))}
+        settings = {
+            **core_settings,
+            "log_comment": json.dumps(tags, separators=(",", ":")),
+        }
         try:
             result = client.execute(
                 prepared_sql,
@@ -102,7 +108,10 @@ def sync_execute(
             )
         except Exception as err:
             err = wrap_query_error(err)
-            statsd.incr("clickhouse_sync_execution_failure", tags={"failed": True, "reason": type(err).__name__})
+            statsd.incr(
+                "clickhouse_sync_execution_failure",
+                tags={"failed": True, "reason": type(err).__name__},
+            )
 
             raise err
         finally:
@@ -147,7 +156,12 @@ def query_with_columns(
 
 
 @patchable
-def _prepare_query(client: SyncClient, query: str, args: QueryArgs, workload: Workload = Workload.DEFAULT):
+def _prepare_query(
+    client: SyncClient,
+    query: str,
+    args: QueryArgs,
+    workload: Workload = Workload.DEFAULT,
+):
     """
     Given a string query with placeholders we do one of two things:
 
@@ -219,7 +233,9 @@ def format_sql(rendered_sql, colorize=True):
             import pygments.lexers
 
             return pygments.highlight(
-                formatted_sql, pygments.lexers.get_lexer_by_name("sql"), pygments.formatters.TerminalFormatter()
+                formatted_sql,
+                pygments.lexers.get_lexer_by_name("sql"),
+                pygments.formatters.TerminalFormatter(),
             )
         except:
             pass
diff --git a/posthog/clickhouse/client/execute_async.py b/posthog/clickhouse/client/execute_async.py
index 89de42427f568..3bb28c3f20075 100644
--- a/posthog/clickhouse/client/execute_async.py
+++ b/posthog/clickhouse/client/execute_async.py
@@ -49,7 +49,14 @@ def generate_redis_results_key(query_id):
 
 
 def execute_with_progress(
-    team_id, query_id, query, args=None, settings=None, with_column_types=False, update_freq=0.2, task_id=None
+    team_id,
+    query_id,
+    query,
+    args=None,
+    settings=None,
+    with_column_types=False,
+    update_freq=0.2,
+    task_id=None,
 ):
     """
     Kick off query with progress reporting
@@ -81,7 +88,10 @@ def execute_with_progress(
 
     try:
         progress = ch_client.execute_with_progress(
-            prepared_sql, params=prepared_args, settings=settings, with_column_types=with_column_types
+            prepared_sql,
+            params=prepared_args,
+            settings=settings,
+            with_column_types=with_column_types,
         )
         for num_rows, total_rows in progress:
             query_status = QueryStatus(
@@ -145,7 +155,14 @@ def execute_with_progress(
 
 
 def enqueue_execute_with_progress(
-    team_id, query, args=None, settings=None, with_column_types=False, bypass_celery=False, query_id=None, force=False
+    team_id,
+    query,
+    args=None,
+    settings=None,
+    with_column_types=False,
+    bypass_celery=False,
+    query_id=None,
+    force=False,
 ):
     if not query_id:
         query_id = _query_hash(query, team_id, args)
diff --git a/posthog/clickhouse/client/test/test_connection.py b/posthog/clickhouse/client/test/test_connection.py
index d40e544bf16fc..e05a87b84e60c 100644
--- a/posthog/clickhouse/client/test/test_connection.py
+++ b/posthog/clickhouse/client/test/test_connection.py
@@ -1,6 +1,11 @@
 import pytest
 
-from posthog.clickhouse.client.connection import Workload, get_pool, make_ch_pool, set_default_clickhouse_workload_type
+from posthog.clickhouse.client.connection import (
+    Workload,
+    get_pool,
+    make_ch_pool,
+    set_default_clickhouse_workload_type,
+)
 
 
 def test_connection_pool_creation_without_offline_cluster(settings):
diff --git a/posthog/clickhouse/dead_letter_queue.py b/posthog/clickhouse/dead_letter_queue.py
index 53896bbfa6869..298d99e4ed88b 100644
--- a/posthog/clickhouse/dead_letter_queue.py
+++ b/posthog/clickhouse/dead_letter_queue.py
@@ -86,7 +86,9 @@
 _offset
 FROM {database}.kafka_{table_name}
 """.format(
-    table_name=DEAD_LETTER_QUEUE_TABLE, cluster=CLICKHOUSE_CLUSTER, database=CLICKHOUSE_DATABASE
+    table_name=DEAD_LETTER_QUEUE_TABLE,
+    cluster=CLICKHOUSE_CLUSTER,
+    database=CLICKHOUSE_DATABASE,
 )
 
 
diff --git a/posthog/clickhouse/log_entries.py b/posthog/clickhouse/log_entries.py
index 017ee408aea44..471ca18eac7fb 100644
--- a/posthog/clickhouse/log_entries.py
+++ b/posthog/clickhouse/log_entries.py
@@ -69,7 +69,9 @@
 _offset
 FROM {database}.kafka_{table_name}
 """.format(
-    table_name=LOG_ENTRIES_TABLE, cluster=CLICKHOUSE_CLUSTER, database=CLICKHOUSE_DATABASE
+    table_name=LOG_ENTRIES_TABLE,
+    cluster=CLICKHOUSE_CLUSTER,
+    database=CLICKHOUSE_DATABASE,
 )
 
 
diff --git a/posthog/clickhouse/migrations/0003_person.py b/posthog/clickhouse/migrations/0003_person.py
index d780fd855ec8b..ccdcf428de43b 100644
--- a/posthog/clickhouse/migrations/0003_person.py
+++ b/posthog/clickhouse/migrations/0003_person.py
@@ -1,5 +1,9 @@
 from posthog.clickhouse.client.migration_tools import run_sql_with_exceptions
-from posthog.models.person.sql import COMMENT_DISTINCT_ID_COLUMN_SQL, PERSONS_DISTINCT_ID_TABLE_SQL, PERSONS_TABLE_SQL
+from posthog.models.person.sql import (
+    COMMENT_DISTINCT_ID_COLUMN_SQL,
+    PERSONS_DISTINCT_ID_TABLE_SQL,
+    PERSONS_TABLE_SQL,
+)
 
 operations = [
     run_sql_with_exceptions(PERSONS_TABLE_SQL()),
diff --git a/posthog/clickhouse/migrations/0004_kafka.py b/posthog/clickhouse/migrations/0004_kafka.py
index 5243e206bd098..857398c2a3cc7 100644
--- a/posthog/clickhouse/migrations/0004_kafka.py
+++ b/posthog/clickhouse/migrations/0004_kafka.py
@@ -1,5 +1,8 @@
 from posthog.clickhouse.client.migration_tools import run_sql_with_exceptions
-from posthog.models.event.sql import DISTRIBUTED_EVENTS_TABLE_SQL, WRITABLE_EVENTS_TABLE_SQL
+from posthog.models.event.sql import (
+    DISTRIBUTED_EVENTS_TABLE_SQL,
+    WRITABLE_EVENTS_TABLE_SQL,
+)
 from posthog.models.person.sql import (
     KAFKA_PERSONS_DISTINCT_ID_TABLE_SQL,
     KAFKA_PERSONS_TABLE_SQL,
diff --git a/posthog/clickhouse/migrations/0012_person_id_deleted_column.py b/posthog/clickhouse/migrations/0012_person_id_deleted_column.py
index ef324ce2417f9..40a3a0a0ef4f6 100644
--- a/posthog/clickhouse/migrations/0012_person_id_deleted_column.py
+++ b/posthog/clickhouse/migrations/0012_person_id_deleted_column.py
@@ -1,5 +1,8 @@
 from posthog.clickhouse.client.migration_tools import run_sql_with_exceptions
-from posthog.models.person.sql import KAFKA_PERSONS_DISTINCT_ID_TABLE_SQL, PERSONS_DISTINCT_ID_TABLE_MV_SQL
+from posthog.models.person.sql import (
+    KAFKA_PERSONS_DISTINCT_ID_TABLE_SQL,
+    PERSONS_DISTINCT_ID_TABLE_MV_SQL,
+)
 from posthog.settings import CLICKHOUSE_CLUSTER
 
 operations = [
diff --git a/posthog/clickhouse/migrations/0018_group_analytics_schema.py b/posthog/clickhouse/migrations/0018_group_analytics_schema.py
index 69e923f8b7989..05cf74d0c24ae 100644
--- a/posthog/clickhouse/migrations/0018_group_analytics_schema.py
+++ b/posthog/clickhouse/migrations/0018_group_analytics_schema.py
@@ -1,5 +1,9 @@
 from posthog.clickhouse.client.migration_tools import run_sql_with_exceptions
-from posthog.models.group.sql import GROUPS_TABLE_MV_SQL, GROUPS_TABLE_SQL, KAFKA_GROUPS_TABLE_SQL
+from posthog.models.group.sql import (
+    GROUPS_TABLE_MV_SQL,
+    GROUPS_TABLE_SQL,
+    KAFKA_GROUPS_TABLE_SQL,
+)
 
 operations = [
     run_sql_with_exceptions(GROUPS_TABLE_SQL()),
diff --git a/posthog/clickhouse/migrations/0023_dead_letter_queue_tags.py b/posthog/clickhouse/migrations/0023_dead_letter_queue_tags.py
index f34752a660a28..cce6212290056 100644
--- a/posthog/clickhouse/migrations/0023_dead_letter_queue_tags.py
+++ b/posthog/clickhouse/migrations/0023_dead_letter_queue_tags.py
@@ -1,5 +1,8 @@
 from posthog.clickhouse.client.migration_tools import run_sql_with_exceptions
-from posthog.clickhouse.dead_letter_queue import DEAD_LETTER_QUEUE_TABLE_MV_SQL, KAFKA_DEAD_LETTER_QUEUE_TABLE_SQL
+from posthog.clickhouse.dead_letter_queue import (
+    DEAD_LETTER_QUEUE_TABLE_MV_SQL,
+    KAFKA_DEAD_LETTER_QUEUE_TABLE_SQL,
+)
 from posthog.settings import CLICKHOUSE_CLUSTER
 
 operations = [
diff --git a/posthog/clickhouse/migrations/0025_json_events.py b/posthog/clickhouse/migrations/0025_json_events.py
index 1dd452dff732e..fd8056b227123 100644
--- a/posthog/clickhouse/migrations/0025_json_events.py
+++ b/posthog/clickhouse/migrations/0025_json_events.py
@@ -1,5 +1,8 @@
 from posthog.clickhouse.client.migration_tools import run_sql_with_exceptions
-from posthog.models.event.sql import EVENTS_TABLE_JSON_MV_SQL, KAFKA_EVENTS_TABLE_JSON_SQL
+from posthog.models.event.sql import (
+    EVENTS_TABLE_JSON_MV_SQL,
+    KAFKA_EVENTS_TABLE_JSON_SQL,
+)
 
 operations = [
     run_sql_with_exceptions(KAFKA_EVENTS_TABLE_JSON_SQL()),
diff --git a/posthog/clickhouse/migrations/0026_fix_materialized_window_and_session_ids.py b/posthog/clickhouse/migrations/0026_fix_materialized_window_and_session_ids.py
index d2fc6a7d4bac9..b27c8ad29f59a 100644
--- a/posthog/clickhouse/migrations/0026_fix_materialized_window_and_session_ids.py
+++ b/posthog/clickhouse/migrations/0026_fix_materialized_window_and_session_ids.py
@@ -1,6 +1,9 @@
 from infi.clickhouse_orm import migrations
 
-from posthog.clickhouse.materialized_columns import get_materialized_columns, materialize
+from posthog.clickhouse.materialized_columns import (
+    get_materialized_columns,
+    materialize,
+)
 from posthog.client import sync_execute
 from posthog.settings import CLICKHOUSE_CLUSTER
 
@@ -38,7 +41,6 @@ def ensure_only_new_column_exists(database, table_name, old_column_name, new_col
 
 
 def materialize_session_and_window_id(database):
-
     properties = ["$session_id", "$window_id"]
     for property_name in properties:
         materialized_columns = get_materialized_columns("events", use_cache=False)
diff --git a/posthog/clickhouse/migrations/0027_persons_and_groups_on_events.py b/posthog/clickhouse/migrations/0027_persons_and_groups_on_events.py
index 500d2e1184f4b..534a2d6dbf01c 100644
--- a/posthog/clickhouse/migrations/0027_persons_and_groups_on_events.py
+++ b/posthog/clickhouse/migrations/0027_persons_and_groups_on_events.py
@@ -2,7 +2,10 @@
 
 from posthog.clickhouse.client.migration_tools import run_sql_with_exceptions
 from posthog.client import sync_execute
-from posthog.models.event.sql import EVENTS_TABLE_JSON_MV_SQL, KAFKA_EVENTS_TABLE_JSON_SQL
+from posthog.models.event.sql import (
+    EVENTS_TABLE_JSON_MV_SQL,
+    KAFKA_EVENTS_TABLE_JSON_SQL,
+)
 from posthog.settings import CLICKHOUSE_CLUSTER
 
 ADD_COLUMNS_BASE_SQL = """
diff --git a/posthog/clickhouse/migrations/0028_dead_letter_queue_settings.py b/posthog/clickhouse/migrations/0028_dead_letter_queue_settings.py
index fd8676e47b74e..ff7746fe8e326 100644
--- a/posthog/clickhouse/migrations/0028_dead_letter_queue_settings.py
+++ b/posthog/clickhouse/migrations/0028_dead_letter_queue_settings.py
@@ -1,5 +1,8 @@
 from posthog.clickhouse.client.migration_tools import run_sql_with_exceptions
-from posthog.clickhouse.dead_letter_queue import DEAD_LETTER_QUEUE_TABLE_MV_SQL, KAFKA_DEAD_LETTER_QUEUE_TABLE_SQL
+from posthog.clickhouse.dead_letter_queue import (
+    DEAD_LETTER_QUEUE_TABLE_MV_SQL,
+    KAFKA_DEAD_LETTER_QUEUE_TABLE_SQL,
+)
 from posthog.settings.data_stores import CLICKHOUSE_CLUSTER
 
 operations = [
diff --git a/posthog/clickhouse/migrations/0030_created_at_persons_and_groups_on_events.py b/posthog/clickhouse/migrations/0030_created_at_persons_and_groups_on_events.py
index a68f39422ab65..254ff78a531ff 100644
--- a/posthog/clickhouse/migrations/0030_created_at_persons_and_groups_on_events.py
+++ b/posthog/clickhouse/migrations/0030_created_at_persons_and_groups_on_events.py
@@ -2,7 +2,10 @@
 
 from posthog.clickhouse.client.migration_tools import run_sql_with_exceptions
 from posthog.client import sync_execute
-from posthog.models.event.sql import EVENTS_TABLE_JSON_MV_SQL, KAFKA_EVENTS_TABLE_JSON_SQL
+from posthog.models.event.sql import (
+    EVENTS_TABLE_JSON_MV_SQL,
+    KAFKA_EVENTS_TABLE_JSON_SQL,
+)
 from posthog.settings import CLICKHOUSE_CLUSTER
 
 ADD_COLUMNS_BASE_SQL = """
diff --git a/posthog/clickhouse/migrations/0036_session_recording_events_materialized_columns.py b/posthog/clickhouse/migrations/0036_session_recording_events_materialized_columns.py
index be819a0111a01..d6705db02eb33 100644
--- a/posthog/clickhouse/migrations/0036_session_recording_events_materialized_columns.py
+++ b/posthog/clickhouse/migrations/0036_session_recording_events_materialized_columns.py
@@ -1,12 +1,13 @@
 from infi.clickhouse_orm import migrations
 
 from posthog.client import sync_execute
-from posthog.session_recordings.sql.session_recording_event_sql import MATERIALIZED_COLUMNS
+from posthog.session_recordings.sql.session_recording_event_sql import (
+    MATERIALIZED_COLUMNS,
+)
 from posthog.settings import CLICKHOUSE_CLUSTER
 
 
 def create_events_summary_mat_columns(database):
-
     columns_to_add = [
         "events_summary",
         "click_count",
diff --git a/posthog/clickhouse/migrations/0042_kafka_partitions_stats.py b/posthog/clickhouse/migrations/0042_kafka_partitions_stats.py
index afc8e898f1327..1a588a1092474 100644
--- a/posthog/clickhouse/migrations/0042_kafka_partitions_stats.py
+++ b/posthog/clickhouse/migrations/0042_kafka_partitions_stats.py
@@ -1,5 +1,8 @@
 from posthog.clickhouse.client.migration_tools import run_sql_with_exceptions
-from posthog.kafka_client.topics import KAFKA_EVENTS_PLUGIN_INGESTION_OVERFLOW, KAFKA_SESSION_RECORDING_EVENTS
+from posthog.kafka_client.topics import (
+    KAFKA_EVENTS_PLUGIN_INGESTION_OVERFLOW,
+    KAFKA_SESSION_RECORDING_EVENTS,
+)
 from posthog.models.kafka_partition_stats.sql import (
     CREATE_PARTITION_STATISTICS_KAFKA_TABLE,
     CREATE_PARTITION_STATISTICS_MV,
diff --git a/posthog/clickhouse/plugin_log_entries.py b/posthog/clickhouse/plugin_log_entries.py
index cb03e34eb3471..1f4f7c70d7146 100644
--- a/posthog/clickhouse/plugin_log_entries.py
+++ b/posthog/clickhouse/plugin_log_entries.py
@@ -61,7 +61,9 @@
 _offset
 FROM {database}.kafka_{table_name}
 """.format(
-    table_name=PLUGIN_LOG_ENTRIES_TABLE, cluster=CLICKHOUSE_CLUSTER, database=CLICKHOUSE_DATABASE
+    table_name=PLUGIN_LOG_ENTRIES_TABLE,
+    cluster=CLICKHOUSE_CLUSTER,
+    database=CLICKHOUSE_DATABASE,
 )
 
 
diff --git a/posthog/clickhouse/system_status.py b/posthog/clickhouse/system_status.py
index 2317e41c39e1d..bd9bd22f427c6 100644
--- a/posthog/clickhouse/system_status.py
+++ b/posthog/clickhouse/system_status.py
@@ -6,10 +6,17 @@
 from dateutil.relativedelta import relativedelta
 from django.utils import timezone
 
-from posthog.api.dead_letter_queue import get_dead_letter_queue_events_last_24h, get_dead_letter_queue_size
+from posthog.api.dead_letter_queue import (
+    get_dead_letter_queue_events_last_24h,
+    get_dead_letter_queue_size,
+)
 from posthog.cache_utils import cache_for
 from posthog.client import query_with_columns, sync_execute
-from posthog.models.event.util import get_event_count, get_event_count_for_last_month, get_event_count_month_to_date
+from posthog.models.event.util import (
+    get_event_count,
+    get_event_count_for_last_month,
+    get_event_count_month_to_date,
+)
 from posthog.session_recordings.models.system_status_queries import (
     get_recording_status_month_to_date,
 )
@@ -25,12 +32,20 @@
 
 def system_status() -> Generator[SystemStatusRow, None, None]:
     alive = is_alive()
-    yield {"key": "clickhouse_alive", "metric": "Clickhouse database alive", "value": alive}
+    yield {
+        "key": "clickhouse_alive",
+        "metric": "Clickhouse database alive",
+        "value": alive,
+    }
 
     if not alive:
         return
 
-    yield {"key": "clickhouse_event_count", "metric": "Events in ClickHouse", "value": get_event_count()}
+    yield {
+        "key": "clickhouse_event_count",
+        "metric": "Events in ClickHouse",
+        "value": get_event_count(),
+    }
     yield {
         "key": "clickhouse_event_count_last_month",
         "metric": "Events recorded last month",
@@ -67,8 +82,16 @@ def system_status() -> Generator[SystemStatusRow, None, None]:
 
     for index, (total_space, free_space) in enumerate(disk_status):
         metric = "Clickhouse disk" if len(disk_status) == 1 else f"Clickhouse disk {index}"
-        yield {"key": f"clickhouse_disk_{index}_free_space", "metric": f"{metric} free space", "value": free_space}
-        yield {"key": f"clickhouse_disk_{index}_total_space", "metric": f"{metric} total space", "value": total_space}
+        yield {
+            "key": f"clickhouse_disk_{index}_free_space",
+            "metric": f"{metric} free space",
+            "value": free_space,
+        }
+        yield {
+            "key": f"clickhouse_disk_{index}_total_space",
+            "metric": f"{metric} total space",
+            "value": total_space,
+        }
 
     table_sizes = sync_execute(
         """
@@ -97,7 +120,10 @@ def system_status() -> Generator[SystemStatusRow, None, None]:
         "key": "clickhouse_system_metrics",
         "metric": "Clickhouse system metrics",
         "value": "",
-        "subrows": {"columns": ["Metric", "Value", "Description"], "rows": list(sorted(system_metrics))},
+        "subrows": {
+            "columns": ["Metric", "Value", "Description"],
+            "rows": list(sorted(system_metrics)),
+        },
     }
 
     # This timestamp is a naive timestamp (does not include a timezone)
@@ -121,9 +147,16 @@ def system_status() -> Generator[SystemStatusRow, None, None]:
 
     dead_letter_queue_size = get_dead_letter_queue_size()
 
-    yield {"key": "dead_letter_queue_size", "metric": "Dead letter queue size", "value": dead_letter_queue_size}
+    yield {
+        "key": "dead_letter_queue_size",
+        "metric": "Dead letter queue size",
+        "value": dead_letter_queue_size,
+    }
 
-    dead_letter_queue_events_high, dead_letter_queue_events_last_day = dead_letter_queue_ratio()
+    (
+        dead_letter_queue_events_high,
+        dead_letter_queue_events_last_day,
+    ) = dead_letter_queue_ratio()
 
     yield {
         "key": "dead_letter_queue_events_last_day",
diff --git a/posthog/clickhouse/test/test_person_overrides.py b/posthog/clickhouse/test/test_person_overrides.py
index f0d33c7d617f4..dc8bc2b17c503 100644
--- a/posthog/clickhouse/test/test_person_overrides.py
+++ b/posthog/clickhouse/test/test_person_overrides.py
@@ -81,7 +81,14 @@ def test_can_insert_person_overrides():
         assert results != []
         [result] = results
         created_at, *the_rest = result
-        assert the_rest == [1, old_person_id, override_person_id, oldest_event, merged_at, 2]
+        assert the_rest == [
+            1,
+            old_person_id,
+            override_person_id,
+            oldest_event,
+            merged_at,
+            2,
+        ]
         assert created_at > datetime.now(tz=ZoneInfo("UTC")) - timedelta(seconds=10)
     finally:
         producer.close()
@@ -124,7 +131,8 @@ def test_person_overrides_dict():
     sync_execute("INSERT INTO person_overrides (*) VALUES", [values])
     sync_execute("SYSTEM RELOAD DICTIONARY person_overrides_dict")
     results = sync_execute(
-        "SELECT dictGet(person_overrides_dict, 'override_person_id', (%(team_id)s, %(old_person_id)s))", values
+        "SELECT dictGet(person_overrides_dict, 'override_person_id', (%(team_id)s, %(old_person_id)s))",
+        values,
     )
 
     assert len(results) == 1
@@ -136,7 +144,8 @@ def test_person_overrides_dict():
     sync_execute("INSERT INTO person_overrides (*) VALUES", [values])
     sync_execute("SYSTEM RELOAD DICTIONARY person_overrides_dict")
     new_results = sync_execute(
-        "SELECT dictGet(person_overrides_dict, 'override_person_id', (%(team_id)s, %(old_person_id)s))", values
+        "SELECT dictGet(person_overrides_dict, 'override_person_id', (%(team_id)s, %(old_person_id)s))",
+        values,
     )
 
     assert len(new_results) == 1
diff --git a/posthog/conftest.py b/posthog/conftest.py
index 06e7e256aed79..2b819ff9390ad 100644
--- a/posthog/conftest.py
+++ b/posthog/conftest.py
@@ -11,7 +11,11 @@
 def create_clickhouse_tables(num_tables: int):
     # Create clickhouse tables to default before running test
     # Mostly so that test runs locally work correctly
-    from posthog.clickhouse.schema import CREATE_DISTRIBUTED_TABLE_QUERIES, CREATE_MERGETREE_TABLE_QUERIES, build_query
+    from posthog.clickhouse.schema import (
+        CREATE_DISTRIBUTED_TABLE_QUERIES,
+        CREATE_MERGETREE_TABLE_QUERIES,
+        build_query,
+    )
 
     # REMEMBER TO ADD ANY NEW CLICKHOUSE TABLES TO THIS ARRAY!
     CREATE_TABLE_QUERIES: Tuple[Any, ...] = CREATE_MERGETREE_TABLE_QUERIES + CREATE_DISTRIBUTED_TABLE_QUERIES
@@ -27,8 +31,12 @@ def create_clickhouse_tables(num_tables: int):
 def reset_clickhouse_tables():
     # Truncate clickhouse tables to default before running test
     # Mostly so that test runs locally work correctly
-    from posthog.clickhouse.dead_letter_queue import TRUNCATE_DEAD_LETTER_QUEUE_TABLE_SQL
-    from posthog.clickhouse.plugin_log_entries import TRUNCATE_PLUGIN_LOG_ENTRIES_TABLE_SQL
+    from posthog.clickhouse.dead_letter_queue import (
+        TRUNCATE_DEAD_LETTER_QUEUE_TABLE_SQL,
+    )
+    from posthog.clickhouse.plugin_log_entries import (
+        TRUNCATE_PLUGIN_LOG_ENTRIES_TABLE_SQL,
+    )
     from posthog.models.app_metrics.sql import TRUNCATE_APP_METRICS_TABLE_SQL
     from posthog.models.cohort.sql import TRUNCATE_COHORTPEOPLE_TABLE_SQL
     from posthog.models.event.sql import TRUNCATE_EVENTS_TABLE_SQL
@@ -40,7 +48,9 @@ def reset_clickhouse_tables():
         TRUNCATE_PERSON_STATIC_COHORT_TABLE_SQL,
         TRUNCATE_PERSON_TABLE_SQL,
     )
-    from posthog.session_recordings.sql.session_recording_event_sql import TRUNCATE_SESSION_RECORDING_EVENTS_TABLE_SQL
+    from posthog.session_recordings.sql.session_recording_event_sql import (
+        TRUNCATE_SESSION_RECORDING_EVENTS_TABLE_SQL,
+    )
 
     # REMEMBER TO ADD ANY NEW CLICKHOUSE TABLES TO THIS ARRAY!
     TABLES_TO_CREATE_DROP = [
@@ -80,7 +90,8 @@ def django_db_setup(django_db_setup, django_db_keepdb):
 
     database.create_database()  # Create database if it doesn't exist
     table_count = sync_execute(
-        "SELECT count() FROM system.tables WHERE database = %(database)s", {"database": settings.CLICKHOUSE_DATABASE}
+        "SELECT count() FROM system.tables WHERE database = %(database)s",
+        {"database": settings.CLICKHOUSE_DATABASE},
     )[0][0]
     create_clickhouse_tables(table_count)
 
diff --git a/posthog/constants.py b/posthog/constants.py
index 3beb8ca12b3b9..ecfeb03e1259f 100644
--- a/posthog/constants.py
+++ b/posthog/constants.py
@@ -55,7 +55,13 @@ class AvailableFeature(str, Enum):
 TRENDS_BOLD_NUMBER = "BoldNumber"
 
 # Sync with frontend NON_TIME_SERIES_DISPLAY_TYPES
-NON_TIME_SERIES_DISPLAY_TYPES = [TRENDS_TABLE, TRENDS_PIE, TRENDS_BAR_VALUE, TRENDS_WORLD_MAP, TRENDS_BOLD_NUMBER]
+NON_TIME_SERIES_DISPLAY_TYPES = [
+    TRENDS_TABLE,
+    TRENDS_PIE,
+    TRENDS_BAR_VALUE,
+    TRENDS_WORLD_MAP,
+    TRENDS_BOLD_NUMBER,
+]
 # Sync with frontend NON_BREAKDOWN_DISPLAY_TYPES
 NON_BREAKDOWN_DISPLAY_TYPES = [TRENDS_BOLD_NUMBER]
 
diff --git a/posthog/demo/legacy/app_data_generator.py b/posthog/demo/legacy/app_data_generator.py
index 51a12e3d486ff..56f7c3ebcecc2 100644
--- a/posthog/demo/legacy/app_data_generator.py
+++ b/posthog/demo/legacy/app_data_generator.py
@@ -50,7 +50,12 @@ def create_actions_dashboards(self):
                         "order": 0,
                         "type": TREND_FILTER_TYPE_ACTIONS,
                     },
-                    {"id": rated_app_action.id, "name": "Rated App", "order": 1, "type": TREND_FILTER_TYPE_ACTIONS},
+                    {
+                        "id": rated_app_action.id,
+                        "name": "Rated App",
+                        "order": 1,
+                        "type": TREND_FILTER_TYPE_ACTIONS,
+                    },
                     {
                         "id": rated_app_action.id,
                         "name": "Rated App",
@@ -68,8 +73,16 @@ def create_actions_dashboards(self):
 
     def populate_person_events(self, person: Person, distinct_id: str, _index: int):
         start_day = random.randint(1, self.n_days)
-        self.add_event(event="$pageview", distinct_id=distinct_id, timestamp=now() - relativedelta(days=start_day))
-        self.add_event(event="installed_app", distinct_id=distinct_id, timestamp=now() - relativedelta(days=start_day))
+        self.add_event(
+            event="$pageview",
+            distinct_id=distinct_id,
+            timestamp=now() - relativedelta(days=start_day),
+        )
+        self.add_event(
+            event="installed_app",
+            distinct_id=distinct_id,
+            timestamp=now() - relativedelta(days=start_day),
+        )
 
         if random.randint(0, 10) <= 9:
             self.add_event(
diff --git a/posthog/demo/legacy/data_generator.py b/posthog/demo/legacy/data_generator.py
index 65bdd350acc88..ccc9f163e6c3c 100644
--- a/posthog/demo/legacy/data_generator.py
+++ b/posthog/demo/legacy/data_generator.py
@@ -3,7 +3,9 @@
 
 from posthog.models import Person, PersonDistinctId, Team
 from posthog.models.utils import UUIDT
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
 
 
 class DataGenerator:
diff --git a/posthog/demo/legacy/revenue_data_generator.py b/posthog/demo/legacy/revenue_data_generator.py
index 641cd30f5250e..2fa4901389eb0 100644
--- a/posthog/demo/legacy/revenue_data_generator.py
+++ b/posthog/demo/legacy/revenue_data_generator.py
@@ -29,7 +29,9 @@ def create_missing_events_and_properties(self):
     def populate_person_events(self, person: Person, distinct_id: str, index: int):
         if random.randint(0, 10) <= 4:
             self.add_event(
-                event="entered_free_trial", distinct_id=distinct_id, timestamp=now() - relativedelta(days=345)
+                event="entered_free_trial",
+                distinct_id=distinct_id,
+                timestamp=now() - relativedelta(days=345),
             )
 
         self.add_event(
@@ -68,7 +70,14 @@ def create_actions_dashboards(self):
             team=self.team,
             name="Entered Free Trial -> Purchase (Premium)",
             filters={
-                "events": [{"id": "$pageview", "name": "Pageview", "order": 0, "type": TREND_FILTER_TYPE_ACTIONS}],
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "name": "Pageview",
+                        "order": 0,
+                        "type": TREND_FILTER_TYPE_ACTIONS,
+                    }
+                ],
                 "actions": [
                     {
                         "id": purchase_action.id,
diff --git a/posthog/demo/legacy/web_data_generator.py b/posthog/demo/legacy/web_data_generator.py
index e74ddc53bfe99..aa0836d3db732 100644
--- a/posthog/demo/legacy/web_data_generator.py
+++ b/posthog/demo/legacy/web_data_generator.py
@@ -7,7 +7,15 @@
 from django.utils.timezone import now
 
 from posthog.constants import TREND_FILTER_TYPE_ACTIONS
-from posthog.models import Action, ActionStep, Dashboard, DashboardTile, Insight, Person, PropertyDefinition
+from posthog.models import (
+    Action,
+    ActionStep,
+    Dashboard,
+    DashboardTile,
+    Insight,
+    Person,
+    PropertyDefinition,
+)
 from posthog.models.filters.mixins.utils import cached_property
 from posthog.models.utils import UUIDT
 from posthog.utils import get_absolute_path
@@ -27,7 +35,12 @@ def create_missing_events_and_properties(self):
 
     def create_actions_dashboards(self):
         homepage = Action.objects.create(team=self.team, name="Hogflix homepage view")
-        ActionStep.objects.create(action=homepage, event="$pageview", url="http://hogflix.com", url_matching="exact")
+        ActionStep.objects.create(
+            action=homepage,
+            event="$pageview",
+            url="http://hogflix.com",
+            url_matching="exact",
+        )
 
         user_signed_up = Action.objects.create(team=self.team, name="Hogflix signed up")
         ActionStep.objects.create(
@@ -54,14 +67,24 @@ def create_actions_dashboards(self):
             description="Shows a conversion funnel from sign up to watching a movie.",
             filters={
                 "actions": [
-                    {"id": homepage.id, "name": "Hogflix homepage view", "order": 0, "type": TREND_FILTER_TYPE_ACTIONS},
+                    {
+                        "id": homepage.id,
+                        "name": "Hogflix homepage view",
+                        "order": 0,
+                        "type": TREND_FILTER_TYPE_ACTIONS,
+                    },
                     {
                         "id": user_signed_up.id,
                         "name": "Hogflix signed up",
                         "order": 1,
                         "type": TREND_FILTER_TYPE_ACTIONS,
                     },
-                    {"id": user_paid.id, "name": "Hogflix paid", "order": 2, "type": TREND_FILTER_TYPE_ACTIONS},
+                    {
+                        "id": user_paid.id,
+                        "name": "Hogflix paid",
+                        "order": 2,
+                        "type": TREND_FILTER_TYPE_ACTIONS,
+                    },
                 ],
                 "insight": "FUNNELS",
             },
@@ -77,7 +100,11 @@ def populate_person_events(self, person: Person, distinct_id: str, index: int):
             event="$pageview",
             distinct_id=distinct_id,
             timestamp=now() - relativedelta(days=start_day),
-            properties={"$current_url": "http://hogflix.com", "$browser": browser, "$lib": "web"},
+            properties={
+                "$current_url": "http://hogflix.com",
+                "$browser": browser,
+                "$lib": "web",
+            },
         )
 
         self.add_event(
@@ -107,7 +134,11 @@ def populate_person_events(self, person: Person, distinct_id: str, index: int):
             self.add_event(
                 event="$pageview",
                 distinct_id=distinct_id,
-                properties={"$current_url": "http://hogflix.com/2", "$browser": browser, "$lib": "web"},
+                properties={
+                    "$current_url": "http://hogflix.com/2",
+                    "$browser": browser,
+                    "$lib": "web",
+                },
                 timestamp=now() - relativedelta(days=start_day) + relativedelta(seconds=30),
             )
             if index % 5 == 0:
@@ -131,7 +162,11 @@ def populate_person_events(self, person: Person, distinct_id: str, index: int):
                 self.add_event(
                     event="$pageview",
                     distinct_id=distinct_id,
-                    properties={"$current_url": "http://hogflix.com/3", "$browser": browser, "$lib": "web"},
+                    properties={
+                        "$current_url": "http://hogflix.com/3",
+                        "$browser": browser,
+                        "$lib": "web",
+                    },
                     timestamp=now() - relativedelta(days=start_day) + relativedelta(seconds=60),
                 )
 
diff --git a/posthog/demo/matrix/manager.py b/posthog/demo/matrix/manager.py
index 8b13bd78c2b24..c174b2c782bc9 100644
--- a/posthog/demo/matrix/manager.py
+++ b/posthog/demo/matrix/manager.py
@@ -66,7 +66,12 @@ def ensure_account_and_save(
             with transaction.atomic():
                 organization = Organization.objects.create(**organization_kwargs)
                 new_user = User.objects.create_and_join(
-                    organization, email, password, first_name, OrganizationMembership.Level.ADMIN, is_staff=is_staff
+                    organization,
+                    email,
+                    password,
+                    first_name,
+                    OrganizationMembership.Level.ADMIN,
+                    is_staff=is_staff,
                 )
                 team = self.create_team(organization)
             self.run_on_team(team, new_user)
@@ -99,7 +104,11 @@ def reset_master(self):
     @staticmethod
     def create_team(organization: Organization, **kwargs) -> Team:
         team = Team.objects.create(
-            organization=organization, ingested_event=True, completed_snippet_onboarding=True, is_demo=True, **kwargs
+            organization=organization,
+            ingested_event=True,
+            completed_snippet_onboarding=True,
+            is_demo=True,
+            **kwargs,
         )
         return team
 
@@ -132,11 +141,19 @@ def _save_analytics_data(self, data_team: Team):
         for group_type_index, (group_type, groups) in enumerate(self.matrix.groups.items()):
             group_type_index += self.matrix.group_type_index_offset  # Adjust
             bulk_group_type_mappings.append(
-                GroupTypeMapping(team=data_team, group_type_index=group_type_index, group_type=group_type)
+                GroupTypeMapping(
+                    team=data_team,
+                    group_type_index=group_type_index,
+                    group_type=group_type,
+                )
             )
             for group_key, group in groups.items():
                 self._save_sim_group(
-                    data_team, cast(Literal[0, 1, 2, 3, 4], group_type_index), group_key, group, self.matrix.now
+                    data_team,
+                    cast(Literal[0, 1, 2, 3, 4], group_type_index),
+                    group_key,
+                    group,
+                    self.matrix.now,
                 )
         try:
             GroupTypeMapping.objects.bulk_create(bulk_group_type_mappings)
@@ -164,16 +181,28 @@ def _create_master_team(cls) -> Team:
     @classmethod
     def _erase_master_team_data(cls):
         AsyncEventDeletion().process(
-            [AsyncDeletion(team_id=cls.MASTER_TEAM_ID, key=cls.MASTER_TEAM_ID, deletion_type=DeletionType.Team)]
+            [
+                AsyncDeletion(
+                    team_id=cls.MASTER_TEAM_ID,
+                    key=cls.MASTER_TEAM_ID,
+                    deletion_type=DeletionType.Team,
+                )
+            ]
         )
         GroupTypeMapping.objects.filter(team_id=cls.MASTER_TEAM_ID).delete()
 
     def _copy_analytics_data_from_master_team(self, target_team: Team):
         from posthog.models.event.sql import COPY_EVENTS_BETWEEN_TEAMS
         from posthog.models.group.sql import COPY_GROUPS_BETWEEN_TEAMS
-        from posthog.models.person.sql import COPY_PERSON_DISTINCT_ID2S_BETWEEN_TEAMS, COPY_PERSONS_BETWEEN_TEAMS
+        from posthog.models.person.sql import (
+            COPY_PERSON_DISTINCT_ID2S_BETWEEN_TEAMS,
+            COPY_PERSONS_BETWEEN_TEAMS,
+        )
 
-        copy_params = {"source_team_id": self.MASTER_TEAM_ID, "target_team_id": target_team.pk}
+        copy_params = {
+            "source_team_id": self.MASTER_TEAM_ID,
+            "target_team_id": target_team.pk,
+        }
         sync_execute(COPY_PERSONS_BETWEEN_TEAMS, copy_params)
         sync_execute(COPY_PERSON_DISTINCT_ID2S_BETWEEN_TEAMS, copy_params)
         sync_execute(COPY_EVENTS_BETWEEN_TEAMS, copy_params)
@@ -191,7 +220,10 @@ def _copy_analytics_data_from_master_team(self, target_team: Team):
     @classmethod
     def _sync_postgres_with_clickhouse_data(cls, source_team_id: int, target_team_id: int):
         from posthog.models.group.sql import SELECT_GROUPS_OF_TEAM
-        from posthog.models.person.sql import SELECT_PERSON_DISTINCT_ID2S_OF_TEAM, SELECT_PERSONS_OF_TEAM
+        from posthog.models.person.sql import (
+            SELECT_PERSON_DISTINCT_ID2S_OF_TEAM,
+            SELECT_PERSONS_OF_TEAM,
+        )
 
         list_params = {"source_team_id": source_team_id}
         # Persons
@@ -220,7 +252,11 @@ def _sync_postgres_with_clickhouse_data(cls, source_team_id: int, target_team_id
             person_uuid = row.pop("person_uuid")
             try:
                 bulk_person_distinct_ids.append(
-                    PersonDistinctId(team_id=target_team_id, person_id=bulk_persons[person_uuid].pk, **row)
+                    PersonDistinctId(
+                        team_id=target_team_id,
+                        person_id=bulk_persons[person_uuid].pk,
+                        **row,
+                    )
                 )
             except KeyError:
                 pre_existing_id_count -= 1
@@ -232,7 +268,14 @@ def _sync_postgres_with_clickhouse_data(cls, source_team_id: int, target_team_id
         bulk_groups = []
         for row in clickhouse_groups:
             group_properties = json.loads(row.pop("group_properties", "{}"))
-            bulk_groups.append(Group(team_id=target_team_id, version=0, group_properties=group_properties, **row))
+            bulk_groups.append(
+                Group(
+                    team_id=target_team_id,
+                    version=0,
+                    group_properties=group_properties,
+                    **row,
+                )
+            )
         try:
             Group.objects.bulk_create(bulk_groups)
         except IntegrityError as e:
@@ -241,16 +284,24 @@ def _sync_postgres_with_clickhouse_data(cls, source_team_id: int, target_team_id
     def _save_sim_person(self, team: Team, subject: SimPerson):
         # We only want to save directly if there are past events
         if subject.past_events:
-            from posthog.models.person.util import create_person, create_person_distinct_id
+            from posthog.models.person.util import (
+                create_person,
+                create_person_distinct_id,
+            )
 
             create_person(
-                uuid=str(subject.in_posthog_id), team_id=team.pk, properties=subject.properties_at_now, version=0
+                uuid=str(subject.in_posthog_id),
+                team_id=team.pk,
+                properties=subject.properties_at_now,
+                version=0,
             )
             self._persons_created += 1
             self._person_distinct_ids_created += len(subject.distinct_ids_at_now)
             for distinct_id in subject.distinct_ids_at_now:
                 create_person_distinct_id(
-                    team_id=team.pk, distinct_id=str(distinct_id), person_id=str(subject.in_posthog_id)
+                    team_id=team.pk,
+                    distinct_id=str(distinct_id),
+                    person_id=str(subject.in_posthog_id),
                 )
             self._save_past_sim_events(team, subject.past_events)
         # We only want to queue future events if there are any
@@ -294,14 +345,21 @@ def _save_future_sim_events(team: Team, events: List[SimEvent]):
 
     @staticmethod
     def _save_sim_group(
-        team: Team, type_index: Literal[0, 1, 2, 3, 4], key: str, properties: Dict[str, Any], timestamp: dt.datetime
+        team: Team,
+        type_index: Literal[0, 1, 2, 3, 4],
+        key: str,
+        properties: Dict[str, Any],
+        timestamp: dt.datetime,
     ):
         from posthog.models.group.util import raw_create_group_ch
 
         raw_create_group_ch(team.pk, type_index, key, properties, timestamp)
 
     def _sleep_until_person_data_in_clickhouse(self, team_id: int):
-        from posthog.models.person.sql import GET_PERSON_COUNT_FOR_TEAM, GET_PERSON_DISTINCT_ID2_COUNT_FOR_TEAM
+        from posthog.models.person.sql import (
+            GET_PERSON_COUNT_FOR_TEAM,
+            GET_PERSON_DISTINCT_ID2_COUNT_FOR_TEAM,
+        )
 
         while True:
             person_count: int = sync_execute(GET_PERSON_COUNT_FOR_TEAM, {"team_id": team_id})[0][0]
diff --git a/posthog/demo/matrix/matrix.py b/posthog/demo/matrix/matrix.py
index 1a080057a0ceb..d94988bc4210d 100644
--- a/posthog/demo/matrix/matrix.py
+++ b/posthog/demo/matrix/matrix.py
@@ -72,7 +72,12 @@ def __init__(self, *, index: int, matrix: "Matrix") -> None:
         self.radius = int(self.MIN_RADIUS + self.radius_distribution() * (self.MAX_RADIUS - self.MIN_RADIUS))
         self.people_matrix = [
             [
-                matrix.PERSON_CLASS(kernel=(x == self.radius and y == self.radius), x=x, y=y, cluster=self)
+                matrix.PERSON_CLASS(
+                    kernel=(x == self.radius and y == self.radius),
+                    x=x,
+                    y=y,
+                    cluster=self,
+                )
                 for x in range(1 + self.radius * 2)
             ]
             for y in range(1 + self.radius * 2)
diff --git a/posthog/demo/matrix/models.py b/posthog/demo/matrix/models.py
index fbb1dff7f98ff..a2e7796518914 100644
--- a/posthog/demo/matrix/models.py
+++ b/posthog/demo/matrix/models.py
@@ -181,7 +181,11 @@ class SimBrowserClient(SimClient):
     def __init__(self, person: "SimPerson"):
         self.person = person
         self.matrix = person.cluster.matrix
-        self.device_type, self.os, self.browser = self.person.cluster.properties_provider.device_type_os_browser()
+        (
+            self.device_type,
+            self.os,
+            self.browser,
+        ) = self.person.cluster.properties_provider.device_type_os_browser()
         self.device_id = str(UUID(int=self.person.cluster.random.getrandbits(128)))
         self.active_distinct_id = self.device_id  # Pre-`$identify`, the device ID is used as the distinct ID
         self.active_session_id = None
@@ -223,7 +227,10 @@ def capture(self, event: str, properties: Optional[Properties] = None):
         if properties:
             if referrer := properties.get("$referrer"):
                 referring_domain = urlparse(referrer).netloc if referrer != "$direct" else referrer
-                referrer_properties = {"$referrer": referrer, "$referring_domain": referring_domain}
+                referrer_properties = {
+                    "$referrer": referrer,
+                    "$referring_domain": referring_domain,
+                }
                 self.register(referrer_properties)
                 combined_properties["$set"].update(referrer_properties)
                 combined_properties["$referring_domain"] = referring_domain
@@ -235,7 +242,11 @@ def capture(self, event: str, properties: Optional[Properties] = None):
         super()._capture_raw(event, combined_properties, distinct_id=self.active_distinct_id)
 
     def capture_pageview(
-        self, current_url: str, properties: Optional[Properties] = None, *, referrer: Optional[str] = None
+        self,
+        current_url: str,
+        properties: Optional[Properties] = None,
+        *,
+        referrer: Optional[str] = None,
     ):
         """Capture a $pageview event. $pageleave is handled implicitly."""
         if self.current_url is not None:
@@ -259,14 +270,24 @@ def identify(self, distinct_id: Optional[str], set_properties: Optional[Properti
             self.active_distinct_id = distinct_id
         self.capture(EVENT_IDENTIFY, identify_properties)
 
-    def group(self, group_type: str, group_key: str, set_properties: Optional[Properties] = None):
+    def group(
+        self,
+        group_type: str,
+        group_key: str,
+        set_properties: Optional[Properties] = None,
+    ):
         """Link the person to the specified group. Similar to JS `posthog.group()`."""
         if set_properties is None:
             set_properties = {}
         self.person._groups[group_type] = group_key
         self.person.cluster.matrix._update_group(group_type, group_key, set_properties)
         self.capture(
-            EVENT_GROUP_IDENTIFY, {"$group_type": group_type, "$group_key": group_key, "$group_set": set_properties}
+            EVENT_GROUP_IDENTIFY,
+            {
+                "$group_type": group_type,
+                "$group_key": group_key,
+                "$group_set": set_properties,
+            },
         )
 
     def reset(self):
@@ -404,7 +425,13 @@ def schedule_effect(
 
         An effect is a function that runs on the person, so it can change the person's state."""
         self.cluster.raw_schedule_effect(
-            Effect(timestamp=timestamp, callback=callback, source=self, target=target, condition=condition)
+            Effect(
+                timestamp=timestamp,
+                callback=callback,
+                source=self,
+                target=target,
+                condition=condition,
+            )
         )
 
     # Person state
@@ -423,7 +450,14 @@ def move_attribute(self, attr: str, delta: float) -> Literal[True]:
         setattr(self, attr, getattr(self, attr) + delta)
         return True
 
-    def _append_event(self, event: str, properties: Properties, *, distinct_id: str, timestamp: dt.datetime):
+    def _append_event(
+        self,
+        event: str,
+        properties: Properties,
+        *,
+        distinct_id: str,
+        timestamp: dt.datetime,
+    ):
         """Append event to `past_events` or `future_events`, whichever is appropriate."""
         if self.in_posthog_id is None:
             self.in_posthog_id = self.cluster.roll_uuidt()
diff --git a/posthog/demo/matrix/randomization.py b/posthog/demo/matrix/randomization.py
index c0d6a8edb6bb3..ca6bcfd588640 100644
--- a/posthog/demo/matrix/randomization.py
+++ b/posthog/demo/matrix/randomization.py
@@ -23,19 +23,28 @@ class Industry(str, Enum):
 
 class PropertiesProvider(mimesis.BaseProvider):
     # Somewhat realistically segmented and weighted pools for random properties: device type/OS/browser
-    DEVICE_TYPE_WEIGHTED_POOL: WeightedPool = (["Desktop", "Mobile", "Tablet"], [8, 1, 1])
+    DEVICE_TYPE_WEIGHTED_POOL: WeightedPool = (
+        ["Desktop", "Mobile", "Tablet"],
+        [8, 1, 1],
+    )
     OS_WEIGHTED_POOLS: Dict[str, WeightedPool] = {
         "Desktop": (["Windows", "Mac OS X", "Linux", "Chrome OS"], [18, 16, 7, 1]),
         "Mobile": (["iOS", "Android"], [1, 1]),
         "Tablet": (["iOS", "Android"], [1, 1]),
     }
     BROWSER_WEIGHTED_POOLS: Dict[str, WeightedPool] = {
-        "Windows": (["Chrome", "Firefox", "Opera", "Microsoft Edge", "Internet Explorer"], [12, 4, 2, 1, 1]),
+        "Windows": (
+            ["Chrome", "Firefox", "Opera", "Microsoft Edge", "Internet Explorer"],
+            [12, 4, 2, 1, 1],
+        ),
         "Mac OS X": (["Chrome", "Firefox", "Opera", "Safari"], [4, 2, 1, 2]),
         "Linux": (["Chrome", "Firefox", "Opera"], [3, 3, 1]),
         "Chrome OS": (["Chrome"], [1]),
         "iOS": (["Mobile Safari", "Chrome iOS", "Firefox iOS"], [8, 1, 1]),
-        "Android": (["Chrome", "Android Mobile", "Samsung Internet", "Firefox"], [5, 3, 3, 1]),
+        "Android": (
+            ["Chrome", "Android Mobile", "Samsung Internet", "Firefox"],
+            [5, 3, 3, 1],
+        ),
     }
 
     INDUSTRY_POOL = (
diff --git a/posthog/demo/products/hedgebox/matrix.py b/posthog/demo/products/hedgebox/matrix.py
index ed863556ecbf4..5c169ad0afd28 100644
--- a/posthog/demo/products/hedgebox/matrix.py
+++ b/posthog/demo/products/hedgebox/matrix.py
@@ -4,7 +4,13 @@
 
 from django.db import IntegrityError
 
-from posthog.constants import INSIGHT_TRENDS, PAGEVIEW_EVENT, RETENTION_FIRST_TIME, TRENDS_LINEAR, TRENDS_WORLD_MAP
+from posthog.constants import (
+    INSIGHT_TRENDS,
+    PAGEVIEW_EVENT,
+    RETENTION_FIRST_TIME,
+    TRENDS_LINEAR,
+    TRENDS_WORLD_MAP,
+)
 from posthog.demo.matrix.matrix import Cluster, Matrix
 from posthog.demo.matrix.randomization import Industry
 from posthog.models import (
@@ -46,7 +52,8 @@ def __init__(self, *args, **kwargs):
         is_company = self.random.random() < COMPANY_CLUSTERS_PROPORTION
         if is_company:
             self.company = HedgdboxCompany(
-                name=self.finance_provider.company(), industry=self.properties_provider.industry()
+                name=self.finance_provider.company(),
+                industry=self.properties_provider.industry(),
             )
         else:
             self.company = None
@@ -81,7 +88,10 @@ def set_project_up(self, team, user):
 
         # Actions
         interacted_with_file_action = Action.objects.create(
-            name="Interacted with file", team=team, description="Logged-in interaction with a file.", created_by=user
+            name="Interacted with file",
+            team=team,
+            description="Logged-in interaction with a file.",
+            created_by=user,
         )
         ActionStep.objects.bulk_create(
             (
@@ -97,7 +107,18 @@ def set_project_up(self, team, user):
             team=team,
             name="Signed-up users",
             created_by=user,
-            groups=[{"properties": [{"key": "email", "type": "person", "value": "is_set", "operator": "is_set"}]}],
+            groups=[
+                {
+                    "properties": [
+                        {
+                            "key": "email",
+                            "type": "person",
+                            "value": "is_set",
+                            "operator": "is_set",
+                        }
+                    ]
+                }
+            ],
         )
         real_users_cohort = Cohort.objects.create(
             team=team,
@@ -105,14 +126,26 @@ def set_project_up(self, team, user):
             description="People who don't belong to the Hedgebox team.",
             created_by=user,
             groups=[
-                {"properties": [{"key": "email", "type": "person", "value": "@hedgebox.net$", "operator": "not_regex"}]}
+                {
+                    "properties": [
+                        {
+                            "key": "email",
+                            "type": "person",
+                            "value": "@hedgebox.net$",
+                            "operator": "not_regex",
+                        }
+                    ]
+                }
             ],
         )
         team.test_account_filters = [{"key": "id", "type": "cohort", "value": real_users_cohort.pk}]
 
         # Dashboard: Key metrics (project home)
         key_metrics_dashboard = Dashboard.objects.create(
-            team=team, name="🔑 Key metrics", description="Company overview.", pinned=True
+            team=team,
+            name="🔑 Key metrics",
+            description="Company overview.",
+            pinned=True,
         )
         team.primary_dashboard = key_metrics_dashboard
         weekly_signups_insight = Insight.objects.create(
@@ -137,7 +170,16 @@ def set_project_up(self, team, user):
             color="blue",
             layouts={
                 "sm": {"h": 5, "w": 6, "x": 0, "y": 0, "minH": 5, "minW": 3},
-                "xs": {"h": 5, "w": 1, "x": 0, "y": 0, "minH": 5, "minW": 3, "moved": False, "static": False},
+                "xs": {
+                    "h": 5,
+                    "w": 1,
+                    "x": 0,
+                    "y": 0,
+                    "minH": 5,
+                    "minW": 3,
+                    "moved": False,
+                    "static": False,
+                },
             },
         )
         signups_by_country_insight = Insight.objects.create(
@@ -162,7 +204,16 @@ def set_project_up(self, team, user):
             insight=signups_by_country_insight,
             layouts={
                 "sm": {"h": 5, "w": 6, "x": 6, "y": 0, "minH": 5, "minW": 3},
-                "xs": {"h": 5, "w": 1, "x": 0, "y": 5, "minH": 5, "minW": 3, "moved": False, "static": False},
+                "xs": {
+                    "h": 5,
+                    "w": 1,
+                    "x": 0,
+                    "y": 5,
+                    "minH": 5,
+                    "minW": 3,
+                    "moved": False,
+                    "static": False,
+                },
             },
         )
         activation_funnel = Insight.objects.create(
@@ -210,7 +261,16 @@ def set_project_up(self, team, user):
             insight=activation_funnel,
             layouts={
                 "sm": {"h": 5, "w": 6, "x": 0, "y": 5, "minH": 5, "minW": 3},
-                "xs": {"h": 5, "w": 1, "x": 0, "y": 10, "minH": 5, "minW": 3, "moved": False, "static": False},
+                "xs": {
+                    "h": 5,
+                    "w": 1,
+                    "x": 0,
+                    "y": 10,
+                    "minH": 5,
+                    "minW": 3,
+                    "moved": False,
+                    "static": False,
+                },
             },
         )
         new_user_retention = Insight.objects.create(
@@ -227,11 +287,23 @@ def set_project_up(self, team, user):
                     "values": [
                         {
                             "type": "AND",
-                            "values": [{"key": "email", "type": "person", "value": "is_set", "operator": "is_set"}],
+                            "values": [
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": "is_set",
+                                    "operator": "is_set",
+                                }
+                            ],
                         }
                     ],
                 },
-                "target_entity": {"id": EVENT_SIGNED_UP, "name": EVENT_SIGNED_UP, "type": "events", "order": 0},
+                "target_entity": {
+                    "id": EVENT_SIGNED_UP,
+                    "name": EVENT_SIGNED_UP,
+                    "type": "events",
+                    "order": 0,
+                },
                 "retention_type": RETENTION_FIRST_TIME,
                 "total_intervals": 9,
                 "returning_entity": {
@@ -249,7 +321,16 @@ def set_project_up(self, team, user):
             insight=new_user_retention,
             layouts={
                 "sm": {"h": 5, "w": 6, "x": 6, "y": 5, "minH": 5, "minW": 3},
-                "xs": {"h": 5, "w": 1, "x": 0, "y": 15, "minH": 5, "minW": 3, "moved": False, "static": False},
+                "xs": {
+                    "h": 5,
+                    "w": 1,
+                    "x": 0,
+                    "y": 15,
+                    "minH": 5,
+                    "minW": 3,
+                    "moved": False,
+                    "static": False,
+                },
             },
         )
         active_user_lifecycle = Insight.objects.create(
@@ -287,7 +368,16 @@ def set_project_up(self, team, user):
             insight=active_user_lifecycle,
             layouts={
                 "sm": {"h": 5, "w": 6, "x": 0, "y": 10, "minH": 5, "minW": 3},
-                "xs": {"h": 5, "w": 1, "x": 0, "y": 20, "minH": 5, "minW": 3, "moved": False, "static": False},
+                "xs": {
+                    "h": 5,
+                    "w": 1,
+                    "x": 0,
+                    "y": 20,
+                    "minH": 5,
+                    "minW": 3,
+                    "moved": False,
+                    "static": False,
+                },
             },
         )
         weekly_file_volume = Insight.objects.create(
@@ -333,7 +423,16 @@ def set_project_up(self, team, user):
             insight=weekly_file_volume,
             layouts={
                 "sm": {"h": 5, "w": 6, "x": 6, "y": 10, "minH": 5, "minW": 3},
-                "xs": {"h": 5, "w": 1, "x": 0, "y": 25, "minH": 5, "minW": 3, "moved": False, "static": False},
+                "xs": {
+                    "h": 5,
+                    "w": 1,
+                    "x": 0,
+                    "y": 25,
+                    "minH": 5,
+                    "minW": 3,
+                    "moved": False,
+                    "static": False,
+                },
             },
         )
 
@@ -346,7 +445,13 @@ def set_project_up(self, team, user):
             name="Monthly app revenue",
             filters={
                 "events": [
-                    {"id": EVENT_PAID_BILL, "type": "events", "order": 0, "math": "sum", "math_property": "amount_usd"}
+                    {
+                        "id": EVENT_PAID_BILL,
+                        "type": "events",
+                        "order": 0,
+                        "math": "sum",
+                        "math_property": "amount_usd",
+                    }
                 ],
                 "actions": [],
                 "display": TRENDS_LINEAR,
@@ -362,7 +467,16 @@ def set_project_up(self, team, user):
             insight=monthly_app_revenue_trends,
             layouts={
                 "sm": {"h": 5, "w": 6, "x": 0, "y": 0, "minH": 5, "minW": 3},
-                "xs": {"h": 5, "w": 1, "x": 0, "y": 0, "minH": 5, "minW": 3, "moved": False, "static": False},
+                "xs": {
+                    "h": 5,
+                    "w": 1,
+                    "x": 0,
+                    "y": 0,
+                    "minH": 5,
+                    "minW": 3,
+                    "moved": False,
+                    "static": False,
+                },
             },
         )
         bills_paid_trends = Insight.objects.create(
@@ -399,7 +513,16 @@ def set_project_up(self, team, user):
             insight=bills_paid_trends,
             layouts={
                 "sm": {"h": 5, "w": 6, "x": 6, "y": 0, "minH": 5, "minW": 3},
-                "xs": {"h": 5, "w": 1, "x": 0, "y": 5, "minH": 5, "minW": 3, "moved": False, "static": False},
+                "xs": {
+                    "h": 5,
+                    "w": 1,
+                    "x": 0,
+                    "y": 5,
+                    "minH": 5,
+                    "minW": 3,
+                    "moved": False,
+                    "static": False,
+                },
             },
         )
 
@@ -426,7 +549,16 @@ def set_project_up(self, team, user):
             insight=daily_unique_visitors_trends,
             layouts={
                 "sm": {"h": 5, "w": 6, "x": 0, "y": 0, "minH": 5, "minW": 3},
-                "xs": {"h": 5, "w": 1, "x": 0, "y": 0, "minH": 5, "minW": 3, "moved": False, "static": False},
+                "xs": {
+                    "h": 5,
+                    "w": 1,
+                    "x": 0,
+                    "y": 0,
+                    "minH": 5,
+                    "minW": 3,
+                    "moved": False,
+                    "static": False,
+                },
             },
         )
         most_popular_pages_trends = Insight.objects.create(
@@ -435,7 +567,14 @@ def set_project_up(self, team, user):
             saved=True,
             name="Most popular pages",
             filters={
-                "events": [{"id": PAGEVIEW_EVENT, "math": "total", "type": "events", "order": 0}],
+                "events": [
+                    {
+                        "id": PAGEVIEW_EVENT,
+                        "math": "total",
+                        "type": "events",
+                        "order": 0,
+                    }
+                ],
                 "actions": [],
                 "display": "ActionsTable",
                 "insight": "TRENDS",
@@ -469,7 +608,16 @@ def set_project_up(self, team, user):
             insight=most_popular_pages_trends,
             layouts={
                 "sm": {"h": 5, "w": 6, "x": 6, "y": 0, "minH": 5, "minW": 3},
-                "xs": {"h": 5, "w": 1, "x": 0, "y": 5, "minH": 5, "minW": 3, "moved": False, "static": False},
+                "xs": {
+                    "h": 5,
+                    "w": 1,
+                    "x": 0,
+                    "y": 5,
+                    "minH": 5,
+                    "minW": 3,
+                    "moved": False,
+                    "static": False,
+                },
             },
         )
 
@@ -487,7 +635,12 @@ def set_project_up(self, team, user):
                         "type": "events",
                         "order": 0,
                         "properties": [
-                            {"key": "$current_url", "type": "event", "value": URL_HOME, "operator": "exact"}
+                            {
+                                "key": "$current_url",
+                                "type": "event",
+                                "value": URL_HOME,
+                                "operator": "exact",
+                            }
                         ],
                     },
                     {
@@ -497,10 +650,21 @@ def set_project_up(self, team, user):
                         "type": "events",
                         "order": 1,
                         "properties": [
-                            {"key": "$current_url", "type": "event", "value": URL_SIGNUP, "operator": "regex"}
+                            {
+                                "key": "$current_url",
+                                "type": "event",
+                                "value": URL_SIGNUP,
+                                "operator": "regex",
+                            }
                         ],
                     },
-                    {"custom_name": "Signed up", "id": "signed_up", "name": "signed_up", "type": "events", "order": 2},
+                    {
+                        "custom_name": "Signed up",
+                        "id": "signed_up",
+                        "name": "signed_up",
+                        "type": "events",
+                        "order": 2,
+                    },
                 ],
                 "actions": [],
                 "display": "FunnelViz",
@@ -563,7 +727,11 @@ def set_project_up(self, team, user):
                         user=user,
                         insight=insight,
                         last_viewed_at=(
-                            self.now - dt.timedelta(days=self.random.randint(0, 3), minutes=self.random.randint(5, 60))
+                            self.now
+                            - dt.timedelta(
+                                days=self.random.randint(0, 3),
+                                minutes=self.random.randint(5, 60),
+                            )
                         ),
                     )
                     for insight in Insight.objects.filter(team=team)
@@ -610,8 +778,14 @@ def set_project_up(self, team, user):
                     "groups": [{"properties": [], "rollout_percentage": None}],
                     "multivariate": {
                         "variants": [
-                            {"key": "control", "rollout_percentage": 100 - NEW_SIGNUP_PAGE_FLAG_ROLLOUT_PERCENT},
-                            {"key": "test", "rollout_percentage": NEW_SIGNUP_PAGE_FLAG_ROLLOUT_PERCENT},
+                            {
+                                "key": "control",
+                                "rollout_percentage": 100 - NEW_SIGNUP_PAGE_FLAG_ROLLOUT_PERCENT,
+                            },
+                            {
+                                "key": "test",
+                                "rollout_percentage": NEW_SIGNUP_PAGE_FLAG_ROLLOUT_PERCENT,
+                            },
                         ]
                     },
                 },
@@ -632,10 +806,20 @@ def set_project_up(self, team, user):
                             "type": "events",
                             "order": 0,
                             "properties": [
-                                {"key": "$current_url", "type": "event", "value": URL_SIGNUP, "operator": "exact"}
+                                {
+                                    "key": "$current_url",
+                                    "type": "event",
+                                    "value": URL_SIGNUP,
+                                    "operator": "exact",
+                                }
                             ],
                         },
-                        {"id": "signed_up", "name": "signed_up", "type": "events", "order": 1},
+                        {
+                            "id": "signed_up",
+                            "name": "signed_up",
+                            "type": "events",
+                            "order": 1,
+                        },
                     ],
                     "actions": [],
                     "display": "FunnelViz",
@@ -646,8 +830,14 @@ def set_project_up(self, team, user):
                 },
                 parameters={
                     "feature_flag_variants": [
-                        {"key": "control", "rollout_percentage": 100 - NEW_SIGNUP_PAGE_FLAG_ROLLOUT_PERCENT},
-                        {"key": "test", "rollout_percentage": NEW_SIGNUP_PAGE_FLAG_ROLLOUT_PERCENT},
+                        {
+                            "key": "control",
+                            "rollout_percentage": 100 - NEW_SIGNUP_PAGE_FLAG_ROLLOUT_PERCENT,
+                        },
+                        {
+                            "key": "test",
+                            "rollout_percentage": NEW_SIGNUP_PAGE_FLAG_ROLLOUT_PERCENT,
+                        },
                     ],
                     "recommended_sample_size": int(len(self.clusters) * 0.274),
                     "recommended_running_time": None,
diff --git a/posthog/demo/products/hedgebox/models.py b/posthog/demo/products/hedgebox/models.py
index 132f3d6ac5f32..1c0a0e4ffd0da 100644
--- a/posthog/demo/products/hedgebox/models.py
+++ b/posthog/demo/products/hedgebox/models.py
@@ -279,9 +279,18 @@ def determine_session_intent(self) -> Optional[HedgeboxSessionIntent]:
             # The more files, the more likely to delete/download/share rather than upload
             possible_intents_with_weights.extend(
                 [
-                    (HedgeboxSessionIntent.DELETE_FILE_S, math.log10(file_count) / 8 if file_count else 0),
-                    (HedgeboxSessionIntent.DOWNLOAD_OWN_FILE_S, math.log10(file_count + 1) if file_count else 0),
-                    (HedgeboxSessionIntent.SHARE_FILE, math.log10(file_count) / 3 if file_count else 0),
+                    (
+                        HedgeboxSessionIntent.DELETE_FILE_S,
+                        math.log10(file_count) / 8 if file_count else 0,
+                    ),
+                    (
+                        HedgeboxSessionIntent.DOWNLOAD_OWN_FILE_S,
+                        math.log10(file_count + 1) if file_count else 0,
+                    ),
+                    (
+                        HedgeboxSessionIntent.SHARE_FILE,
+                        math.log10(file_count) / 3 if file_count else 0,
+                    ),
                 ]
             )
             if self.account.allocation_used_fraction < 0.99:
@@ -304,7 +313,8 @@ def determine_session_intent(self) -> Optional[HedgeboxSessionIntent]:
         if possible_intents_with_weights:
             possible_intents, weights = zip(*possible_intents_with_weights)
             return self.cluster.random.choices(
-                cast(Tuple[HedgeboxSessionIntent], possible_intents), cast(Tuple[float], weights)
+                cast(Tuple[HedgeboxSessionIntent], possible_intents),
+                cast(Tuple[float], weights),
             )[0]
         else:
             return None
@@ -526,7 +536,10 @@ def go_to_shared_file(self, file: HedgeboxFile):
         self.active_client.capture_pageview(dyn_url_file(file.id))
         self.advance_timer(0.5 + self.cluster.random.betavariate(1.2, 1.6) * 20)
         if self.cluster.random.random() < 0.7:
-            self.active_client.capture(EVENT_DOWNLOADED_FILE, {"file_type": file.type, "file_size_b": file.size_b})
+            self.active_client.capture(
+                EVENT_DOWNLOADED_FILE,
+                {"file_type": file.type, "file_size_b": file.size_b},
+            )
         self.advance_timer(0.5 + self.cluster.random.betavariate(1.2, 2) * 80)
         self.need += (self.cluster.random.betavariate(1.2, 1) - 0.5) * 0.08
         if self.cluster.random.random() < 0.2:
@@ -537,13 +550,20 @@ def go_to_account_settings(self):
         self.advance_timer(1 + self.cluster.random.betavariate(1.2, 1.2) * 5)
         random = self.cluster.random.random()
         if (
-            self.active_session_intent in (HedgeboxSessionIntent.UPGRADE_PLAN, HedgeboxSessionIntent.DOWNGRADE_PLAN)
+            self.active_session_intent
+            in (
+                HedgeboxSessionIntent.UPGRADE_PLAN,
+                HedgeboxSessionIntent.DOWNGRADE_PLAN,
+            )
             or random < 0.1
         ):
             self.go_to_account_billing()
         elif (
             self.active_session_intent
-            in (HedgeboxSessionIntent.INVITE_TEAM_MEMBER, HedgeboxSessionIntent.REMOVE_TEAM_MEMBER)
+            in (
+                HedgeboxSessionIntent.INVITE_TEAM_MEMBER,
+                HedgeboxSessionIntent.REMOVE_TEAM_MEMBER,
+            )
             or random < 0.1
         ):
             self.go_to_account_team()
@@ -609,7 +629,11 @@ def join_team(self):
             raise ValueError("Cannot join team without an account")
         self.active_client.capture(EVENT_SIGNED_UP, {"from_invite": True})
         self.advance_timer(self.cluster.random.uniform(0.1, 0.2))
-        self.active_client.group(GROUP_TYPE_ACCOUNT, self.account.id, {"team_size": len(self.account.team_members)})
+        self.active_client.group(
+            GROUP_TYPE_ACCOUNT,
+            self.account.id,
+            {"team_size": len(self.account.team_members)},
+        )
         self.account.team_members.add(self)
 
     def upload_file(self, file: HedgeboxFile):
@@ -618,12 +642,19 @@ def upload_file(self, file: HedgeboxFile):
         self.account.files.add(file)
         self.active_client.capture(
             EVENT_UPLOADED_FILE,
-            properties={"file_type": file.type, "file_size_b": file.size_b, "used_mb": self.account.current_used_mb},
+            properties={
+                "file_type": file.type,
+                "file_size_b": file.size_b,
+                "used_mb": self.account.current_used_mb,
+            },
         )
         self.active_client.group(
             GROUP_TYPE_ACCOUNT,
             self.account.id,
-            {"used_mb": self.account.current_used_mb, "file_count": len(self.account.files)},
+            {
+                "used_mb": self.account.current_used_mb,
+                "file_count": len(self.account.files),
+            },
         )
         self.satisfaction += self.cluster.random.uniform(-0.19, 0.2)
         if self.satisfaction > 0.9:
@@ -643,7 +674,10 @@ def delete_file(self, file: HedgeboxFile):
         self.active_client.group(
             GROUP_TYPE_ACCOUNT,
             self.account.id,
-            {"used_mb": self.account.current_used_mb, "file_count": len(self.account.files)},
+            {
+                "used_mb": self.account.current_used_mb,
+                "file_count": len(self.account.files),
+            },
         )
 
     def share_file(self, file: HedgeboxFile):
@@ -662,7 +696,8 @@ def upgrade_plan(self):
         if new_plan is None:
             raise ValueError("There's no successor plan")
         self.active_client.capture(
-            EVENT_UPGRADED_PLAN, {"previous_plan": str(previous_plan), "new_plan": str(new_plan)}
+            EVENT_UPGRADED_PLAN,
+            {"previous_plan": str(previous_plan), "new_plan": str(new_plan)},
         )
         self.advance_timer(self.cluster.random.betavariate(1.2, 1.2) * 2)
         self.schedule_effect(
@@ -678,7 +713,11 @@ def upgrade_plan(self):
             )
             for i in range(future_months):
                 bill_timestamp = self.cluster.simulation_time + dt.timedelta(days=30 * i)
-                self.schedule_effect(bill_timestamp, lambda person: person.bill_account(), Effect.Target.SELF)
+                self.schedule_effect(
+                    bill_timestamp,
+                    lambda person: person.bill_account(),
+                    Effect.Target.SELF,
+                )
 
     def downgrade_plan(self):
         assert self.account is not None
@@ -687,7 +726,8 @@ def downgrade_plan(self):
         if new_plan is None:
             raise ValueError("There's no predecessor plan")
         self.active_client.capture(
-            EVENT_DOWNGRADED_PLAN, {"previous_plan": str(previous_plan), "new_plan": str(new_plan)}
+            EVENT_DOWNGRADED_PLAN,
+            {"previous_plan": str(previous_plan), "new_plan": str(new_plan)},
         )
         self.account.plan = new_plan
 
@@ -716,7 +756,10 @@ def bill_account(self):
         if self.account and self.account.current_monthly_bill_usd:
             self.cluster.matrix.server_client.capture(
                 EVENT_PAID_BILL,
-                {"amount_usd": self.account.current_monthly_bill_usd, "plan": self.account.plan},
+                {
+                    "amount_usd": self.account.current_monthly_bill_usd,
+                    "plan": self.account.plan,
+                },
                 distinct_id=self.in_product_id,
             )
 
diff --git a/posthog/demo/test/test_matrix_manager.py b/posthog/demo/test/test_matrix_manager.py
index 99f0451c5485d..25770553ab613 100644
--- a/posthog/demo/test/test_matrix_manager.py
+++ b/posthog/demo/test/test_matrix_manager.py
@@ -55,7 +55,9 @@ class TestMatrixManager(ClickhouseDestroyTablesMixin):
     def setUpTestData(cls):
         super().setUpTestData()
         cls.matrix = DummyMatrix(
-            n_clusters=3, now=dt.datetime(2020, 1, 1, 0, 0, 0, 0, tzinfo=ZoneInfo("UTC")), days_future=0
+            n_clusters=3,
+            now=dt.datetime(2020, 1, 1, 0, 0, 0, 0, tzinfo=ZoneInfo("UTC")),
+            days_future=0,
         )
         cls.matrix.simulate()
 
@@ -83,7 +85,10 @@ def test_run_on_team(self):
 
         # At least one event for each cluster
         assert (
-            sync_execute("SELECT count() FROM events WHERE team_id = %(team_id)s", {"team_id": self.team.pk})[0][0] >= 3
+            sync_execute("SELECT count() FROM events WHERE team_id = %(team_id)s", {"team_id": self.team.pk},)[
+                0
+            ][0]
+            >= 3
         )
         assert self.team.name == DummyMatrix.PRODUCT_NAME
 
@@ -95,5 +100,8 @@ def test_run_on_team_using_pre_save(self):
         # At least one event for each cluster
         assert sync_execute("SELECT count() FROM events WHERE team_id = 0")[0][0] >= 3
         assert (
-            sync_execute("SELECT count() FROM events WHERE team_id = %(team_id)s", {"team_id": self.team.pk})[0][0] >= 3
+            sync_execute("SELECT count() FROM events WHERE team_id = %(team_id)s", {"team_id": self.team.pk},)[
+                0
+            ][0]
+            >= 3
         )
diff --git a/posthog/email.py b/posthog/email.py
index 579d68cb0e0ac..93968b6c07844 100644
--- a/posthog/email.py
+++ b/posthog/email.py
@@ -59,7 +59,6 @@ def _send_email(
     records: List = []
 
     with transaction.atomic():
-
         for dest in to:
             record, _ = MessagingRecord.objects.get_or_create(raw_email=dest["raw_email"], campaign_key=campaign_key)
 
@@ -113,7 +112,11 @@ def _send_email(
             try:
                 connection.close()  # type: ignore
             except Exception as err:
-                print("Could not close email connection (this can be ignored):", err, file=sys.stderr)
+                print(
+                    "Could not close email connection (this can be ignored):",
+                    err,
+                    file=sys.stderr,
+                )
 
 
 class EmailMessage:
diff --git a/posthog/event_usage.py b/posthog/event_usage.py
index 7d238a29738e6..fa69f0c23662b 100644
--- a/posthog/event_usage.py
+++ b/posthog/event_usage.py
@@ -93,7 +93,8 @@ def report_user_joined_organization(organization: Organization, current_user: Us
 
 
 def report_user_logged_in(
-    user: User, social_provider: str = ""  # which third-party provider processed the login (empty = no third-party)
+    user: User,
+    social_provider: str = "",  # which third-party provider processed the login (empty = no third-party)
 ) -> None:
     """
     Reports that a user has logged in to PostHog.
@@ -125,7 +126,9 @@ def report_user_password_reset(user: User) -> None:
     Reports a user resetting their password.
     """
     posthoganalytics.capture(
-        user.distinct_id, "user password reset", groups=groups(user.current_organization, user.current_team)
+        user.distinct_id,
+        "user password reset",
+        groups=groups(user.current_organization, user.current_team),
     )
 
 
@@ -195,13 +198,19 @@ def report_bulk_invited(
 
 def report_user_action(user: User, event: str, properties: Dict = {}):
     posthoganalytics.capture(
-        user.distinct_id, event, properties=properties, groups=groups(user.current_organization, user.current_team)
+        user.distinct_id,
+        event,
+        properties=properties,
+        groups=groups(user.current_organization, user.current_team),
     )
 
 
 def report_organization_deleted(user: User, organization: Organization):
     posthoganalytics.capture(
-        user.distinct_id, "organization deleted", organization.get_analytics_metadata(), groups=groups(organization)
+        user.distinct_id,
+        "organization deleted",
+        organization.get_analytics_metadata(),
+        groups=groups(organization),
     )
 
 
@@ -219,7 +228,12 @@ def groups(organization: Optional[Organization] = None, team: Optional[Team] = N
     return result
 
 
-def report_team_action(team: Team, event: str, properties: Dict = {}, group_properties: Optional[Dict] = None):
+def report_team_action(
+    team: Team,
+    event: str,
+    properties: Dict = {},
+    group_properties: Optional[Dict] = None,
+):
     """
     For capturing events where it is unclear which user was the core actor we can use the team instead
     """
@@ -230,13 +244,19 @@ def report_team_action(team: Team, event: str, properties: Dict = {}, group_prop
 
 
 def report_organization_action(
-    organization: Organization, event: str, properties: Dict = {}, group_properties: Optional[Dict] = None
+    organization: Organization,
+    event: str,
+    properties: Dict = {},
+    group_properties: Optional[Dict] = None,
 ):
     """
     For capturing events where it is unclear which user was the core actor we can use the organization instead
     """
     posthoganalytics.capture(
-        str(organization.id), event, properties=properties, groups=groups(organization=organization)
+        str(organization.id),
+        event,
+        properties=properties,
+        groups=groups(organization=organization),
     )
 
     if group_properties:
diff --git a/posthog/exceptions.py b/posthog/exceptions.py
index 1cdcc5f1bf957..a38b334b566fb 100644
--- a/posthog/exceptions.py
+++ b/posthog/exceptions.py
@@ -75,6 +75,7 @@ def generate_exception_response(
     from statshog.defaults.django import statsd
 
     statsd.incr(
-        f"posthog_cloud_raw_endpoint_exception", tags={"endpoint": endpoint, "code": code, "type": type, "attr": attr}
+        f"posthog_cloud_raw_endpoint_exception",
+        tags={"endpoint": endpoint, "code": code, "type": type, "attr": attr},
     )
     return JsonResponse({"type": type, "code": code, "detail": detail, "attr": attr}, status=status_code)
diff --git a/posthog/filters.py b/posthog/filters.py
index 0e8bb86cae7c6..ac098dea92c68 100644
--- a/posthog/filters.py
+++ b/posthog/filters.py
@@ -33,7 +33,12 @@ def get_search_terms(self, request: Request):
         terms = terms.replace("\x00", "")  # strip null characters
         return list(filter(None, terms.split(" ")))
 
-    def filter_queryset(self, request: Request, queryset: Union[QuerySet[_MT], RawQuerySet], view: APIView):
+    def filter_queryset(
+        self,
+        request: Request,
+        queryset: Union[QuerySet[_MT], RawQuerySet],
+        view: APIView,
+    ):
         if isinstance(queryset, RawQuerySet):
             return queryset
 
@@ -54,7 +59,9 @@ def filter_queryset(self, request: Request, queryset: Union[QuerySet[_MT], RawQu
 
 
 def term_search_filter_sql(
-    search_fields: List[str], search_terms: Optional[str] = "", search_extra: Optional[str] = ""
+    search_fields: List[str],
+    search_terms: Optional[str] = "",
+    search_extra: Optional[str] = "",
 ) -> Tuple[str, dict]:
     if not search_fields or not search_terms:
         return "", {}
diff --git a/posthog/health.py b/posthog/health.py
index 782fab5a2942a..a77e4d79718f3 100644
--- a/posthog/health.py
+++ b/posthog/health.py
@@ -59,7 +59,13 @@
     # NOTE: we can be pretty picky about what the worker needs as by its nature
     # of reading from a durable queue rather that being required to perform
     # request/response, we are more resilient to service downtime.
-    "worker": ["http", "postgres", "postgres_migrations_uptodate", "clickhouse", "celery_broker"],
+    "worker": [
+        "http",
+        "postgres",
+        "postgres_migrations_uptodate",
+        "clickhouse",
+        "celery_broker",
+    ],
     "decide": ["http"],
 }
 
diff --git a/posthog/helpers/dashboard_templates.py b/posthog/helpers/dashboard_templates.py
index 7a1179b3af5d3..cfaa2bac5e1d1 100644
--- a/posthog/helpers/dashboard_templates.py
+++ b/posthog/helpers/dashboard_templates.py
@@ -39,7 +39,9 @@ def _create_website_dashboard(dashboard: Dashboard) -> None:
     dashboard.filters = {DATE_FROM: "-30d"}
     if dashboard.team.organization.is_feature_available(AvailableFeature.TAGGING):
         tag, _ = Tag.objects.get_or_create(
-            name="marketing", team_id=dashboard.team_id, defaults={"team_id": dashboard.team_id}
+            name="marketing",
+            team_id=dashboard.team_id,
+            defaults={"team_id": dashboard.team_id},
         )
         dashboard.tagged_items.create(tag_id=tag.id)
     dashboard.save(update_fields=["filters"])
@@ -50,7 +52,13 @@ def _create_website_dashboard(dashboard: Dashboard) -> None:
         name="Website Unique Users (Total)",
         description="Shows the number of unique users that use your app every day.",
         filters={
-            TREND_FILTER_TYPE_EVENTS: [{"id": "$pageview", "math": UNIQUE_USERS, "type": TREND_FILTER_TYPE_EVENTS}],
+            TREND_FILTER_TYPE_EVENTS: [
+                {
+                    "id": "$pageview",
+                    "math": UNIQUE_USERS,
+                    "type": TREND_FILTER_TYPE_EVENTS,
+                }
+            ],
             INTERVAL: "day",
             INSIGHT: INSIGHT_TRENDS,
             DATE_FROM: "-30d",
@@ -77,7 +85,13 @@ def _create_website_dashboard(dashboard: Dashboard) -> None:
         name="Organic SEO Unique Users (Total)",
         description="",
         filters={
-            TREND_FILTER_TYPE_EVENTS: [{"id": "$pageview", "math": UNIQUE_USERS, "type": TREND_FILTER_TYPE_EVENTS}],
+            TREND_FILTER_TYPE_EVENTS: [
+                {
+                    "id": "$pageview",
+                    "math": UNIQUE_USERS,
+                    "type": TREND_FILTER_TYPE_EVENTS,
+                }
+            ],
             INTERVAL: "day",
             INSIGHT: INSIGHT_TRENDS,
             DATE_FROM: "-30d",
@@ -89,8 +103,18 @@ def _create_website_dashboard(dashboard: Dashboard) -> None:
                     {
                         "type": "AND",
                         "values": [
-                            {"key": "$referring_domain", "type": "event", "value": "google", "operator": "icontains"},
-                            {"key": "utm_source", "type": "event", "value": "is_not_set", "operator": "is_not_set"},
+                            {
+                                "key": "$referring_domain",
+                                "type": "event",
+                                "value": "google",
+                                "operator": "icontains",
+                            },
+                            {
+                                "key": "utm_source",
+                                "type": "event",
+                                "value": "is_not_set",
+                                "operator": "is_not_set",
+                            },
                         ],
                     }
                 ],
@@ -117,7 +141,13 @@ def _create_website_dashboard(dashboard: Dashboard) -> None:
         name="Website Unique Users (Breakdown)",
         description="",
         filters={
-            TREND_FILTER_TYPE_EVENTS: [{"id": "$pageview", "math": UNIQUE_USERS, "type": TREND_FILTER_TYPE_EVENTS}],
+            TREND_FILTER_TYPE_EVENTS: [
+                {
+                    "id": "$pageview",
+                    "math": UNIQUE_USERS,
+                    "type": TREND_FILTER_TYPE_EVENTS,
+                }
+            ],
             INTERVAL: "week",
             INSIGHT: INSIGHT_TRENDS,
             DATE_FROM: "-30d",
@@ -149,8 +179,18 @@ def _create_website_dashboard(dashboard: Dashboard) -> None:
                     "math": UNIQUE_USERS,
                     "type": TREND_FILTER_TYPE_EVENTS,
                     PROPERTIES: [
-                        {"key": "$referring_domain", "type": "event", "value": "google", "operator": "icontains"},
-                        {"key": "utm_source", "type": "event", "value": "is_not_set", "operator": "is_not_set"},
+                        {
+                            "key": "$referring_domain",
+                            "type": "event",
+                            "value": "google",
+                            "operator": "icontains",
+                        },
+                        {
+                            "key": "utm_source",
+                            "type": "event",
+                            "value": "is_not_set",
+                            "operator": "is_not_set",
+                        },
                     ],
                 }
             ],
@@ -283,7 +323,14 @@ def _create_website_dashboard(dashboard: Dashboard) -> None:
                 "values": [
                     {
                         "type": "AND",
-                        "values": [{"key": "$current_url", "type": "event", "value": "?", "operator": "not_icontains"}],
+                        "values": [
+                            {
+                                "key": "$current_url",
+                                "type": "event",
+                                "value": "?",
+                                "operator": "not_icontains",
+                            }
+                        ],
                     }
                 ],
             },
@@ -329,8 +376,18 @@ def _create_website_dashboard(dashboard: Dashboard) -> None:
                     {
                         "type": "AND",
                         "values": [
-                            {"key": "$current_url", "type": "event", "value": "?", "operator": "not_icontains"},
-                            {"key": "$referring_domain", "type": "event", "value": "google", "operator": "icontains"},
+                            {
+                                "key": "$current_url",
+                                "type": "event",
+                                "value": "?",
+                                "operator": "not_icontains",
+                            },
+                            {
+                                "key": "$referring_domain",
+                                "type": "event",
+                                "value": "google",
+                                "operator": "icontains",
+                            },
                         ],
                     }
                 ],
@@ -403,7 +460,9 @@ def create_from_template(dashboard: Dashboard, template: DashboardTemplate) -> N
     if dashboard.team.organization.is_feature_available(AvailableFeature.TAGGING):
         for template_tag in template.tags or []:
             tag, _ = Tag.objects.get_or_create(
-                name=template_tag, team_id=dashboard.team_id, defaults={"team_id": dashboard.team_id}
+                name=template_tag,
+                team_id=dashboard.team_id,
+                defaults={"team_id": dashboard.team_id},
             )
             dashboard.tagged_items.create(tag_id=tag.id)
     dashboard.save()
@@ -490,7 +549,9 @@ def create_feature_flag_dashboard(feature_flag, dashboard: Dashboard) -> None:
     dashboard.filters = {DATE_FROM: "-30d"}
     if dashboard.team.organization.is_feature_available(AvailableFeature.TAGGING):
         tag, _ = Tag.objects.get_or_create(
-            name="feature flags", team_id=dashboard.team_id, defaults={"team_id": dashboard.team_id}
+            name="feature flags",
+            team_id=dashboard.team_id,
+            defaults={"team_id": dashboard.team_id},
         )
         dashboard.tagged_items.create(tag_id=tag.id)
     dashboard.save(update_fields=["filters"])
@@ -502,7 +563,11 @@ def create_feature_flag_dashboard(feature_flag, dashboard: Dashboard) -> None:
         description="Shows the number of total calls made on feature flag with key: " + feature_flag.key,
         filters={
             TREND_FILTER_TYPE_EVENTS: [
-                {"id": "$feature_flag_called", "name": "$feature_flag_called", "type": TREND_FILTER_TYPE_EVENTS}
+                {
+                    "id": "$feature_flag_called",
+                    "name": "$feature_flag_called",
+                    "type": TREND_FILTER_TYPE_EVENTS,
+                }
             ],
             INTERVAL: "day",
             INSIGHT: INSIGHT_TRENDS,
@@ -514,7 +579,11 @@ def create_feature_flag_dashboard(feature_flag, dashboard: Dashboard) -> None:
                     {
                         "type": "AND",
                         "values": [
-                            {"key": "$feature_flag", "type": "event", "value": feature_flag.key},
+                            {
+                                "key": "$feature_flag",
+                                "type": "event",
+                                "value": feature_flag.key,
+                            },
                         ],
                     }
                 ],
@@ -562,7 +631,11 @@ def create_feature_flag_dashboard(feature_flag, dashboard: Dashboard) -> None:
                     {
                         "type": "AND",
                         "values": [
-                            {"key": "$feature_flag", "type": "event", "value": feature_flag.key},
+                            {
+                                "key": "$feature_flag",
+                                "type": "event",
+                                "value": feature_flag.key,
+                            },
                         ],
                     }
                 ],
@@ -595,7 +668,11 @@ def add_enriched_insights_to_feature_flag_dashboard(feature_flag, dashboard: Das
         description="Shows the total number of times this feature was viewed and interacted with",
         filters={
             TREND_FILTER_TYPE_EVENTS: [
-                {"id": "$feature_view", "name": "Feature View - Total", "type": TREND_FILTER_TYPE_EVENTS},
+                {
+                    "id": "$feature_view",
+                    "name": "Feature View - Total",
+                    "type": TREND_FILTER_TYPE_EVENTS,
+                },
                 {
                     "id": "$feature_view",
                     "name": "Feature View - Unique users",
@@ -613,7 +690,11 @@ def add_enriched_insights_to_feature_flag_dashboard(feature_flag, dashboard: Das
                     {
                         "type": "AND",
                         "values": [
-                            {"key": "feature_flag", "type": "event", "value": feature_flag.key},
+                            {
+                                "key": "feature_flag",
+                                "type": "event",
+                                "value": feature_flag.key,
+                            },
                         ],
                     }
                 ],
@@ -630,7 +711,11 @@ def add_enriched_insights_to_feature_flag_dashboard(feature_flag, dashboard: Das
         description="Shows the total number of times this feature was viewed and interacted with",
         filters={
             TREND_FILTER_TYPE_EVENTS: [
-                {"id": "$feature_interaction", "name": "Feature Interaction - Total", "type": TREND_FILTER_TYPE_EVENTS},
+                {
+                    "id": "$feature_interaction",
+                    "name": "Feature Interaction - Total",
+                    "type": TREND_FILTER_TYPE_EVENTS,
+                },
                 {
                     "id": "$feature_interaction",
                     "name": "Feature Interaction - Unique users",
@@ -648,7 +733,11 @@ def add_enriched_insights_to_feature_flag_dashboard(feature_flag, dashboard: Das
                     {
                         "type": "AND",
                         "values": [
-                            {"key": "feature_flag", "type": "event", "value": feature_flag.key},
+                            {
+                                "key": "feature_flag",
+                                "type": "event",
+                                "value": feature_flag.key,
+                            },
                         ],
                     }
                 ],
diff --git a/posthog/helpers/tests/test_multi_property_breakdown.py b/posthog/helpers/tests/test_multi_property_breakdown.py
index 311cd465ad9b8..cc2dad4bbc57f 100644
--- a/posthog/helpers/tests/test_multi_property_breakdown.py
+++ b/posthog/helpers/tests/test_multi_property_breakdown.py
@@ -1,7 +1,9 @@
 from typing import Any, Dict, List
 from unittest import TestCase
 
-from posthog.helpers.multi_property_breakdown import protect_old_clients_from_multi_property_default
+from posthog.helpers.multi_property_breakdown import (
+    protect_old_clients_from_multi_property_default,
+)
 
 
 class TestMultiPropertyBreakdown(TestCase):
@@ -15,7 +17,11 @@ def test_handles_empty_inputs(self):
             assert False, "should not raise any KeyError"
 
     def test_handles_empty_breakdowns_array(self):
-        data: Dict[str, Any] = {"breakdowns": [], "insight": "FUNNELS", "breakdown_type": "event"}
+        data: Dict[str, Any] = {
+            "breakdowns": [],
+            "insight": "FUNNELS",
+            "breakdown_type": "event",
+        }
         result: List = []
 
         try:
@@ -24,7 +30,11 @@ def test_handles_empty_breakdowns_array(self):
             assert False, "should not raise any KeyError"
 
     def test_keeps_multi_property_breakdown_for_multi_property_requests(self):
-        data: Dict[str, Any] = {"breakdowns": ["a", "b"], "insight": "FUNNELS", "breakdown_type": "event"}
+        data: Dict[str, Any] = {
+            "breakdowns": ["a", "b"],
+            "insight": "FUNNELS",
+            "breakdown_type": "event",
+        }
         result: List[List[Dict[str, Any]]] = [[{"breakdown": ["a1", "b1"], "breakdown_value": ["a1", "b1"]}]]
 
         actual = protect_old_clients_from_multi_property_default(data, result)
@@ -38,7 +48,11 @@ def test_keeps_multi_property_breakdown_for_multi_property_requests(self):
         assert "breakdown" not in data
 
     def test_flattens_multi_property_breakdown_for_single_property_requests(self):
-        data: Dict[str, Any] = {"breakdown": "a", "insight": "FUNNELS", "breakdown_type": "event"}
+        data: Dict[str, Any] = {
+            "breakdown": "a",
+            "insight": "FUNNELS",
+            "breakdown_type": "event",
+        }
         result: List[List[Dict[str, Any]]] = [[{"breakdown": ["a1"], "breakdown_value": ["a1", "b1"]}]]
 
         actual = protect_old_clients_from_multi_property_default(data, result)
diff --git a/posthog/hogql/ai.py b/posthog/hogql/ai.py
index 915d03b77e49c..c53e9814d807a 100644
--- a/posthog/hogql/ai.py
+++ b/posthog/hogql/ai.py
@@ -85,7 +85,11 @@ def write_sql_from_prompt(prompt: str, *, current_query: Optional[str] = None, t
     ]
     if current_query:
         messages.insert(
-            -1, {"role": "user", "content": CURRENT_QUERY_MESSAGE.format(current_query_input=current_query)}
+            -1,
+            {
+                "role": "user",
+                "content": CURRENT_QUERY_MESSAGE.format(current_query_input=current_query),
+            },
         )
 
     candidate_sql: Optional[str] = None
@@ -116,7 +120,12 @@ def write_sql_from_prompt(prompt: str, *, current_query: Optional[str] = None, t
             print_ast(parse_select(candidate_sql), context=context, dialect="clickhouse")
         except HogQLException as e:
             messages.append({"role": "assistant", "content": candidate_sql})
-            messages.append({"role": "user", "content": f"That query has this problem: {e}. Return fixed query."})
+            messages.append(
+                {
+                    "role": "user",
+                    "content": f"That query has this problem: {e}. Return fixed query.",
+                }
+            )
         else:
             generated_valid_hogql = True
             break
diff --git a/posthog/hogql/bytecode.py b/posthog/hogql/bytecode.py
index ab468338ca803..7a4a6904527b9 100644
--- a/posthog/hogql/bytecode.py
+++ b/posthog/hogql/bytecode.py
@@ -3,7 +3,11 @@
 from posthog.hogql import ast
 from posthog.hogql.errors import NotImplementedException
 from posthog.hogql.visitor import Visitor
-from hogvm.python.operation import Operation, HOGQL_BYTECODE_IDENTIFIER, SUPPORTED_FUNCTIONS
+from hogvm.python.operation import (
+    Operation,
+    HOGQL_BYTECODE_IDENTIFIER,
+    SUPPORTED_FUNCTIONS,
+)
 
 COMPARE_OPERATIONS = {
     ast.CompareOperationOp.Eq: Operation.EQ,
@@ -74,7 +78,11 @@ def visit_compare_operation(self, node: ast.CompareOperation):
         return [*self.visit(node.right), *self.visit(node.left), operation]
 
     def visit_arithmetic_operation(self, node: ast.ArithmeticOperation):
-        return [*self.visit(node.right), *self.visit(node.left), ARITHMETIC_OPERATIONS[node.op]]
+        return [
+            *self.visit(node.right),
+            *self.visit(node.left),
+            ARITHMETIC_OPERATIONS[node.op],
+        ]
 
     def visit_field(self, node: ast.Field):
         chain = []
diff --git a/posthog/hogql/constants.py b/posthog/hogql/constants.py
index cd08da81fca30..0a2806ca99878 100644
--- a/posthog/hogql/constants.py
+++ b/posthog/hogql/constants.py
@@ -4,7 +4,16 @@
 from pydantic import ConfigDict, BaseModel
 
 ConstantDataType: TypeAlias = Literal[
-    "int", "float", "str", "bool", "array", "tuple", "date", "datetime", "uuid", "unknown"
+    "int",
+    "float",
+    "str",
+    "bool",
+    "array",
+    "tuple",
+    "date",
+    "datetime",
+    "uuid",
+    "unknown",
 ]
 ConstantSupportedPrimitive: TypeAlias = int | float | str | bool | date | datetime | UUID | None
 ConstantSupportedData: TypeAlias = (
diff --git a/posthog/hogql/context.py b/posthog/hogql/context.py
index 65c17ba7006be..7f45d66fa4f83 100644
--- a/posthog/hogql/context.py
+++ b/posthog/hogql/context.py
@@ -55,7 +55,11 @@ def add_sensitive_value(self, value: Any) -> str:
         return f"%({key})s"
 
     def add_notice(
-        self, message: str, start: Optional[int] = None, end: Optional[int] = None, fix: Optional[str] = None
+        self,
+        message: str,
+        start: Optional[int] = None,
+        end: Optional[int] = None,
+        fix: Optional[str] = None,
     ):
         if not any(n.start == start and n.end == end and n.message == message and n.fix == fix for n in self.notices):
             self.notices.append(HogQLNotice(start=start, end=end, message=message, fix=fix))
diff --git a/posthog/hogql/database/argmax.py b/posthog/hogql/database/argmax.py
index a46b068513e6b..0302ac14ddb26 100644
--- a/posthog/hogql/database/argmax.py
+++ b/posthog/hogql/database/argmax.py
@@ -18,7 +18,12 @@ def argmax_select(
     fields_to_select: List[ast.Expr] = []
     for name, chain in select_fields.items():
         if name not in group_fields:
-            fields_to_select.append(ast.Alias(alias=name, expr=argmax_version(ast.Field(chain=[table_name] + chain))))
+            fields_to_select.append(
+                ast.Alias(
+                    alias=name,
+                    expr=argmax_version(ast.Field(chain=[table_name] + chain)),
+                )
+            )
     for key in group_fields:
         fields_to_group.append(ast.Field(chain=[table_name, key]))
         fields_to_select.append(ast.Alias(alias=key, expr=ast.Field(chain=[table_name, key])))
diff --git a/posthog/hogql/database/database.py b/posthog/hogql/database/database.py
index dc898dde6924e..db2791c348d76 100644
--- a/posthog/hogql/database/database.py
+++ b/posthog/hogql/database/database.py
@@ -27,10 +27,19 @@
 from posthog.hogql.database.schema.events import EventsTable
 from posthog.hogql.database.schema.groups import GroupsTable, RawGroupsTable
 from posthog.hogql.database.schema.numbers import NumbersTable
-from posthog.hogql.database.schema.person_distinct_ids import PersonDistinctIdsTable, RawPersonDistinctIdsTable
+from posthog.hogql.database.schema.person_distinct_ids import (
+    PersonDistinctIdsTable,
+    RawPersonDistinctIdsTable,
+)
 from posthog.hogql.database.schema.persons import PersonsTable, RawPersonsTable
-from posthog.hogql.database.schema.person_overrides import PersonOverridesTable, RawPersonOverridesTable
-from posthog.hogql.database.schema.session_replay_events import RawSessionReplayEventsTable, SessionReplayEventsTable
+from posthog.hogql.database.schema.person_overrides import (
+    PersonOverridesTable,
+    RawPersonOverridesTable,
+)
+from posthog.hogql.database.schema.session_replay_events import (
+    RawSessionReplayEventsTable,
+    SessionReplayEventsTable,
+)
 from posthog.hogql.database.schema.static_cohort_people import StaticCohortPeople
 from posthog.hogql.errors import HogQLException
 from posthog.models.group_type_mapping import GroupTypeMapping
@@ -52,10 +61,10 @@ class Database(BaseModel):
     cohort_people: CohortPeople = CohortPeople()
     static_cohort_people: StaticCohortPeople = StaticCohortPeople()
     log_entries: LogEntriesTable = LogEntriesTable()
-    console_logs_log_entries: ReplayConsoleLogsLogEntriesTable = ReplayConsoleLogsLogEntriesTable()
+    console_logs_log_entries: (ReplayConsoleLogsLogEntriesTable) = ReplayConsoleLogsLogEntriesTable()
     batch_export_log_entries: BatchExportLogEntriesTable = BatchExportLogEntriesTable()
 
-    raw_session_replay_events: RawSessionReplayEventsTable = RawSessionReplayEventsTable()
+    raw_session_replay_events: (RawSessionReplayEventsTable) = RawSessionReplayEventsTable()
     raw_person_distinct_ids: RawPersonDistinctIdsTable = RawPersonDistinctIdsTable()
     raw_persons: RawPersonsTable = RawPersonsTable()
     raw_groups: RawGroupsTable = RawGroupsTable()
@@ -111,7 +120,11 @@ def add_warehouse_tables(self, **field_definitions: Any):
 def create_hogql_database(team_id: int, modifiers: Optional[HogQLQueryModifiers] = None) -> Database:
     from posthog.models import Team
     from posthog.hogql.query import create_default_modifiers_for_team
-    from posthog.warehouse.models import DataWarehouseTable, DataWarehouseSavedQuery, DataWarehouseViewLink
+    from posthog.warehouse.models import (
+        DataWarehouseTable,
+        DataWarehouseSavedQuery,
+        DataWarehouseViewLink,
+    )
 
     team = Team.objects.get(pk=team_id)
     modifiers = create_default_modifiers_for_team(team, modifiers)
diff --git a/posthog/hogql/database/schema/cohort_people.py b/posthog/hogql/database/schema/cohort_people.py
index 097e74856f410..4cce926a61350 100644
--- a/posthog/hogql/database/schema/cohort_people.py
+++ b/posthog/hogql/database/schema/cohort_people.py
@@ -15,7 +15,11 @@
     "person_id": StringDatabaseField(name="person_id"),
     "cohort_id": IntegerDatabaseField(name="cohort_id"),
     "team_id": IntegerDatabaseField(name="team_id"),
-    "person": LazyJoin(from_field="person_id", join_table=PersonsTable(), join_function=join_with_persons_table),
+    "person": LazyJoin(
+        from_field="person_id",
+        join_table=PersonsTable(),
+        join_function=join_with_persons_table,
+    ),
 }
 
 
@@ -25,7 +29,11 @@ def select_from_cohort_people_table(requested_fields: Dict[str, List[str]]):
     table_name = "raw_cohort_people"
 
     # must always include the person and cohort ids regardless of what other fields are requested
-    requested_fields = {"person_id": ["person_id"], "cohort_id": ["cohort_id"], **requested_fields}
+    requested_fields = {
+        "person_id": ["person_id"],
+        "cohort_id": ["cohort_id"],
+        **requested_fields,
+    }
     fields: List[ast.Expr] = [ast.Field(chain=[table_name] + chain) for name, chain in requested_fields.items()]
 
     return ast.SelectQuery(
diff --git a/posthog/hogql/database/schema/event_sessions.py b/posthog/hogql/database/schema/event_sessions.py
index 3ccb665540476..a6951478ada4a 100644
--- a/posthog/hogql/database/schema/event_sessions.py
+++ b/posthog/hogql/database/schema/event_sessions.py
@@ -2,7 +2,12 @@
 from typing import Any, Dict, List, Optional
 from posthog.hogql import ast
 from posthog.hogql.context import HogQLContext
-from posthog.hogql.database.models import FieldOrTable, IntegerDatabaseField, StringDatabaseField, VirtualTable
+from posthog.hogql.database.models import (
+    FieldOrTable,
+    IntegerDatabaseField,
+    StringDatabaseField,
+    VirtualTable,
+)
 from posthog.hogql.parser import parse_select
 from posthog.hogql.resolver_utils import get_long_table_name, lookup_field_by_name
 from posthog.hogql.visitor import CloningVisitor, TraversingVisitor
@@ -53,7 +58,12 @@ def visit_field(self, node: ast.Field):
 class WhereClauseExtractor:
     compare_operators: List[ast.Expr]
 
-    def __init__(self, where_expression: ast.Expr, from_table_name: str, select_query_type: ast.SelectQueryType):
+    def __init__(
+        self,
+        where_expression: ast.Expr,
+        from_table_name: str,
+        select_query_type: ast.SelectQueryType,
+    ):
         self.table_name = from_table_name
         self.select_query_type = select_query_type
         self.compare_operators = self.run(deepcopy(where_expression))
@@ -147,7 +157,9 @@ def join_with_events_table_session_duration(
             exprs=[
                 *compare_operators,
                 ast.CompareOperation(
-                    left=ast.Field(chain=["$session_id"]), op=ast.CompareOperationOp.NotEq, right=ast.Constant(value="")
+                    left=ast.Field(chain=["$session_id"]),
+                    op=ast.CompareOperationOp.NotEq,
+                    right=ast.Constant(value=""),
                 ),
             ]
         )
diff --git a/posthog/hogql/database/schema/events.py b/posthog/hogql/database/schema/events.py
index 06cab31fca940..e90142c290c72 100644
--- a/posthog/hogql/database/schema/events.py
+++ b/posthog/hogql/database/schema/events.py
@@ -11,13 +11,19 @@
     FieldTraverser,
     FieldOrTable,
 )
-from posthog.hogql.database.schema.event_sessions import EventsSessionSubTable, join_with_events_table_session_duration
+from posthog.hogql.database.schema.event_sessions import (
+    EventsSessionSubTable,
+    join_with_events_table_session_duration,
+)
 from posthog.hogql.database.schema.groups import GroupsTable, join_with_group_n_table
 from posthog.hogql.database.schema.person_distinct_ids import (
     PersonDistinctIdsTable,
     join_with_person_distinct_ids_table,
 )
-from posthog.hogql.database.schema.person_overrides import PersonOverridesTable, join_with_person_overrides_table
+from posthog.hogql.database.schema.person_overrides import (
+    PersonOverridesTable,
+    join_with_person_overrides_table,
+)
 
 
 class EventsPersonSubTable(VirtualTable):
@@ -55,7 +61,6 @@ def to_printed_hogql(self):
 
 
 class EventsTable(Table):
-
     fields: Dict[str, FieldOrTable] = {
         "uuid": StringDatabaseField(name="uuid"),
         "event": StringDatabaseField(name="event"),
@@ -90,15 +95,35 @@ class EventsTable(Table):
         "person": FieldTraverser(chain=["pdi", "person"]),
         "person_id": FieldTraverser(chain=["pdi", "person_id"]),
         "$group_0": StringDatabaseField(name="$group_0"),
-        "group_0": LazyJoin(from_field="$group_0", join_table=GroupsTable(), join_function=join_with_group_n_table(0)),
+        "group_0": LazyJoin(
+            from_field="$group_0",
+            join_table=GroupsTable(),
+            join_function=join_with_group_n_table(0),
+        ),
         "$group_1": StringDatabaseField(name="$group_1"),
-        "group_1": LazyJoin(from_field="$group_1", join_table=GroupsTable(), join_function=join_with_group_n_table(1)),
+        "group_1": LazyJoin(
+            from_field="$group_1",
+            join_table=GroupsTable(),
+            join_function=join_with_group_n_table(1),
+        ),
         "$group_2": StringDatabaseField(name="$group_2"),
-        "group_2": LazyJoin(from_field="$group_2", join_table=GroupsTable(), join_function=join_with_group_n_table(2)),
+        "group_2": LazyJoin(
+            from_field="$group_2",
+            join_table=GroupsTable(),
+            join_function=join_with_group_n_table(2),
+        ),
         "$group_3": StringDatabaseField(name="$group_3"),
-        "group_3": LazyJoin(from_field="$group_3", join_table=GroupsTable(), join_function=join_with_group_n_table(3)),
+        "group_3": LazyJoin(
+            from_field="$group_3",
+            join_table=GroupsTable(),
+            join_function=join_with_group_n_table(3),
+        ),
         "$group_4": StringDatabaseField(name="$group_4"),
-        "group_4": LazyJoin(from_field="$group_4", join_table=GroupsTable(), join_function=join_with_group_n_table(4)),
+        "group_4": LazyJoin(
+            from_field="$group_4",
+            join_table=GroupsTable(),
+            join_function=join_with_group_n_table(4),
+        ),
         "session": LazyJoin(
             from_field="$session_id",
             join_table=EventsSessionSubTable(),
diff --git a/posthog/hogql/database/schema/groups.py b/posthog/hogql/database/schema/groups.py
index 251be8a11b243..39382b246349b 100644
--- a/posthog/hogql/database/schema/groups.py
+++ b/posthog/hogql/database/schema/groups.py
@@ -49,7 +49,9 @@ def join_with_group_table(
 
         select_query = select_from_groups_table(requested_fields)
         select_query.where = ast.CompareOperation(
-            left=ast.Field(chain=["index"]), op=ast.CompareOperationOp.Eq, right=ast.Constant(value=group_index)
+            left=ast.Field(chain=["index"]),
+            op=ast.CompareOperationOp.Eq,
+            right=ast.Constant(value=group_index),
         )
 
         join_expr = ast.JoinExpr(table=select_query)
diff --git a/posthog/hogql/database/schema/person_distinct_ids.py b/posthog/hogql/database/schema/person_distinct_ids.py
index 963f0bdd24db8..d5785bef98c49 100644
--- a/posthog/hogql/database/schema/person_distinct_ids.py
+++ b/posthog/hogql/database/schema/person_distinct_ids.py
@@ -20,7 +20,11 @@
     "team_id": IntegerDatabaseField(name="team_id"),
     "distinct_id": StringDatabaseField(name="distinct_id"),
     "person_id": StringDatabaseField(name="person_id"),
-    "person": LazyJoin(from_field="person_id", join_table=PersonsTable(), join_function=join_with_persons_table),
+    "person": LazyJoin(
+        from_field="person_id",
+        join_table=PersonsTable(),
+        join_function=join_with_persons_table,
+    ),
 }
 
 
diff --git a/posthog/hogql/database/schema/person_overrides.py b/posthog/hogql/database/schema/person_overrides.py
index 1dc15126a6ebc..800e902d343fe 100644
--- a/posthog/hogql/database/schema/person_overrides.py
+++ b/posthog/hogql/database/schema/person_overrides.py
@@ -34,7 +34,11 @@ def select_from_person_overrides_table(requested_fields: Dict[str, List[str]]):
 
 
 def join_with_person_overrides_table(
-    from_table: str, to_table: str, requested_fields: Dict[str, Any], context: HogQLContext, node: SelectQuery
+    from_table: str,
+    to_table: str,
+    requested_fields: Dict[str, Any],
+    context: HogQLContext,
+    node: SelectQuery,
 ):
     from posthog.hogql import ast
 
diff --git a/posthog/hogql/database/schema/persons.py b/posthog/hogql/database/schema/persons.py
index 67a36b747d279..1a1d79123436d 100644
--- a/posthog/hogql/database/schema/persons.py
+++ b/posthog/hogql/database/schema/persons.py
@@ -83,7 +83,11 @@ def select_from_persons_table(requested_fields: Dict[str, List[str]], modifiers:
 
 
 def join_with_persons_table(
-    from_table: str, to_table: str, requested_fields: Dict[str, List[str]], context: HogQLContext, node: SelectQuery
+    from_table: str,
+    to_table: str,
+    requested_fields: Dict[str, List[str]],
+    context: HogQLContext,
+    node: SelectQuery,
 ):
     from posthog.hogql import ast
 
diff --git a/posthog/hogql/database/schema/persons_pdi.py b/posthog/hogql/database/schema/persons_pdi.py
index 33d21d4efed04..9c7fcf9e03e43 100644
--- a/posthog/hogql/database/schema/persons_pdi.py
+++ b/posthog/hogql/database/schema/persons_pdi.py
@@ -31,7 +31,11 @@ def persons_pdi_select(requested_fields: Dict[str, List[str]]):
 # :NOTE: We already have person_distinct_ids.py, which most tables link to. This persons_pdi.py is a hack to
 # make "select persons.pdi.distinct_id from persons" work while avoiding circular imports. Don't use directly.
 def persons_pdi_join(
-    from_table: str, to_table: str, requested_fields: Dict[str, List[str]], context: HogQLContext, node: SelectQuery
+    from_table: str,
+    to_table: str,
+    requested_fields: Dict[str, List[str]],
+    context: HogQLContext,
+    node: SelectQuery,
 ):
     from posthog.hogql import ast
 
diff --git a/posthog/hogql/database/schema/static_cohort_people.py b/posthog/hogql/database/schema/static_cohort_people.py
index d09a7479f080d..c9737f86c6af9 100644
--- a/posthog/hogql/database/schema/static_cohort_people.py
+++ b/posthog/hogql/database/schema/static_cohort_people.py
@@ -1,6 +1,12 @@
 from typing import Dict
 
-from posthog.hogql.database.models import Table, StringDatabaseField, IntegerDatabaseField, LazyJoin, FieldOrTable
+from posthog.hogql.database.models import (
+    Table,
+    StringDatabaseField,
+    IntegerDatabaseField,
+    LazyJoin,
+    FieldOrTable,
+)
 from posthog.hogql.database.schema.persons import PersonsTable, join_with_persons_table
 
 
@@ -9,7 +15,11 @@ class StaticCohortPeople(Table):
         "person_id": StringDatabaseField(name="person_id"),
         "cohort_id": IntegerDatabaseField(name="cohort_id"),
         "team_id": IntegerDatabaseField(name="team_id"),
-        "person": LazyJoin(from_field="person_id", join_table=PersonsTable(), join_function=join_with_persons_table),
+        "person": LazyJoin(
+            from_field="person_id",
+            join_table=PersonsTable(),
+            join_function=join_with_persons_table,
+        ),
     }
 
     def avoid_asterisk_fields(self):
diff --git a/posthog/hogql/database/schema/test/test_event_sessions.py b/posthog/hogql/database/schema/test/test_event_sessions.py
index 34cb2c2bbba6c..268180a773e6c 100644
--- a/posthog/hogql/database/schema/test/test_event_sessions.py
+++ b/posthog/hogql/database/schema/test/test_event_sessions.py
@@ -2,7 +2,10 @@
 from posthog.hogql import ast
 from posthog.hogql.context import HogQLContext
 from posthog.hogql.database.database import create_hogql_database
-from posthog.hogql.database.schema.event_sessions import CleanTableNameFromChain, WhereClauseExtractor
+from posthog.hogql.database.schema.event_sessions import (
+    CleanTableNameFromChain,
+    WhereClauseExtractor,
+)
 from posthog.hogql.parser import parse_expr, parse_select
 from posthog.hogql.resolver import resolve_types
 from posthog.hogql.visitor import clone_expr
@@ -35,7 +38,9 @@ def test_with_simple_equality_clause(self):
 
         assert len(compare_operators) == 1
         assert compare_operators[0] == ast.CompareOperation(
-            left=ast.Field(chain=["event"]), op=ast.CompareOperationOp.Eq, right=ast.Constant(value="$pageview")
+            left=ast.Field(chain=["event"]),
+            op=ast.CompareOperationOp.Eq,
+            right=ast.Constant(value="$pageview"),
         )
 
     def test_with_timestamps(self):
@@ -51,7 +56,9 @@ def test_with_timestamps(self):
 
         assert len(compare_operators) == 1
         assert compare_operators[0] == ast.CompareOperation(
-            left=ast.Field(chain=["timestamp"]), op=ast.CompareOperationOp.Gt, right=ast.Constant(value="2023-01-01")
+            left=ast.Field(chain=["timestamp"]),
+            op=ast.CompareOperationOp.Gt,
+            right=ast.Constant(value="2023-01-01"),
         )
 
     def test_with_alias_table(self):
@@ -67,7 +74,9 @@ def test_with_alias_table(self):
 
         assert len(compare_operators) == 1
         assert compare_operators[0] == ast.CompareOperation(
-            left=ast.Field(chain=["event"]), op=ast.CompareOperationOp.Eq, right=ast.Constant(value="$pageview")
+            left=ast.Field(chain=["event"]),
+            op=ast.CompareOperationOp.Eq,
+            right=ast.Constant(value="$pageview"),
         )
 
     def test_with_multiple_clauses(self):
@@ -83,10 +92,14 @@ def test_with_multiple_clauses(self):
 
         assert len(compare_operators) == 2
         assert compare_operators[0] == ast.CompareOperation(
-            left=ast.Field(chain=["event"]), op=ast.CompareOperationOp.Eq, right=ast.Constant(value="$pageview")
+            left=ast.Field(chain=["event"]),
+            op=ast.CompareOperationOp.Eq,
+            right=ast.Constant(value="$pageview"),
         )
         assert compare_operators[1] == ast.CompareOperation(
-            left=ast.Field(chain=["timestamp"]), op=ast.CompareOperationOp.Gt, right=ast.Constant(value="2023-01-01")
+            left=ast.Field(chain=["timestamp"]),
+            op=ast.CompareOperationOp.Gt,
+            right=ast.Constant(value="2023-01-01"),
         )
 
     def test_with_join(self):
@@ -104,7 +117,9 @@ def test_with_join(self):
 
         assert len(compare_operators) == 1
         assert compare_operators[0] == ast.CompareOperation(
-            left=ast.Field(chain=["event"]), op=ast.CompareOperationOp.Eq, right=ast.Constant(value="$pageview")
+            left=ast.Field(chain=["event"]),
+            op=ast.CompareOperationOp.Eq,
+            right=ast.Constant(value="$pageview"),
         )
 
     def test_with_ignoring_ors(self):
diff --git a/posthog/hogql/database/test/tables.py b/posthog/hogql/database/test/tables.py
index f675f3c8d194d..f3328091791b7 100644
--- a/posthog/hogql/database/test/tables.py
+++ b/posthog/hogql/database/test/tables.py
@@ -1,4 +1,8 @@
-from posthog.hogql.database.models import DateDatabaseField, IntegerDatabaseField, FloatDatabaseField
+from posthog.hogql.database.models import (
+    DateDatabaseField,
+    IntegerDatabaseField,
+    FloatDatabaseField,
+)
 from posthog.hogql.database.s3_table import S3Table
 from posthog.hogql.database.models import SavedQuery
 
diff --git a/posthog/hogql/database/test/test_argmax.py b/posthog/hogql/database/test/test_argmax.py
index 535c17cae97ed..8c61ecd4a29c4 100644
--- a/posthog/hogql/database/test/test_argmax.py
+++ b/posthog/hogql/database/test/test_argmax.py
@@ -58,7 +58,10 @@ def test_argmax_select_deleted(self):
                 op=ast.CompareOperationOp.Eq,
                 left=ast.Call(
                     name="argMax",
-                    args=[ast.Field(chain=["raw_persons", "is_deleted"]), ast.Field(chain=["raw_persons", "version"])],
+                    args=[
+                        ast.Field(chain=["raw_persons", "is_deleted"]),
+                        ast.Field(chain=["raw_persons", "version"]),
+                    ],
                 ),
                 right=ast.Constant(value=0),
             ),
diff --git a/posthog/hogql/database/test/test_database.py b/posthog/hogql/database/test/test_database.py
index 1ea0583c4e349..16bfeb9e4a392 100644
--- a/posthog/hogql/database/test/test_database.py
+++ b/posthog/hogql/database/test/test_database.py
@@ -51,7 +51,11 @@ def test_database_with_warehouse_tables(self, patch_execute):
             team=self.team, access_key="_accesskey", access_secret="_secret"
         )
         DataWarehouseTable.objects.create(
-            name="whatever", team=self.team, columns={"id": "String"}, credential=credential, url_pattern=""
+            name="whatever",
+            team=self.team,
+            columns={"id": "String"},
+            credential=credential,
+            url_pattern="",
         )
         create_hogql_database(team_id=self.team.pk)
 
diff --git a/posthog/hogql/database/test/test_s3_table.py b/posthog/hogql/database/test/test_s3_table.py
index 1711aebb688a6..72b5dfa6cf3c0 100644
--- a/posthog/hogql/database/test/test_s3_table.py
+++ b/posthog/hogql/database/test/test_s3_table.py
@@ -27,7 +27,10 @@ def test_s3_table_select(self):
         self._init_database()
 
         hogql = self._select(query="SELECT * FROM aapl_stock LIMIT 10", dialect="hogql")
-        self.assertEqual(hogql, "SELECT Date, Open, High, Low, Close, Volume, OpenInt FROM aapl_stock LIMIT 10")
+        self.assertEqual(
+            hogql,
+            "SELECT Date, Open, High, Low, Close, Volume, OpenInt FROM aapl_stock LIMIT 10",
+        )
 
         clickhouse = self._select(query="SELECT * FROM aapl_stock LIMIT 10", dialect="clickhouse")
 
@@ -80,7 +83,8 @@ def test_s3_table_select_join_with_alias(self):
             dialect="hogql",
         )
         self.assertEqual(
-            hogql, "SELECT a.High, a.Low FROM aapl_stock AS a JOIN aapl_stock AS b ON equals(a.High, b.High) LIMIT 10"
+            hogql,
+            "SELECT a.High, a.Low FROM aapl_stock AS a JOIN aapl_stock AS b ON equals(a.High, b.High) LIMIT 10",
         )
 
         clickhouse = self._select(
@@ -180,7 +184,8 @@ def test_s3_table_select_in(self):
         self._init_database()
 
         hogql = self._select(
-            query="SELECT uuid, event FROM events WHERE event IN (SELECT Date FROM aapl_stock)", dialect="hogql"
+            query="SELECT uuid, event FROM events WHERE event IN (SELECT Date FROM aapl_stock)",
+            dialect="hogql",
         )
         self.assertEqual(
             hogql,
@@ -188,7 +193,8 @@ def test_s3_table_select_in(self):
         )
 
         clickhouse = self._select(
-            query="SELECT uuid, event FROM events WHERE event IN (SELECT Date FROM aapl_stock)", dialect="clickhouse"
+            query="SELECT uuid, event FROM events WHERE event IN (SELECT Date FROM aapl_stock)",
+            dialect="clickhouse",
         )
 
         self.assertEqual(
diff --git a/posthog/hogql/database/test/test_saved_query.py b/posthog/hogql/database/test/test_saved_query.py
index 5e64f9760fcbf..7c7f534c66f21 100644
--- a/posthog/hogql/database/test/test_saved_query.py
+++ b/posthog/hogql/database/test/test_saved_query.py
@@ -35,7 +35,10 @@ def test_saved_query_table_select(self):
         self._init_database()
 
         hogql = self._select(query="SELECT * FROM aapl_stock LIMIT 10", dialect="hogql")
-        self.assertEqual(hogql, "SELECT Date, Open, High, Low, Close, Volume, OpenInt FROM aapl_stock LIMIT 10")
+        self.assertEqual(
+            hogql,
+            "SELECT Date, Open, High, Low, Close, Volume, OpenInt FROM aapl_stock LIMIT 10",
+        )
 
         clickhouse = self._select(query="SELECT * FROM aapl_stock_view LIMIT 10", dialect="clickhouse")
 
@@ -48,9 +51,15 @@ def test_saved_query_with_alias(self):
         self._init_database()
 
         hogql = self._select(query="SELECT * FROM aapl_stock LIMIT 10", dialect="hogql")
-        self.assertEqual(hogql, "SELECT Date, Open, High, Low, Close, Volume, OpenInt FROM aapl_stock LIMIT 10")
+        self.assertEqual(
+            hogql,
+            "SELECT Date, Open, High, Low, Close, Volume, OpenInt FROM aapl_stock LIMIT 10",
+        )
 
-        clickhouse = self._select(query="SELECT * FROM aapl_stock_view AS some_alias LIMIT 10", dialect="clickhouse")
+        clickhouse = self._select(
+            query="SELECT * FROM aapl_stock_view AS some_alias LIMIT 10",
+            dialect="clickhouse",
+        )
 
         self.assertEqual(
             clickhouse,
diff --git a/posthog/hogql/database/test/test_view.py b/posthog/hogql/database/test/test_view.py
index 3d773314e1f8f..26ce89e10653c 100644
--- a/posthog/hogql/database/test/test_view.py
+++ b/posthog/hogql/database/test/test_view.py
@@ -35,7 +35,10 @@ def test_view_table_select(self):
         self._init_database()
 
         hogql = self._select(query="SELECT * FROM aapl_stock LIMIT 10", dialect="hogql")
-        self.assertEqual(hogql, "SELECT Date, Open, High, Low, Close, Volume, OpenInt FROM aapl_stock LIMIT 10")
+        self.assertEqual(
+            hogql,
+            "SELECT Date, Open, High, Low, Close, Volume, OpenInt FROM aapl_stock LIMIT 10",
+        )
 
         clickhouse = self._select(query="SELECT * FROM aapl_stock_view LIMIT 10", dialect="clickhouse")
 
@@ -48,9 +51,15 @@ def test_view_with_alias(self):
         self._init_database()
 
         hogql = self._select(query="SELECT * FROM aapl_stock LIMIT 10", dialect="hogql")
-        self.assertEqual(hogql, "SELECT Date, Open, High, Low, Close, Volume, OpenInt FROM aapl_stock LIMIT 10")
+        self.assertEqual(
+            hogql,
+            "SELECT Date, Open, High, Low, Close, Volume, OpenInt FROM aapl_stock LIMIT 10",
+        )
 
-        clickhouse = self._select(query="SELECT * FROM aapl_stock_view AS some_alias LIMIT 10", dialect="clickhouse")
+        clickhouse = self._select(
+            query="SELECT * FROM aapl_stock_view AS some_alias LIMIT 10",
+            dialect="clickhouse",
+        )
 
         self.assertEqual(
             clickhouse,
diff --git a/posthog/hogql/errors.py b/posthog/hogql/errors.py
index 5dd36c2bf7143..4035e30eed173 100644
--- a/posthog/hogql/errors.py
+++ b/posthog/hogql/errors.py
@@ -11,7 +11,12 @@ class HogQLException(Exception):
     end: Optional[int]
 
     def __init__(
-        self, message: str, *, start: Optional[int] = None, end: Optional[int] = None, node: Optional["Expr"] = None
+        self,
+        message: str,
+        *,
+        start: Optional[int] = None,
+        end: Optional[int] = None,
+        node: Optional["Expr"] = None,
     ):
         super().__init__(message)
         if node is not None and node.start is not None and node.end is not None:
diff --git a/posthog/hogql/escape_sql.py b/posthog/hogql/escape_sql.py
index 68e326ede1437..d6c9b4bfefd99 100644
--- a/posthog/hogql/escape_sql.py
+++ b/posthog/hogql/escape_sql.py
@@ -54,19 +54,25 @@ def escape_clickhouse_identifier(identifier: str) -> str:
 
 
 def escape_hogql_string(
-    name: float | int | str | list | tuple | date | datetime | UUID | UUIDT, timezone: Optional[str] = None
+    name: float | int | str | list | tuple | date | datetime | UUID | UUIDT,
+    timezone: Optional[str] = None,
 ) -> str:
     return SQLValueEscaper(timezone=timezone, dialect="hogql").visit(name)
 
 
 def escape_clickhouse_string(
-    name: float | int | str | list | tuple | date | datetime | UUID | UUIDT, timezone: Optional[str] = None
+    name: float | int | str | list | tuple | date | datetime | UUID | UUIDT,
+    timezone: Optional[str] = None,
 ) -> str:
     return SQLValueEscaper(timezone=timezone, dialect="clickhouse").visit(name)
 
 
 class SQLValueEscaper:
-    def __init__(self, timezone: Optional[str] = None, dialect: Literal["hogql", "clickhouse"] = "clickhouse"):
+    def __init__(
+        self,
+        timezone: Optional[str] = None,
+        dialect: Literal["hogql", "clickhouse"] = "clickhouse",
+    ):
         self._timezone = timezone or "UTC"
         self._dialect = dialect
 
diff --git a/posthog/hogql/filters.py b/posthog/hogql/filters.py
index 61f992ac86688..c900ac1bc5ea6 100644
--- a/posthog/hogql/filters.py
+++ b/posthog/hogql/filters.py
@@ -59,7 +59,12 @@ def visit_placeholder(self, node):
                     parsed_date = isoparse(dateTo)
                 except ValueError:
                     parsed_date = relative_date_parse(dateTo, self.team.timezone_info)
-                exprs.append(parse_expr("timestamp < {timestamp}", {"timestamp": ast.Constant(value=parsed_date)}))
+                exprs.append(
+                    parse_expr(
+                        "timestamp < {timestamp}",
+                        {"timestamp": ast.Constant(value=parsed_date)},
+                    )
+                )
 
             # limit to the last 30d by default
             dateFrom = self.filters.dateRange.date_from if self.filters.dateRange else None
@@ -68,7 +73,12 @@ def visit_placeholder(self, node):
                     parsed_date = isoparse(dateFrom)
                 except ValueError:
                     parsed_date = relative_date_parse(dateFrom, self.team.timezone_info)
-                exprs.append(parse_expr("timestamp >= {timestamp}", {"timestamp": ast.Constant(value=parsed_date)}))
+                exprs.append(
+                    parse_expr(
+                        "timestamp >= {timestamp}",
+                        {"timestamp": ast.Constant(value=parsed_date)},
+                    )
+                )
 
             if len(exprs) == 0:
                 return ast.Constant(value=True)
diff --git a/posthog/hogql/functions/mapping.py b/posthog/hogql/functions/mapping.py
index 8da35817dcf56..5c4933ca981a4 100644
--- a/posthog/hogql/functions/mapping.py
+++ b/posthog/hogql/functions/mapping.py
@@ -142,7 +142,11 @@ class HogQLFunctionMeta:
     "toFloat": HogQLFunctionMeta("toFloat64OrNull", 1, 1),
     "toDecimal": HogQLFunctionMeta("toDecimal64OrNull", 1, 1),
     "toDate": HogQLFunctionMeta(
-        "toDateOrNull", 1, 1, overloads=[((ast.DateTimeType, ast.DateType), "toDate")], tz_aware=True
+        "toDateOrNull",
+        1,
+        1,
+        overloads=[((ast.DateTimeType, ast.DateType), "toDate")],
+        tz_aware=True,
     ),
     "toDateTime": HogQLFunctionMeta(
         "parseDateTime64BestEffortOrNull",
@@ -725,6 +729,17 @@ class HogQLFunctionMeta:
 
 # TODO: Make the below details part of function meta
 # Functions where we use a -OrNull variant by default
-ADD_OR_NULL_DATETIME_FUNCTIONS = ("toDateTime", "parseDateTime", "parseDateTimeBestEffort")
+ADD_OR_NULL_DATETIME_FUNCTIONS = (
+    "toDateTime",
+    "parseDateTime",
+    "parseDateTimeBestEffort",
+)
 # Functions where the first argument needs to be DateTime and not DateTime64
-FIRST_ARG_DATETIME_FUNCTIONS = ("tumble", "tumbleStart", "tumbleEnd", "hop", "hopStart", "hopEnd")
+FIRST_ARG_DATETIME_FUNCTIONS = (
+    "tumble",
+    "tumbleStart",
+    "tumbleEnd",
+    "hop",
+    "hopStart",
+    "hopEnd",
+)
diff --git a/posthog/hogql/functions/test/test_cohort.py b/posthog/hogql/functions/test/test_cohort.py
index c9adaffbba8a0..f893eea1e5e68 100644
--- a/posthog/hogql/functions/test/test_cohort.py
+++ b/posthog/hogql/functions/test/test_cohort.py
@@ -8,7 +8,12 @@
 from posthog.models.cohort.util import recalculate_cohortpeople
 from posthog.models.utils import UUIDT
 from posthog.schema import HogQLQueryModifiers
-from posthog.test.base import BaseTest, _create_person, _create_event, flush_persons_and_events
+from posthog.test.base import (
+    BaseTest,
+    _create_person,
+    _create_event,
+    flush_persons_and_events,
+)
 
 elements_chain_match = lambda x: parse_expr("match(elements_chain, {regex})", {"regex": ast.Constant(value=str(x))})
 not_call = lambda x: ast.Call(name="not", args=[x])
@@ -33,7 +38,8 @@ def _create_random_events(self) -> str:
     def test_in_cohort_dynamic(self):
         random_uuid = self._create_random_events()
         cohort = Cohort.objects.create(
-            team=self.team, groups=[{"properties": [{"key": "$os", "value": "Chrome", "type": "person"}]}]
+            team=self.team,
+            groups=[{"properties": [{"key": "$os", "value": "Chrome", "type": "person"}]}],
         )
         recalculate_cohortpeople(cohort, pending_version=0)
         response = execute_hogql_query(
@@ -100,5 +106,8 @@ def test_in_cohort_error(self):
         self.assertEqual(str(e.exception), "cohort() takes exactly one string or integer argument")
 
         with self.assertRaises(HogQLException) as e:
-            execute_hogql_query(f"SELECT event FROM events WHERE person_id IN COHORT 'blabla'", self.team)
+            execute_hogql_query(
+                f"SELECT event FROM events WHERE person_id IN COHORT 'blabla'",
+                self.team,
+            )
         self.assertEqual(str(e.exception), "Could not find a cohort with the name 'blabla'")
diff --git a/posthog/hogql/functions/test/test_sparkline.py b/posthog/hogql/functions/test/test_sparkline.py
index febffcf2b8948..2a5c24d90b1af 100644
--- a/posthog/hogql/functions/test/test_sparkline.py
+++ b/posthog/hogql/functions/test/test_sparkline.py
@@ -14,7 +14,10 @@ def test_sparkline(self):
             response.hogql,
             f"SELECT tuple('__hogql_chart_type', 'sparkline', 'results', [1, 2, 3]) LIMIT 100",
         )
-        self.assertEqual(response.results[0][0], ("__hogql_chart_type", "sparkline", "results", [1, 2, 3]))
+        self.assertEqual(
+            response.results[0][0],
+            ("__hogql_chart_type", "sparkline", "results", [1, 2, 3]),
+        )
 
     def test_sparkline_error(self):
         with self.assertRaises(HogQLException) as e:
diff --git a/posthog/hogql/hogql.py b/posthog/hogql/hogql.py
index 87a2e0ee8f47e..6410bdc6a7d46 100644
--- a/posthog/hogql/hogql.py
+++ b/posthog/hogql/hogql.py
@@ -3,7 +3,11 @@
 from posthog.hogql import ast
 from posthog.hogql.context import HogQLContext
 from posthog.hogql.database.database import create_hogql_database
-from posthog.hogql.errors import HogQLException, NotImplementedException, SyntaxException
+from posthog.hogql.errors import (
+    HogQLException,
+    NotImplementedException,
+    SyntaxException,
+)
 from posthog.hogql.parser import parse_expr
 from posthog.hogql.printer import prepare_ast_for_printing, print_prepared_ast
 
@@ -38,7 +42,10 @@ def translate_hogql(
             prepare_ast_for_printing(select_query, context=context, dialect=dialect, stack=[select_query]),
         )
         return print_prepared_ast(
-            prepared_select_query.select[0], context=context, dialect=dialect, stack=[prepared_select_query]
+            prepared_select_query.select[0],
+            context=context,
+            dialect=dialect,
+            stack=[prepared_select_query],
         )
     except (NotImplementedException, SyntaxException):
         raise
diff --git a/posthog/hogql/metadata.py b/posthog/hogql/metadata.py
index de044ed2c4743..29a9b11075ab0 100644
--- a/posthog/hogql/metadata.py
+++ b/posthog/hogql/metadata.py
@@ -31,7 +31,9 @@ def get_hogql_metadata(
             translate_hogql(query.expr, context=context, table=query.table or "events")
         elif isinstance(query.select, str):
             context = HogQLContext(
-                team_id=team.pk, modifiers=create_default_modifiers_for_team(team), enable_select_queries=True
+                team_id=team.pk,
+                modifiers=create_default_modifiers_for_team(team),
+                enable_select_queries=True,
             )
 
             select_ast = parse_select(query.select)
diff --git a/posthog/hogql/parser.py b/posthog/hogql/parser.py
index cacae5eefec95..d1d8ef2a1b7a7 100644
--- a/posthog/hogql/parser.py
+++ b/posthog/hogql/parser.py
@@ -7,7 +7,11 @@
 from posthog.hogql import ast
 from posthog.hogql.base import AST
 from posthog.hogql.constants import RESERVED_KEYWORDS
-from posthog.hogql.errors import NotImplementedException, HogQLException, SyntaxException
+from posthog.hogql.errors import (
+    NotImplementedException,
+    HogQLException,
+    SyntaxException,
+)
 from posthog.hogql.grammar.HogQLLexer import HogQLLexer
 from posthog.hogql.grammar.HogQLParser import HogQLParser
 from posthog.hogql.parse_string import parse_string, parse_string_literal
@@ -211,7 +215,11 @@ def visitSelectStmt(self, ctx: HogQLParser.SelectStmtContext):
             select_query.array_join_list = self.visit(array_join_clause.columnExprList())
             for expr in select_query.array_join_list:
                 if not isinstance(expr, ast.Alias):
-                    raise SyntaxException("ARRAY JOIN arrays must have an alias", start=expr.start, end=expr.end)
+                    raise SyntaxException(
+                        "ARRAY JOIN arrays must have an alias",
+                        start=expr.start,
+                        end=expr.end,
+                    )
 
         if ctx.topClause():
             raise NotImplementedException(f"Unsupported: SelectStmt.topClause()")
@@ -382,7 +390,8 @@ def visitRatioExpr(self, ctx: HogQLParser.RatioExprContext):
         right = number_literals[1] if ctx.SLASH() and len(number_literals) > 1 else None
 
         return ast.RatioExpr(
-            left=self.visitNumberLiteral(left), right=self.visitNumberLiteral(right) if right else None
+            left=self.visitNumberLiteral(left),
+            right=self.visitNumberLiteral(right) if right else None,
         )
 
     def visitSettingExprList(self, ctx: HogQLParser.SettingExprListContext):
@@ -455,7 +464,11 @@ def visitColumnExprList(self, ctx: HogQLParser.ColumnExprListContext):
     def visitColumnExprTernaryOp(self, ctx: HogQLParser.ColumnExprTernaryOpContext):
         return ast.Call(
             name="if",
-            args=[self.visit(ctx.columnExpr(0)), self.visit(ctx.columnExpr(1)), self.visit(ctx.columnExpr(2))],
+            args=[
+                self.visit(ctx.columnExpr(0)),
+                self.visit(ctx.columnExpr(1)),
+                self.visit(ctx.columnExpr(2)),
+            ],
         )
 
     def visitColumnExprAlias(self, ctx: HogQLParser.ColumnExprAliasContext):
@@ -480,7 +493,9 @@ def visitColumnExprExtract(self, ctx: HogQLParser.ColumnExprExtractContext):
 
     def visitColumnExprNegate(self, ctx: HogQLParser.ColumnExprNegateContext):
         return ast.ArithmeticOperation(
-            op=ast.ArithmeticOperationOp.Sub, left=ast.Constant(value=0), right=self.visit(ctx.columnExpr())
+            op=ast.ArithmeticOperationOp.Sub,
+            left=ast.Constant(value=0),
+            right=self.visit(ctx.columnExpr()),
         )
 
     def visitColumnExprSubquery(self, ctx: HogQLParser.ColumnExprSubqueryContext):
@@ -737,7 +752,8 @@ def visitColumnArgExpr(self, ctx: HogQLParser.ColumnArgExprContext):
 
     def visitColumnLambdaExpr(self, ctx: HogQLParser.ColumnLambdaExprContext):
         return ast.Lambda(
-            args=[self.visit(identifier) for identifier in ctx.identifier()], expr=self.visit(ctx.columnExpr())
+            args=[self.visit(identifier) for identifier in ctx.identifier()],
+            expr=self.visit(ctx.columnExpr()),
         )
 
     def visitWithExprList(self, ctx: HogQLParser.WithExprListContext):
@@ -863,4 +879,7 @@ def visitEnumValue(self, ctx: HogQLParser.EnumValueContext):
         raise NotImplementedException(f"Unsupported node: EnumValue")
 
     def visitColumnExprNullish(self, ctx: HogQLParser.ColumnExprNullishContext):
-        return ast.Call(name="ifNull", args=[self.visit(ctx.columnExpr(0)), self.visit(ctx.columnExpr(1))])
+        return ast.Call(
+            name="ifNull",
+            args=[self.visit(ctx.columnExpr(0)), self.visit(ctx.columnExpr(1))],
+        )
diff --git a/posthog/hogql/printer.py b/posthog/hogql/printer.py
index dae5a1a0c610c..a2a541b3b0b41 100644
--- a/posthog/hogql/printer.py
+++ b/posthog/hogql/printer.py
@@ -75,7 +75,12 @@ def print_ast(
 ) -> str:
     prepared_ast = prepare_ast_for_printing(node=node, context=context, dialect=dialect, stack=stack, settings=settings)
     return print_prepared_ast(
-        node=prepared_ast, context=context, dialect=dialect, stack=stack, settings=settings, pretty=pretty
+        node=prepared_ast,
+        context=context,
+        dialect=dialect,
+        stack=stack,
+        settings=settings,
+        pretty=pretty,
     )
 
 
@@ -122,9 +127,13 @@ def print_prepared_ast(
 ) -> str:
     with context.timings.measure("printer"):
         # _Printer also adds a team_id guard if printing clickhouse
-        return _Printer(context=context, dialect=dialect, stack=stack or [], settings=settings, pretty=pretty).visit(
-            node
-        )
+        return _Printer(
+            context=context,
+            dialect=dialect,
+            stack=stack or [],
+            settings=settings,
+            pretty=pretty,
+        ).visit(node)
 
 
 @dataclass
@@ -239,7 +248,11 @@ def visit_select_query(self, node: ast.SelectQuery):
 
         array_join = ""
         if node.array_join_op is not None:
-            if node.array_join_op not in ("ARRAY JOIN", "LEFT ARRAY JOIN", "INNER ARRAY JOIN"):
+            if node.array_join_op not in (
+                "ARRAY JOIN",
+                "LEFT ARRAY JOIN",
+                "INNER ARRAY JOIN",
+            ):
                 raise HogQLException(f"Invalid ARRAY JOIN operation: {node.array_join_op}")
             array_join = node.array_join_op
             if len(node.array_join_list) == 0:
@@ -267,7 +280,10 @@ def visit_select_query(self, node: ast.SelectQuery):
                 if isinstance(limit, ast.Constant) and isinstance(limit.value, int):
                     limit.value = min(limit.value, MAX_SELECT_RETURNED_ROWS)
                 else:
-                    limit = ast.Call(name="min2", args=[ast.Constant(value=MAX_SELECT_RETURNED_ROWS), limit])
+                    limit = ast.Call(
+                        name="min2",
+                        args=[ast.Constant(value=MAX_SELECT_RETURNED_ROWS), limit],
+                    )
             else:
                 limit = ast.Constant(value=MAX_SELECT_RETURNED_ROWS)
 
@@ -643,7 +659,11 @@ def visit_call(self, node: ast.Call):
             func_meta = HOGQL_AGGREGATIONS[node.name]
 
             validate_function_args(
-                node.args, func_meta.min_args, func_meta.max_args, node.name, function_term="aggregation"
+                node.args,
+                func_meta.min_args,
+                func_meta.max_args,
+                node.name,
+                function_term="aggregation",
             )
             if func_meta.min_params:
                 if node.params is None:
@@ -679,7 +699,11 @@ def visit_call(self, node: ast.Call):
                 if node.params is None:
                     raise HogQLException(f"Function '{node.name}' requires parameters in addition to arguments")
                 validate_function_args(
-                    node.params, func_meta.min_params, func_meta.max_params, node.name, argument_term="parameter"
+                    node.params,
+                    func_meta.min_params,
+                    func_meta.max_params,
+                    node.name,
+                    argument_term="parameter",
                 )
 
             if self.dialect == "clickhouse":
@@ -725,7 +749,10 @@ def visit_call(self, node: ast.Call):
                     )
 
                     if first_arg_constant_type is not None:
-                        for overload_types, overload_clickhouse_name in func_meta.overloads:
+                        for (
+                            overload_types,
+                            overload_clickhouse_name,
+                        ) in func_meta.overloads:
                             if isinstance(first_arg_constant_type, overload_types):
                                 relevant_clickhouse_name = overload_clickhouse_name
                                 break  # Found an overload matching the first function org
@@ -803,7 +830,8 @@ def visit_field_type(self, type: ast.FieldType):
                     return self.visit(
                         ast.AsteriskType(
                             table_type=ast.TableAliasType(
-                                table_type=ast.TableType(table=resolved_field), alias=type.table_type.alias
+                                table_type=ast.TableType(table=resolved_field),
+                                alias=type.table_type.alias,
                             )
                         )
                     )
diff --git a/posthog/hogql/property.py b/posthog/hogql/property.py
index c0341461e1293..9d619c23175b6 100644
--- a/posthog/hogql/property.py
+++ b/posthog/hogql/property.py
@@ -10,12 +10,24 @@
 from posthog.hogql.errors import NotImplementedException
 from posthog.hogql.parser import parse_expr
 from posthog.hogql.visitor import TraversingVisitor, clone_expr
-from posthog.models import Action, ActionStep, Cohort, Property, Team, PropertyDefinition
+from posthog.models import (
+    Action,
+    ActionStep,
+    Cohort,
+    Property,
+    Team,
+    PropertyDefinition,
+)
 from posthog.models.event import Selector
 from posthog.models.property import PropertyGroup
 from posthog.models.property.util import build_selector_regex
 from posthog.models.property_definition import PropertyType
-from posthog.schema import PropertyOperator, PropertyGroupFilter, PropertyGroupFilterValue, FilterLogicalOperator
+from posthog.schema import (
+    PropertyOperator,
+    PropertyGroupFilter,
+    PropertyGroupFilterValue,
+    FilterLogicalOperator,
+)
 
 
 def has_aggregation(expr: AST) -> bool:
@@ -116,7 +128,14 @@ def property_to_expr(
             else:
                 exprs = [
                     property_to_expr(
-                        Property(type=property.type, key=property.key, operator=property.operator, value=v), team, scope
+                        Property(
+                            type=property.type,
+                            key=property.key,
+                            operator=property.operator,
+                            value=v,
+                        ),
+                        team,
+                        scope,
                     )
                     for v in value
                 ]
@@ -133,12 +152,25 @@ def property_to_expr(
         properties_field = ast.Field(chain=chain)
 
         if operator == PropertyOperator.is_set:
-            return ast.CompareOperation(op=ast.CompareOperationOp.NotEq, left=field, right=ast.Constant(value=None))
+            return ast.CompareOperation(
+                op=ast.CompareOperationOp.NotEq,
+                left=field,
+                right=ast.Constant(value=None),
+            )
         elif operator == PropertyOperator.is_not_set:
             return ast.Or(
                 exprs=[
-                    ast.CompareOperation(op=ast.CompareOperationOp.Eq, left=field, right=ast.Constant(value=None)),
-                    ast.Not(expr=ast.Call(name="JSONHas", args=[properties_field, ast.Constant(value=property.key)])),
+                    ast.CompareOperation(
+                        op=ast.CompareOperationOp.Eq,
+                        left=field,
+                        right=ast.Constant(value=None),
+                    ),
+                    ast.Not(
+                        expr=ast.Call(
+                            name="JSONHas",
+                            args=[properties_field, ast.Constant(value=property.key)],
+                        )
+                    ),
                 ]
             )
         elif operator == PropertyOperator.icontains:
@@ -156,7 +188,10 @@ def property_to_expr(
         elif operator == PropertyOperator.regex:
             return ast.Call(name="match", args=[field, ast.Constant(value=value)])
         elif operator == PropertyOperator.not_regex:
-            return ast.Call(name="not", args=[ast.Call(name="match", args=[field, ast.Constant(value=value)])])
+            return ast.Call(
+                name="not",
+                args=[ast.Call(name="match", args=[field, ast.Constant(value=value)])],
+            )
         elif operator == PropertyOperator.exact or operator == PropertyOperator.is_date_exact:
             op = ast.CompareOperationOp.Eq
         elif operator == PropertyOperator.is_not:
@@ -207,7 +242,14 @@ def property_to_expr(
             else:
                 exprs = [
                     property_to_expr(
-                        Property(type=property.type, key=property.key, operator=property.operator, value=v), team, scope
+                        Property(
+                            type=property.type,
+                            key=property.key,
+                            operator=property.operator,
+                            value=v,
+                        ),
+                        team,
+                        scope,
                     )
                     for v in value
                 ]
@@ -287,11 +329,20 @@ def action_to_expr(action: Action) -> ast.Expr:
 
         if step.url:
             if step.url_matching == ActionStep.EXACT:
-                expr = parse_expr("properties.$current_url = {url}", {"url": ast.Constant(value=step.url)})
+                expr = parse_expr(
+                    "properties.$current_url = {url}",
+                    {"url": ast.Constant(value=step.url)},
+                )
             elif step.url_matching == ActionStep.REGEX:
-                expr = parse_expr("properties.$current_url =~ {regex}", {"regex": ast.Constant(value=step.url)})
+                expr = parse_expr(
+                    "properties.$current_url =~ {regex}",
+                    {"regex": ast.Constant(value=step.url)},
+                )
             else:
-                expr = parse_expr("properties.$current_url like {url}", {"url": ast.Constant(value=f"%{step.url}%")})
+                expr = parse_expr(
+                    "properties.$current_url like {url}",
+                    {"url": ast.Constant(value=f"%{step.url}%")},
+                )
             exprs.append(expr)
 
         if step.properties:
diff --git a/posthog/hogql/query.py b/posthog/hogql/query.py
index 723476b0ab5e4..697305d0ae964 100644
--- a/posthog/hogql/query.py
+++ b/posthog/hogql/query.py
@@ -8,7 +8,11 @@
 from posthog.hogql.modifiers import create_default_modifiers_for_team
 from posthog.hogql.parser import parse_select
 from posthog.hogql.placeholders import replace_placeholders, find_placeholders
-from posthog.hogql.printer import prepare_ast_for_printing, print_ast, print_prepared_ast
+from posthog.hogql.printer import (
+    prepare_ast_for_printing,
+    print_ast,
+    print_prepared_ast,
+)
 from posthog.hogql.filters import replace_filters
 from posthog.hogql.timings import HogQLTimings
 from posthog.hogql.visitor import clone_expr
@@ -61,7 +65,10 @@ def execute_hogql_query(
             select_query = replace_placeholders(select_query, placeholders)
 
     with timings.measure("max_limit"):
-        from posthog.hogql.constants import DEFAULT_RETURNED_ROWS, MAX_SELECT_RETURNED_ROWS
+        from posthog.hogql.constants import (
+            DEFAULT_RETURNED_ROWS,
+            MAX_SELECT_RETURNED_ROWS,
+        )
 
         select_queries = (
             select_query.select_queries if isinstance(select_query, ast.SelectUnionQuery) else [select_query]
@@ -104,7 +111,10 @@ def execute_hogql_query(
                 else:
                     print_columns.append(
                         print_prepared_ast(
-                            node=node, context=hogql_query_context, dialect="hogql", stack=[select_query_hogql]
+                            node=node,
+                            context=hogql_query_context,
+                            dialect="hogql",
+                            stack=[select_query_hogql],
                         )
                     )
 
@@ -117,7 +127,10 @@ def execute_hogql_query(
             modifiers=query_modifiers,
         )
         clickhouse_sql = print_ast(
-            select_query, context=clickhouse_context, dialect="clickhouse", settings=settings or HogQLGlobalSettings()
+            select_query,
+            context=clickhouse_context,
+            dialect="clickhouse",
+            settings=settings or HogQLGlobalSettings(),
         )
 
     timings_dict = timings.to_dict()
diff --git a/posthog/hogql/resolver.py b/posthog/hogql/resolver.py
index b2e94b4c6893d..8d971084aa583 100644
--- a/posthog/hogql/resolver.py
+++ b/posthog/hogql/resolver.py
@@ -6,7 +6,12 @@
 from posthog.hogql.ast import FieldTraverserType, ConstantType
 from posthog.hogql.functions import HOGQL_POSTHOG_FUNCTIONS, cohort
 from posthog.hogql.context import HogQLContext
-from posthog.hogql.database.models import StringJSONDatabaseField, FunctionCallTable, LazyTable, SavedQuery
+from posthog.hogql.database.models import (
+    StringJSONDatabaseField,
+    FunctionCallTable,
+    LazyTable,
+    SavedQuery,
+)
 from posthog.hogql.errors import ResolverException
 from posthog.hogql.functions.mapping import validate_function_args
 from posthog.hogql.functions.sparkline import sparkline
@@ -48,7 +53,9 @@ def resolve_constant_data_type(constant: Any) -> ConstantType:
 
 
 def resolve_types(
-    node: ast.Expr, context: HogQLContext, scopes: Optional[List[ast.SelectQueryType]] = None
+    node: ast.Expr,
+    context: HogQLContext,
+    scopes: Optional[List[ast.SelectQueryType]] = None,
 ) -> ast.Expr:
     return Resolver(scopes=scopes, context=context).visit(node)
 
@@ -332,7 +339,10 @@ def visit_call(self, node: ast.Call):
                 else:
                     param_types.append(ast.UnknownType())
         node.type = ast.CallType(
-            name=node.name, arg_types=arg_types, param_types=param_types, return_type=ast.UnknownType()
+            name=node.name,
+            arg_types=arg_types,
+            param_types=param_types,
+            return_type=ast.UnknownType(),
         )
         return node
 
@@ -454,7 +464,10 @@ def visit_array_access(self, node: ast.ArrayAccess):
                 (isinstance(node.array.type, ast.PropertyType))
                 or (
                     isinstance(node.array.type, ast.FieldType)
-                    and isinstance(node.array.type.resolve_database_field(), StringJSONDatabaseField)
+                    and isinstance(
+                        node.array.type.resolve_database_field(),
+                        StringJSONDatabaseField,
+                    )
                 )
             )
         ):
diff --git a/posthog/hogql/test/_test_parser.py b/posthog/hogql/test/_test_parser.py
index 765d4fbaab4de..9b5fa20dcf910 100644
--- a/posthog/hogql/test/_test_parser.py
+++ b/posthog/hogql/test/_test_parser.py
@@ -57,7 +57,9 @@ def test_conditional(self):
                     name="if",
                     args=[
                         ast.CompareOperation(
-                            op=ast.CompareOperationOp.Gt, left=ast.Constant(value=1), right=ast.Constant(value=2)
+                            op=ast.CompareOperationOp.Gt,
+                            left=ast.Constant(value=1),
+                            right=ast.Constant(value=2),
                         ),
                         ast.Constant(value=1),
                         ast.Constant(value=2),
@@ -69,11 +71,15 @@ def test_arrays(self):
             self.assertEqual(self._expr("[]"), ast.Array(exprs=[]))
             self.assertEqual(self._expr("[1]"), ast.Array(exprs=[ast.Constant(value=1)]))
             self.assertEqual(
-                self._expr("[1, avg()]"), ast.Array(exprs=[ast.Constant(value=1), ast.Call(name="avg", args=[])])
+                self._expr("[1, avg()]"),
+                ast.Array(exprs=[ast.Constant(value=1), ast.Call(name="avg", args=[])]),
             )
             self.assertEqual(
                 self._expr("properties['value']"),
-                ast.ArrayAccess(array=ast.Field(chain=["properties"]), property=ast.Constant(value="value")),
+                ast.ArrayAccess(
+                    array=ast.Field(chain=["properties"]),
+                    property=ast.Constant(value="value"),
+                ),
             )
             self.assertEqual(
                 self._expr("properties[(select 'value')]"),
@@ -98,7 +104,8 @@ def test_arrays(self):
 
         def test_tuples(self):
             self.assertEqual(
-                self._expr("(1, avg())"), ast.Tuple(exprs=[ast.Constant(value=1), ast.Call(name="avg", args=[])])
+                self._expr("(1, avg())"),
+                ast.Tuple(exprs=[ast.Constant(value=1), ast.Call(name="avg", args=[])]),
             )
             # needs at least two values to be a tuple
             self.assertEqual(self._expr("(1)"), ast.Constant(value=1))
@@ -165,44 +172,58 @@ def test_arithmetic_operations(self):
             self.assertEqual(
                 self._expr("1 + 2"),
                 ast.ArithmeticOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value=2), op=ast.ArithmeticOperationOp.Add
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value=2),
+                    op=ast.ArithmeticOperationOp.Add,
                 ),
             )
             self.assertEqual(
                 self._expr("1 + -2"),
                 ast.ArithmeticOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value=-2), op=ast.ArithmeticOperationOp.Add
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value=-2),
+                    op=ast.ArithmeticOperationOp.Add,
                 ),
             )
             self.assertEqual(
                 self._expr("1 - 2"),
                 ast.ArithmeticOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value=2), op=ast.ArithmeticOperationOp.Sub
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value=2),
+                    op=ast.ArithmeticOperationOp.Sub,
                 ),
             )
             self.assertEqual(
                 self._expr("1 * 2"),
                 ast.ArithmeticOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value=2), op=ast.ArithmeticOperationOp.Mult
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value=2),
+                    op=ast.ArithmeticOperationOp.Mult,
                 ),
             )
             self.assertEqual(
                 self._expr("1 / 2"),
                 ast.ArithmeticOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value=2), op=ast.ArithmeticOperationOp.Div
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value=2),
+                    op=ast.ArithmeticOperationOp.Div,
                 ),
             )
             self.assertEqual(
                 self._expr("1 % 2"),
                 ast.ArithmeticOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value=2), op=ast.ArithmeticOperationOp.Mod
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value=2),
+                    op=ast.ArithmeticOperationOp.Mod,
                 ),
             )
             self.assertEqual(
                 self._expr("1 + 2 + 2"),
                 ast.ArithmeticOperation(
                     left=ast.ArithmeticOperation(
-                        left=ast.Constant(value=1), right=ast.Constant(value=2), op=ast.ArithmeticOperationOp.Add
+                        left=ast.Constant(value=1),
+                        right=ast.Constant(value=2),
+                        op=ast.ArithmeticOperationOp.Add,
                     ),
                     right=ast.Constant(value=2),
                     op=ast.ArithmeticOperationOp.Add,
@@ -212,7 +233,9 @@ def test_arithmetic_operations(self):
                 self._expr("1 * 1 * 2"),
                 ast.ArithmeticOperation(
                     left=ast.ArithmeticOperation(
-                        left=ast.Constant(value=1), right=ast.Constant(value=1), op=ast.ArithmeticOperationOp.Mult
+                        left=ast.Constant(value=1),
+                        right=ast.Constant(value=1),
+                        op=ast.ArithmeticOperationOp.Mult,
                     ),
                     right=ast.Constant(value=2),
                     op=ast.ArithmeticOperationOp.Mult,
@@ -223,7 +246,9 @@ def test_arithmetic_operations(self):
                 ast.ArithmeticOperation(
                     left=ast.Constant(value=1),
                     right=ast.ArithmeticOperation(
-                        left=ast.Constant(value=1), right=ast.Constant(value=2), op=ast.ArithmeticOperationOp.Mult
+                        left=ast.Constant(value=1),
+                        right=ast.Constant(value=2),
+                        op=ast.ArithmeticOperationOp.Mult,
                     ),
                     op=ast.ArithmeticOperationOp.Add,
                 ),
@@ -232,7 +257,9 @@ def test_arithmetic_operations(self):
                 self._expr("1 * 1 + 2"),
                 ast.ArithmeticOperation(
                     left=ast.ArithmeticOperation(
-                        left=ast.Constant(value=1), right=ast.Constant(value=1), op=ast.ArithmeticOperationOp.Mult
+                        left=ast.Constant(value=1),
+                        right=ast.Constant(value=1),
+                        op=ast.ArithmeticOperationOp.Mult,
                     ),
                     right=ast.Constant(value=2),
                     op=ast.ArithmeticOperationOp.Add,
@@ -243,43 +270,57 @@ def test_math_comparison_operations(self):
             self.assertEqual(
                 self._expr("1 = 2"),
                 ast.CompareOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value=2), op=ast.CompareOperationOp.Eq
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value=2),
+                    op=ast.CompareOperationOp.Eq,
                 ),
             )
             self.assertEqual(
                 self._expr("1 == 2"),
                 ast.CompareOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value=2), op=ast.CompareOperationOp.Eq
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value=2),
+                    op=ast.CompareOperationOp.Eq,
                 ),
             )
             self.assertEqual(
                 self._expr("1 != 2"),
                 ast.CompareOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value=2), op=ast.CompareOperationOp.NotEq
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value=2),
+                    op=ast.CompareOperationOp.NotEq,
                 ),
             )
             self.assertEqual(
                 self._expr("1 < 2"),
                 ast.CompareOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value=2), op=ast.CompareOperationOp.Lt
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value=2),
+                    op=ast.CompareOperationOp.Lt,
                 ),
             )
             self.assertEqual(
                 self._expr("1 <= 2"),
                 ast.CompareOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value=2), op=ast.CompareOperationOp.LtEq
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value=2),
+                    op=ast.CompareOperationOp.LtEq,
                 ),
             )
             self.assertEqual(
                 self._expr("1 > 2"),
                 ast.CompareOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value=2), op=ast.CompareOperationOp.Gt
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value=2),
+                    op=ast.CompareOperationOp.Gt,
                 ),
             )
             self.assertEqual(
                 self._expr("1 >= 2"),
                 ast.CompareOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value=2), op=ast.CompareOperationOp.GtEq
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value=2),
+                    op=ast.CompareOperationOp.GtEq,
                 ),
             )
 
@@ -287,13 +328,17 @@ def test_null_comparison_operations(self):
             self.assertEqual(
                 self._expr("1 is null"),
                 ast.CompareOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value=None), op=ast.CompareOperationOp.Eq
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value=None),
+                    op=ast.CompareOperationOp.Eq,
                 ),
             )
             self.assertEqual(
                 self._expr("1 is not null"),
                 ast.CompareOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value=None), op=ast.CompareOperationOp.NotEq
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value=None),
+                    op=ast.CompareOperationOp.NotEq,
                 ),
             )
 
@@ -301,25 +346,33 @@ def test_like_comparison_operations(self):
             self.assertEqual(
                 self._expr("1 like 'a%sd'"),
                 ast.CompareOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value="a%sd"), op=ast.CompareOperationOp.Like
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value="a%sd"),
+                    op=ast.CompareOperationOp.Like,
                 ),
             )
             self.assertEqual(
                 self._expr("1 not like 'a%sd'"),
                 ast.CompareOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value="a%sd"), op=ast.CompareOperationOp.NotLike
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value="a%sd"),
+                    op=ast.CompareOperationOp.NotLike,
                 ),
             )
             self.assertEqual(
                 self._expr("1 ilike 'a%sd'"),
                 ast.CompareOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value="a%sd"), op=ast.CompareOperationOp.ILike
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value="a%sd"),
+                    op=ast.CompareOperationOp.ILike,
                 ),
             )
             self.assertEqual(
                 self._expr("1 not ilike 'a%sd'"),
                 ast.CompareOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value="a%sd"), op=ast.CompareOperationOp.NotILike
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value="a%sd"),
+                    op=ast.CompareOperationOp.NotILike,
                 ),
             )
 
@@ -335,7 +388,10 @@ def test_and_or(self):
             self.assertEqual(
                 self._expr("true and not false"),
                 ast.And(
-                    exprs=[ast.Constant(value=True), ast.Not(expr=ast.Constant(value=False))],
+                    exprs=[
+                        ast.Constant(value=True),
+                        ast.Not(expr=ast.Constant(value=False)),
+                    ],
                 ),
             )
             self.assertEqual(
@@ -355,7 +411,10 @@ def test_and_or(self):
                     exprs=[
                         ast.Constant(value=True),
                         ast.And(
-                            exprs=[ast.Constant(value=False), ast.Not(expr=ast.Constant(value=True))],
+                            exprs=[
+                                ast.Constant(value=False),
+                                ast.Not(expr=ast.Constant(value=True)),
+                            ],
                         ),
                         ast.Constant(value=2),
                     ],
@@ -376,7 +435,9 @@ def test_parens(self):
             self.assertEqual(
                 self._expr("(1 + 1)"),
                 ast.ArithmeticOperation(
-                    left=ast.Constant(value=1), right=ast.Constant(value=1), op=ast.ArithmeticOperationOp.Add
+                    left=ast.Constant(value=1),
+                    right=ast.Constant(value=1),
+                    op=ast.ArithmeticOperationOp.Add,
                 ),
             )
             self.assertEqual(
@@ -384,7 +445,9 @@ def test_parens(self):
                 ast.ArithmeticOperation(
                     left=ast.Constant(value=1),
                     right=ast.ArithmeticOperation(
-                        left=ast.Constant(value=1), right=ast.Constant(value=1), op=ast.ArithmeticOperationOp.Add
+                        left=ast.Constant(value=1),
+                        right=ast.Constant(value=1),
+                        op=ast.ArithmeticOperationOp.Add,
                     ),
                     op=ast.ArithmeticOperationOp.Add,
                 ),
@@ -398,7 +461,9 @@ def test_field_access(self):
             self.assertEqual(
                 self._expr("event like '$%'"),
                 ast.CompareOperation(
-                    left=ast.Field(chain=["event"]), right=ast.Constant(value="$%"), op=ast.CompareOperationOp.Like
+                    left=ast.Field(chain=["event"]),
+                    right=ast.Constant(value="$%"),
+                    op=ast.CompareOperationOp.Like,
                 ),
             )
 
@@ -435,13 +500,24 @@ def test_calls(self):
             )
             self.assertEqual(
                 self._expr("avg(1,2,3)"),
-                ast.Call(name="avg", args=[ast.Constant(value=1), ast.Constant(value=2), ast.Constant(value=3)]),
+                ast.Call(
+                    name="avg",
+                    args=[
+                        ast.Constant(value=1),
+                        ast.Constant(value=2),
+                        ast.Constant(value=3),
+                    ],
+                ),
             )
 
         def test_calls_with_params(self):
             self.assertEqual(
                 self._expr("quantile(0.95)(foo)"),
-                ast.Call(name="quantile", args=[ast.Field(chain=["foo"])], params=[ast.Constant(value=0.95)]),
+                ast.Call(
+                    name="quantile",
+                    args=[ast.Field(chain=["foo"])],
+                    params=[ast.Constant(value=0.95)],
+                ),
             )
 
         def test_alias(self):
@@ -513,15 +589,25 @@ def test_intervals(self):
             )
 
         def test_select_columns(self):
-            self.assertEqual(self._select("select 1"), ast.SelectQuery(select=[ast.Constant(value=1)]))
+            self.assertEqual(
+                self._select("select 1"),
+                ast.SelectQuery(select=[ast.Constant(value=1)]),
+            )
             self.assertEqual(
                 self._select("select 1, 4, 'string'"),
-                ast.SelectQuery(select=[ast.Constant(value=1), ast.Constant(value=4), ast.Constant(value="string")]),
+                ast.SelectQuery(
+                    select=[
+                        ast.Constant(value=1),
+                        ast.Constant(value=4),
+                        ast.Constant(value="string"),
+                    ]
+                ),
             )
 
         def test_select_columns_distinct(self):
             self.assertEqual(
-                self._select("select distinct 1"), ast.SelectQuery(select=[ast.Constant(value=1)], distinct=True)
+                self._select("select distinct 1"),
+                ast.SelectQuery(select=[ast.Constant(value=1)], distinct=True),
             )
 
         def test_select_where(self):
@@ -534,7 +620,9 @@ def test_select_where(self):
                 ast.SelectQuery(
                     select=[ast.Constant(value=1)],
                     where=ast.CompareOperation(
-                        op=ast.CompareOperationOp.Eq, left=ast.Constant(value=1), right=ast.Constant(value=2)
+                        op=ast.CompareOperationOp.Eq,
+                        left=ast.Constant(value=1),
+                        right=ast.Constant(value=2),
                     ),
                 ),
             )
@@ -549,7 +637,9 @@ def test_select_prewhere(self):
                 ast.SelectQuery(
                     select=[ast.Constant(value=1)],
                     prewhere=ast.CompareOperation(
-                        op=ast.CompareOperationOp.Eq, left=ast.Constant(value=1), right=ast.Constant(value=2)
+                        op=ast.CompareOperationOp.Eq,
+                        left=ast.Constant(value=1),
+                        right=ast.Constant(value=2),
                     ),
                 ),
             )
@@ -564,7 +654,9 @@ def test_select_having(self):
                 ast.SelectQuery(
                     select=[ast.Constant(value=1)],
                     having=ast.CompareOperation(
-                        op=ast.CompareOperationOp.Eq, left=ast.Constant(value=1), right=ast.Constant(value=2)
+                        op=ast.CompareOperationOp.Eq,
+                        left=ast.Constant(value=1),
+                        right=ast.Constant(value=2),
                     ),
                 ),
             )
@@ -575,10 +667,14 @@ def test_select_complex_wheres(self):
                 ast.SelectQuery(
                     select=[ast.Constant(value=1)],
                     where=ast.CompareOperation(
-                        op=ast.CompareOperationOp.Eq, left=ast.Constant(value=1), right=ast.Constant(value=2)
+                        op=ast.CompareOperationOp.Eq,
+                        left=ast.Constant(value=1),
+                        right=ast.Constant(value=2),
                     ),
                     prewhere=ast.CompareOperation(
-                        op=ast.CompareOperationOp.NotEq, left=ast.Constant(value=2), right=ast.Constant(value=3)
+                        op=ast.CompareOperationOp.NotEq,
+                        left=ast.Constant(value=2),
+                        right=ast.Constant(value=3),
                     ),
                     having=ast.CompareOperation(
                         op=ast.CompareOperationOp.Like,
@@ -592,7 +688,8 @@ def test_select_from(self):
             self.assertEqual(
                 self._select("select 1 from events"),
                 ast.SelectQuery(
-                    select=[ast.Constant(value=1)], select_from=ast.JoinExpr(table=ast.Field(chain=["events"]))
+                    select=[ast.Constant(value=1)],
+                    select_from=ast.JoinExpr(table=ast.Field(chain=["events"])),
                 ),
             )
             self.assertEqual(
@@ -636,7 +733,8 @@ def test_select_from(self):
                     select=[ast.Constant(value=1)],
                     select_from=ast.JoinExpr(
                         table=ast.SelectQuery(
-                            select=[ast.Constant(value=1)], select_from=ast.JoinExpr(table=ast.Field(chain=["events"]))
+                            select=[ast.Constant(value=1)],
+                            select_from=ast.JoinExpr(table=ast.Field(chain=["events"])),
                         )
                     ),
                 ),
@@ -647,7 +745,8 @@ def test_select_from(self):
                     select=[ast.Constant(value=1)],
                     select_from=ast.JoinExpr(
                         table=ast.SelectQuery(
-                            select=[ast.Constant(value=1)], select_from=ast.JoinExpr(table=ast.Field(chain=["events"]))
+                            select=[ast.Constant(value=1)],
+                            select_from=ast.JoinExpr(table=ast.Field(chain=["events"])),
                         ),
                         alias="sq",
                     ),
@@ -663,7 +762,10 @@ def test_select_from_placeholder(self):
                 ),
             )
             self.assertEqual(
-                self._select("select 1 from {placeholder}", {"placeholder": ast.Field(chain=["events"])}),
+                self._select(
+                    "select 1 from {placeholder}",
+                    {"placeholder": ast.Field(chain=["events"])},
+                ),
                 ast.SelectQuery(
                     select=[ast.Constant(value=1)],
                     select_from=ast.JoinExpr(table=ast.Field(chain=["events"])),
@@ -830,7 +932,13 @@ def test_select_array_join(self):
                     array_join_op="ARRAY JOIN",
                     array_join_list=[
                         ast.Alias(
-                            expr=ast.Array(exprs=[ast.Constant(value=1), ast.Constant(value=2), ast.Constant(value=3)]),
+                            expr=ast.Array(
+                                exprs=[
+                                    ast.Constant(value=1),
+                                    ast.Constant(value=2),
+                                    ast.Constant(value=3),
+                                ]
+                            ),
                             alias="a",
                         )
                     ],
@@ -844,7 +952,13 @@ def test_select_array_join(self):
                     array_join_op="INNER ARRAY JOIN",
                     array_join_list=[
                         ast.Alias(
-                            expr=ast.Array(exprs=[ast.Constant(value=1), ast.Constant(value=2), ast.Constant(value=3)]),
+                            expr=ast.Array(
+                                exprs=[
+                                    ast.Constant(value=1),
+                                    ast.Constant(value=2),
+                                    ast.Constant(value=3),
+                                ]
+                            ),
                             alias="a",
                         )
                     ],
@@ -858,11 +972,23 @@ def test_select_array_join(self):
                     array_join_op="LEFT ARRAY JOIN",
                     array_join_list=[
                         ast.Alias(
-                            expr=ast.Array(exprs=[ast.Constant(value=1), ast.Constant(value=2), ast.Constant(value=3)]),
+                            expr=ast.Array(
+                                exprs=[
+                                    ast.Constant(value=1),
+                                    ast.Constant(value=2),
+                                    ast.Constant(value=3),
+                                ]
+                            ),
                             alias="a",
                         ),
                         ast.Alias(
-                            expr=ast.Array(exprs=[ast.Constant(value=4), ast.Constant(value=5), ast.Constant(value=6)]),
+                            expr=ast.Array(
+                                exprs=[
+                                    ast.Constant(value=4),
+                                    ast.Constant(value=5),
+                                    ast.Constant(value=6),
+                                ]
+                            ),
                             alias="b",
                         ),
                     ],
@@ -878,7 +1004,10 @@ def test_select_array_join_errors(self):
 
             with self.assertRaises(HogQLException) as e:
                 self._select("select a ARRAY JOIN [1,2,3]")
-            self.assertEqual(str(e.exception), "Using ARRAY JOIN without a FROM clause is not permitted")
+            self.assertEqual(
+                str(e.exception),
+                "Using ARRAY JOIN without a FROM clause is not permitted",
+            )
             self.assertEqual(e.exception.start, 0)
             self.assertEqual(e.exception.end, 27)
 
@@ -895,15 +1024,30 @@ def test_select_group_by(self):
         def test_order_by(self):
             self.assertEqual(
                 parse_order_expr("1 ASC"),
-                ast.OrderExpr(expr=ast.Constant(value=1, start=0, end=1), order="ASC", start=0, end=5),
+                ast.OrderExpr(
+                    expr=ast.Constant(value=1, start=0, end=1),
+                    order="ASC",
+                    start=0,
+                    end=5,
+                ),
             )
             self.assertEqual(
                 parse_order_expr("event"),
-                ast.OrderExpr(expr=ast.Field(chain=["event"], start=0, end=5), order="ASC", start=0, end=5),
+                ast.OrderExpr(
+                    expr=ast.Field(chain=["event"], start=0, end=5),
+                    order="ASC",
+                    start=0,
+                    end=5,
+                ),
             )
             self.assertEqual(
                 parse_order_expr("timestamp DESC"),
-                ast.OrderExpr(expr=ast.Field(chain=["timestamp"], start=0, end=9), order="DESC", start=0, end=14),
+                ast.OrderExpr(
+                    expr=ast.Field(chain=["timestamp"], start=0, end=9),
+                    order="DESC",
+                    start=0,
+                    end=14,
+                ),
             )
 
         def test_select_order_by(self):
@@ -993,7 +1137,10 @@ def test_select_placeholders(self):
                 ),
             )
             self.assertEqual(
-                self._select("select 1 where 1 == {hogql_val_1}", {"hogql_val_1": ast.Constant(value="bar")}),
+                self._select(
+                    "select 1 where 1 == {hogql_val_1}",
+                    {"hogql_val_1": ast.Constant(value="bar")},
+                ),
                 ast.SelectQuery(
                     select=[ast.Constant(value=1)],
                     where=ast.CompareOperation(
@@ -1082,7 +1229,13 @@ def test_select_with_columns(self):
             self.assertEqual(
                 self._select("with event as boo select boo from events"),
                 ast.SelectQuery(
-                    ctes={"boo": ast.CTE(name="boo", expr=ast.Field(chain=["event"]), cte_type="column")},
+                    ctes={
+                        "boo": ast.CTE(
+                            name="boo",
+                            expr=ast.Field(chain=["event"]),
+                            cte_type="column",
+                        )
+                    },
                     select=[ast.Field(chain=["boo"])],
                     select_from=ast.JoinExpr(table=ast.Field(chain=["events"])),
                 ),
@@ -1090,7 +1243,13 @@ def test_select_with_columns(self):
             self.assertEqual(
                 self._select("with count() as kokku select kokku from events"),
                 ast.SelectQuery(
-                    ctes={"kokku": ast.CTE(name="kokku", expr=ast.Call(name="count", args=[]), cte_type="column")},
+                    ctes={
+                        "kokku": ast.CTE(
+                            name="kokku",
+                            expr=ast.Call(name="count", args=[]),
+                            cte_type="column",
+                        )
+                    },
                     select=[ast.Field(chain=["kokku"])],
                     select_from=ast.JoinExpr(table=ast.Field(chain=["events"])),
                 ),
@@ -1169,7 +1328,14 @@ def test_ctes_subquery_recursion(self):
         def test_case_when(self):
             self.assertEqual(
                 self._expr("case when 1 then 2 else 3 end"),
-                ast.Call(name="if", args=[ast.Constant(value=1), ast.Constant(value=2), ast.Constant(value=3)]),
+                ast.Call(
+                    name="if",
+                    args=[
+                        ast.Constant(value=1),
+                        ast.Constant(value=2),
+                        ast.Constant(value=3),
+                    ],
+                ),
             )
 
         def test_case_when_many(self):
@@ -1214,7 +1380,12 @@ def test_window_functions(self):
                             args=[ast.Field(chain=["timestamp"])],
                             over_expr=ast.WindowExpr(
                                 partition_by=[ast.Field(chain=["person", "id"])],
-                                order_by=[ast.OrderExpr(expr=ast.Field(chain=["timestamp"]), order="DESC")],
+                                order_by=[
+                                    ast.OrderExpr(
+                                        expr=ast.Field(chain=["timestamp"]),
+                                        order="DESC",
+                                    )
+                                ],
                                 frame_method="ROWS",
                                 frame_start=ast.WindowFrameExpr(frame_type="PRECEDING", frame_value=None),
                                 frame_end=ast.WindowFrameExpr(frame_type="PRECEDING", frame_value=1),
@@ -1257,7 +1428,8 @@ def test_window_functions_with_window(self):
         def test_property_access_with_arrays_zero_index_error(self):
             query = f"SELECT properties.something[0] FROM events"
             with self.assertRaisesMessage(
-                SyntaxException, "SQL indexes start from one, not from zero. E.g: array[1]"
+                SyntaxException,
+                "SQL indexes start from one, not from zero. E.g: array[1]",
             ) as e:
                 self._select(query)
             self.assertEqual(e.exception.start, 7)
@@ -1266,7 +1438,8 @@ def test_property_access_with_arrays_zero_index_error(self):
         def test_property_access_with_tuples_zero_index_error(self):
             query = f"SELECT properties.something.0 FROM events"
             with self.assertRaisesMessage(
-                SyntaxException, "SQL indexes start from one, not from zero. E.g: array[1]"
+                SyntaxException,
+                "SQL indexes start from one, not from zero. E.g: array[1]",
             ) as e:
                 self._select(query)
             self.assertEqual(e.exception.start, 7)
@@ -1275,7 +1448,8 @@ def test_property_access_with_tuples_zero_index_error(self):
         def test_reserved_keyword_alias_error(self):
             query = f"SELECT 0 AS trUE FROM events"
             with self.assertRaisesMessage(
-                SyntaxException, '"trUE" cannot be an alias or identifier, as it\'s a reserved keyword'
+                SyntaxException,
+                '"trUE" cannot be an alias or identifier, as it\'s a reserved keyword',
             ) as e:
                 self._select(query)
             self.assertEqual(e.exception.start, 7)
@@ -1284,7 +1458,8 @@ def test_reserved_keyword_alias_error(self):
         def test_malformed_sql(self):
             query = "SELEC 2"
             with self.assertRaisesMessage(
-                SyntaxException, "mismatched input 'SELEC' expecting {SELECT, WITH, '('}"
+                SyntaxException,
+                "mismatched input 'SELEC' expecting {SELECT, WITH, '('}",
             ) as e:
                 self._select(query)
             self.assertEqual(e.exception.start, 0)
diff --git a/posthog/hogql/test/test_bytecode.py b/posthog/hogql/test/test_bytecode.py
index bbd90608fe0c6..7fee12533d6da 100644
--- a/posthog/hogql/test/test_bytecode.py
+++ b/posthog/hogql/test/test_bytecode.py
@@ -11,20 +11,54 @@ def test_bytecode_create(self):
         self.assertEqual(to_bytecode("1 or 2"), [_H, op.INTEGER, 2, op.INTEGER, 1, op.OR, 2])
         self.assertEqual(
             to_bytecode("1 or (2 and 1) or 2"),
-            [_H, op.INTEGER, 2, op.INTEGER, 1, op.INTEGER, 2, op.AND, 2, op.INTEGER, 1, op.OR, 3],
+            [
+                _H,
+                op.INTEGER,
+                2,
+                op.INTEGER,
+                1,
+                op.INTEGER,
+                2,
+                op.AND,
+                2,
+                op.INTEGER,
+                1,
+                op.OR,
+                3,
+            ],
         )
         self.assertEqual(
             to_bytecode("(1 or 2) and (1 or 2)"),
-            [_H, op.INTEGER, 2, op.INTEGER, 1, op.OR, 2, op.INTEGER, 2, op.INTEGER, 1, op.OR, 2, op.AND, 2],
+            [
+                _H,
+                op.INTEGER,
+                2,
+                op.INTEGER,
+                1,
+                op.OR,
+                2,
+                op.INTEGER,
+                2,
+                op.INTEGER,
+                1,
+                op.OR,
+                2,
+                op.AND,
+                2,
+            ],
         )
         self.assertEqual(to_bytecode("not true"), [_H, op.TRUE, op.NOT])
         self.assertEqual(to_bytecode("true"), [_H, op.TRUE])
         self.assertEqual(to_bytecode("false"), [_H, op.FALSE])
         self.assertEqual(to_bytecode("null"), [_H, op.NULL])
         self.assertEqual(to_bytecode("3.14"), [_H, op.FLOAT, 3.14])
-        self.assertEqual(to_bytecode("properties.bla"), [_H, op.STRING, "bla", op.STRING, "properties", op.FIELD, 2])
         self.assertEqual(
-            to_bytecode("concat('arg', 'another')"), [_H, op.STRING, "another", op.STRING, "arg", op.CALL, "concat", 2]
+            to_bytecode("properties.bla"),
+            [_H, op.STRING, "bla", op.STRING, "properties", op.FIELD, 2],
+        )
+        self.assertEqual(
+            to_bytecode("concat('arg', 'another')"),
+            [_H, op.STRING, "another", op.STRING, "arg", op.CALL, "concat", 2],
         )
         self.assertEqual(to_bytecode("1 = 2"), [_H, op.INTEGER, 2, op.INTEGER, 1, op.EQ])
         self.assertEqual(to_bytecode("1 == 2"), [_H, op.INTEGER, 2, op.INTEGER, 1, op.EQ])
@@ -36,32 +70,58 @@ def test_bytecode_create(self):
         self.assertEqual(to_bytecode("1 like 2"), [_H, op.INTEGER, 2, op.INTEGER, 1, op.LIKE])
         self.assertEqual(to_bytecode("1 ilike 2"), [_H, op.INTEGER, 2, op.INTEGER, 1, op.ILIKE])
         self.assertEqual(to_bytecode("1 not like 2"), [_H, op.INTEGER, 2, op.INTEGER, 1, op.NOT_LIKE])
-        self.assertEqual(to_bytecode("1 not ilike 2"), [_H, op.INTEGER, 2, op.INTEGER, 1, op.NOT_ILIKE])
+        self.assertEqual(
+            to_bytecode("1 not ilike 2"),
+            [_H, op.INTEGER, 2, op.INTEGER, 1, op.NOT_ILIKE],
+        )
         self.assertEqual(to_bytecode("1 in 2"), [_H, op.INTEGER, 2, op.INTEGER, 1, op.IN])
         self.assertEqual(to_bytecode("1 not in 2"), [_H, op.INTEGER, 2, op.INTEGER, 1, op.NOT_IN])
-        self.assertEqual(to_bytecode("'string' ~ 'regex'"), [_H, op.STRING, "regex", op.STRING, "string", op.REGEX])
-        self.assertEqual(to_bytecode("'string' =~ 'regex'"), [_H, op.STRING, "regex", op.STRING, "string", op.REGEX])
         self.assertEqual(
-            to_bytecode("'string' !~ 'regex'"), [_H, op.STRING, "regex", op.STRING, "string", op.NOT_REGEX]
+            to_bytecode("'string' ~ 'regex'"),
+            [_H, op.STRING, "regex", op.STRING, "string", op.REGEX],
+        )
+        self.assertEqual(
+            to_bytecode("'string' =~ 'regex'"),
+            [_H, op.STRING, "regex", op.STRING, "string", op.REGEX],
+        )
+        self.assertEqual(
+            to_bytecode("'string' !~ 'regex'"),
+            [_H, op.STRING, "regex", op.STRING, "string", op.NOT_REGEX],
         )
-        self.assertEqual(to_bytecode("'string' ~* 'regex'"), [_H, op.STRING, "regex", op.STRING, "string", op.IREGEX])
-        self.assertEqual(to_bytecode("'string' =~* 'regex'"), [_H, op.STRING, "regex", op.STRING, "string", op.IREGEX])
         self.assertEqual(
-            to_bytecode("'string' !~* 'regex'"), [_H, op.STRING, "regex", op.STRING, "string", op.NOT_IREGEX]
+            to_bytecode("'string' ~* 'regex'"),
+            [_H, op.STRING, "regex", op.STRING, "string", op.IREGEX],
         )
         self.assertEqual(
-            to_bytecode("match('test', 'e.*')"), [_H, op.STRING, "e.*", op.STRING, "test", op.CALL, "match", 2]
+            to_bytecode("'string' =~* 'regex'"),
+            [_H, op.STRING, "regex", op.STRING, "string", op.IREGEX],
         )
         self.assertEqual(
-            to_bytecode("match('test', '^e.*')"), [_H, op.STRING, "^e.*", op.STRING, "test", op.CALL, "match", 2]
+            to_bytecode("'string' !~* 'regex'"),
+            [_H, op.STRING, "regex", op.STRING, "string", op.NOT_IREGEX],
         )
         self.assertEqual(
-            to_bytecode("match('test', 'x.*')"), [_H, op.STRING, "x.*", op.STRING, "test", op.CALL, "match", 2]
+            to_bytecode("match('test', 'e.*')"),
+            [_H, op.STRING, "e.*", op.STRING, "test", op.CALL, "match", 2],
+        )
+        self.assertEqual(
+            to_bytecode("match('test', '^e.*')"),
+            [_H, op.STRING, "^e.*", op.STRING, "test", op.CALL, "match", 2],
+        )
+        self.assertEqual(
+            to_bytecode("match('test', 'x.*')"),
+            [_H, op.STRING, "x.*", op.STRING, "test", op.CALL, "match", 2],
         )
         self.assertEqual(to_bytecode("not('test')"), [_H, op.STRING, "test", op.NOT])
         self.assertEqual(to_bytecode("not 'test'"), [_H, op.STRING, "test", op.NOT])
-        self.assertEqual(to_bytecode("or('test', 'test2')"), [_H, op.STRING, "test2", op.STRING, "test", op.OR, 2])
-        self.assertEqual(to_bytecode("and('test', 'test2')"), [_H, op.STRING, "test2", op.STRING, "test", op.AND, 2])
+        self.assertEqual(
+            to_bytecode("or('test', 'test2')"),
+            [_H, op.STRING, "test2", op.STRING, "test", op.OR, 2],
+        )
+        self.assertEqual(
+            to_bytecode("and('test', 'test2')"),
+            [_H, op.STRING, "test2", op.STRING, "test", op.AND, 2],
+        )
 
     def test_bytecode_create_error(self):
         with self.assertRaises(NotImplementedException) as e:
diff --git a/posthog/hogql/test/test_escape_sql.py b/posthog/hogql/test/test_escape_sql.py
index 8f541f05aab40..0e24d8d8116f5 100644
--- a/posthog/hogql/test/test_escape_sql.py
+++ b/posthog/hogql/test/test_escape_sql.py
@@ -65,7 +65,10 @@ def test_sanitize_clickhouse_string(self):
         uuid = UUIDT()
         self.assertEqual(escape_clickhouse_string(uuid), f"toUUIDOrNull('{str(uuid)}')")
         date = datetime.fromisoformat("2020-02-02 02:02:02")
-        self.assertEqual(escape_clickhouse_string(date), "toDateTime64('2020-02-02 02:02:02.000000', 6, 'UTC')")
+        self.assertEqual(
+            escape_clickhouse_string(date),
+            "toDateTime64('2020-02-02 02:02:02.000000', 6, 'UTC')",
+        )
         self.assertEqual(
             escape_clickhouse_string(date, timezone="Europe/Brussels"),
             "toDateTime64('2020-02-02 03:02:02.000000', 6, 'Europe/Brussels')",
@@ -80,7 +83,10 @@ def test_sanitize_clickhouse_string(self):
         self.assertEqual(escape_clickhouse_string(float("123.123")), "123.123")
         self.assertEqual(escape_clickhouse_string(float("-123.123")), "-123.123")
         self.assertEqual(escape_clickhouse_string(float("0.000000000000000001")), "1e-18")
-        self.assertEqual(escape_clickhouse_string(float("234732482374928374923")), "2.3473248237492837e+20")
+        self.assertEqual(
+            escape_clickhouse_string(float("234732482374928374923")),
+            "2.3473248237492837e+20",
+        )
 
     def test_sanitize_hogql_string(self):
         self.assertEqual(escape_hogql_string("a"), "'a'")
@@ -101,7 +107,8 @@ def test_sanitize_hogql_string(self):
         date = datetime.fromisoformat("2020-02-02 02:02:02")
         self.assertEqual(escape_hogql_string(date), "toDateTime('2020-02-02 02:02:02.000000')")
         self.assertEqual(
-            escape_hogql_string(date, timezone="Europe/Brussels"), "toDateTime('2020-02-02 03:02:02.000000')"
+            escape_hogql_string(date, timezone="Europe/Brussels"),
+            "toDateTime('2020-02-02 03:02:02.000000')",
         )
         self.assertEqual(escape_hogql_string(date.date()), "toDate('2020-02-02')")
         self.assertEqual(escape_hogql_string(1), "1")
@@ -113,7 +120,10 @@ def test_sanitize_hogql_string(self):
         self.assertEqual(escape_hogql_string(float("123.123")), "123.123")
         self.assertEqual(escape_hogql_string(float("-123.123")), "-123.123")
         self.assertEqual(escape_hogql_string(float("0.000000000000000001")), "1e-18")
-        self.assertEqual(escape_hogql_string(float("234732482374928374923")), "2.3473248237492837e+20")
+        self.assertEqual(
+            escape_hogql_string(float("234732482374928374923")),
+            "2.3473248237492837e+20",
+        )
 
     def test_escape_hogql_identifier_errors(self):
         with self.assertRaises(HogQLException) as context:
diff --git a/posthog/hogql/test/test_filters.py b/posthog/hogql/test/test_filters.py
index b7c20e67e4f7e..98b319bb31694 100644
--- a/posthog/hogql/test/test_filters.py
+++ b/posthog/hogql/test/test_filters.py
@@ -6,7 +6,12 @@
 from posthog.hogql.parser import parse_expr, parse_select
 from posthog.hogql.printer import print_ast
 from posthog.hogql.visitor import clear_locations
-from posthog.schema import HogQLFilters, EventPropertyFilter, PersonPropertyFilter, DateRange
+from posthog.schema import (
+    HogQLFilters,
+    EventPropertyFilter,
+    PersonPropertyFilter,
+    DateRange,
+)
 from posthog.test.base import BaseTest
 
 
@@ -20,14 +25,20 @@ def _parse_select(self, select: str, placeholders: Dict[str, Any] = None):
         return clear_locations(parse_select(select, placeholders=placeholders))
 
     def _print_ast(self, node: ast.Expr):
-        return print_ast(node, dialect="hogql", context=HogQLContext(team_id=self.team.pk, enable_select_queries=True))
+        return print_ast(
+            node,
+            dialect="hogql",
+            context=HogQLContext(team_id=self.team.pk, enable_select_queries=True),
+        )
 
     def test_replace_filters(self):
         select = replace_filters(self._parse_select("SELECT event FROM events"), HogQLFilters(), self.team)
         self.assertEqual(self._print_ast(select), "SELECT event FROM events LIMIT 10000")
 
         select = replace_filters(
-            self._parse_select("SELECT event FROM events where {filters}"), HogQLFilters(), self.team
+            self._parse_select("SELECT event FROM events where {filters}"),
+            HogQLFilters(),
+            self.team,
         )
         self.assertEqual(self._print_ast(select), "SELECT event FROM events WHERE true LIMIT 10000")
 
@@ -59,7 +70,8 @@ def test_replace_filters(self):
             self.team,
         )
         self.assertEqual(
-            self._print_ast(select), "SELECT event FROM events WHERE equals(properties.random_uuid, '123') LIMIT 10000"
+            self._print_ast(select),
+            "SELECT event FROM events WHERE equals(properties.random_uuid, '123') LIMIT 10000",
         )
 
         select = replace_filters(
diff --git a/posthog/hogql/test/test_metadata.py b/posthog/hogql/test/test_metadata.py
index 46f9e13cc04f3..fe440243e909d 100644
--- a/posthog/hogql/test/test_metadata.py
+++ b/posthog/hogql/test/test_metadata.py
@@ -9,12 +9,14 @@ class TestMetadata(ClickhouseTestMixin, APIBaseTest):
 
     def _expr(self, query: str, table: str = "events") -> HogQLMetadataResponse:
         return get_hogql_metadata(
-            query=HogQLMetadata(kind="HogQLMetadata", expr=query, table=table, response=None), team=self.team
+            query=HogQLMetadata(kind="HogQLMetadata", expr=query, table=table, response=None),
+            team=self.team,
         )
 
     def _select(self, query: str) -> HogQLMetadataResponse:
         return get_hogql_metadata(
-            query=HogQLMetadata(kind="HogQLMetadata", select=query, response=None), team=self.team
+            query=HogQLMetadata(kind="HogQLMetadata", select=query, response=None),
+            team=self.team,
         )
 
     def test_metadata_valid_expr_select(self):
@@ -26,7 +28,14 @@ def test_metadata_valid_expr_select(self):
                 "isValid": False,
                 "inputExpr": "select 1",
                 "inputSelect": None,
-                "errors": [{"message": "extraneous input '1' expecting <EOF>", "start": 7, "end": 8, "fix": None}],
+                "errors": [
+                    {
+                        "message": "extraneous input '1' expecting <EOF>",
+                        "start": 7,
+                        "end": 8,
+                        "fix": None,
+                    }
+                ],
             },
         )
 
diff --git a/posthog/hogql/test/test_modifiers.py b/posthog/hogql/test/test_modifiers.py
index b876d7ada529d..ba5ed58e84882 100644
--- a/posthog/hogql/test/test_modifiers.py
+++ b/posthog/hogql/test/test_modifiers.py
@@ -13,11 +13,13 @@ def test_create_default_modifiers_for_team_init(self):
         modifiers = create_default_modifiers_for_team(self.team)
         assert modifiers.personsOnEventsMode == PersonsOnEventsMode.disabled  # NB! not a None
         modifiers = create_default_modifiers_for_team(
-            self.team, HogQLQueryModifiers(personsOnEventsMode=PersonsOnEventsMode.v1_enabled)
+            self.team,
+            HogQLQueryModifiers(personsOnEventsMode=PersonsOnEventsMode.v1_enabled),
         )
         assert modifiers.personsOnEventsMode == PersonsOnEventsMode.v1_enabled
         modifiers = create_default_modifiers_for_team(
-            self.team, HogQLQueryModifiers(personsOnEventsMode=PersonsOnEventsMode.v2_enabled)
+            self.team,
+            HogQLQueryModifiers(personsOnEventsMode=PersonsOnEventsMode.v2_enabled),
         )
         assert modifiers.personsOnEventsMode == PersonsOnEventsMode.v2_enabled
 
@@ -26,13 +28,17 @@ def test_modifiers_persons_on_events_mode_v1_enabled(self):
 
         # Control
         response = execute_hogql_query(
-            query, team=self.team, modifiers=HogQLQueryModifiers(personsOnEventsMode=PersonsOnEventsMode.disabled)
+            query,
+            team=self.team,
+            modifiers=HogQLQueryModifiers(personsOnEventsMode=PersonsOnEventsMode.disabled),
         )
         assert " JOIN " in response.clickhouse
 
         # Test
         response = execute_hogql_query(
-            query, team=self.team, modifiers=HogQLQueryModifiers(personsOnEventsMode=PersonsOnEventsMode.v1_enabled)
+            query,
+            team=self.team,
+            modifiers=HogQLQueryModifiers(personsOnEventsMode=PersonsOnEventsMode.v1_enabled),
         )
         assert " JOIN " not in response.clickhouse
 
@@ -70,9 +76,11 @@ def test_modifiers_persons_on_events_mode_mapping(self):
             ),
         ]
 
-        for (mode, *expected) in test_cases:
+        for mode, *expected in test_cases:
             response = execute_hogql_query(
-                query, team=self.team, modifiers=HogQLQueryModifiers(personsOnEventsMode=mode)
+                query,
+                team=self.team,
+                modifiers=HogQLQueryModifiers(personsOnEventsMode=mode),
             )
             assert f"SELECT {', '.join(expected)} FROM" in response.clickhouse, f"PoE mode: {mode}"
 
@@ -80,11 +88,19 @@ def test_modifiers_persons_argmax_version_v2(self):
         query = "SELECT * FROM persons"
 
         # Control (v1)
-        response = execute_hogql_query(query, team=self.team, modifiers=HogQLQueryModifiers(personsArgMaxVersion="v1"))
+        response = execute_hogql_query(
+            query,
+            team=self.team,
+            modifiers=HogQLQueryModifiers(personsArgMaxVersion="v1"),
+        )
         assert "in(tuple(person.id, person.version)" not in response.clickhouse
 
         # Test (v2)
-        response = execute_hogql_query(query, team=self.team, modifiers=HogQLQueryModifiers(personsArgMaxVersion="v2"))
+        response = execute_hogql_query(
+            query,
+            team=self.team,
+            modifiers=HogQLQueryModifiers(personsArgMaxVersion="v2"),
+        )
         assert "in(tuple(person.id, person.version)" in response.clickhouse
 
     def test_modifiers_persons_argmax_version_auto(self):
diff --git a/posthog/hogql/test/test_placeholders.py b/posthog/hogql/test/test_placeholders.py
index 6906104795775..88c92ebfc8fe8 100644
--- a/posthog/hogql/test/test_placeholders.py
+++ b/posthog/hogql/test/test_placeholders.py
@@ -26,11 +26,15 @@ def test_replace_placeholders_error(self):
         expr = ast.Placeholder(field="foo")
         with self.assertRaises(HogQLException) as context:
             replace_placeholders(expr, {})
-        self.assertEqual("Placeholders, such as {foo}, are not supported in this context", str(context.exception))
+        self.assertEqual(
+            "Placeholders, such as {foo}, are not supported in this context",
+            str(context.exception),
+        )
         with self.assertRaises(HogQLException) as context:
             replace_placeholders(expr, {"bar": ast.Constant(value=123)})
         self.assertEqual(
-            "Placeholder {foo} is not available in this context. You can use the following: bar", str(context.exception)
+            "Placeholder {foo} is not available in this context. You can use the following: bar",
+            str(context.exception),
         )
 
     def test_replace_placeholders_comparison(self):
@@ -61,4 +65,7 @@ def test_assert_no_placeholders(self):
         expr = ast.Placeholder(field="foo")
         with self.assertRaises(HogQLException) as context:
             replace_placeholders(expr, None)
-        self.assertEqual("Placeholders, such as {foo}, are not supported in this context", str(context.exception))
+        self.assertEqual(
+            "Placeholders, such as {foo}, are not supported in this context",
+            str(context.exception),
+        )
diff --git a/posthog/hogql/test/test_printer.py b/posthog/hogql/test/test_printer.py
index 3861bd77fce42..75f182a618f54 100644
--- a/posthog/hogql/test/test_printer.py
+++ b/posthog/hogql/test/test_printer.py
@@ -23,13 +23,19 @@ class TestPrinter(BaseTest):
 
     # Helper to always translate HogQL with a blank context
     def _expr(
-        self, query: str, context: Optional[HogQLContext] = None, dialect: Literal["hogql", "clickhouse"] = "clickhouse"
+        self,
+        query: str,
+        context: Optional[HogQLContext] = None,
+        dialect: Literal["hogql", "clickhouse"] = "clickhouse",
     ) -> str:
         return translate_hogql(query, context or HogQLContext(team_id=self.team.pk), dialect)
 
     # Helper to always translate HogQL with a blank context,
     def _select(
-        self, query: str, context: Optional[HogQLContext] = None, placeholders: Optional[Dict[str, ast.Expr]] = None
+        self,
+        query: str,
+        context: Optional[HogQLContext] = None,
+        placeholders: Optional[Dict[str, ast.Expr]] = None,
     ) -> str:
         return print_ast(
             parse_select(query, placeholders=placeholders),
@@ -37,7 +43,12 @@ def _select(
             "clickhouse",
         )
 
-    def _assert_expr_error(self, expr, expected_error, dialect: Literal["hogql", "clickhouse"] = "clickhouse"):
+    def _assert_expr_error(
+        self,
+        expr,
+        expected_error,
+        dialect: Literal["hogql", "clickhouse"] = "clickhouse",
+    ):
         with self.assertRaises(HogQLException) as context:
             self._expr(expr, None, dialect)
         if expected_error not in str(context.exception):
@@ -90,9 +101,13 @@ def test_tuples(self):
         self.assertEqual(self._expr("(1,2,[])"), "tuple(1, 2, [])")
 
     def test_lambdas(self):
-        self.assertEqual(self._expr("arrayMap(x -> x*2, [1,2,3])"), "arrayMap(x -> multiply(x, 2), [1, 2, 3])")
         self.assertEqual(
-            self._expr("arrayMap((x, y) -> x*y, [1,2,3])"), "arrayMap((x, y) -> multiply(x, y), [1, 2, 3])"
+            self._expr("arrayMap(x -> x*2, [1,2,3])"),
+            "arrayMap(x -> multiply(x, 2), [1, 2, 3])",
+        )
+        self.assertEqual(
+            self._expr("arrayMap((x, y) -> x*y, [1,2,3])"),
+            "arrayMap((x, y) -> multiply(x, y), [1, 2, 3])",
         )
 
     def test_equals_null(self):
@@ -162,7 +177,11 @@ def test_hogql_properties(self):
             "person",
         )
         self.assertEqual(
-            self._expr("person.properties.$browser", HogQLContext(team_id=self.team.pk), "hogql"),
+            self._expr(
+                "person.properties.$browser",
+                HogQLContext(team_id=self.team.pk),
+                "hogql",
+            ),
             "person.properties.$browser",
         )
         self.assertEqual(
@@ -170,23 +189,43 @@ def test_hogql_properties(self):
             "properties.$browser",
         )
         self.assertEqual(
-            self._expr("properties.`$browser with a space`", HogQLContext(team_id=self.team.pk), "hogql"),
+            self._expr(
+                "properties.`$browser with a space`",
+                HogQLContext(team_id=self.team.pk),
+                "hogql",
+            ),
             "properties.`$browser with a space`",
         )
         self.assertEqual(
-            self._expr('properties."$browser with a space"', HogQLContext(team_id=self.team.pk), "hogql"),
+            self._expr(
+                'properties."$browser with a space"',
+                HogQLContext(team_id=self.team.pk),
+                "hogql",
+            ),
             "properties.`$browser with a space`",
         )
         self.assertEqual(
-            self._expr("properties['$browser with a space']", HogQLContext(team_id=self.team.pk), "hogql"),
+            self._expr(
+                "properties['$browser with a space']",
+                HogQLContext(team_id=self.team.pk),
+                "hogql",
+            ),
             "properties.`$browser with a space`",
         )
         self.assertEqual(
-            self._expr("properties['$browser with a ` tick']", HogQLContext(team_id=self.team.pk), "hogql"),
+            self._expr(
+                "properties['$browser with a ` tick']",
+                HogQLContext(team_id=self.team.pk),
+                "hogql",
+            ),
             "properties.`$browser with a \\` tick`",
         )
         self.assertEqual(
-            self._expr("properties['$browser \\\\with a \\n` tick']", HogQLContext(team_id=self.team.pk), "hogql"),
+            self._expr(
+                "properties['$browser \\\\with a \\n` tick']",
+                HogQLContext(team_id=self.team.pk),
+                "hogql",
+            ),
             "properties.`$browser \\\\with a \\n\\` tick`",
         )
         # "dot NUMBER" means "tuple access" in clickhouse. To access strings properties, wrap them in `backquotes`
@@ -198,7 +237,11 @@ def test_hogql_properties(self):
             self._expr("properties.`1`", HogQLContext(team_id=self.team.pk), "hogql"),
             "properties.`1`",
         )
-        self._assert_expr_error("properties.'no strings'", "no viable alternative at input '.'no strings'", "hogql")
+        self._assert_expr_error(
+            "properties.'no strings'",
+            "no viable alternative at input '.'no strings'",
+            "hogql",
+        )
 
     def test_hogql_properties_json(self):
         context = HogQLContext(team_id=self.team.pk)
@@ -206,7 +249,10 @@ def test_hogql_properties_json(self):
             self._expr("properties.nomat.json.yet", context),
             "replaceRegexpAll(nullIf(nullIf(JSONExtractRaw(events.properties, %(hogql_val_0)s, %(hogql_val_1)s, %(hogql_val_2)s), ''), 'null'), '^\"|\"$', '')",
         )
-        self.assertEqual(context.values, {"hogql_val_0": "nomat", "hogql_val_1": "json", "hogql_val_2": "yet"})
+        self.assertEqual(
+            context.values,
+            {"hogql_val_0": "nomat", "hogql_val_1": "json", "hogql_val_2": "yet"},
+        )
 
     def test_hogql_properties_materialized_json_access(self):
         try:
@@ -232,11 +278,15 @@ def test_materialized_fields_and_properties(self):
             self.assertEqual(1 + 2, 3)
             return
         materialize("events", "$browser")
-        self.assertEqual(self._expr("properties['$browser']"), "nullIf(nullIf(events.`mat_$browser`, ''), 'null')")
+        self.assertEqual(
+            self._expr("properties['$browser']"),
+            "nullIf(nullIf(events.`mat_$browser`, ''), 'null')",
+        )
 
         materialize("events", "withoutdollar")
         self.assertEqual(
-            self._expr("properties['withoutdollar']"), "nullIf(nullIf(events.mat_withoutdollar, ''), 'null')"
+            self._expr("properties['withoutdollar']"),
+            "nullIf(nullIf(events.mat_withoutdollar, ''), 'null')",
         )
 
         materialize("events", "$browser and string")
@@ -247,13 +297,17 @@ def test_materialized_fields_and_properties(self):
 
         materialize("events", "$browser%%%#@!@")
         self.assertEqual(
-            self._expr("properties['$browser%%%#@!@']"), "nullIf(nullIf(events.`mat_$browser_______`, ''), 'null')"
+            self._expr("properties['$browser%%%#@!@']"),
+            "nullIf(nullIf(events.`mat_$browser_______`, ''), 'null')",
         )
 
     def test_methods(self):
         self.assertEqual(self._expr("count()"), "count()")
         self.assertEqual(self._expr("count(distinct event)"), "count(DISTINCT events.event)")
-        self.assertEqual(self._expr("countIf(distinct event, 1 == 2)"), "countIf(DISTINCT events.event, 0)")
+        self.assertEqual(
+            self._expr("countIf(distinct event, 1 == 2)"),
+            "countIf(DISTINCT events.event, 0)",
+        )
         self.assertEqual(self._expr("sumIf(1, 1 == 2)"), "sumIf(1, 0)")
 
     def test_functions(self):
@@ -269,32 +323,49 @@ def test_expr_parse_errors(self):
         self._assert_expr_error("avg(bla)", "Unable to resolve field: bla")
         self._assert_expr_error("count(1,2,3,4)", "Aggregation 'count' expects at most 1 argument, found 4")
         self._assert_expr_error("countIf()", "Aggregation 'countIf' expects at least 1 argument, found 0")
-        self._assert_expr_error("countIf(2,3,4)", "Aggregation 'countIf' expects at most 2 arguments, found 3")
+        self._assert_expr_error(
+            "countIf(2,3,4)",
+            "Aggregation 'countIf' expects at most 2 arguments, found 3",
+        )
         self._assert_expr_error("uniq()", "Aggregation 'uniq' expects at least 1 argument, found 0")
         self._assert_expr_error(
-            "quantile(event)", "Aggregation 'quantile' requires parameters in addition to arguments"
+            "quantile(event)",
+            "Aggregation 'quantile' requires parameters in addition to arguments",
         )
         self._assert_expr_error(
-            "quantile()(event)", "Aggregation 'quantile' requires parameters in addition to arguments"
+            "quantile()(event)",
+            "Aggregation 'quantile' requires parameters in addition to arguments",
+        )
+        self._assert_expr_error(
+            "quantile(0.5, 2)(event)",
+            "Aggregation 'quantile' expects 1 parameter, found 2",
         )
-        self._assert_expr_error("quantile(0.5, 2)(event)", "Aggregation 'quantile' expects 1 parameter, found 2")
         self._assert_expr_error("sparkline()", "Function 'sparkline' expects 1 argument, found 0")
         self._assert_expr_error("hamburger(event)", "Unsupported function call 'hamburger(...)'")
         self._assert_expr_error("mad(event)", "Unsupported function call 'mad(...)'")
-        self._assert_expr_error("noway(event)", "Unsupported function call 'noway(...)'. Perhaps you meant 'now(...)'?")
         self._assert_expr_error(
-            "tostring(event)", "Unsupported function call 'tostring(...)'. Perhaps you meant 'toString(...)'?"
+            "noway(event)",
+            "Unsupported function call 'noway(...)'. Perhaps you meant 'now(...)'?",
+        )
+        self._assert_expr_error(
+            "tostring(event)",
+            "Unsupported function call 'tostring(...)'. Perhaps you meant 'toString(...)'?",
         )
         self._assert_expr_error("yeet.the.cloud", "Unable to resolve field: yeet")
         self._assert_expr_error("chipotle", "Unable to resolve field: chipotle")
         self._assert_expr_error(
-            "avg(avg(properties.bla))", "Aggregation 'avg' cannot be nested inside another aggregation 'avg'."
+            "avg(avg(properties.bla))",
+            "Aggregation 'avg' cannot be nested inside another aggregation 'avg'.",
         )
         self._assert_expr_error("person.chipotle", "Field not found: chipotle")
         self._assert_expr_error("properties.0", "SQL indexes start from one, not from zero. E.g: array[1]")
-        self._assert_expr_error("properties.id.0", "SQL indexes start from one, not from zero. E.g: array[1]")
         self._assert_expr_error(
-            "event as `as%d`", 'The HogQL identifier "as%d" is not permitted as it contains the "%" character'
+            "properties.id.0",
+            "SQL indexes start from one, not from zero. E.g: array[1]",
+        )
+        self._assert_expr_error(
+            "event as `as%d`",
+            'The HogQL identifier "as%d" is not permitted as it contains the "%" character',
         )
 
     @override_settings(PERSON_ON_EVENTS_OVERRIDE=True, PERSON_ON_EVENTS_V2_OVERRIDE=True)
@@ -337,24 +408,55 @@ def test_logic(self):
     def test_comparisons(self):
         context = HogQLContext(team_id=self.team.pk)
         self.assertEqual(self._expr("event == 'E'", context), "equals(events.event, %(hogql_val_0)s)")
-        self.assertEqual(self._expr("event != 'E'", context), "notEquals(events.event, %(hogql_val_1)s)")
+        self.assertEqual(
+            self._expr("event != 'E'", context),
+            "notEquals(events.event, %(hogql_val_1)s)",
+        )
         self.assertEqual(self._expr("event > 'E'", context), "greater(events.event, %(hogql_val_2)s)")
-        self.assertEqual(self._expr("event >= 'E'", context), "greaterOrEquals(events.event, %(hogql_val_3)s)")
+        self.assertEqual(
+            self._expr("event >= 'E'", context),
+            "greaterOrEquals(events.event, %(hogql_val_3)s)",
+        )
         self.assertEqual(self._expr("event < 'E'", context), "less(events.event, %(hogql_val_4)s)")
-        self.assertEqual(self._expr("event <= 'E'", context), "lessOrEquals(events.event, %(hogql_val_5)s)")
+        self.assertEqual(
+            self._expr("event <= 'E'", context),
+            "lessOrEquals(events.event, %(hogql_val_5)s)",
+        )
         self.assertEqual(self._expr("event like 'E'", context), "like(events.event, %(hogql_val_6)s)")
-        self.assertEqual(self._expr("event not like 'E'", context), "notLike(events.event, %(hogql_val_7)s)")
-        self.assertEqual(self._expr("event ilike 'E'", context), "ilike(events.event, %(hogql_val_8)s)")
-        self.assertEqual(self._expr("event not ilike 'E'", context), "notILike(events.event, %(hogql_val_9)s)")
+        self.assertEqual(
+            self._expr("event not like 'E'", context),
+            "notLike(events.event, %(hogql_val_7)s)",
+        )
+        self.assertEqual(
+            self._expr("event ilike 'E'", context),
+            "ilike(events.event, %(hogql_val_8)s)",
+        )
+        self.assertEqual(
+            self._expr("event not ilike 'E'", context),
+            "notILike(events.event, %(hogql_val_9)s)",
+        )
         self.assertEqual(self._expr("event in 'E'", context), "in(events.event, %(hogql_val_10)s)")
-        self.assertEqual(self._expr("event not in 'E'", context), "notIn(events.event, %(hogql_val_11)s)")
+        self.assertEqual(
+            self._expr("event not in 'E'", context),
+            "notIn(events.event, %(hogql_val_11)s)",
+        )
         self.assertEqual(self._expr("event ~ 'E'", context), "match(events.event, %(hogql_val_12)s)")
         self.assertEqual(self._expr("event =~ 'E'", context), "match(events.event, %(hogql_val_13)s)")
-        self.assertEqual(self._expr("event !~ 'E'", context), "not(match(events.event, %(hogql_val_14)s))")
-        self.assertEqual(self._expr("event ~* 'E'", context), "match(events.event, concat('(?i)', %(hogql_val_15)s))")
-        self.assertEqual(self._expr("event =~* 'E'", context), "match(events.event, concat('(?i)', %(hogql_val_16)s))")
         self.assertEqual(
-            self._expr("event !~* 'E'", context), "not(match(events.event, concat('(?i)', %(hogql_val_17)s)))"
+            self._expr("event !~ 'E'", context),
+            "not(match(events.event, %(hogql_val_14)s))",
+        )
+        self.assertEqual(
+            self._expr("event ~* 'E'", context),
+            "match(events.event, concat('(?i)', %(hogql_val_15)s))",
+        )
+        self.assertEqual(
+            self._expr("event =~* 'E'", context),
+            "match(events.event, concat('(?i)', %(hogql_val_16)s))",
+        )
+        self.assertEqual(
+            self._expr("event !~* 'E'", context),
+            "not(match(events.event, concat('(?i)', %(hogql_val_17)s)))",
         )
 
     def test_comments(self):
@@ -369,31 +471,48 @@ def test_values(self):
             self._expr("coalesce(4.2, 5, 'lol', 'hoo')", context),
             "coalesce(4.2, 5, %(hogql_val_1)s, %(hogql_val_2)s)",
         )
-        self.assertEqual(context.values, {"hogql_val_0": "E", "hogql_val_1": "lol", "hogql_val_2": "hoo"})
+        self.assertEqual(
+            context.values,
+            {"hogql_val_0": "E", "hogql_val_1": "lol", "hogql_val_2": "hoo"},
+        )
 
     def test_alias_keywords(self):
         self._assert_expr_error(
-            "1 as team_id", '"team_id" cannot be an alias or identifier, as it\'s a reserved keyword'
+            "1 as team_id",
+            '"team_id" cannot be an alias or identifier, as it\'s a reserved keyword',
+        )
+        self._assert_expr_error(
+            "1 as true",
+            '"true" cannot be an alias or identifier, as it\'s a reserved keyword',
         )
-        self._assert_expr_error("1 as true", '"true" cannot be an alias or identifier, as it\'s a reserved keyword')
         self._assert_select_error(
-            "select 1 as team_id from events", '"team_id" cannot be an alias or identifier, as it\'s a reserved keyword'
+            "select 1 as team_id from events",
+            '"team_id" cannot be an alias or identifier, as it\'s a reserved keyword',
         )
         self.assertEqual(
             self._select("select 1 as `-- select team_id` from events"),
             f"SELECT 1 AS `-- select team_id` FROM events WHERE equals(events.team_id, {self.team.pk}) LIMIT 10000",
         )
         # Some aliases are funny, but that's what the antlr syntax permits, and ClickHouse doesn't complain either
-        self.assertEqual(self._expr("event makes little sense"), "((events.event AS makes) AS little) AS sense")
+        self.assertEqual(
+            self._expr("event makes little sense"),
+            "((events.event AS makes) AS little) AS sense",
+        )
 
     def test_case_when(self):
         self.assertEqual(self._expr("case when 1 then 2 else 3 end"), "if(1, 2, 3)")
 
     def test_case_when_many(self):
-        self.assertEqual(self._expr("case when 1 then 2 when 3 then 4 else 5 end"), "multiIf(1, 2, 3, 4, 5)")
+        self.assertEqual(
+            self._expr("case when 1 then 2 when 3 then 4 else 5 end"),
+            "multiIf(1, 2, 3, 4, 5)",
+        )
 
     def test_case_when_case(self):
-        self.assertEqual(self._expr("case 0 when 1 then 2 when 3 then 4 else 5 end"), "transform(0, [1, 3], [2, 4], 5)")
+        self.assertEqual(
+            self._expr("case 0 when 1 then 2 when 3 then 4 else 5 end"),
+            "transform(0, [1, 3], [2, 4], 5)",
+        )
 
     def test_select(self):
         self.assertEqual(self._select("select 1"), "SELECT 1 LIMIT 10000")
@@ -421,19 +540,29 @@ def test_select_from(self):
 
     def test_select_from_placeholder(self):
         self.assertEqual(
-            self._select("select 1 from {placeholder}", placeholders={"placeholder": ast.Field(chain=["events"])}),
-            f"SELECT 1 FROM events WHERE equals(events.team_id, {self.team.pk}) LIMIT 10000",
-        )
-        with self.assertRaises(HogQLException) as error_context:
             self._select(
                 "select 1 from {placeholder}",
-                placeholders={
-                    "placeholder": ast.CompareOperation(
-                        left=ast.Constant(value=1), right=ast.Constant(value=1), op=ast.CompareOperationOp.Eq
-                    )
-                },
+                placeholders={"placeholder": ast.Field(chain=["events"])},
             ),
-        self.assertEqual(str(error_context.exception), "JoinExpr with table of type CompareOperation not supported")
+            f"SELECT 1 FROM events WHERE equals(events.team_id, {self.team.pk}) LIMIT 10000",
+        )
+        with self.assertRaises(HogQLException) as error_context:
+            (
+                self._select(
+                    "select 1 from {placeholder}",
+                    placeholders={
+                        "placeholder": ast.CompareOperation(
+                            left=ast.Constant(value=1),
+                            right=ast.Constant(value=1),
+                            op=ast.CompareOperationOp.Eq,
+                        )
+                    },
+                ),
+            )
+        self.assertEqual(
+            str(error_context.exception),
+            "JoinExpr with table of type CompareOperation not supported",
+        )
 
     def test_select_cross_join(self):
         self.assertEqual(
@@ -702,13 +831,16 @@ def test_count_if_distinct(self):
 
     def test_print_timezone(self):
         context = HogQLContext(
-            team_id=self.team.pk, enable_select_queries=True, database=Database(None, WeekStartDay.SUNDAY)
+            team_id=self.team.pk,
+            enable_select_queries=True,
+            database=Database(None, WeekStartDay.SUNDAY),
         )
         context.database.events.fields["test_date"] = DateDatabaseField(name="test_date")  # type: ignore
 
         self.assertEqual(
             self._select(
-                "SELECT now(), toDateTime(timestamp), toDate(test_date), toDateTime('2020-02-02') FROM events", context
+                "SELECT now(), toDateTime(timestamp), toDate(test_date), toDateTime('2020-02-02') FROM events",
+                context,
             ),
             f"SELECT now64(6, %(hogql_val_0)s), toDateTime(toTimeZone(events.timestamp, %(hogql_val_1)s), %(hogql_val_2)s), toDate(events.test_date, %(hogql_val_3)s), parseDateTime64BestEffortOrNull(%(hogql_val_4)s, 6, %(hogql_val_5)s) FROM events WHERE equals(events.team_id, {self.team.pk}) LIMIT 10000",
         )
@@ -729,7 +861,10 @@ def test_print_timezone_custom(self):
         self.team.save()
         context = HogQLContext(team_id=self.team.pk, enable_select_queries=True)
         self.assertEqual(
-            self._select("SELECT now(), toDateTime(timestamp), toDateTime('2020-02-02') FROM events", context),
+            self._select(
+                "SELECT now(), toDateTime(timestamp), toDateTime('2020-02-02') FROM events",
+                context,
+            ),
             f"SELECT now64(6, %(hogql_val_0)s), toDateTime(toTimeZone(events.timestamp, %(hogql_val_1)s), %(hogql_val_2)s), parseDateTime64BestEffortOrNull(%(hogql_val_3)s, 6, %(hogql_val_4)s) FROM events WHERE equals(events.team_id, {self.team.pk}) LIMIT 10000",
         )
         self.assertEqual(
@@ -749,7 +884,10 @@ def test_print_timezone_gibberish(self):
 
         context = HogQLContext(team_id=self.team.pk, enable_select_queries=True)
         with self.assertRaises(HogQLException) as error_context:
-            self._select("SELECT now(), toDateTime(timestamp), toDateTime('2020-02-02') FROM events", context)
+            self._select(
+                "SELECT now(), toDateTime(timestamp), toDateTime('2020-02-02') FROM events",
+                context,
+            )
         self.assertEqual(str(error_context.exception), "Unknown timezone: 'Europe/PostHogLandia'")
 
     def test_window_functions(self):
@@ -907,7 +1045,11 @@ def test_print_global_settings(self):
     def test_print_query_level_settings(self):
         query = parse_select("SELECT 1 FROM events")
         query.settings = HogQLQuerySettings(optimize_aggregation_in_order=True)
-        printed = print_ast(query, HogQLContext(team_id=self.team.pk, enable_select_queries=True), "clickhouse")
+        printed = print_ast(
+            query,
+            HogQLContext(team_id=self.team.pk, enable_select_queries=True),
+            "clickhouse",
+        )
         self.assertEqual(
             printed,
             f"SELECT 1 FROM events WHERE equals(events.team_id, {self.team.pk}) LIMIT 10000 SETTINGS optimize_aggregation_in_order=1",
diff --git a/posthog/hogql/test/test_property.py b/posthog/hogql/test/test_property.py
index 1e57589805645..c0ed528ea4da9 100644
--- a/posthog/hogql/test/test_property.py
+++ b/posthog/hogql/test/test_property.py
@@ -12,7 +12,14 @@
     tag_name_to_expr,
 )
 from posthog.hogql.visitor import clear_locations
-from posthog.models import Action, ActionStep, Cohort, Property, PropertyDefinition, Team
+from posthog.models import (
+    Action,
+    ActionStep,
+    Cohort,
+    Property,
+    PropertyDefinition,
+    Team,
+)
 from posthog.models.property import PropertyGroup
 from posthog.models.property_definition import PropertyType
 from posthog.schema import HogQLPropertyFilter, PropertyOperator
@@ -49,8 +56,14 @@ def test_has_aggregation(self):
 
     def test_property_to_expr_hogql(self):
         self.assertEqual(self._property_to_expr({"type": "hogql", "key": "1"}), ast.Constant(value=1))
-        self.assertEqual(self._property_to_expr(Property(type="hogql", key="1")), ast.Constant(value=1))
-        self.assertEqual(self._property_to_expr(HogQLPropertyFilter(type="hogql", key="1")), ast.Constant(value=1))
+        self.assertEqual(
+            self._property_to_expr(Property(type="hogql", key="1")),
+            ast.Constant(value=1),
+        )
+        self.assertEqual(
+            self._property_to_expr(HogQLPropertyFilter(type="hogql", key="1")),
+            ast.Constant(value=1),
+        )
 
     def test_property_to_expr_event(self):
         self.assertEqual(
@@ -128,7 +141,10 @@ def test_property_to_expr_boolean(self):
             property_type=PropertyType.String,
         )
         self.assertEqual(
-            self._property_to_expr({"type": "event", "key": "boolean_prop", "value": "true"}, team=self.team),
+            self._property_to_expr(
+                {"type": "event", "key": "boolean_prop", "value": "true"},
+                team=self.team,
+            ),
             self._parse_expr("properties.boolean_prop = true"),
         )
         self.assertEqual(
@@ -136,7 +152,10 @@ def test_property_to_expr_boolean(self):
             self._parse_expr("properties.string_prop = 'true'"),
         )
         self.assertEqual(
-            self._property_to_expr({"type": "event", "key": "unknown_prop", "value": "true"}, team=self.team),
+            self._property_to_expr(
+                {"type": "event", "key": "unknown_prop", "value": "true"},
+                team=self.team,
+            ),
             self._parse_expr("properties.unknown_prop = true"),
         )
 
@@ -147,7 +166,14 @@ def test_property_to_expr_event_list(self):
             self._parse_expr("properties.a = 'b' or properties.a = 'c'"),
         )
         self.assertEqual(
-            self._property_to_expr({"type": "event", "key": "a", "value": ["b", "c"], "operator": "icontains"}),
+            self._property_to_expr(
+                {
+                    "type": "event",
+                    "key": "a",
+                    "value": ["b", "c"],
+                    "operator": "icontains",
+                }
+            ),
             self._parse_expr("properties.a ilike '%b%' or properties.a ilike '%c%'"),
         )
         self.assertEqual(
@@ -160,11 +186,25 @@ def test_property_to_expr_event_list(self):
             self._parse_expr("properties.a != 'b' and properties.a != 'c'"),
         )
         self.assertEqual(
-            self._property_to_expr({"type": "event", "key": "a", "value": ["b", "c"], "operator": "not_icontains"}),
+            self._property_to_expr(
+                {
+                    "type": "event",
+                    "key": "a",
+                    "value": ["b", "c"],
+                    "operator": "not_icontains",
+                }
+            ),
             self._parse_expr("properties.a not ilike '%b%' and properties.a not ilike '%c%'"),
         )
         self.assertEqual(
-            self._property_to_expr({"type": "event", "key": "a", "value": ["b", "c"], "operator": "not_regex"}),
+            self._property_to_expr(
+                {
+                    "type": "event",
+                    "key": "a",
+                    "value": ["b", "c"],
+                    "operator": "not_regex",
+                }
+            ),
             self._parse_expr("not(match(properties.a, 'b')) and not(match(properties.a, 'c'))"),
         )
 
@@ -182,27 +222,69 @@ def test_property_to_expr_person(self):
 
     def test_property_to_expr_element(self):
         self.assertEqual(
-            self._property_to_expr({"type": "element", "key": "selector", "value": "div", "operator": "exact"}),
+            self._property_to_expr(
+                {
+                    "type": "element",
+                    "key": "selector",
+                    "value": "div",
+                    "operator": "exact",
+                }
+            ),
             self._selector_to_expr("div"),
         )
         self.assertEqual(
-            self._property_to_expr({"type": "element", "key": "selector", "value": "div", "operator": "is_not"}),
+            self._property_to_expr(
+                {
+                    "type": "element",
+                    "key": "selector",
+                    "value": "div",
+                    "operator": "is_not",
+                }
+            ),
             clear_locations(not_call(self._selector_to_expr("div"))),
         )
         self.assertEqual(
-            self._property_to_expr({"type": "element", "key": "tag_name", "value": "div", "operator": "exact"}),
+            self._property_to_expr(
+                {
+                    "type": "element",
+                    "key": "tag_name",
+                    "value": "div",
+                    "operator": "exact",
+                }
+            ),
             clear_locations(tag_name_to_expr("div")),
         )
         self.assertEqual(
-            self._property_to_expr({"type": "element", "key": "tag_name", "value": "div", "operator": "is_not"}),
+            self._property_to_expr(
+                {
+                    "type": "element",
+                    "key": "tag_name",
+                    "value": "div",
+                    "operator": "is_not",
+                }
+            ),
             clear_locations(not_call(tag_name_to_expr("div"))),
         )
         self.assertEqual(
-            self._property_to_expr({"type": "element", "key": "href", "value": "href-text.", "operator": "exact"}),
+            self._property_to_expr(
+                {
+                    "type": "element",
+                    "key": "href",
+                    "value": "href-text.",
+                    "operator": "exact",
+                }
+            ),
             clear_locations(element_chain_key_filter("href", "href-text.", PropertyOperator.exact)),
         )
         self.assertEqual(
-            self._property_to_expr({"type": "element", "key": "text", "value": "text-text.", "operator": "regex"}),
+            self._property_to_expr(
+                {
+                    "type": "element",
+                    "key": "text",
+                    "value": "text-text.",
+                    "operator": "regex",
+                }
+            ),
             clear_locations(element_chain_key_filter("text", "text-text.", PropertyOperator.regex)),
         )
 
@@ -259,7 +341,8 @@ def test_property_groups_single(self):
         self.assertEqual(
             self._property_to_expr(
                 PropertyGroup(
-                    type=PropertyOperatorType.OR, values=[Property(type="event", key="e", value="b", operator="exact")]
+                    type=PropertyOperatorType.OR,
+                    values=[Property(type="event", key="e", value="b", operator="exact")],
                 )
             ),
             self._parse_expr("properties.e = 'b'"),
@@ -277,8 +360,18 @@ def test_property_groups_combined(self):
                             PropertyGroup(
                                 type=PropertyOperatorType.OR,
                                 values=[
-                                    Property(type="person", key="a", value="b", operator="exact"),
-                                    Property(type="event", key="e", value="b", operator="exact"),
+                                    Property(
+                                        type="person",
+                                        key="a",
+                                        value="b",
+                                        operator="exact",
+                                    ),
+                                    Property(
+                                        type="event",
+                                        key="e",
+                                        value="b",
+                                        operator="exact",
+                                    ),
                                 ],
                             ),
                         ],
@@ -290,7 +383,8 @@ def test_property_groups_combined(self):
 
     def test_tag_name_to_expr(self):
         self.assertEqual(
-            clear_locations(tag_name_to_expr("a")), clear_locations(elements_chain_match("(^|;)a(\\.|$|;|:)"))
+            clear_locations(tag_name_to_expr("a")),
+            clear_locations(elements_chain_match("(^|;)a(\\.|$|;|:)")),
         )
 
     def test_selector_to_expr(self):
@@ -379,7 +473,12 @@ def test_elements_chain_key_filter(self):
 
     def test_action_to_expr(self):
         action1 = Action.objects.create(team=self.team)
-        ActionStep.objects.create(event="$autocapture", action=action1, selector="a.nav-link.active", tag_name="a")
+        ActionStep.objects.create(
+            event="$autocapture",
+            action=action1,
+            selector="a.nav-link.active",
+            tag_name="a",
+        )
         self.assertEqual(
             clear_locations(action_to_expr(action1)),
             self._parse_expr(
@@ -394,15 +493,30 @@ def test_action_to_expr(self):
         )
 
         action2 = Action.objects.create(team=self.team)
-        ActionStep.objects.create(event="$pageview", action=action2, url="https://example.com", url_matching="contains")
+        ActionStep.objects.create(
+            event="$pageview",
+            action=action2,
+            url="https://example.com",
+            url_matching="contains",
+        )
         self.assertEqual(
             clear_locations(action_to_expr(action2)),
             self._parse_expr("event = '$pageview' and properties.$current_url like '%https://example.com%'"),
         )
 
         action3 = Action.objects.create(team=self.team)
-        ActionStep.objects.create(event="$pageview", action=action3, url="https://example2.com", url_matching="regex")
-        ActionStep.objects.create(event="custom", action=action3, url="https://example3.com", url_matching="exact")
+        ActionStep.objects.create(
+            event="$pageview",
+            action=action3,
+            url="https://example2.com",
+            url_matching="regex",
+        )
+        ActionStep.objects.create(
+            event="custom",
+            action=action3,
+            url="https://example3.com",
+            url_matching="exact",
+        )
         self.assertEqual(
             clear_locations(action_to_expr(action3)),
             self._parse_expr(
@@ -435,7 +549,8 @@ def test_cohort_filter_static(self):
 
     def test_cohort_filter_dynamic(self):
         cohort = Cohort.objects.create(
-            team=self.team, groups=[{"properties": [{"key": "$os", "value": "Chrome", "type": "person"}]}]
+            team=self.team,
+            groups=[{"properties": [{"key": "$os", "value": "Chrome", "type": "person"}]}],
         )
         self.assertEqual(
             self._property_to_expr({"type": "cohort", "key": "id", "value": cohort.pk}, self.team),
@@ -444,15 +559,25 @@ def test_cohort_filter_dynamic(self):
 
     def test_person_scope(self):
         self.assertEqual(
-            self._property_to_expr({"type": "person", "key": "a", "value": "b", "operator": "exact"}, scope="event"),
+            self._property_to_expr(
+                {"type": "person", "key": "a", "value": "b", "operator": "exact"},
+                scope="event",
+            ),
             self._parse_expr("person.properties.a = 'b'"),
         )
         self.assertEqual(
-            self._property_to_expr({"type": "person", "key": "a", "value": "b", "operator": "exact"}, scope="person"),
+            self._property_to_expr(
+                {"type": "person", "key": "a", "value": "b", "operator": "exact"},
+                scope="person",
+            ),
             self._parse_expr("properties.a = 'b'"),
         )
         with self.assertRaises(Exception) as e:
-            self._property_to_expr({"type": "event", "key": "a", "value": "b", "operator": "exact"}, scope="person")
+            self._property_to_expr(
+                {"type": "event", "key": "a", "value": "b", "operator": "exact"},
+                scope="person",
+            )
         self.assertEqual(
-            str(e.exception), "The 'event' property filter only works in 'event' scope, not in 'person' scope"
+            str(e.exception),
+            "The 'event' property filter only works in 'event' scope, not in 'person' scope",
         )
diff --git a/posthog/hogql/test/test_query.py b/posthog/hogql/test/test_query.py
index 475a346ff2b5e..0d6cf4342dead 100644
--- a/posthog/hogql/test/test_query.py
+++ b/posthog/hogql/test/test_query.py
@@ -15,9 +15,17 @@
 from posthog.models import Cohort
 from posthog.models.cohort.util import recalculate_cohortpeople
 from posthog.models.utils import UUIDT
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
 from posthog.schema import HogQLFilters, EventPropertyFilter, DateRange, QueryTiming
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_event, _create_person, flush_persons_and_events
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    _create_event,
+    _create_person,
+    flush_persons_and_events,
+)
 from posthog.warehouse.models import DataWarehouseSavedQuery, DataWarehouseViewLink
 
 
@@ -38,7 +46,11 @@ def _create_random_events(self) -> str:
                 distinct_id="bla",
                 event="random event",
                 team=self.team,
-                properties={"random_prop": "don't include", "random_uuid": random_uuid, "index": index},
+                properties={
+                    "random_prop": "don't include",
+                    "random_uuid": random_uuid,
+                    "index": index,
+                },
             )
         flush_persons_and_events()
         return random_uuid
@@ -241,7 +253,10 @@ def test_query_joins_pdi_persons(self):
             )
             assert pretty_print_in_tests(response.clickhouse, self.team.pk) == self.snapshot
             self.assertEqual(response.results[0][0], "bla")
-            self.assertEqual(response.results[0][1], datetime.datetime(2020, 1, 10, 0, 0, tzinfo=timezone.utc))
+            self.assertEqual(
+                response.results[0][1],
+                datetime.datetime(2020, 1, 10, 0, 0, tzinfo=timezone.utc),
+            )
 
     @pytest.mark.usefixtures("unittest_snapshot")
     def test_query_joins_pdi_person_properties(self):
@@ -402,20 +417,42 @@ def test_query_select_person_with_poe_without_joins(self):
 
     def test_prop_cohort_basic(self):
         with freeze_time("2020-01-10"):
-            _create_person(distinct_ids=["some_other_id"], team_id=self.team.pk, properties={"$some_prop": "something"})
+            _create_person(
+                distinct_ids=["some_other_id"],
+                team_id=self.team.pk,
+                properties={"$some_prop": "something"},
+            )
             _create_person(
                 distinct_ids=["some_id"],
                 team_id=self.team.pk,
                 properties={"$some_prop": "something", "$another_prop": "something"},
             )
             _create_person(distinct_ids=["no_match"], team_id=self.team.pk)
-            _create_event(event="$pageview", team=self.team, distinct_id="some_id", properties={"attr": "some_val"})
             _create_event(
-                event="$pageview", team=self.team, distinct_id="some_other_id", properties={"attr": "some_val"}
+                event="$pageview",
+                team=self.team,
+                distinct_id="some_id",
+                properties={"attr": "some_val"},
+            )
+            _create_event(
+                event="$pageview",
+                team=self.team,
+                distinct_id="some_other_id",
+                properties={"attr": "some_val"},
             )
             cohort = Cohort.objects.create(
                 team=self.team,
-                groups=[{"properties": [{"key": "$some_prop", "value": "something", "type": "person"}]}],
+                groups=[
+                    {
+                        "properties": [
+                            {
+                                "key": "$some_prop",
+                                "value": "something",
+                                "type": "person",
+                            }
+                        ]
+                    }
+                ],
                 name="cohort",
             )
             recalculate_cohortpeople(cohort, pending_version=0)
@@ -425,7 +462,8 @@ def test_prop_cohort_basic(self):
                     team=self.team,
                     placeholders={
                         "cohort_filter": property_to_expr(
-                            {"type": "cohort", "key": "id", "value": cohort.pk}, self.team
+                            {"type": "cohort", "key": "id", "value": cohort.pk},
+                            self.team,
                         )
                     },
                 )
@@ -441,7 +479,8 @@ def test_prop_cohort_basic(self):
                     team=self.team,
                     placeholders={
                         "cohort_filter": property_to_expr(
-                            {"type": "cohort", "key": "id", "value": cohort.pk}, self.team
+                            {"type": "cohort", "key": "id", "value": cohort.pk},
+                            self.team,
                         )
                     },
                 )
@@ -456,16 +495,28 @@ def test_prop_cohort_basic(self):
 
     def test_prop_cohort_static(self):
         with freeze_time("2020-01-10"):
-            _create_person(distinct_ids=["some_other_id"], team_id=self.team.pk, properties={"$some_prop": "something"})
+            _create_person(
+                distinct_ids=["some_other_id"],
+                team_id=self.team.pk,
+                properties={"$some_prop": "something"},
+            )
             _create_person(
                 distinct_ids=["some_id"],
                 team_id=self.team.pk,
                 properties={"$some_prop": "something", "$another_prop": "something"},
             )
             _create_person(distinct_ids=["no_match"], team_id=self.team.pk)
-            _create_event(event="$pageview", team=self.team, distinct_id="some_id", properties={"attr": "some_val"})
             _create_event(
-                event="$pageview", team=self.team, distinct_id="some_other_id", properties={"attr": "some_val"}
+                event="$pageview",
+                team=self.team,
+                distinct_id="some_id",
+                properties={"attr": "some_val"},
+            )
+            _create_event(
+                event="$pageview",
+                team=self.team,
+                distinct_id="some_other_id",
+                properties={"attr": "some_val"},
             )
             cohort = Cohort.objects.create(team=self.team, groups=[], is_static=True)
             cohort.insert_users_by_list(["some_id"])
@@ -476,7 +527,8 @@ def test_prop_cohort_static(self):
                     team=self.team,
                     placeholders={
                         "cohort_filter": property_to_expr(
-                            {"type": "cohort", "key": "id", "value": cohort.pk}, self.team
+                            {"type": "cohort", "key": "id", "value": cohort.pk},
+                            self.team,
                         )
                     },
                 )
@@ -493,7 +545,8 @@ def test_prop_cohort_static(self):
                     team=self.team,
                     placeholders={
                         "cohort_filter": property_to_expr(
-                            {"type": "cohort", "key": "id", "value": cohort.pk}, self.team
+                            {"type": "cohort", "key": "id", "value": cohort.pk},
+                            self.team,
                         )
                     },
                 )
@@ -505,7 +558,11 @@ def test_prop_cohort_static(self):
 
     def test_join_with_property_materialized_session_id(self):
         with freeze_time("2020-01-10"):
-            _create_person(distinct_ids=["some_id"], team_id=self.team.pk, properties={"$some_prop": "something"})
+            _create_person(
+                distinct_ids=["some_id"],
+                team_id=self.team.pk,
+                properties={"$some_prop": "something"},
+            )
             _create_event(
                 event="$pageview",
                 team=self.team,
@@ -519,7 +576,10 @@ def test_join_with_property_materialized_session_id(self):
                 properties={"attr": "some_val", "$session_id": "111"},
             )
             produce_replay_summary(
-                distinct_id="some_id", session_id="111", first_timestamp=timezone.now(), team_id=self.team.pk
+                distinct_id="some_id",
+                session_id="111",
+                first_timestamp=timezone.now(),
+                team_id=self.team.pk,
             )
 
             response = execute_hogql_query(
@@ -544,7 +604,11 @@ def test_join_with_property_materialized_session_id(self):
 
     def test_join_with_property_not_materialized(self):
         with freeze_time("2020-01-10"):
-            _create_person(distinct_ids=["some_id"], team_id=self.team.pk, properties={"$some_prop": "something"})
+            _create_person(
+                distinct_ids=["some_id"],
+                team_id=self.team.pk,
+                properties={"$some_prop": "something"},
+            )
             _create_event(
                 event="$pageview",
                 team=self.team,
@@ -558,7 +622,10 @@ def test_join_with_property_not_materialized(self):
                 properties={"attr": "some_val", "$$$session_id": "111"},
             )
             produce_replay_summary(
-                distinct_id="some_id", session_id="111", first_timestamp=timezone.now(), team_id=self.team.pk
+                distinct_id="some_id",
+                session_id="111",
+                first_timestamp=timezone.now(),
+                team_id=self.team.pk,
             )
 
             response = execute_hogql_query(
@@ -625,7 +692,10 @@ def test_tuple_access(self):
                 query,
                 team=self.team,
             )
-            self.assertEqual(response.results, [("0", [("random event", 1)]), ("1", [("random event", 1)])])
+            self.assertEqual(
+                response.results,
+                [("0", [("random event", 1)]), ("1", [("random event", 1)])],
+            )
             assert pretty_print_in_tests(response.clickhouse, self.team.pk) == self.snapshot
 
     def test_null_properties(self):
@@ -635,7 +705,12 @@ def test_null_properties(self):
                 distinct_id="bla",
                 event="empty event",
                 team=self.team,
-                properties={"empty_string": "", "null": None, "str_zero": "0", "num_zero": 0},
+                properties={
+                    "empty_string": "",
+                    "null": None,
+                    "str_zero": "0",
+                    "num_zero": 0,
+                },
             )
 
             query = """
@@ -881,7 +956,10 @@ def test_with_pivot_table_1_level(self):
                 query,
                 team=self.team,
             )
-            self.assertEqual(response.results, [("0", [("random event", 1)]), ("1", [("random event", 1)])])
+            self.assertEqual(
+                response.results,
+                [("0", [("random event", 1)]), ("1", [("random event", 1)])],
+            )
             assert pretty_print_in_tests(response.clickhouse, self.team.pk) == self.snapshot
 
     @pytest.mark.usefixtures("unittest_snapshot")
@@ -917,7 +995,10 @@ def test_with_pivot_table_2_levels(self):
                 query,
                 team=self.team,
             )
-            self.assertEqual(response.results, [("0", [("random event", 1)]), ("1", [("random event", 1)])])
+            self.assertEqual(
+                response.results,
+                [("0", [("random event", 1)]), ("1", [("random event", 1)])],
+            )
             assert pretty_print_in_tests(response.clickhouse, self.team.pk) == self.snapshot
 
     def test_property_access_with_arrays(self):
@@ -1308,7 +1389,11 @@ def test_view_link(self):
         saved_query = DataWarehouseSavedQuery.objects.get(pk=saved_query_response["id"])
 
         DataWarehouseViewLink.objects.create(
-            saved_query=saved_query, table="events", to_join_key="fake", from_join_key="distinct_id", team=self.team
+            saved_query=saved_query,
+            table="events",
+            to_join_key="fake",
+            from_join_key="distinct_id",
+            team=self.team,
         )
 
         response = execute_hogql_query("SELECT event_view.fake FROM events", team=self.team)
@@ -1366,7 +1451,10 @@ def test_hogql_query_filters_double_error(self):
         query = "SELECT event from events where {filters}"
         with self.assertRaises(HogQLException) as e:
             execute_hogql_query(
-                query, team=self.team, filters=HogQLFilters(), placeholders={"filters": ast.Constant(value=True)}
+                query,
+                team=self.team,
+                filters=HogQLFilters(),
+                placeholders={"filters": ast.Constant(value=True)},
             )
         self.assertEqual(
             str(e.exception),
@@ -1378,7 +1466,14 @@ def test_hogql_query_filters_alias(self):
             random_uuid = self._create_random_events()
             query = "SELECT event, distinct_id from events e WHERE {filters}"
             filters = HogQLFilters(
-                properties=[EventPropertyFilter(key="random_uuid", operator="exact", value=random_uuid, type="event")]
+                properties=[
+                    EventPropertyFilter(
+                        key="random_uuid",
+                        operator="exact",
+                        value=random_uuid,
+                        type="event",
+                    )
+                ]
             )
             response = execute_hogql_query(query, team=self.team, filters=filters)
             self.assertEqual(
diff --git a/posthog/hogql/test/test_resolver.py b/posthog/hogql/test/test_resolver.py
index 7ed33e37291d2..1a946c2c3e769 100644
--- a/posthog/hogql/test/test_resolver.py
+++ b/posthog/hogql/test/test_resolver.py
@@ -27,11 +27,18 @@ class TestResolver(BaseTest):
     maxDiff = None
 
     def _select(self, query: str, placeholders: Optional[Dict[str, ast.Expr]] = None) -> ast.SelectQuery:
-        return cast(ast.SelectQuery, clone_expr(parse_select(query, placeholders=placeholders), clear_locations=True))
+        return cast(
+            ast.SelectQuery,
+            clone_expr(parse_select(query, placeholders=placeholders), clear_locations=True),
+        )
 
     def _print_hogql(self, select: str):
         expr = self._select(select)
-        return print_ast(expr, HogQLContext(team_id=self.team.pk, enable_select_queries=True), "hogql")
+        return print_ast(
+            expr,
+            HogQLContext(team_id=self.team.pk, enable_select_queries=True),
+            "hogql",
+        )
 
     def setUp(self):
         self.database = create_hogql_database(self.team.pk)
@@ -80,7 +87,8 @@ def test_will_not_run_twice(self):
         with self.assertRaises(ResolverException) as context:
             expr = resolve_types(expr, self.context)
         self.assertEqual(
-            str(context.exception), "Type already resolved for SelectQuery (SelectQueryType). Can't run again."
+            str(context.exception),
+            "Type already resolved for SelectQuery (SelectQueryType). Can't run again.",
         )
 
     def test_resolve_events_table_alias(self):
@@ -134,11 +142,17 @@ def test_resolve_events_table_column_alias(self):
         select_query_type = ast.SelectQueryType(
             aliases={
                 "ee": ast.FieldAliasType(alias="ee", type=event_field_type),
-                "e": ast.FieldAliasType(alias="e", type=ast.FieldAliasType(alias="ee", type=event_field_type)),
+                "e": ast.FieldAliasType(
+                    alias="e",
+                    type=ast.FieldAliasType(alias="ee", type=event_field_type),
+                ),
             },
             columns={
                 "ee": ast.FieldAliasType(alias="ee", type=event_field_type),
-                "e": ast.FieldAliasType(alias="e", type=ast.FieldAliasType(alias="ee", type=event_field_type)),
+                "e": ast.FieldAliasType(
+                    alias="e",
+                    type=ast.FieldAliasType(alias="ee", type=event_field_type),
+                ),
                 "timestamp": timestamp_field_type,
             },
             tables={"e": events_table_alias_type},
@@ -184,7 +198,8 @@ def test_resolve_events_table_column_alias_inside_subquery(self):
         expr = resolve_types(expr, self.context)
         inner_events_table_type = ast.TableType(table=self.database.events)
         inner_event_field_type = ast.FieldAliasType(
-            alias="b", type=ast.FieldType(name="event", table_type=inner_events_table_type)
+            alias="b",
+            type=ast.FieldType(name="event", table_type=inner_events_table_type),
         )
         timestamp_field_type = ast.FieldType(name="timestamp", table_type=inner_events_table_type)
         timstamp_alias_type = ast.FieldAliasType(alias="c", type=timestamp_field_type)
@@ -288,13 +303,25 @@ def test_resolve_constant_type(self):
                     ast.Constant(value=1.1232, type=ast.FloatType()),
                     ast.Constant(value=None, type=ast.UnknownType()),
                     ast.Constant(value=date(2020, 1, 10), type=ast.DateType()),
-                    ast.Constant(value=datetime(2020, 1, 10, 0, 0, 0, tzinfo=timezone.utc), type=ast.DateTimeType()),
-                    ast.Constant(value=UUID("00000000-0000-4000-8000-000000000000"), type=ast.UUIDType()),
+                    ast.Constant(
+                        value=datetime(2020, 1, 10, 0, 0, 0, tzinfo=timezone.utc),
+                        type=ast.DateTimeType(),
+                    ),
+                    ast.Constant(
+                        value=UUID("00000000-0000-4000-8000-000000000000"),
+                        type=ast.UUIDType(),
+                    ),
                     ast.Constant(value=[], type=ast.ArrayType(item_type=ast.UnknownType())),
                     ast.Constant(value=[1, 2], type=ast.ArrayType(item_type=ast.IntegerType())),
                     ast.Constant(
                         value=(1, 2, 3),
-                        type=ast.TupleType(item_types=[ast.IntegerType(), ast.IntegerType(), ast.IntegerType()]),
+                        type=ast.TupleType(
+                            item_types=[
+                                ast.IntegerType(),
+                                ast.IntegerType(),
+                                ast.IntegerType(),
+                            ]
+                        ),
                     ),
                 ],
                 type=ast.SelectQueryType(aliases={}, columns={}, tables={}),
@@ -634,7 +661,9 @@ def test_resolve_virtual_events_poe(self):
                     type=ast.FieldType(
                         name="id",
                         table_type=ast.VirtualTableType(
-                            table_type=events_table_type, field="poe", virtual_table=self.database.events.fields["poe"]
+                            table_type=events_table_type,
+                            field="poe",
+                            virtual_table=self.database.events.fields["poe"],
                         ),
                     ),
                 ),
@@ -674,15 +703,27 @@ def test_resolve_union_all(self):
         self.assertEqual(
             node.select_queries[0].select,
             [
-                ast.Field(chain=["event"], type=ast.FieldType(name="event", table_type=events_table_type)),
-                ast.Field(chain=["timestamp"], type=ast.FieldType(name="timestamp", table_type=events_table_type)),
+                ast.Field(
+                    chain=["event"],
+                    type=ast.FieldType(name="event", table_type=events_table_type),
+                ),
+                ast.Field(
+                    chain=["timestamp"],
+                    type=ast.FieldType(name="timestamp", table_type=events_table_type),
+                ),
             ],
         )
         self.assertEqual(
             node.select_queries[1].select,
             [
-                ast.Field(chain=["event"], type=ast.FieldType(name="event", table_type=events_table_type)),
-                ast.Field(chain=["timestamp"], type=ast.FieldType(name="timestamp", table_type=events_table_type)),
+                ast.Field(
+                    chain=["event"],
+                    type=ast.FieldType(name="event", table_type=events_table_type),
+                ),
+                ast.Field(
+                    chain=["timestamp"],
+                    type=ast.FieldType(name="timestamp", table_type=events_table_type),
+                ),
             ],
         )
 
@@ -693,11 +734,18 @@ def test_call_type(self):
             ast.Call(
                 name="max",
                 # NB! timestamp was resolved to a DateTimeType for the Call's arg type.
-                type=ast.CallType(name="max", arg_types=[ast.DateTimeType()], return_type=ast.UnknownType()),
+                type=ast.CallType(
+                    name="max",
+                    arg_types=[ast.DateTimeType()],
+                    return_type=ast.UnknownType(),
+                ),
                 args=[
                     ast.Field(
                         chain=["timestamp"],
-                        type=ast.FieldType(name="timestamp", table_type=ast.TableType(table=self.database.events)),
+                        type=ast.FieldType(
+                            name="timestamp",
+                            table_type=ast.TableType(table=self.database.events),
+                        ),
                     )
                 ],
             ),
@@ -776,21 +824,58 @@ def test_asterisk_expander_table(self):
         self.assertEqual(
             node.select,
             [
-                ast.Field(chain=["uuid"], type=ast.FieldType(name="uuid", table_type=events_table_type)),
-                ast.Field(chain=["event"], type=ast.FieldType(name="event", table_type=events_table_type)),
-                ast.Field(chain=["properties"], type=ast.FieldType(name="properties", table_type=events_table_type)),
-                ast.Field(chain=["timestamp"], type=ast.FieldType(name="timestamp", table_type=events_table_type)),
-                ast.Field(chain=["distinct_id"], type=ast.FieldType(name="distinct_id", table_type=events_table_type)),
-                ast.Field(
-                    chain=["elements_chain"], type=ast.FieldType(name="elements_chain", table_type=events_table_type)
-                ),
-                ast.Field(chain=["created_at"], type=ast.FieldType(name="created_at", table_type=events_table_type)),
-                ast.Field(chain=["$session_id"], type=ast.FieldType(name="$session_id", table_type=events_table_type)),
-                ast.Field(chain=["$group_0"], type=ast.FieldType(name="$group_0", table_type=events_table_type)),
-                ast.Field(chain=["$group_1"], type=ast.FieldType(name="$group_1", table_type=events_table_type)),
-                ast.Field(chain=["$group_2"], type=ast.FieldType(name="$group_2", table_type=events_table_type)),
-                ast.Field(chain=["$group_3"], type=ast.FieldType(name="$group_3", table_type=events_table_type)),
-                ast.Field(chain=["$group_4"], type=ast.FieldType(name="$group_4", table_type=events_table_type)),
+                ast.Field(
+                    chain=["uuid"],
+                    type=ast.FieldType(name="uuid", table_type=events_table_type),
+                ),
+                ast.Field(
+                    chain=["event"],
+                    type=ast.FieldType(name="event", table_type=events_table_type),
+                ),
+                ast.Field(
+                    chain=["properties"],
+                    type=ast.FieldType(name="properties", table_type=events_table_type),
+                ),
+                ast.Field(
+                    chain=["timestamp"],
+                    type=ast.FieldType(name="timestamp", table_type=events_table_type),
+                ),
+                ast.Field(
+                    chain=["distinct_id"],
+                    type=ast.FieldType(name="distinct_id", table_type=events_table_type),
+                ),
+                ast.Field(
+                    chain=["elements_chain"],
+                    type=ast.FieldType(name="elements_chain", table_type=events_table_type),
+                ),
+                ast.Field(
+                    chain=["created_at"],
+                    type=ast.FieldType(name="created_at", table_type=events_table_type),
+                ),
+                ast.Field(
+                    chain=["$session_id"],
+                    type=ast.FieldType(name="$session_id", table_type=events_table_type),
+                ),
+                ast.Field(
+                    chain=["$group_0"],
+                    type=ast.FieldType(name="$group_0", table_type=events_table_type),
+                ),
+                ast.Field(
+                    chain=["$group_1"],
+                    type=ast.FieldType(name="$group_1", table_type=events_table_type),
+                ),
+                ast.Field(
+                    chain=["$group_2"],
+                    type=ast.FieldType(name="$group_2", table_type=events_table_type),
+                ),
+                ast.Field(
+                    chain=["$group_3"],
+                    type=ast.FieldType(name="$group_3", table_type=events_table_type),
+                ),
+                ast.Field(
+                    chain=["$group_4"],
+                    type=ast.FieldType(name="$group_4", table_type=events_table_type),
+                ),
             ],
         )
 
@@ -805,32 +890,58 @@ def test_asterisk_expander_table_alias(self):
         self.assertEqual(
             node.select,
             [
-                ast.Field(chain=["uuid"], type=ast.FieldType(name="uuid", table_type=events_table_alias_type)),
-                ast.Field(chain=["event"], type=ast.FieldType(name="event", table_type=events_table_alias_type)),
                 ast.Field(
-                    chain=["properties"], type=ast.FieldType(name="properties", table_type=events_table_alias_type)
+                    chain=["uuid"],
+                    type=ast.FieldType(name="uuid", table_type=events_table_alias_type),
                 ),
                 ast.Field(
-                    chain=["timestamp"], type=ast.FieldType(name="timestamp", table_type=events_table_alias_type)
+                    chain=["event"],
+                    type=ast.FieldType(name="event", table_type=events_table_alias_type),
                 ),
                 ast.Field(
-                    chain=["distinct_id"], type=ast.FieldType(name="distinct_id", table_type=events_table_alias_type)
+                    chain=["properties"],
+                    type=ast.FieldType(name="properties", table_type=events_table_alias_type),
+                ),
+                ast.Field(
+                    chain=["timestamp"],
+                    type=ast.FieldType(name="timestamp", table_type=events_table_alias_type),
+                ),
+                ast.Field(
+                    chain=["distinct_id"],
+                    type=ast.FieldType(name="distinct_id", table_type=events_table_alias_type),
                 ),
                 ast.Field(
                     chain=["elements_chain"],
                     type=ast.FieldType(name="elements_chain", table_type=events_table_alias_type),
                 ),
                 ast.Field(
-                    chain=["created_at"], type=ast.FieldType(name="created_at", table_type=events_table_alias_type)
+                    chain=["created_at"],
+                    type=ast.FieldType(name="created_at", table_type=events_table_alias_type),
+                ),
+                ast.Field(
+                    chain=["$session_id"],
+                    type=ast.FieldType(name="$session_id", table_type=events_table_alias_type),
+                ),
+                ast.Field(
+                    chain=["$group_0"],
+                    type=ast.FieldType(name="$group_0", table_type=events_table_alias_type),
                 ),
                 ast.Field(
-                    chain=["$session_id"], type=ast.FieldType(name="$session_id", table_type=events_table_alias_type)
+                    chain=["$group_1"],
+                    type=ast.FieldType(name="$group_1", table_type=events_table_alias_type),
+                ),
+                ast.Field(
+                    chain=["$group_2"],
+                    type=ast.FieldType(name="$group_2", table_type=events_table_alias_type),
+                ),
+                ast.Field(
+                    chain=["$group_3"],
+                    type=ast.FieldType(name="$group_3", table_type=events_table_alias_type),
+                ),
+                ast.Field(
+                    chain=["$group_4"],
+                    type=ast.FieldType(name="$group_4", table_type=events_table_alias_type),
                 ),
-                ast.Field(chain=["$group_0"], type=ast.FieldType(name="$group_0", table_type=events_table_alias_type)),
-                ast.Field(chain=["$group_1"], type=ast.FieldType(name="$group_1", table_type=events_table_alias_type)),
-                ast.Field(chain=["$group_2"], type=ast.FieldType(name="$group_2", table_type=events_table_alias_type)),
-                ast.Field(chain=["$group_3"], type=ast.FieldType(name="$group_3", table_type=events_table_alias_type)),
-                ast.Field(chain=["$group_4"], type=ast.FieldType(name="$group_4", table_type=events_table_alias_type)),
             ],
         )
 
@@ -852,8 +963,14 @@ def test_asterisk_expander_subquery(self):
         self.assertEqual(
             node.select,
             [
-                ast.Field(chain=["a"], type=ast.FieldType(name="a", table_type=select_subquery_type)),
-                ast.Field(chain=["b"], type=ast.FieldType(name="b", table_type=select_subquery_type)),
+                ast.Field(
+                    chain=["a"],
+                    type=ast.FieldType(name="a", table_type=select_subquery_type),
+                ),
+                ast.Field(
+                    chain=["b"],
+                    type=ast.FieldType(name="b", table_type=select_subquery_type),
+                ),
             ],
         )
 
@@ -878,8 +995,14 @@ def test_asterisk_expander_subquery_alias(self):
         self.assertEqual(
             node.select,
             [
-                ast.Field(chain=["a"], type=ast.FieldType(name="a", table_type=select_subquery_type)),
-                ast.Field(chain=["b"], type=ast.FieldType(name="b", table_type=select_subquery_type)),
+                ast.Field(
+                    chain=["a"],
+                    type=ast.FieldType(name="a", table_type=select_subquery_type),
+                ),
+                ast.Field(
+                    chain=["b"],
+                    type=ast.FieldType(name="b", table_type=select_subquery_type),
+                ),
             ],
         )
 
@@ -914,22 +1037,58 @@ def test_asterisk_expander_from_subquery_table(self):
         self.assertEqual(
             node.select,
             [
-                ast.Field(chain=["uuid"], type=ast.FieldType(name="uuid", table_type=inner_select_type)),
-                ast.Field(chain=["event"], type=ast.FieldType(name="event", table_type=inner_select_type)),
-                ast.Field(chain=["properties"], type=ast.FieldType(name="properties", table_type=inner_select_type)),
-                ast.Field(chain=["timestamp"], type=ast.FieldType(name="timestamp", table_type=inner_select_type)),
-                ast.Field(chain=["distinct_id"], type=ast.FieldType(name="distinct_id", table_type=inner_select_type)),
+                ast.Field(
+                    chain=["uuid"],
+                    type=ast.FieldType(name="uuid", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["event"],
+                    type=ast.FieldType(name="event", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["properties"],
+                    type=ast.FieldType(name="properties", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["timestamp"],
+                    type=ast.FieldType(name="timestamp", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["distinct_id"],
+                    type=ast.FieldType(name="distinct_id", table_type=inner_select_type),
+                ),
                 ast.Field(
                     chain=["elements_chain"],
                     type=ast.FieldType(name="elements_chain", table_type=inner_select_type),
                 ),
-                ast.Field(chain=["created_at"], type=ast.FieldType(name="created_at", table_type=inner_select_type)),
-                ast.Field(chain=["$session_id"], type=ast.FieldType(name="$session_id", table_type=inner_select_type)),
-                ast.Field(chain=["$group_0"], type=ast.FieldType(name="$group_0", table_type=inner_select_type)),
-                ast.Field(chain=["$group_1"], type=ast.FieldType(name="$group_1", table_type=inner_select_type)),
-                ast.Field(chain=["$group_2"], type=ast.FieldType(name="$group_2", table_type=inner_select_type)),
-                ast.Field(chain=["$group_3"], type=ast.FieldType(name="$group_3", table_type=inner_select_type)),
-                ast.Field(chain=["$group_4"], type=ast.FieldType(name="$group_4", table_type=inner_select_type)),
+                ast.Field(
+                    chain=["created_at"],
+                    type=ast.FieldType(name="created_at", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["$session_id"],
+                    type=ast.FieldType(name="$session_id", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["$group_0"],
+                    type=ast.FieldType(name="$group_0", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["$group_1"],
+                    type=ast.FieldType(name="$group_1", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["$group_2"],
+                    type=ast.FieldType(name="$group_2", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["$group_3"],
+                    type=ast.FieldType(name="$group_3", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["$group_4"],
+                    type=ast.FieldType(name="$group_4", table_type=inner_select_type),
+                ),
             ],
         )
 
@@ -938,7 +1097,8 @@ def test_asterisk_expander_multiple_table_error(self):
         with self.assertRaises(ResolverException) as e:
             resolve_types(node, self.context)
         self.assertEqual(
-            str(e.exception), "Cannot use '*' without table name when there are multiple tables in the query"
+            str(e.exception),
+            "Cannot use '*' without table name when there are multiple tables in the query",
         )
 
     @override_settings(PERSON_ON_EVENTS_OVERRIDE=False, PERSON_ON_EVENTS_V2_OVERRIDE=False)
@@ -977,22 +1137,58 @@ def test_asterisk_expander_select_union(self):
         self.assertEqual(
             node.select,
             [
-                ast.Field(chain=["uuid"], type=ast.FieldType(name="uuid", table_type=inner_select_type)),
-                ast.Field(chain=["event"], type=ast.FieldType(name="event", table_type=inner_select_type)),
-                ast.Field(chain=["properties"], type=ast.FieldType(name="properties", table_type=inner_select_type)),
-                ast.Field(chain=["timestamp"], type=ast.FieldType(name="timestamp", table_type=inner_select_type)),
-                ast.Field(chain=["distinct_id"], type=ast.FieldType(name="distinct_id", table_type=inner_select_type)),
+                ast.Field(
+                    chain=["uuid"],
+                    type=ast.FieldType(name="uuid", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["event"],
+                    type=ast.FieldType(name="event", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["properties"],
+                    type=ast.FieldType(name="properties", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["timestamp"],
+                    type=ast.FieldType(name="timestamp", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["distinct_id"],
+                    type=ast.FieldType(name="distinct_id", table_type=inner_select_type),
+                ),
                 ast.Field(
                     chain=["elements_chain"],
                     type=ast.FieldType(name="elements_chain", table_type=inner_select_type),
                 ),
-                ast.Field(chain=["created_at"], type=ast.FieldType(name="created_at", table_type=inner_select_type)),
-                ast.Field(chain=["$session_id"], type=ast.FieldType(name="$session_id", table_type=inner_select_type)),
-                ast.Field(chain=["$group_0"], type=ast.FieldType(name="$group_0", table_type=inner_select_type)),
-                ast.Field(chain=["$group_1"], type=ast.FieldType(name="$group_1", table_type=inner_select_type)),
-                ast.Field(chain=["$group_2"], type=ast.FieldType(name="$group_2", table_type=inner_select_type)),
-                ast.Field(chain=["$group_3"], type=ast.FieldType(name="$group_3", table_type=inner_select_type)),
-                ast.Field(chain=["$group_4"], type=ast.FieldType(name="$group_4", table_type=inner_select_type)),
+                ast.Field(
+                    chain=["created_at"],
+                    type=ast.FieldType(name="created_at", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["$session_id"],
+                    type=ast.FieldType(name="$session_id", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["$group_0"],
+                    type=ast.FieldType(name="$group_0", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["$group_1"],
+                    type=ast.FieldType(name="$group_1", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["$group_2"],
+                    type=ast.FieldType(name="$group_2", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["$group_3"],
+                    type=ast.FieldType(name="$group_3", table_type=inner_select_type),
+                ),
+                ast.Field(
+                    chain=["$group_4"],
+                    type=ast.FieldType(name="$group_4", table_type=inner_select_type),
+                ),
             ],
         )
 
diff --git a/posthog/hogql/test/test_visitor.py b/posthog/hogql/test/test_visitor.py
index d946af02073dd..78b2d6dc42536 100644
--- a/posthog/hogql/test/test_visitor.py
+++ b/posthog/hogql/test/test_visitor.py
@@ -66,7 +66,10 @@ def test_everything_visitor(self):
                         ],
                     )
                 ),
-                ast.Alias(expr=ast.SelectQuery(select=[ast.Field(chain=["timestamp"])]), alias="f"),
+                ast.Alias(
+                    expr=ast.SelectQuery(select=[ast.Field(chain=["timestamp"])]),
+                    alias="f",
+                ),
                 ast.SelectQuery(
                     select=[ast.Field(chain=["a"])],
                     select_from=ast.JoinExpr(
diff --git a/posthog/hogql/transforms/in_cohort.py b/posthog/hogql/transforms/in_cohort.py
index aa1fe0e3a23ee..670d0a8e73c2a 100644
--- a/posthog/hogql/transforms/in_cohort.py
+++ b/posthog/hogql/transforms/in_cohort.py
@@ -9,12 +9,20 @@
 from posthog.hogql.visitor import TraversingVisitor, clone_expr
 
 
-def resolve_in_cohorts(node: ast.Expr, stack: Optional[List[ast.SelectQuery]] = None, context: HogQLContext = None):
+def resolve_in_cohorts(
+    node: ast.Expr,
+    stack: Optional[List[ast.SelectQuery]] = None,
+    context: HogQLContext = None,
+):
     InCohortResolver(stack=stack, context=context).visit(node)
 
 
 class InCohortResolver(TraversingVisitor):
-    def __init__(self, stack: Optional[List[ast.SelectQuery]] = None, context: HogQLContext = None):
+    def __init__(
+        self,
+        stack: Optional[List[ast.SelectQuery]] = None,
+        context: HogQLContext = None,
+    ):
         super().__init__()
         self.stack: List[ast.SelectQuery] = stack or []
         self.context = context
@@ -80,7 +88,12 @@ def visit_compare_operation(self, node: ast.CompareOperation):
             self.visit(node.right)
 
     def _add_join_for_cohort(
-        self, cohort_id: int, is_static: bool, select: ast.SelectQuery, compare: ast.CompareOperation, negative: bool
+        self,
+        cohort_id: int,
+        is_static: bool,
+        select: ast.SelectQuery,
+        compare: ast.CompareOperation,
+        negative: bool,
     ):
         must_add_join = True
         last_join = select.select_from
@@ -115,9 +128,14 @@ def _add_join_for_cohort(
                     )
                 ),
             )
-            new_join = cast(ast.JoinExpr, resolve_types(new_join, self.context, [self.stack[-1].type]))
+            new_join = cast(
+                ast.JoinExpr,
+                resolve_types(new_join, self.context, [self.stack[-1].type]),
+            )
             new_join.constraint.expr.left = resolve_types(
-                ast.Field(chain=[f"in_cohort__{cohort_id}", "person_id"]), self.context, [self.stack[-1].type]
+                ast.Field(chain=[f"in_cohort__{cohort_id}", "person_id"]),
+                self.context,
+                [self.stack[-1].type],
             )
             new_join.constraint.expr.right = clone_expr(compare.left)
             if last_join:
@@ -127,6 +145,8 @@ def _add_join_for_cohort(
 
         compare.op = ast.CompareOperationOp.NotEq if negative else ast.CompareOperationOp.Eq
         compare.left = resolve_types(
-            ast.Field(chain=[f"in_cohort__{cohort_id}", "matched"]), self.context, [self.stack[-1].type]
+            ast.Field(chain=[f"in_cohort__{cohort_id}", "matched"]),
+            self.context,
+            [self.stack[-1].type],
         )
         compare.right = resolve_types(ast.Constant(value=1), self.context, [self.stack[-1].type])
diff --git a/posthog/hogql/transforms/lazy_tables.py b/posthog/hogql/transforms/lazy_tables.py
index 543035f843460..48018cd789264 100644
--- a/posthog/hogql/transforms/lazy_tables.py
+++ b/posthog/hogql/transforms/lazy_tables.py
@@ -10,7 +10,11 @@
 from posthog.hogql.visitor import TraversingVisitor
 
 
-def resolve_lazy_tables(node: ast.Expr, stack: Optional[List[ast.SelectQuery]] = None, context: HogQLContext = None):
+def resolve_lazy_tables(
+    node: ast.Expr,
+    stack: Optional[List[ast.SelectQuery]] = None,
+    context: HogQLContext = None,
+):
     LazyTableResolver(stack=stack, context=context).visit(node)
 
 
@@ -29,7 +33,11 @@ class TableToAdd:
 
 
 class LazyTableResolver(TraversingVisitor):
-    def __init__(self, stack: Optional[List[ast.SelectQuery]] = None, context: HogQLContext = None):
+    def __init__(
+        self,
+        stack: Optional[List[ast.SelectQuery]] = None,
+        context: HogQLContext = None,
+    ):
         super().__init__()
         self.stack_of_fields: List[List[ast.FieldType | ast.PropertyType]] = [[]] if stack else []
         self.context = context
@@ -188,7 +196,11 @@ def visit_select_query(self, node: ast.SelectQuery):
         # For all the collected joins, create the join subqueries, and add them to the table.
         for to_table, join_scope in joins_to_add.items():
             join_to_add: ast.JoinExpr = join_scope.lazy_join.join_function(
-                join_scope.from_table, join_scope.to_table, join_scope.fields_accessed, self.context, node
+                join_scope.from_table,
+                join_scope.to_table,
+                join_scope.fields_accessed,
+                self.context,
+                node,
             )
             join_to_add = cast(ast.JoinExpr, resolve_types(join_to_add, self.context, [node.type]))
 
diff --git a/posthog/hogql/transforms/property_types.py b/posthog/hogql/transforms/property_types.py
index be46d24873a91..a2fe60c9aaacd 100644
--- a/posthog/hogql/transforms/property_types.py
+++ b/posthog/hogql/transforms/property_types.py
@@ -46,7 +46,10 @@ def resolve_property_types(node: ast.Expr, context: HogQLContext = None) -> ast.
 
     timezone = context.database.get_timezone() if context and context.database else "UTC"
     property_swapper = PropertySwapper(
-        timezone=timezone, event_properties=event_properties, person_properties=person_properties, context=context
+        timezone=timezone,
+        event_properties=event_properties,
+        person_properties=person_properties,
+        context=context,
     )
     return property_swapper.visit(node)
 
@@ -83,7 +86,11 @@ def visit_field(self, node: ast.Field):
 
 class PropertySwapper(CloningVisitor):
     def __init__(
-        self, timezone: str, event_properties: Dict[str, str], person_properties: Dict[str, str], context: HogQLContext
+        self,
+        timezone: str,
+        event_properties: Dict[str, str],
+        person_properties: Dict[str, str],
+        context: HogQLContext,
     ):
         super().__init__(clear_types=False)
         self.timezone = timezone
@@ -98,7 +105,9 @@ def visit_field(self, node: ast.Field):
                     name="toTimeZone",
                     args=[node, ast.Constant(value=self.timezone)],
                     type=ast.CallType(
-                        name="toTimeZone", arg_types=[ast.DateTimeType()], return_type=ast.DateTimeType()
+                        name="toTimeZone",
+                        arg_types=[ast.DateTimeType()],
+                        return_type=ast.DateTimeType(),
                     ),
                 )
 
@@ -128,7 +137,10 @@ def visit_field(self, node: ast.Field):
         return node
 
     def _convert_string_property_to_type(
-        self, node: ast.Field, property_type: Literal["event", "person"], property_name: str
+        self,
+        node: ast.Field,
+        property_type: Literal["event", "person"],
+        property_name: str,
     ):
         posthog_field_type = (
             self.person_properties.get(property_name)
@@ -146,7 +158,12 @@ def _convert_string_property_to_type(
             return parse_expr("{node} = 'true'", {"node": node})
         return node
 
-    def _add_property_notice(self, node: ast.Field, property_type: Literal["event", "person"], field_type: str) -> str:
+    def _add_property_notice(
+        self,
+        node: ast.Field,
+        property_type: Literal["event", "person"],
+        field_type: str,
+    ) -> str:
         property_name = node.chain[-1]
         if property_type == "person":
             if self.context.modifiers.personsOnEventsMode != PersonOnEventsMode.DISABLED:
diff --git a/posthog/hogql/transforms/test/test_in_cohort.py b/posthog/hogql/transforms/test/test_in_cohort.py
index dbef0b685aadf..26e2e18b66af7 100644
--- a/posthog/hogql/transforms/test/test_in_cohort.py
+++ b/posthog/hogql/transforms/test/test_in_cohort.py
@@ -8,7 +8,12 @@
 from posthog.models.cohort.util import recalculate_cohortpeople
 from posthog.models.utils import UUIDT
 from posthog.schema import HogQLQueryModifiers
-from posthog.test.base import BaseTest, _create_person, _create_event, flush_persons_and_events
+from posthog.test.base import (
+    BaseTest,
+    _create_person,
+    _create_event,
+    flush_persons_and_events,
+)
 
 elements_chain_match = lambda x: parse_expr("match(elements_chain, {regex})", {"regex": ast.Constant(value=str(x))})
 not_call = lambda x: ast.Call(name="not", args=[x])
@@ -33,7 +38,8 @@ def _create_random_events(self) -> str:
     def test_in_cohort_dynamic(self):
         random_uuid = self._create_random_events()
         cohort = Cohort.objects.create(
-            team=self.team, groups=[{"properties": [{"key": "$os", "value": "Chrome", "type": "person"}]}]
+            team=self.team,
+            groups=[{"properties": [{"key": "$os", "value": "Chrome", "type": "person"}]}],
         )
         recalculate_cohortpeople(cohort, pending_version=0)
         response = execute_hogql_query(
@@ -100,5 +106,8 @@ def test_in_cohort_error(self):
         self.assertEqual(str(e.exception), "cohort() takes exactly one string or integer argument")
 
         with self.assertRaises(HogQLException) as e:
-            execute_hogql_query(f"SELECT event FROM events WHERE person_id IN COHORT 'blabla'", self.team)
+            execute_hogql_query(
+                f"SELECT event FROM events WHERE person_id IN COHORT 'blabla'",
+                self.team,
+            )
         self.assertEqual(str(e.exception), "Could not find a cohort with the name 'blabla'")
diff --git a/posthog/hogql/transforms/test/test_lazy_tables.py b/posthog/hogql/transforms/test/test_lazy_tables.py
index aad1dbae3fb1c..131fcb227fbbc 100644
--- a/posthog/hogql/transforms/test/test_lazy_tables.py
+++ b/posthog/hogql/transforms/test/test_lazy_tables.py
@@ -80,5 +80,9 @@ def test_select_count_from_lazy_table(self):
 
     def _print_select(self, select: str):
         expr = parse_select(select)
-        query = print_ast(expr, HogQLContext(team_id=self.team.pk, enable_select_queries=True), "clickhouse")
+        query = print_ast(
+            expr,
+            HogQLContext(team_id=self.team.pk, enable_select_queries=True),
+            "clickhouse",
+        )
         return pretty_print_in_tests(query, self.team.pk)
diff --git a/posthog/hogql/transforms/test/test_property_types.py b/posthog/hogql/transforms/test/test_property_types.py
index c50f19a0a792d..10d8bf27cc97b 100644
--- a/posthog/hogql/transforms/test/test_property_types.py
+++ b/posthog/hogql/transforms/test/test_property_types.py
@@ -30,10 +30,16 @@ def setUp(self):
             defaults={"property_type": "Numeric"},
         )
         PropertyDefinition.objects.get_or_create(
-            team=self.team, type=PropertyDefinition.Type.EVENT, name="bool", defaults={"property_type": "Boolean"}
+            team=self.team,
+            type=PropertyDefinition.Type.EVENT,
+            name="bool",
+            defaults={"property_type": "Boolean"},
         )
         PropertyDefinition.objects.get_or_create(
-            team=self.team, type=PropertyDefinition.Type.PERSON, name="tickets", defaults={"property_type": "Numeric"}
+            team=self.team,
+            type=PropertyDefinition.Type.PERSON,
+            name="tickets",
+            defaults={"property_type": "Numeric"},
         )
         PropertyDefinition.objects.get_or_create(
             team=self.team,
@@ -89,5 +95,9 @@ def test_resolve_property_types_event_person_poe_on(self):
 
     def _print_select(self, select: str):
         expr = parse_select(select)
-        query = print_ast(expr, HogQLContext(team_id=self.team.pk, enable_select_queries=True), "clickhouse")
+        query = print_ast(
+            expr,
+            HogQLContext(team_id=self.team.pk, enable_select_queries=True),
+            "clickhouse",
+        )
         return pretty_print_in_tests(query, self.team.pk)
diff --git a/posthog/hogql/visitor.py b/posthog/hogql/visitor.py
index c8e1a5a57a789..db6b1ef6fb72e 100644
--- a/posthog/hogql/visitor.py
+++ b/posthog/hogql/visitor.py
@@ -128,8 +128,8 @@ def visit_select_query(self, node: ast.SelectQuery):
             self.visit(expr)
         for expr in node.limit_by or []:
             self.visit(expr)
-        self.visit(node.limit),
-        self.visit(node.offset),
+        (self.visit(node.limit),)
+        (self.visit(node.offset),)
         for expr in (node.window_exprs or {}).values():
             self.visit(expr)
 
@@ -248,7 +248,11 @@ def visit_join_constraint(self, node: ast.JoinConstraint):
 class CloningVisitor(Visitor):
     """Visitor that traverses and clones the AST tree. Clears types."""
 
-    def __init__(self, clear_types: Optional[bool] = True, clear_locations: Optional[bool] = False):
+    def __init__(
+        self,
+        clear_types: Optional[bool] = True,
+        clear_locations: Optional[bool] = False,
+    ):
         self.clear_types = clear_types
         self.clear_locations = clear_locations
 
diff --git a/posthog/hogql_queries/events_query_runner.py b/posthog/hogql_queries/events_query_runner.py
index ff85691b983d3..d85d251684fa1 100644
--- a/posthog/hogql_queries/events_query_runner.py
+++ b/posthog/hogql_queries/events_query_runner.py
@@ -99,7 +99,9 @@ def to_query(self) -> ast.SelectQuery:
                     with self.timings.measure("event"):
                         where_exprs.append(
                             parse_expr(
-                                "event = {event}", {"event": ast.Constant(value=self.query.event)}, timings=self.timings
+                                "event = {event}",
+                                {"event": ast.Constant(value=self.query.event)},
+                                timings=self.timings,
                             )
                         )
                 if self.query.actionId:
@@ -118,7 +120,9 @@ def to_query(self) -> ast.SelectQuery:
                         ids_list = list(map(str, distinct_ids))
                         where_exprs.append(
                             parse_expr(
-                                "distinct_id in {list}", {"list": ast.Constant(value=ids_list)}, timings=self.timings
+                                "distinct_id in {list}",
+                                {"list": ast.Constant(value=ids_list)},
+                                timings=self.timings,
                             )
                         )
 
@@ -131,7 +135,9 @@ def to_query(self) -> ast.SelectQuery:
                     parsed_date = relative_date_parse(before, self.team.timezone_info)
                 where_exprs.append(
                     parse_expr(
-                        "timestamp < {timestamp}", {"timestamp": ast.Constant(value=parsed_date)}, timings=self.timings
+                        "timestamp < {timestamp}",
+                        {"timestamp": ast.Constant(value=parsed_date)},
+                        timings=self.timings,
                     )
                 )
 
@@ -261,7 +267,10 @@ def select_input_raw(self) -> List[str]:
 
     def limit(self) -> int:
         # importing locally so we could override in a test
-        from posthog.hogql.constants import DEFAULT_RETURNED_ROWS, MAX_SELECT_RETURNED_ROWS
+        from posthog.hogql.constants import (
+            DEFAULT_RETURNED_ROWS,
+            MAX_SELECT_RETURNED_ROWS,
+        )
 
         # adding +1 to the limit to check if there's a "next page" after the requested results
         return (
diff --git a/posthog/hogql_queries/hogql_query_runner.py b/posthog/hogql_queries/hogql_query_runner.py
index 815822ce894c6..576419fdff967 100644
--- a/posthog/hogql_queries/hogql_query_runner.py
+++ b/posthog/hogql_queries/hogql_query_runner.py
@@ -10,7 +10,13 @@
 from posthog.hogql.timings import HogQLTimings
 from posthog.hogql_queries.query_runner import QueryRunner
 from posthog.models import Team
-from posthog.schema import HogQLQuery, HogQLQueryResponse, DashboardFilter, HogQLFilters, DateRange
+from posthog.schema import (
+    HogQLQuery,
+    HogQLQueryResponse,
+    DashboardFilter,
+    HogQLFilters,
+    DateRange,
+)
 
 
 class HogQLQueryRunner(QueryRunner):
diff --git a/posthog/hogql_queries/insights/lifecycle_query_runner.py b/posthog/hogql_queries/insights/lifecycle_query_runner.py
index ffa274958ceb0..87a8a345a8462 100644
--- a/posthog/hogql_queries/insights/lifecycle_query_runner.py
+++ b/posthog/hogql_queries/insights/lifecycle_query_runner.py
@@ -3,7 +3,10 @@
 from typing import Optional, Any, Dict, List
 
 from django.utils.timezone import datetime
-from posthog.caching.insights_api import BASE_MINIMUM_INSIGHT_REFRESH_INTERVAL, REDUCED_MINIMUM_INSIGHT_REFRESH_INTERVAL
+from posthog.caching.insights_api import (
+    BASE_MINIMUM_INSIGHT_REFRESH_INTERVAL,
+    REDUCED_MINIMUM_INSIGHT_REFRESH_INTERVAL,
+)
 from posthog.caching.utils import is_stale
 
 from posthog.hogql import ast
@@ -16,7 +19,12 @@
 from posthog.models import Team, Action
 from posthog.hogql_queries.utils.query_date_range import QueryDateRange
 from posthog.models.filters.mixins.utils import cached_property
-from posthog.schema import LifecycleQuery, ActionsNode, EventsNode, LifecycleQueryResponse
+from posthog.schema import (
+    LifecycleQuery,
+    ActionsNode,
+    EventsNode,
+    LifecycleQueryResponse,
+)
 
 
 class LifecycleQueryRunner(QueryRunner):
@@ -139,7 +147,10 @@ def calculate(self):
     @cached_property
     def query_date_range(self):
         return QueryDateRange(
-            date_range=self.query.dateRange, team=self.team, interval=self.query.interval, now=datetime.now()
+            date_range=self.query.dateRange,
+            team=self.team,
+            interval=self.query.interval,
+            now=datetime.now(),
         )
 
     @cached_property
diff --git a/posthog/hogql_queries/insights/test/test_events_query.py b/posthog/hogql_queries/insights/test/test_events_query.py
index 707891d424a41..927829290367f 100644
--- a/posthog/hogql_queries/insights/test/test_events_query.py
+++ b/posthog/hogql_queries/insights/test/test_events_query.py
@@ -8,7 +8,12 @@
     EventPropertyFilter,
     PropertyOperator,
 )
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_event, _create_person
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    _create_event,
+    _create_person,
+)
 
 
 class TestEventsQueryRunner(ClickhouseTestMixin, APIBaseTest):
diff --git a/posthog/hogql_queries/insights/test/test_lifecycle_query_runner.py b/posthog/hogql_queries/insights/test/test_lifecycle_query_runner.py
index 75637d5216ebd..1dba61d970e6c 100644
--- a/posthog/hogql_queries/insights/test/test_lifecycle_query_runner.py
+++ b/posthog/hogql_queries/insights/test/test_lifecycle_query_runner.py
@@ -6,7 +6,13 @@
 from posthog.hogql_queries.insights.lifecycle_query_runner import LifecycleQueryRunner
 from posthog.models.utils import UUIDT
 from posthog.schema import DateRange, IntervalType, LifecycleQuery, EventsNode
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_event, _create_person, flush_persons_and_events
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    _create_event,
+    _create_person,
+    flush_persons_and_events,
+)
 
 
 class TestLifecycleQueryRunner(ClickhouseTestMixin, APIBaseTest):
@@ -26,7 +32,11 @@ def _create_random_events(self) -> str:
                 distinct_id="bla",
                 event="random event",
                 team=self.team,
-                properties={"random_prop": "don't include", "random_uuid": random_uuid, "index": index},
+                properties={
+                    "random_prop": "don't include",
+                    "random_uuid": random_uuid,
+                    "index": index,
+                },
             )
         flush_persons_and_events()
         return random_uuid
@@ -39,7 +49,10 @@ def _create_events(self, data, event="$pageview"):
                     _create_person(
                         team_id=self.team.pk,
                         distinct_ids=[id],
-                        properties={"name": id, **({"email": "test@posthog.com"} if id == "p1" else {})},
+                        properties={
+                            "name": id,
+                            **({"email": "test@posthog.com"} if id == "p1" else {}),
+                        },
                     )
                 )
             for timestamp in timestamps:
@@ -69,7 +82,9 @@ def _create_test_events(self):
     def _create_query_runner(self, date_from, date_to, interval) -> LifecycleQueryRunner:
         series = [EventsNode(event="$pageview")]
         query = LifecycleQuery(
-            dateRange=DateRange(date_from=date_from, date_to=date_to), interval=interval, series=series
+            dateRange=DateRange(date_from=date_from, date_to=date_to),
+            interval=interval,
+            series=series,
         )
         return LifecycleQueryRunner(team=self.team, query=query)
 
diff --git a/posthog/hogql_queries/insights/trends/aggregation_operations.py b/posthog/hogql_queries/insights/trends/aggregation_operations.py
index f585fc313dc70..3920344cbfd52 100644
--- a/posthog/hogql_queries/insights/trends/aggregation_operations.py
+++ b/posthog/hogql_queries/insights/trends/aggregation_operations.py
@@ -121,7 +121,10 @@ def _events_query(self, events_where_clause: ast.Expr, sample_value: ast.RatioEx
                     timestamp,
                     actor_id
             """,
-            placeholders={"events_where_clause": events_where_clause, "sample": sample_value},
+            placeholders={
+                "events_where_clause": events_where_clause,
+                "sample": sample_value,
+            },
         )
 
     def get_query_orchestrator(self, events_where_clause: ast.Expr, sample_value: str):
diff --git a/posthog/hogql_queries/insights/trends/breakdown.py b/posthog/hogql_queries/insights/trends/breakdown.py
index 403c5be4da536..a713cb09dcee1 100644
--- a/posthog/hogql_queries/insights/trends/breakdown.py
+++ b/posthog/hogql_queries/insights/trends/breakdown.py
@@ -4,7 +4,10 @@
 from posthog.hogql.timings import HogQLTimings
 from posthog.hogql_queries.insights.trends.breakdown_session import BreakdownSession
 from posthog.hogql_queries.insights.trends.breakdown_values import BreakdownValues
-from posthog.hogql_queries.insights.trends.utils import get_properties_chain, series_event_name
+from posthog.hogql_queries.insights.trends.utils import (
+    get_properties_chain,
+    series_event_name,
+)
 from posthog.hogql_queries.utils.query_date_range import QueryDateRange
 from posthog.models.filters.mixins.utils import cached_property
 from posthog.models.team.team import Team
@@ -143,7 +146,6 @@ def _get_breakdown_histogram_multi_if(self) -> ast.Expr:
         buckets = self._get_breakdown_histogram_buckets()
 
         for lower_bound, upper_bound in buckets:
-
             multi_if_exprs.extend(
                 [
                     ast.And(
diff --git a/posthog/hogql_queries/insights/trends/breakdown_values.py b/posthog/hogql_queries/insights/trends/breakdown_values.py
index 72ae54d0286be..37d9f7168e121 100644
--- a/posthog/hogql_queries/insights/trends/breakdown_values.py
+++ b/posthog/hogql_queries/insights/trends/breakdown_values.py
@@ -122,7 +122,12 @@ def _where_filter(self) -> ast.Expr:
         )
 
         if self.event_name is not None:
-            filters.append(parse_expr("event = {event}", placeholders={"event": ast.Constant(value=self.event_name)}))
+            filters.append(
+                parse_expr(
+                    "event = {event}",
+                    placeholders={"event": ast.Constant(value=self.event_name)},
+                )
+            )
 
         return ast.And(exprs=filters)
 
diff --git a/posthog/hogql_queries/insights/trends/query_builder.py b/posthog/hogql_queries/insights/trends/query_builder.py
index 3c0cd7d9356c7..0a90cae985dba 100644
--- a/posthog/hogql_queries/insights/trends/query_builder.py
+++ b/posthog/hogql_queries/insights/trends/query_builder.py
@@ -3,7 +3,9 @@
 from posthog.hogql.parser import parse_expr, parse_select
 from posthog.hogql.property import property_to_expr
 from posthog.hogql.timings import HogQLTimings
-from posthog.hogql_queries.insights.trends.aggregation_operations import AggregationOperations
+from posthog.hogql_queries.insights.trends.aggregation_operations import (
+    AggregationOperations,
+)
 from posthog.hogql_queries.insights.trends.breakdown import Breakdown
 from posthog.hogql_queries.insights.trends.breakdown_session import BreakdownSession
 from posthog.hogql_queries.insights.trends.utils import series_event_name
@@ -157,7 +159,8 @@ def _get_events_subquery(self) -> ast.SelectQuery:
         # Just complex series aggregation
         elif self._aggregation_operation.requires_query_orchestration():
             return self._aggregation_operation.get_query_orchestrator(
-                events_where_clause=self._events_filter(), sample_value=self._sample_value()
+                events_where_clause=self._events_filter(),
+                sample_value=self._sample_value(),
             ).build()
 
         return default_query
@@ -222,7 +225,8 @@ def _events_filter(self) -> ast.Expr:
         if series_event_name(self.series) is not None:
             filters.append(
                 parse_expr(
-                    "event = {event}", placeholders={"event": ast.Constant(value=series_event_name(self.series))}
+                    "event = {event}",
+                    placeholders={"event": ast.Constant(value=series_event_name(self.series))},
                 )
             )
 
diff --git a/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py b/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py
index 760c55577d7db..88e012672e12d 100644
--- a/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py
+++ b/posthog/hogql_queries/insights/trends/test/test_trends_query_runner.py
@@ -3,8 +3,19 @@
 from freezegun import freeze_time
 from posthog.hogql_queries.insights.trends.trends_query_runner import TrendsQueryRunner
 
-from posthog.schema import DateRange, EventsNode, IntervalType, TrendsFilter, TrendsQuery
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_event, _create_person
+from posthog.schema import (
+    DateRange,
+    EventsNode,
+    IntervalType,
+    TrendsFilter,
+    TrendsQuery,
+)
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    _create_event,
+    _create_person,
+)
 
 
 @dataclass
@@ -41,7 +52,12 @@ def _create_events(self, data: List[SeriesTestData]):
                 )
             for event in person.events:
                 for timestamp in event.timestamps:
-                    _create_event(team=self.team, event=event.event, distinct_id=id, timestamp=timestamp)
+                    _create_event(
+                        team=self.team,
+                        event=event.event,
+                        distinct_id=id,
+                        timestamp=timestamp,
+                    )
         return person_result
 
     def _create_test_events(self):
@@ -74,7 +90,10 @@ def _create_test_events(self):
                 SeriesTestData(
                     distinct_id="p2",
                     events=[
-                        Series(event="$pageview", timestamps=["2020-01-09T12:00:00Z", "2020-01-12T12:00:00Z"]),
+                        Series(
+                            event="$pageview",
+                            timestamps=["2020-01-09T12:00:00Z", "2020-01-12T12:00:00Z"],
+                        ),
                         Series(
                             event="$pageleave",
                             timestamps=[
@@ -111,7 +130,12 @@ def _create_query_runner(self, date_from, date_to, interval, series, trends_filt
         return TrendsQueryRunner(team=self.team, query=query)
 
     def _run_trends_query(
-        self, date_from, date_to, interval, series=None, trends_filters: Optional[TrendsFilter] = None
+        self,
+        date_from,
+        date_to,
+        interval,
+        series=None,
+        trends_filters: Optional[TrendsFilter] = None,
     ):
         return self._create_query_runner(date_from, date_to, interval, series, trends_filters).calculate()
 
@@ -221,7 +245,11 @@ def test_trends_query_compare(self):
         self._create_test_events()
 
         response = self._run_trends_query(
-            "2020-01-15", "2020-01-19", IntervalType.day, [EventsNode(event="$pageview")], TrendsFilter(compare=True)
+            "2020-01-15",
+            "2020-01-19",
+            IntervalType.day,
+            [EventsNode(event="$pageview")],
+            TrendsFilter(compare=True),
         )
 
         self.assertEqual(2, len(response.results))
diff --git a/posthog/hogql_queries/insights/trends/trends_query_runner.py b/posthog/hogql_queries/insights/trends/trends_query_runner.py
index 9c1dc4eca64f5..cfbcb60fdf28e 100644
--- a/posthog/hogql_queries/insights/trends/trends_query_runner.py
+++ b/posthog/hogql_queries/insights/trends/trends_query_runner.py
@@ -6,7 +6,10 @@
 from typing import List, Optional, Any, Dict
 
 from django.utils.timezone import datetime
-from posthog.caching.insights_api import BASE_MINIMUM_INSIGHT_REFRESH_INTERVAL, REDUCED_MINIMUM_INSIGHT_REFRESH_INTERVAL
+from posthog.caching.insights_api import (
+    BASE_MINIMUM_INSIGHT_REFRESH_INTERVAL,
+    REDUCED_MINIMUM_INSIGHT_REFRESH_INTERVAL,
+)
 from posthog.caching.utils import is_stale
 
 from posthog.hogql import ast
@@ -17,12 +20,20 @@
 from posthog.hogql_queries.query_runner import QueryRunner
 from posthog.hogql_queries.utils.formula_ast import FormulaAST
 from posthog.hogql_queries.utils.query_date_range import QueryDateRange
-from posthog.hogql_queries.utils.query_previous_period_date_range import QueryPreviousPeriodDateRange
+from posthog.hogql_queries.utils.query_previous_period_date_range import (
+    QueryPreviousPeriodDateRange,
+)
 from posthog.models import Team
 from posthog.models.cohort.cohort import Cohort
 from posthog.models.filters.mixins.utils import cached_property
 from posthog.models.property_definition import PropertyDefinition
-from posthog.schema import ActionsNode, EventsNode, HogQLQueryResponse, TrendsQuery, TrendsQueryResponse
+from posthog.schema import (
+    ActionsNode,
+    EventsNode,
+    HogQLQueryResponse,
+    TrendsQuery,
+    TrendsQueryResponse,
+)
 
 
 class TrendsQueryRunner(QueryRunner):
@@ -141,7 +152,10 @@ def build_series_response(self, response: HogQLQueryResponse, series: SeriesWith
             # Modifications for when comparing to previous period
             if self.query.trendsFilter is not None and self.query.trendsFilter.compare:
                 labels = [
-                    "{} {}".format(self.query.interval if self.query.interval is not None else "day", i)
+                    "{} {}".format(
+                        self.query.interval if self.query.interval is not None else "day",
+                        i,
+                    )
                     for i in range(len(series_object["labels"]))
                 ]
 
@@ -171,13 +185,19 @@ def build_series_response(self, response: HogQLQueryResponse, series: SeriesWith
     @cached_property
     def query_date_range(self):
         return QueryDateRange(
-            date_range=self.query.dateRange, team=self.team, interval=self.query.interval, now=datetime.now()
+            date_range=self.query.dateRange,
+            team=self.team,
+            interval=self.query.interval,
+            now=datetime.now(),
         )
 
     @cached_property
     def query_previous_date_range(self):
         return QueryPreviousPeriodDateRange(
-            date_range=self.query.dateRange, team=self.team, interval=self.query.interval, now=datetime.now()
+            date_range=self.query.dateRange,
+            team=self.team,
+            interval=self.query.interval,
+            now=datetime.now(),
         )
 
     def series_event(self, series: EventsNode | ActionsNode) -> str | None:
@@ -209,12 +229,16 @@ def setup_series(self) -> List[SeriesWithExtras]:
             for series in series_with_extras:
                 updated_series.append(
                     SeriesWithExtras(
-                        series=series.series, is_previous_period_series=False, overriden_query=series.overriden_query
+                        series=series.series,
+                        is_previous_period_series=False,
+                        overriden_query=series.overriden_query,
                     )
                 )
                 updated_series.append(
                     SeriesWithExtras(
-                        series=series.series, is_previous_period_series=True, overriden_query=series.overriden_query
+                        series=series.series,
+                        is_previous_period_series=True,
+                        overriden_query=series.overriden_query,
                     )
                 )
             series_with_extras = updated_series
@@ -265,7 +289,9 @@ def _is_breakdown_field_boolean(self):
             property_type = PropertyDefinition.Type.EVENT
 
         field_type = self._event_property(
-            self.query.breakdown.breakdown, property_type, self.query.breakdown.breakdown_group_type_index
+            self.query.breakdown.breakdown,
+            property_type,
+            self.query.breakdown.breakdown_group_type_index,
         )
         return field_type == "Boolean"
 
@@ -273,7 +299,12 @@ def _convert_boolean(self, value: any):
         bool_map = {1: "true", 0: "false", "": ""}
         return bool_map.get(value) or value
 
-    def _event_property(self, field: str, field_type: PropertyDefinition.Type, group_type_index: Optional[int]):
+    def _event_property(
+        self,
+        field: str,
+        field_type: PropertyDefinition.Type,
+        group_type_index: Optional[int],
+    ):
         return PropertyDefinition.objects.get(
             name=field,
             team=self.team,
diff --git a/posthog/hogql_queries/legacy_compatibility/filter_to_query.py b/posthog/hogql_queries/legacy_compatibility/filter_to_query.py
index f8941c3899125..ce490cadfc834 100644
--- a/posthog/hogql_queries/legacy_compatibility/filter_to_query.py
+++ b/posthog/hogql_queries/legacy_compatibility/filter_to_query.py
@@ -240,11 +240,17 @@ def _properties(filter: Dict):
     if raw_properties is None or len(raw_properties) == 0:
         return {}
     elif isinstance(raw_properties, list):
-        raw_properties = {"type": "AND", "values": [{"type": "AND", "values": raw_properties}]}
+        raw_properties = {
+            "type": "AND",
+            "values": [{"type": "AND", "values": raw_properties}],
+        }
         return {"properties": PropertyGroupFilter(**clean_properties(raw_properties))}
     elif is_old_style_properties(raw_properties):
         raw_properties = transform_old_style_properties(raw_properties)
-        raw_properties = {"type": "AND", "values": [{"type": "AND", "values": raw_properties}]}
+        raw_properties = {
+            "type": "AND",
+            "values": [{"type": "AND", "values": raw_properties}],
+        }
         return {"properties": PropertyGroupFilter(**clean_properties(raw_properties))}
     else:
         return {"properties": PropertyGroupFilter(**clean_properties(raw_properties))}
diff --git a/posthog/hogql_queries/legacy_compatibility/test/test_filter_to_query.py b/posthog/hogql_queries/legacy_compatibility/test/test_filter_to_query.py
index f07405b248976..9a130faa9774f 100644
--- a/posthog/hogql_queries/legacy_compatibility/test/test_filter_to_query.py
+++ b/posthog/hogql_queries/legacy_compatibility/test/test_filter_to_query.py
@@ -58,8 +58,20 @@
 }
 insight_2 = {
     "events": [
-        {"id": "signed_up", "name": "signed_up", "type": "events", "order": 2, "custom_name": "Signed up"},
-        {"id": "upgraded_plan", "name": "upgraded_plan", "type": "events", "order": 4, "custom_name": "Upgraded plan"},
+        {
+            "id": "signed_up",
+            "name": "signed_up",
+            "type": "events",
+            "order": 2,
+            "custom_name": "Signed up",
+        },
+        {
+            "id": "upgraded_plan",
+            "name": "upgraded_plan",
+            "type": "events",
+            "order": 4,
+            "custom_name": "Upgraded plan",
+        },
     ],
     "actions": [{"id": 1, "name": "Interacted with file", "type": "actions", "order": 3}],
     "display": "FunnelViz",
@@ -76,17 +88,45 @@
     "properties": {
         "type": "AND",
         "values": [
-            {"type": "AND", "values": [{"key": "email", "type": "person", "value": "is_set", "operator": "is_set"}]}
+            {
+                "type": "AND",
+                "values": [
+                    {
+                        "key": "email",
+                        "type": "person",
+                        "value": "is_set",
+                        "operator": "is_set",
+                    }
+                ],
+            }
         ],
     },
-    "target_entity": {"id": "signed_up", "name": "signed_up", "type": "events", "order": 0},
+    "target_entity": {
+        "id": "signed_up",
+        "name": "signed_up",
+        "type": "events",
+        "order": 0,
+    },
     "retention_type": "retention_first_time",
     "total_intervals": 9,
-    "returning_entity": {"id": 1, "name": "Interacted with file", "type": "actions", "order": 0},
+    "returning_entity": {
+        "id": 1,
+        "name": "Interacted with file",
+        "type": "actions",
+        "order": 0,
+    },
 }
 insight_4 = {
     "events": [],
-    "actions": [{"id": 1, "math": "total", "name": "Interacted with file", "type": "actions", "order": 0}],
+    "actions": [
+        {
+            "id": 1,
+            "math": "total",
+            "name": "Interacted with file",
+            "type": "actions",
+            "order": 0,
+        }
+    ],
     "compare": False,
     "display": "ActionsLineGraph",
     "insight": "LIFECYCLE",
@@ -128,7 +168,15 @@
     "filter_test_accounts": True,
 }
 insight_6 = {
-    "events": [{"id": "paid_bill", "math": "sum", "type": "events", "order": 0, "math_property": "amount_usd"}],
+    "events": [
+        {
+            "id": "paid_bill",
+            "math": "sum",
+            "type": "events",
+            "order": 0,
+            "math_property": "amount_usd",
+        }
+    ],
     "actions": [],
     "display": "ActionsLineGraph",
     "insight": "TRENDS",
@@ -170,7 +218,14 @@
         "values": [
             {
                 "type": "AND",
-                "values": [{"key": "$current_url", "type": "event", "value": "/files/", "operator": "not_icontains"}],
+                "values": [
+                    {
+                        "key": "$current_url",
+                        "type": "event",
+                        "value": "/files/",
+                        "operator": "not_icontains",
+                    }
+                ],
             }
         ],
     },
@@ -184,7 +239,12 @@
             "type": "events",
             "order": 0,
             "properties": [
-                {"key": "$current_url", "type": "event", "value": "https://hedgebox.net/", "operator": "exact"}
+                {
+                    "key": "$current_url",
+                    "type": "event",
+                    "value": "https://hedgebox.net/",
+                    "operator": "exact",
+                }
             ],
             "custom_name": "Viewed homepage",
         },
@@ -194,11 +254,22 @@
             "type": "events",
             "order": 1,
             "properties": [
-                {"key": "$current_url", "type": "event", "value": "https://hedgebox.net/signup/", "operator": "regex"}
+                {
+                    "key": "$current_url",
+                    "type": "event",
+                    "value": "https://hedgebox.net/signup/",
+                    "operator": "regex",
+                }
             ],
             "custom_name": "Viewed signup page",
         },
-        {"id": "signed_up", "name": "signed_up", "type": "events", "order": 2, "custom_name": "Signed up"},
+        {
+            "id": "signed_up",
+            "name": "signed_up",
+            "type": "events",
+            "order": 2,
+            "custom_name": "Signed up",
+        },
     ],
     "actions": [],
     "display": "FunnelViz",
@@ -279,9 +350,24 @@
 }
 insight_17 = {
     "events": [
-        {"id": "$pageview", "type": "events", "order": 0, "custom_name": "First page view"},
-        {"id": "$pageview", "type": "events", "order": 1, "custom_name": "Second page view"},
-        {"id": "$pageview", "type": "events", "order": 2, "custom_name": "Third page view"},
+        {
+            "id": "$pageview",
+            "type": "events",
+            "order": 0,
+            "custom_name": "First page view",
+        },
+        {
+            "id": "$pageview",
+            "type": "events",
+            "order": 1,
+            "custom_name": "Second page view",
+        },
+        {
+            "id": "$pageview",
+            "type": "events",
+            "order": 2,
+            "custom_name": "Third page view",
+        },
     ],
     "layout": "horizontal",
     "display": "FunnelViz",
@@ -303,7 +389,14 @@
             "name": "Pageviews",
             "type": "actions",
             "order": 0,
-            "properties": [{"key": "$browser", "type": "event", "value": "Chrome", "operator": None}],
+            "properties": [
+                {
+                    "key": "$browser",
+                    "type": "event",
+                    "value": "Chrome",
+                    "operator": None,
+                }
+            ],
             "math_property": None,
         }
     ],
@@ -392,7 +485,14 @@
     "interval": "day",
     "shown_as": "Volume",
     "breakdown": False,
-    "properties": [{"key": "$current_url", "type": "event", "value": "https://example.com/", "operator": "icontains"}],
+    "properties": [
+        {
+            "key": "$current_url",
+            "type": "event",
+            "value": "https://example.com/",
+            "operator": "icontains",
+        }
+    ],
     "breakdown_type": "undefined",
 }
 insight_24 = {
@@ -471,7 +571,12 @@
             "type": "events",
             "order": 1,
             "properties": [
-                {"key": "$current_url", "type": "event", "value": "posthog.com/signup$", "operator": "regex"}
+                {
+                    "key": "$current_url",
+                    "type": "event",
+                    "value": "posthog.com/signup$",
+                    "operator": "regex",
+                }
             ],
             "custom_name": "Views on signup page",
         },
@@ -491,7 +596,15 @@
     "breakdown_group_type_index": 0,
 }
 insight_31 = {
-    "events": [{"id": "$autocapture", "math": "total", "name": "$autocapture", "type": "events", "order": 0}],
+    "events": [
+        {
+            "id": "$autocapture",
+            "math": "total",
+            "name": "$autocapture",
+            "type": "events",
+            "order": 0,
+        }
+    ],
     "insight": "STICKINESS",
     "entity_type": "events",
 }
@@ -592,7 +705,12 @@ def test_base_insights(filter: dict):
 properties_1 = [{"key": "account_id", "type": "event", "value": ["some_id"], "operator": "exact"}]
 properties_2 = [
     {"key": "account_id", "type": "event", "value": ["some_id"], "operator": "exact"},
-    {"key": "$current_url", "type": "event", "value": "/path", "operator": "not_icontains"},
+    {
+        "key": "$current_url",
+        "type": "event",
+        "value": "/path",
+        "operator": "not_icontains",
+    },
 ]
 properties_3 = {}
 properties_4 = {"type": "AND", "values": []}
@@ -603,8 +721,18 @@ def test_base_insights(filter: dict):
         {
             "type": "AND",
             "values": [
-                {"key": "$current_url", "type": "event", "value": "?", "operator": "not_icontains"},
-                {"key": "$referring_domain", "type": "event", "value": "google", "operator": "icontains"},
+                {
+                    "key": "$current_url",
+                    "type": "event",
+                    "value": "?",
+                    "operator": "not_icontains",
+                },
+                {
+                    "key": "$referring_domain",
+                    "type": "event",
+                    "value": "google",
+                    "operator": "icontains",
+                },
             ],
         }
     ],
@@ -612,10 +740,19 @@ def test_base_insights(filter: dict):
 properties_7 = {
     "type": "AND",
     "values": [
-        {"type": "AND", "values": [{"type": "AND", "values": []}, {"type": "AND", "values": []}]},
         {
             "type": "AND",
-            "values": [{"key": "dateDiff('minute', timestamp, now()) < 5", "type": "hogql", "value": None}],
+            "values": [{"type": "AND", "values": []}, {"type": "AND", "values": []}],
+        },
+        {
+            "type": "AND",
+            "values": [
+                {
+                    "key": "dateDiff('minute', timestamp, now()) < 5",
+                    "type": "hogql",
+                    "value": None,
+                }
+            ],
         },
     ],
 }
@@ -624,11 +761,23 @@ def test_base_insights(filter: dict):
     "values": [
         {
             "type": "AND",
-            "values": [{"key": "dateDiff('minute', timestamp, now()) < 5", "type": "hogql", "value": None}],
+            "values": [
+                {
+                    "key": "dateDiff('minute', timestamp, now()) < 5",
+                    "type": "hogql",
+                    "value": None,
+                }
+            ],
         },
         {
             "type": "AND",
-            "values": [{"key": "dateDiff('minute', timestamp, now()) < 5", "type": "hogql", "value": None}],
+            "values": [
+                {
+                    "key": "dateDiff('minute', timestamp, now()) < 5",
+                    "type": "hogql",
+                    "value": None,
+                }
+            ],
         },
     ],
 }
@@ -638,9 +787,24 @@ def test_base_insights(filter: dict):
         {
             "type": "AND",
             "values": [
-                {"key": "$browser", "value": ["Chrome"], "operator": "exact", "type": "event"},
-                {"key": "$browser", "value": ["Chrome"], "operator": "exact", "type": "person"},
-                {"key": "$feature/hogql-insights", "value": ["true"], "operator": "exact", "type": "event"},
+                {
+                    "key": "$browser",
+                    "value": ["Chrome"],
+                    "operator": "exact",
+                    "type": "event",
+                },
+                {
+                    "key": "$browser",
+                    "value": ["Chrome"],
+                    "operator": "exact",
+                    "type": "person",
+                },
+                {
+                    "key": "$feature/hogql-insights",
+                    "value": ["true"],
+                    "operator": "exact",
+                    "type": "event",
+                },
                 {
                     "key": "site_url",
                     "value": ["http://localhost:8000"],
@@ -649,8 +813,18 @@ def test_base_insights(filter: dict):
                     "group_type_index": 1,
                 },
                 {"key": "id", "value": 2, "type": "cohort"},
-                {"key": "tag_name", "value": ["elem"], "operator": "exact", "type": "element"},
-                {"key": "$session_duration", "value": None, "operator": "gt", "type": "session"},
+                {
+                    "key": "tag_name",
+                    "value": ["elem"],
+                    "operator": "exact",
+                    "type": "element",
+                },
+                {
+                    "key": "$session_duration",
+                    "value": None,
+                    "operator": "gt",
+                    "type": "session",
+                },
                 {"type": "hogql", "key": "properties.name", "value": None},
             ],
         },
@@ -659,7 +833,14 @@ def test_base_insights(filter: dict):
 }
 properties_10 = [{"key": "id", "type": "cohort", "value": 71, "operator": None}]
 properties_11 = [{"key": [498], "type": "cohort", "value": 498, "operator": None}]
-properties_12 = [{"key": "userId", "type": "event", "values": ["63ffaeae99ac3c4240976d60"], "operator": "exact"}]
+properties_12 = [
+    {
+        "key": "userId",
+        "type": "event",
+        "values": ["63ffaeae99ac3c4240976d60"],
+        "operator": "exact",
+    }
+]
 properties_13 = {"plan": "premium"}
 properties_14 = {"$current_url__icontains": "signin"}
 
@@ -783,7 +964,10 @@ def test_series_custom(self):
 
     def test_series_order(self):
         filter = {
-            "events": [{"id": "$pageview", "order": 1}, {"id": "$pageview", "math": "dau", "order": 2}],
+            "events": [
+                {"id": "$pageview", "order": 1},
+                {"id": "$pageview", "math": "dau", "order": 2},
+            ],
             "actions": [{"id": 1, "order": 3}, {"id": 1, "math": "dau", "order": 0}],
         }
 
@@ -803,9 +987,20 @@ def test_series_math(self):
         filter = {
             "events": [
                 {"id": "$pageview", "math": "dau"},  # base math type
-                {"id": "$pageview", "math": "median", "math_property": "$math_prop"},  # property math type
-                {"id": "$pageview", "math": "avg_count_per_actor"},  # count per actor math type
-                {"id": "$pageview", "math": "unique_group", "math_group_type_index": 0},  # unique group
+                {
+                    "id": "$pageview",
+                    "math": "median",
+                    "math_property": "$math_prop",
+                },  # property math type
+                {
+                    "id": "$pageview",
+                    "math": "avg_count_per_actor",
+                },  # count per actor math type
+                {
+                    "id": "$pageview",
+                    "math": "unique_group",
+                    "math_group_type_index": 0,
+                },  # unique group
                 {
                     "id": "$pageview",
                     "math": "hogql",
@@ -821,10 +1016,22 @@ def test_series_math(self):
             [
                 EventsNode(event="$pageview", name="$pageview", math=BaseMathType.dau),
                 EventsNode(
-                    event="$pageview", name="$pageview", math=PropertyMathType.median, math_property="$math_prop"
+                    event="$pageview",
+                    name="$pageview",
+                    math=PropertyMathType.median,
+                    math_property="$math_prop",
+                ),
+                EventsNode(
+                    event="$pageview",
+                    name="$pageview",
+                    math=CountPerActorMathType.avg_count_per_actor,
+                ),
+                EventsNode(
+                    event="$pageview",
+                    name="$pageview",
+                    math="unique_group",
+                    math_group_type_index=0,
                 ),
-                EventsNode(event="$pageview", name="$pageview", math=CountPerActorMathType.avg_count_per_actor),
-                EventsNode(event="$pageview", name="$pageview", math="unique_group", math_group_type_index=0),
                 EventsNode(
                     event="$pageview",
                     name="$pageview",
@@ -840,21 +1047,52 @@ def test_series_properties(self):
                 {"id": "$pageview", "properties": []},  # smoke test
                 {
                     "id": "$pageview",
-                    "properties": [{"key": "success", "type": "event", "value": ["true"], "operator": "exact"}],
+                    "properties": [
+                        {
+                            "key": "success",
+                            "type": "event",
+                            "value": ["true"],
+                            "operator": "exact",
+                        }
+                    ],
                 },
                 {
                     "id": "$pageview",
-                    "properties": [{"key": "email", "type": "person", "value": "is_set", "operator": "is_set"}],
+                    "properties": [
+                        {
+                            "key": "email",
+                            "type": "person",
+                            "value": "is_set",
+                            "operator": "is_set",
+                        }
+                    ],
                 },
                 {
                     "id": "$pageview",
-                    "properties": [{"key": "text", "value": ["some text"], "operator": "exact", "type": "element"}],
+                    "properties": [
+                        {
+                            "key": "text",
+                            "value": ["some text"],
+                            "operator": "exact",
+                            "type": "element",
+                        }
+                    ],
+                },
+                {
+                    "id": "$pageview",
+                    "properties": [
+                        {
+                            "key": "$session_duration",
+                            "value": 1,
+                            "operator": "gt",
+                            "type": "session",
+                        }
+                    ],
                 },
                 {
                     "id": "$pageview",
-                    "properties": [{"key": "$session_duration", "value": 1, "operator": "gt", "type": "session"}],
+                    "properties": [{"key": "id", "value": 2, "type": "cohort"}],
                 },
-                {"id": "$pageview", "properties": [{"key": "id", "value": 2, "type": "cohort"}]},
                 {
                     "id": "$pageview",
                     "properties": [
@@ -870,14 +1108,28 @@ def test_series_properties(self):
                 {
                     "id": "$pageview",
                     "properties": [
-                        {"key": "dateDiff('minute', timestamp, now()) < 30", "type": "hogql", "value": None}
+                        {
+                            "key": "dateDiff('minute', timestamp, now()) < 30",
+                            "type": "hogql",
+                            "value": None,
+                        }
                     ],
                 },
                 {
                     "id": "$pageview",
                     "properties": [
-                        {"key": "$referring_domain", "type": "event", "value": "google", "operator": "icontains"},
-                        {"key": "utm_source", "type": "event", "value": "is_not_set", "operator": "is_not_set"},
+                        {
+                            "key": "$referring_domain",
+                            "type": "event",
+                            "value": "google",
+                            "operator": "icontains",
+                        },
+                        {
+                            "key": "utm_source",
+                            "type": "event",
+                            "value": "is_not_set",
+                            "operator": "is_not_set",
+                        },
                     ],
                 },
             ]
@@ -892,18 +1144,34 @@ def test_series_properties(self):
                 EventsNode(
                     event="$pageview",
                     name="$pageview",
-                    properties=[EventPropertyFilter(key="success", value=["true"], operator=PropertyOperator.exact)],
+                    properties=[
+                        EventPropertyFilter(
+                            key="success",
+                            value=["true"],
+                            operator=PropertyOperator.exact,
+                        )
+                    ],
                 ),
                 EventsNode(
                     event="$pageview",
                     name="$pageview",
-                    properties=[PersonPropertyFilter(key="email", value="is_set", operator=PropertyOperator.is_set)],
+                    properties=[
+                        PersonPropertyFilter(
+                            key="email",
+                            value="is_set",
+                            operator=PropertyOperator.is_set,
+                        )
+                    ],
                 ),
                 EventsNode(
                     event="$pageview",
                     name="$pageview",
                     properties=[
-                        ElementPropertyFilter(key=Key.text, value=["some text"], operator=PropertyOperator.exact)
+                        ElementPropertyFilter(
+                            key=Key.text,
+                            value=["some text"],
+                            operator=PropertyOperator.exact,
+                        )
                     ],
                 ),
                 EventsNode(
@@ -911,13 +1179,20 @@ def test_series_properties(self):
                     name="$pageview",
                     properties=[SessionPropertyFilter(value=1, operator=PropertyOperator.gt)],
                 ),
-                EventsNode(event="$pageview", name="$pageview", properties=[CohortPropertyFilter(value=2)]),
+                EventsNode(
+                    event="$pageview",
+                    name="$pageview",
+                    properties=[CohortPropertyFilter(value=2)],
+                ),
                 EventsNode(
                     event="$pageview",
                     name="$pageview",
                     properties=[
                         GroupPropertyFilter(
-                            key="name", value=["Hedgebox Inc."], operator=PropertyOperator.exact, group_type_index=2
+                            key="name",
+                            value=["Hedgebox Inc."],
+                            operator=PropertyOperator.exact,
+                            group_type_index=2,
                         )
                     ],
                 ),
@@ -931,9 +1206,15 @@ def test_series_properties(self):
                     name="$pageview",
                     properties=[
                         EventPropertyFilter(
-                            key="$referring_domain", value="google", operator=PropertyOperator.icontains
+                            key="$referring_domain",
+                            value="google",
+                            operator=PropertyOperator.icontains,
+                        ),
+                        EventPropertyFilter(
+                            key="utm_source",
+                            value="is_not_set",
+                            operator=PropertyOperator.is_not_set,
                         ),
-                        EventPropertyFilter(key="utm_source", value="is_not_set", operator=PropertyOperator.is_not_set),
                     ],
                 ),
             ],
@@ -1070,7 +1351,11 @@ def test_retention_filter(self):
             "retention_type": "retention_first_time",
             # retention_reference="previous",
             "total_intervals": 12,
-            "returning_entity": {"id": "$pageview", "name": "$pageview", "type": "events"},
+            "returning_entity": {
+                "id": "$pageview",
+                "name": "$pageview",
+                "type": "events",
+            },
             "target_entity": {"id": "$pageview", "name": "$pageview", "type": "events"},
             "period": "Week",
         }
@@ -1119,7 +1404,13 @@ def test_paths_filter(self):
             "funnel_filter": {
                 "insight": "FUNNELS",
                 "events": [
-                    {"type": "events", "id": "$pageview", "order": 0, "name": "$pageview", "math": "total"},
+                    {
+                        "type": "events",
+                        "id": "$pageview",
+                        "order": 0,
+                        "name": "$pageview",
+                        "math": "total",
+                    },
                     {"type": "events", "id": None, "order": 1, "math": "total"},
                 ],
                 "funnel_viz_type": "steps",
@@ -1152,7 +1443,13 @@ def test_paths_filter(self):
                 funnel_filter={
                     "insight": "FUNNELS",
                     "events": [
-                        {"type": "events", "id": "$pageview", "order": 0, "name": "$pageview", "math": "total"},
+                        {
+                            "type": "events",
+                            "id": "$pageview",
+                            "order": 0,
+                            "name": "$pageview",
+                            "math": "total",
+                        },
                         {"type": "events", "id": None, "order": 1, "math": "total"},
                     ],
                     "funnel_viz_type": "steps",
diff --git a/posthog/hogql_queries/persons_query_runner.py b/posthog/hogql_queries/persons_query_runner.py
index a373a1acbf7d9..d597f4bab1c2a 100644
--- a/posthog/hogql_queries/persons_query_runner.py
+++ b/posthog/hogql_queries/persons_query_runner.py
@@ -69,7 +69,11 @@ def filter_conditions(self) -> List[ast.Expr]:
                 source_query_runner = get_query_runner(source, self.team, self.timings)
                 source_query = source_query_runner.to_persons_query()
                 where_exprs.append(
-                    ast.CompareOperation(left=ast.Field(chain=["id"]), op=ast.CompareOperationOp.In, right=source_query)
+                    ast.CompareOperation(
+                        left=ast.Field(chain=["id"]),
+                        op=ast.CompareOperationOp.In,
+                        right=source_query,
+                    )
                 )
             except NotImplementedError:
                 raise ValueError(f"Queries of type '{source.kind}' are not implemented as a PersonsQuery sources.")
@@ -113,7 +117,10 @@ def input_columns(self) -> List[str]:
         return self.query.select or ["person", "id", "created_at", "person.$delete"]
 
     def query_limit(self) -> int:
-        return min(MAX_SELECT_RETURNED_ROWS, DEFAULT_RETURNED_ROWS if self.query.limit is None else self.query.limit)
+        return min(
+            MAX_SELECT_RETURNED_ROWS,
+            DEFAULT_RETURNED_ROWS if self.query.limit is None else self.query.limit,
+        )
 
     def to_query(self) -> ast.SelectQuery:
         with self.timings.measure("columns"):
@@ -175,7 +182,8 @@ def to_query(self) -> ast.SelectQuery:
                         ast.OrderExpr(
                             expr=ast.Field(chain=["properties", order_property]),
                             order=cast(
-                                Literal["ASC", "DESC"], "DESC" if self.query.orderBy[0] == "person DESC" else "ASC"
+                                Literal["ASC", "DESC"],
+                                "DESC" if self.query.orderBy[0] == "person DESC" else "ASC",
                             ),
                         )
                     ]
diff --git a/posthog/hogql_queries/test/test_hogql_query_runner.py b/posthog/hogql_queries/test/test_hogql_query_runner.py
index 6af80f638e3ba..badc27efef3bf 100644
--- a/posthog/hogql_queries/test/test_hogql_query_runner.py
+++ b/posthog/hogql_queries/test/test_hogql_query_runner.py
@@ -3,7 +3,13 @@
 from posthog.hogql_queries.hogql_query_runner import HogQLQueryRunner
 from posthog.models.utils import UUIDT
 from posthog.schema import HogQLPropertyFilter, HogQLQuery, HogQLFilters
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_person, flush_persons_and_events, _create_event
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    _create_person,
+    flush_persons_and_events,
+    _create_event,
+)
 
 
 class TestHogQLQueryRunner(ClickhouseTestMixin, APIBaseTest):
@@ -24,7 +30,11 @@ def _create_random_persons(self) -> str:
                 distinct_ids=[f"id-{random_uuid}-{index}"],
                 is_identified=True,
             )
-            _create_event(distinct_id=f"id-{random_uuid}-{index}", event=f"clicky-{index}", team=self.team)
+            _create_event(
+                distinct_id=f"id-{random_uuid}-{index}",
+                event=f"clicky-{index}",
+                team=self.team,
+            )
         flush_persons_and_events()
         return random_uuid
 
@@ -60,7 +70,9 @@ def test_hogql_query_filters(self):
             select=[ast.Call(name="count", args=[ast.Field(chain=["event"])])],
             select_from=ast.JoinExpr(table=ast.Field(chain=["events"])),
             where=ast.CompareOperation(
-                left=ast.Field(chain=["event"]), op=ast.CompareOperationOp.Eq, right=ast.Constant(value="clicky-3")
+                left=ast.Field(chain=["event"]),
+                op=ast.CompareOperationOp.Eq,
+                right=ast.Constant(value="clicky-3"),
             ),
         )
         self.assertEqual(clear_locations(query), expected)
@@ -69,7 +81,10 @@ def test_hogql_query_filters(self):
 
     def test_hogql_query_values(self):
         runner = self._create_runner(
-            HogQLQuery(query="select count(event) from events where event={e}", values={"e": "clicky-3"})
+            HogQLQuery(
+                query="select count(event) from events where event={e}",
+                values={"e": "clicky-3"},
+            )
         )
         query = runner.to_query()
         query = clear_locations(query)
@@ -77,7 +92,9 @@ def test_hogql_query_values(self):
             select=[ast.Call(name="count", args=[ast.Field(chain=["event"])])],
             select_from=ast.JoinExpr(table=ast.Field(chain=["events"])),
             where=ast.CompareOperation(
-                left=ast.Field(chain=["event"]), op=ast.CompareOperationOp.Eq, right=ast.Constant(value="clicky-3")
+                left=ast.Field(chain=["event"]),
+                op=ast.CompareOperationOp.Eq,
+                right=ast.Constant(value="clicky-3"),
             ),
         )
         self.assertEqual(clear_locations(query), expected)
diff --git a/posthog/hogql_queries/test/test_persons_query_runner.py b/posthog/hogql_queries/test/test_persons_query_runner.py
index fbe65319a5912..7460d8cd728b7 100644
--- a/posthog/hogql_queries/test/test_persons_query_runner.py
+++ b/posthog/hogql_queries/test/test_persons_query_runner.py
@@ -13,7 +13,13 @@
     EventsNode,
     IntervalType,
 )
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_person, flush_persons_and_events, _create_event
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    _create_person,
+    flush_persons_and_events,
+    _create_event,
+)
 from freezegun import freeze_time
 
 
@@ -35,7 +41,11 @@ def _create_random_persons(self) -> str:
                 distinct_ids=[f"id-{random_uuid}-{index}"],
                 is_identified=True,
             )
-            _create_event(distinct_id=f"id-{random_uuid}-{index}", event=f"clicky-{index}", team=self.team)
+            _create_event(
+                distinct_id=f"id-{random_uuid}-{index}",
+                event=f"clicky-{index}",
+                team=self.team,
+            )
 
         flush_persons_and_events()
         return random_uuid
@@ -81,7 +91,11 @@ def test_persons_query_properties(self):
         runner = self._create_runner(
             PersonsQuery(
                 properties=[
-                    PersonPropertyFilter(key="random_uuid", value=self.random_uuid, operator=PropertyOperator.exact),
+                    PersonPropertyFilter(
+                        key="random_uuid",
+                        value=self.random_uuid,
+                        operator=PropertyOperator.exact,
+                    ),
                     HogQLPropertyFilter(key="toInt(properties.index) > 5"),
                 ]
             )
@@ -93,7 +107,11 @@ def test_persons_query_fixed_properties(self):
         runner = self._create_runner(
             PersonsQuery(
                 fixedProperties=[
-                    PersonPropertyFilter(key="random_uuid", value=self.random_uuid, operator=PropertyOperator.exact),
+                    PersonPropertyFilter(
+                        key="random_uuid",
+                        value=self.random_uuid,
+                        operator=PropertyOperator.exact,
+                    ),
                     HogQLPropertyFilter(key="toInt(properties.index) < 2"),
                 ]
             )
@@ -144,7 +162,12 @@ def test_persons_query_limit(self):
         self.assertEqual(response.hasMore, True)
 
         runner = self._create_runner(
-            PersonsQuery(select=["properties.email"], orderBy=["properties.email DESC"], limit=1, offset=2)
+            PersonsQuery(
+                select=["properties.email"],
+                orderBy=["properties.email DESC"],
+                limit=1,
+                offset=2,
+            )
         )
         response = runner.calculate()
         self.assertEqual(response.results, [[f"jacob7@{self.random_uuid}.posthog.com"]])
@@ -153,7 +176,11 @@ def test_persons_query_limit(self):
     def test_source_hogql_query(self):
         self.random_uuid = self._create_random_persons()
         source_query = HogQLQuery(query="SELECT distinct person_id FROM events WHERE event='clicky-4'")
-        query = PersonsQuery(select=["properties.email"], orderBy=["properties.email DESC"], source=source_query)
+        query = PersonsQuery(
+            select=["properties.email"],
+            orderBy=["properties.email DESC"],
+            source=source_query,
+        )
         runner = self._create_runner(query)
         response = runner.calculate()
         self.assertEqual(response.results, [[f"jacob4@{self.random_uuid}.posthog.com"]])
@@ -165,12 +192,20 @@ def test_source_lifecycle_query(self):
             source_query = LifecycleQuery(
                 series=[EventsNode(event="clicky-4")],
                 properties=[
-                    PersonPropertyFilter(key="random_uuid", value=self.random_uuid, operator=PropertyOperator.exact)
+                    PersonPropertyFilter(
+                        key="random_uuid",
+                        value=self.random_uuid,
+                        operator=PropertyOperator.exact,
+                    )
                 ],
                 interval=IntervalType.day,
                 dateRange=DateRange(date_from="-7d"),
             )
-            query = PersonsQuery(select=["properties.email"], orderBy=["properties.email DESC"], source=source_query)
+            query = PersonsQuery(
+                select=["properties.email"],
+                orderBy=["properties.email DESC"],
+                source=source_query,
+            )
             runner = self._create_runner(query)
             response = runner.calculate()
             self.assertEqual(response.results, [[f"jacob4@{self.random_uuid}.posthog.com"]])
diff --git a/posthog/hogql_queries/test/test_query_runner.py b/posthog/hogql_queries/test/test_query_runner.py
index 9ac9cb5956df2..5b82b0fae5af9 100644
--- a/posthog/hogql_queries/test/test_query_runner.py
+++ b/posthog/hogql_queries/test/test_query_runner.py
@@ -6,7 +6,11 @@
 from freezegun import freeze_time
 from pydantic import BaseModel
 
-from posthog.hogql_queries.query_runner import QueryResponse, QueryRunner, RunnableQueryNode
+from posthog.hogql_queries.query_runner import (
+    QueryResponse,
+    QueryRunner,
+    RunnableQueryNode,
+)
 from posthog.models.team.team import Team
 from posthog.test.base import BaseTest
 
diff --git a/posthog/hogql_queries/utils/query_date_range.py b/posthog/hogql_queries/utils/query_date_range.py
index 9c2a99e62d61f..be4e993326486 100644
--- a/posthog/hogql_queries/utils/query_date_range.py
+++ b/posthog/hogql_queries/utils/query_date_range.py
@@ -11,7 +11,11 @@
 from posthog.models.team import Team
 from posthog.queries.util import get_earliest_timestamp
 from posthog.schema import DateRange, IntervalType
-from posthog.utils import DEFAULT_DATE_FROM_DAYS, relative_date_parse, relative_date_parse_with_delta_mapping
+from posthog.utils import (
+    DEFAULT_DATE_FROM_DAYS,
+    relative_date_parse,
+    relative_date_parse_with_delta_mapping,
+)
 
 
 # Originally similar to posthog/queries/query_date_range.py but rewritten to be used in HogQL queries
@@ -24,7 +28,11 @@ class QueryDateRange:
     _now_without_timezone: datetime
 
     def __init__(
-        self, date_range: Optional[DateRange], team: Team, interval: Optional[IntervalType], now: datetime
+        self,
+        date_range: Optional[DateRange],
+        team: Team,
+        interval: Optional[IntervalType],
+        now: datetime,
     ) -> None:
         self._team = team
         self._date_range = date_range
@@ -40,7 +48,10 @@ def date_to(self) -> datetime:
 
         if self._date_range and self._date_range.date_to:
             date_to, delta_mapping = relative_date_parse_with_delta_mapping(
-                self._date_range.date_to, self._team.timezone_info, always_truncate=True, now=self.now_with_timezone
+                self._date_range.date_to,
+                self._team.timezone_info,
+                always_truncate=True,
+                now=self.now_with_timezone,
             )
 
         is_relative = not self._date_range or not self._date_range.date_to or delta_mapping is not None
@@ -60,7 +71,9 @@ def date_from(self) -> datetime:
             date_from = self.get_earliest_timestamp()
         elif self._date_range and isinstance(self._date_range.date_from, str):
             date_from = relative_date_parse(
-                self._date_range.date_from, self._team.timezone_info, now=self.now_with_timezone
+                self._date_range.date_from,
+                self._team.timezone_info,
+                now=self.now_with_timezone,
             )
         else:
             date_from = self.now_with_timezone.replace(hour=0, minute=0, second=0, microsecond=0) - relativedelta(
@@ -106,25 +119,38 @@ def interval_name(self) -> str:
 
     def date_to_as_hogql(self) -> ast.Expr:
         return ast.Call(
-            name="assumeNotNull", args=[ast.Call(name="toDateTime", args=[(ast.Constant(value=self.date_to_str))])]
+            name="assumeNotNull",
+            args=[ast.Call(name="toDateTime", args=[(ast.Constant(value=self.date_to_str))])],
         )
 
     def date_from_as_hogql(self) -> ast.Expr:
         return ast.Call(
-            name="assumeNotNull", args=[ast.Call(name="toDateTime", args=[(ast.Constant(value=self.date_from_str))])]
+            name="assumeNotNull",
+            args=[ast.Call(name="toDateTime", args=[(ast.Constant(value=self.date_from_str))])],
         )
 
     def previous_period_date_from_as_hogql(self) -> ast.Expr:
         return ast.Call(
             name="assumeNotNull",
-            args=[ast.Call(name="toDateTime", args=[(ast.Constant(value=self.previous_period_date_from_str))])],
+            args=[
+                ast.Call(
+                    name="toDateTime",
+                    args=[(ast.Constant(value=self.previous_period_date_from_str))],
+                )
+            ],
         )
 
     def one_interval_period(self) -> ast.Expr:
-        return ast.Call(name=f"toInterval{self.interval_name.capitalize()}", args=[ast.Constant(value=1)])
+        return ast.Call(
+            name=f"toInterval{self.interval_name.capitalize()}",
+            args=[ast.Constant(value=1)],
+        )
 
     def number_interval_periods(self) -> ast.Expr:
-        return ast.Call(name=f"toInterval{self.interval_name.capitalize()}", args=[ast.Field(chain=["number"])])
+        return ast.Call(
+            name=f"toInterval{self.interval_name.capitalize()}",
+            args=[ast.Field(chain=["number"])],
+        )
 
     def interval_period_string_as_hogql_constant(self) -> ast.Expr:
         return ast.Constant(value=self.interval_name)
@@ -143,7 +169,13 @@ def to_properties(self, field: Optional[List[str]] = None) -> List[ast.Expr]:
             field = ["timestamp"]
         return [
             ast.CompareOperation(
-                left=ast.Field(chain=field), op=CompareOperationOp.LtEq, right=self.date_to_as_hogql()
+                left=ast.Field(chain=field),
+                op=CompareOperationOp.LtEq,
+                right=self.date_to_as_hogql(),
+            ),
+            ast.CompareOperation(
+                left=ast.Field(chain=field),
+                op=CompareOperationOp.Gt,
+                right=self.date_to_as_hogql(),
             ),
-            ast.CompareOperation(left=ast.Field(chain=field), op=CompareOperationOp.Gt, right=self.date_to_as_hogql()),
         ]
diff --git a/posthog/hogql_queries/utils/query_previous_period_date_range.py b/posthog/hogql_queries/utils/query_previous_period_date_range.py
index ac16f0b9eec10..c127ac3e36d07 100644
--- a/posthog/hogql_queries/utils/query_previous_period_date_range.py
+++ b/posthog/hogql_queries/utils/query_previous_period_date_range.py
@@ -4,7 +4,10 @@
 from posthog.hogql_queries.utils.query_date_range import QueryDateRange
 from posthog.models.team import Team
 from posthog.schema import DateRange, IntervalType
-from posthog.utils import get_compare_period_dates, relative_date_parse_with_delta_mapping
+from posthog.utils import (
+    get_compare_period_dates,
+    relative_date_parse_with_delta_mapping,
+)
 
 
 # Originally similar to posthog/queries/query_date_range.py but rewritten to be used in HogQL queries
@@ -17,14 +20,20 @@ class QueryPreviousPeriodDateRange(QueryDateRange):
     _now_without_timezone: datetime
 
     def __init__(
-        self, date_range: Optional[DateRange], team: Team, interval: Optional[IntervalType], now: datetime
+        self,
+        date_range: Optional[DateRange],
+        team: Team,
+        interval: Optional[IntervalType],
+        now: datetime,
     ) -> None:
         super().__init__(date_range, team, interval, now)
 
     def date_from_delta_mappings(self) -> Dict[str, int] | None:
         if self._date_range and isinstance(self._date_range.date_from, str) and self._date_range.date_from != "all":
             delta_mapping = relative_date_parse_with_delta_mapping(
-                self._date_range.date_from, self._team.timezone_info, now=self.now_with_timezone
+                self._date_range.date_from,
+                self._team.timezone_info,
+                now=self.now_with_timezone,
             )[1]
             return delta_mapping
 
@@ -33,7 +42,10 @@ def date_from_delta_mappings(self) -> Dict[str, int] | None:
     def date_to_delta_mappings(self) -> Dict[str, int] | None:
         if self._date_range and self._date_range.date_to:
             delta_mapping = relative_date_parse_with_delta_mapping(
-                self._date_range.date_to, self._team.timezone_info, always_truncate=True, now=self.now_with_timezone
+                self._date_range.date_to,
+                self._team.timezone_info,
+                always_truncate=True,
+                now=self.now_with_timezone,
             )[1]
             return delta_mapping
         return None
diff --git a/posthog/hogql_queries/web_analytics/stats_table.py b/posthog/hogql_queries/web_analytics/stats_table.py
index 12e739413f2d1..dbd92defd2814 100644
--- a/posthog/hogql_queries/web_analytics/stats_table.py
+++ b/posthog/hogql_queries/web_analytics/stats_table.py
@@ -5,7 +5,9 @@
     COUNTS_CTE,
     BOUNCE_RATE_CTE,
 )
-from posthog.hogql_queries.web_analytics.web_analytics_query_runner import WebAnalyticsQueryRunner
+from posthog.hogql_queries.web_analytics.web_analytics_query_runner import (
+    WebAnalyticsQueryRunner,
+)
 from posthog.schema import (
     WebStatsTableQuery,
     WebStatsBreakdown,
diff --git a/posthog/hogql_queries/web_analytics/top_clicks.py b/posthog/hogql_queries/web_analytics/top_clicks.py
index 004cad7947c93..1693f2c1d86ce 100644
--- a/posthog/hogql_queries/web_analytics/top_clicks.py
+++ b/posthog/hogql_queries/web_analytics/top_clicks.py
@@ -4,7 +4,9 @@
 from posthog.hogql.parser import parse_select
 from posthog.hogql.query import execute_hogql_query
 from posthog.hogql_queries.utils.query_date_range import QueryDateRange
-from posthog.hogql_queries.web_analytics.web_analytics_query_runner import WebAnalyticsQueryRunner
+from posthog.hogql_queries.web_analytics.web_analytics_query_runner import (
+    WebAnalyticsQueryRunner,
+)
 from posthog.models.filters.mixins.utils import cached_property
 from posthog.schema import WebTopClicksQuery, WebTopClicksQueryResponse
 
@@ -51,9 +53,17 @@ def calculate(self):
         )
 
         return WebTopClicksQueryResponse(
-            columns=response.columns, results=response.results, timings=response.timings, types=response.types
+            columns=response.columns,
+            results=response.results,
+            timings=response.timings,
+            types=response.types,
         )
 
     @cached_property
     def query_date_range(self):
-        return QueryDateRange(date_range=self.query.dateRange, team=self.team, interval=None, now=datetime.now())
+        return QueryDateRange(
+            date_range=self.query.dateRange,
+            team=self.team,
+            interval=None,
+            now=datetime.now(),
+        )
diff --git a/posthog/hogql_queries/web_analytics/web_analytics_query_runner.py b/posthog/hogql_queries/web_analytics/web_analytics_query_runner.py
index a9d0092565f59..16f31272d43a4 100644
--- a/posthog/hogql_queries/web_analytics/web_analytics_query_runner.py
+++ b/posthog/hogql_queries/web_analytics/web_analytics_query_runner.py
@@ -35,7 +35,12 @@ def _refresh_frequency(self):
 
     @cached_property
     def query_date_range(self):
-        return QueryDateRange(date_range=self.query.dateRange, team=self.team, interval=None, now=datetime.now())
+        return QueryDateRange(
+            date_range=self.query.dateRange,
+            team=self.team,
+            interval=None,
+            now=datetime.now(),
+        )
 
     @cached_property
     def pathname_property_filter(self) -> Optional[EventPropertyFilter]:
diff --git a/posthog/hogql_queries/web_analytics/web_overview.py b/posthog/hogql_queries/web_analytics/web_overview.py
index 062bf72d2968e..19a587245443d 100644
--- a/posthog/hogql_queries/web_analytics/web_overview.py
+++ b/posthog/hogql_queries/web_analytics/web_overview.py
@@ -7,7 +7,9 @@
 from posthog.hogql.property import property_to_expr
 from posthog.hogql.query import execute_hogql_query
 from posthog.hogql_queries.utils.query_date_range import QueryDateRange
-from posthog.hogql_queries.web_analytics.web_analytics_query_runner import WebAnalyticsQueryRunner
+from posthog.hogql_queries.web_analytics.web_analytics_query_runner import (
+    WebAnalyticsQueryRunner,
+)
 from posthog.models.filters.mixins.utils import cached_property
 from posthog.schema import WebOverviewQueryResponse, WebOverviewQuery
 
@@ -118,14 +120,23 @@ def calculate(self):
 
     @cached_property
     def query_date_range(self):
-        return QueryDateRange(date_range=self.query.dateRange, team=self.team, interval=None, now=datetime.now())
+        return QueryDateRange(
+            date_range=self.query.dateRange,
+            team=self.team,
+            interval=None,
+            now=datetime.now(),
+        )
 
     def event_properties(self) -> ast.Expr:
         return property_to_expr(self.query.properties, team=self.team)
 
 
 def to_data(
-    key: str, kind: str, value: Optional[float], previous: Optional[float], is_increase_bad: Optional[bool] = None
+    key: str,
+    kind: str,
+    value: Optional[float],
+    previous: Optional[float],
+    is_increase_bad: Optional[bool] = None,
 ) -> dict:
     if kind == "percentage":
         if value is not None:
diff --git a/posthog/jwt.py b/posthog/jwt.py
index 73d42c80c3ee1..fa458ab2f5e3f 100644
--- a/posthog/jwt.py
+++ b/posthog/jwt.py
@@ -20,7 +20,11 @@ def encode_jwt(payload: dict, expiry_delta: timedelta, audience: PosthogJwtAudie
         raise Exception("Audience must be in the list of PostHog-supported audiences")
 
     encoded_jwt = jwt.encode(
-        {**payload, "exp": datetime.now(tz=timezone.utc) + expiry_delta, "aud": audience.value},
+        {
+            **payload,
+            "exp": datetime.now(tz=timezone.utc) + expiry_delta,
+            "aud": audience.value,
+        },
         settings.SECRET_KEY,
         algorithm="HS256",
     )
diff --git a/posthog/kafka_client/client.py b/posthog/kafka_client/client.py
index 2de052c8e73f8..a22de73a8fffe 100644
--- a/posthog/kafka_client/client.py
+++ b/posthog/kafka_client/client.py
@@ -6,7 +6,11 @@
 from django.conf import settings
 from kafka import KafkaConsumer as KC
 from kafka import KafkaProducer as KP
-from kafka.producer.future import FutureProduceResult, FutureRecordMetadata, RecordMetadata
+from kafka.producer.future import (
+    FutureProduceResult,
+    FutureRecordMetadata,
+    RecordMetadata,
+)
 from kafka.structs import TopicPartition
 from statshog.defaults.django import statsd
 from structlog import get_logger
@@ -24,7 +28,13 @@ class KafkaProducerForTests:
     def __init__(self):
         pass
 
-    def send(self, topic: str, value: Any, key: Any = None, headers: Optional[List[Tuple[str, bytes]]] = None):
+    def send(
+        self,
+        topic: str,
+        value: Any,
+        key: Any = None,
+        headers: Optional[List[Tuple[str, bytes]]] = None,
+    ):
         produce_future = FutureProduceResult(topic_partition=TopicPartition(topic, 1))
         future = FutureRecordMetadata(
             produce_future=produce_future,
@@ -81,7 +91,10 @@ class _KafkaSecurityProtocol(str, Enum):
 
 
 def _sasl_params():
-    if settings.KAFKA_SECURITY_PROTOCOL in [_KafkaSecurityProtocol.SASL_PLAINTEXT, _KafkaSecurityProtocol.SASL_SSL]:
+    if settings.KAFKA_SECURITY_PROTOCOL in [
+        _KafkaSecurityProtocol.SASL_PLAINTEXT,
+        _KafkaSecurityProtocol.SASL_SSL,
+    ]:
         return {
             "sasl_mechanism": settings.KAFKA_SASL_MECHANISM,
             "sasl_plain_username": settings.KAFKA_SASL_USER,
@@ -135,7 +148,10 @@ def on_send_success(self, record_metadata: RecordMetadata):
         statsd.incr("posthog_cloud_kafka_send_success", tags={"topic": record_metadata.topic})
 
     def on_send_failure(self, topic: str, exc: Exception):
-        statsd.incr("posthog_cloud_kafka_send_failure", tags={"topic": topic, "exception": exc.__class__.__name__})
+        statsd.incr(
+            "posthog_cloud_kafka_send_failure",
+            tags={"topic": topic, "exception": exc.__class__.__name__},
+        )
 
     def produce(
         self,
@@ -208,7 +224,10 @@ def build_kafka_consumer(
 ):
     if test:
         consumer = KafkaConsumerForTests(
-            topic=topic, auto_offset_reset=auto_offset_reset, max=10, consumer_timeout_ms=consumer_timeout_ms
+            topic=topic,
+            auto_offset_reset=auto_offset_reset,
+            max=10,
+            consumer_timeout_ms=consumer_timeout_ms,
         )
     elif settings.KAFKA_BASE64_KEYS:
         consumer = helper.get_kafka_consumer(
diff --git a/posthog/logging/timing.py b/posthog/logging/timing.py
index b736450e0d8d7..d83b692fb2894 100644
--- a/posthog/logging/timing.py
+++ b/posthog/logging/timing.py
@@ -34,7 +34,8 @@ def wrapper(*args, **kwargs):
             finally:
                 duration = round((time() - start) * 1000, 1)
                 print(  # noqa T201
-                    f"Timed function: {fn_name} took {duration}ms with args", {"args": args, "kwargs": kwargs}
+                    f"Timed function: {fn_name} took {duration}ms with args",
+                    {"args": args, "kwargs": kwargs},
                 )
 
         return wrapper
diff --git a/posthog/management/commands/backfill_persons_and_groups_on_events.py b/posthog/management/commands/backfill_persons_and_groups_on_events.py
index 04880e7fa32dc..b7fb2fcbc46e9 100644
--- a/posthog/management/commands/backfill_persons_and_groups_on_events.py
+++ b/posthog/management/commands/backfill_persons_and_groups_on_events.py
@@ -138,7 +138,6 @@ def print_and_execute_query(sql: str, name: str, dry_run: bool, timeout=180, que
 
 
 def run_backfill(options):
-
     if not options["team_id"]:
         logger.error("You must specify --team-id to run this script")
         exit(1)
@@ -149,12 +148,20 @@ def run_backfill(options):
         print("Dry run. Queries to run:", end="\n\n")
 
     print_and_execute_query(GROUPS_DICTIONARY_SQL, "GROUPS_DICTIONARY_SQL", dry_run)
-    print_and_execute_query(PERSON_DISTINCT_IDS_DICTIONARY_SQL, "PERSON_DISTINCT_IDS_DICTIONARY_SQL", dry_run)
+    print_and_execute_query(
+        PERSON_DISTINCT_IDS_DICTIONARY_SQL,
+        "PERSON_DISTINCT_IDS_DICTIONARY_SQL",
+        dry_run,
+    )
     print_and_execute_query(PERSONS_DICTIONARY_SQL, "PERSONS_DICTIONARY_SQL", dry_run)
 
     tag_queries(kind="backfill", id=backfill_query_id)
     print_and_execute_query(
-        BACKFILL_SQL, "BACKFILL_SQL", dry_run, 0, {"team_id": options["team_id"], "id": backfill_query_id}
+        BACKFILL_SQL,
+        "BACKFILL_SQL",
+        dry_run,
+        0,
+        {"team_id": options["team_id"], "id": backfill_query_id},
     )
     reset_query_tags()
 
@@ -177,11 +184,17 @@ class Command(BaseCommand):
     help = "Backfill persons and groups data on events for a given team"
 
     def add_arguments(self, parser):
-
-        parser.add_argument("--team-id", default=None, type=str, help="Specify a team to backfill data for.")
+        parser.add_argument(
+            "--team-id",
+            default=None,
+            type=str,
+            help="Specify a team to backfill data for.",
+        )
 
         parser.add_argument(
-            "--live-run", action="store_true", help="Opts out of default 'dry run' mode and actually runs the queries."
+            "--live-run",
+            action="store_true",
+            help="Opts out of default 'dry run' mode and actually runs the queries.",
         )
 
     def handle(self, *args, **options):
diff --git a/posthog/management/commands/create_batch_export_from_app.py b/posthog/management/commands/create_batch_export_from_app.py
index 510e0f3dbfa4d..6fa577f582c55 100644
--- a/posthog/management/commands/create_batch_export_from_app.py
+++ b/posthog/management/commands/create_batch_export_from_app.py
@@ -15,7 +15,9 @@ class Command(BaseCommand):
     def add_arguments(self, parser):
         """Add arguments to the parser."""
         parser.add_argument(
-            "--plugin-config-id", type=int, help="The ID of the PluginConfig to use as a base for the new BatchExport"
+            "--plugin-config-id",
+            type=int,
+            help="The ID of the PluginConfig to use as a base for the new BatchExport",
         )
         parser.add_argument(
             "--team-id",
@@ -116,7 +118,11 @@ def handle(self, *args, **options):
             end_at = dt.datetime.utcnow()
             start_at = end_at - (dt.timedelta(hours=1) if interval == "hour" else dt.timedelta(days=1))
             backfill_export(
-                client, batch_export_id=str(batch_export.id), team_id=team_id, start_at=start_at, end_at=end_at
+                client,
+                batch_export_id=str(batch_export.id),
+                team_id=team_id,
+                start_at=start_at,
+                end_at=end_at,
             )
             self.stdout.write(f"Triggered backfill for BatchExport '{name}'.")
 
diff --git a/posthog/management/commands/create_ch_migration.py b/posthog/management/commands/create_ch_migration.py
index 3b5334498589b..3f4495a0825b9 100644
--- a/posthog/management/commands/create_ch_migration.py
+++ b/posthog/management/commands/create_ch_migration.py
@@ -10,6 +10,7 @@
 operations = []
 """
 
+
 # ex: python manage.py create_ch_migration <name of migration>
 class Command(BaseCommand):
     help = "Create blank clickhouse migration"
diff --git a/posthog/management/commands/execute_temporal_workflow.py b/posthog/management/commands/execute_temporal_workflow.py
index 73d61979ab909..df9f5d993fc07 100644
--- a/posthog/management/commands/execute_temporal_workflow.py
+++ b/posthog/management/commands/execute_temporal_workflow.py
@@ -31,17 +31,45 @@ def add_arguments(self, parser):
                 "Set an ID in order to limit concurrency."
             ),
         )
-        parser.add_argument("--temporal-host", default=settings.TEMPORAL_HOST, help="Hostname for Temporal Scheduler")
-        parser.add_argument("--temporal-port", default=settings.TEMPORAL_PORT, help="Port for Temporal Scheduler")
-        parser.add_argument("--namespace", default=settings.TEMPORAL_NAMESPACE, help="Namespace to connect to")
-        parser.add_argument("--task-queue", default=settings.TEMPORAL_TASK_QUEUE, help="Task queue to service")
         parser.add_argument(
-            "--server-root-ca-cert", default=settings.TEMPORAL_CLIENT_ROOT_CA, help="Optional root server CA cert"
+            "--temporal-host",
+            default=settings.TEMPORAL_HOST,
+            help="Hostname for Temporal Scheduler",
         )
-        parser.add_argument("--client-cert", default=settings.TEMPORAL_CLIENT_CERT, help="Optional client cert")
-        parser.add_argument("--client-key", default=settings.TEMPORAL_CLIENT_KEY, help="Optional client key")
         parser.add_argument(
-            "--max-attempts", default=settings.TEMPORAL_WORKFLOW_MAX_ATTEMPTS, help="Number of max attempts"
+            "--temporal-port",
+            default=settings.TEMPORAL_PORT,
+            help="Port for Temporal Scheduler",
+        )
+        parser.add_argument(
+            "--namespace",
+            default=settings.TEMPORAL_NAMESPACE,
+            help="Namespace to connect to",
+        )
+        parser.add_argument(
+            "--task-queue",
+            default=settings.TEMPORAL_TASK_QUEUE,
+            help="Task queue to service",
+        )
+        parser.add_argument(
+            "--server-root-ca-cert",
+            default=settings.TEMPORAL_CLIENT_ROOT_CA,
+            help="Optional root server CA cert",
+        )
+        parser.add_argument(
+            "--client-cert",
+            default=settings.TEMPORAL_CLIENT_CERT,
+            help="Optional client cert",
+        )
+        parser.add_argument(
+            "--client-key",
+            default=settings.TEMPORAL_CLIENT_KEY,
+            help="Optional client key",
+        )
+        parser.add_argument(
+            "--max-attempts",
+            default=settings.TEMPORAL_WORKFLOW_MAX_ATTEMPTS,
+            help="Number of max attempts",
         )
 
     def handle(self, *args, **options):
diff --git a/posthog/management/commands/generate_demo_data.py b/posthog/management/commands/generate_demo_data.py
index 3948813b854ad..2a6e27c992345 100644
--- a/posthog/management/commands/generate_demo_data.py
+++ b/posthog/management/commands/generate_demo_data.py
@@ -20,7 +20,9 @@ class Command(BaseCommand):
     def add_arguments(self, parser):
         parser.add_argument("--seed", type=str, help="Simulation seed for deterministic output")
         parser.add_argument(
-            "--now", type=dt.datetime.fromisoformat, help="Simulation 'now' datetime in ISO format (default: now)"
+            "--now",
+            type=dt.datetime.fromisoformat,
+            help="Simulation 'now' datetime in ISO format (default: now)",
         )
         parser.add_argument(
             "--days-past",
@@ -34,7 +36,12 @@ def add_arguments(self, parser):
             default=30,
             help="At how many days after 'now' should the simulation end (default: 30)",
         )
-        parser.add_argument("--n-clusters", type=int, default=500, help="Number of clusters (default: 500)")
+        parser.add_argument(
+            "--n-clusters",
+            type=int,
+            default=500,
+            help="Number of clusters (default: 500)",
+        )
         parser.add_argument("--dry-run", action="store_true", help="Don't save simulation results")
         parser.add_argument(
             "--team-id",
@@ -43,10 +50,16 @@ def add_arguments(self, parser):
             help="If specified, an existing project with this ID will be used, and no new user will be created. If the ID is 0, data will be generated for the master project (but insights etc. won't be created)",
         )
         parser.add_argument(
-            "--email", type=str, default="test@posthog.com", help="Email of the demo user (default: test@posthog.com)"
+            "--email",
+            type=str,
+            default="test@posthog.com",
+            help="Email of the demo user (default: test@posthog.com)",
         )
         parser.add_argument(
-            "--password", type=str, default="12345678", help="Password of the demo user (default: 12345678)"
+            "--password",
+            type=str,
+            default="12345678",
+            help="Password of the demo user (default: 12345678)",
         )
 
     def handle(self, *args, **options):
@@ -74,7 +87,12 @@ def handle(self, *args, **options):
         )
         print("Running simulation...")
         matrix.simulate()
-        self.print_results(matrix, seed=seed, duration=monotonic() - timer, verbosity=options["verbosity"])
+        self.print_results(
+            matrix,
+            seed=seed,
+            duration=monotonic() - timer,
+            verbosity=options["verbosity"],
+        )
         if not options["dry_run"]:
             email = options["email"]
             password = options["password"]
@@ -89,7 +107,11 @@ def handle(self, *args, **options):
                         matrix_manager.run_on_team(team, existing_user)
                 else:
                     matrix_manager.ensure_account_and_save(
-                        email, "Employee 427", "Hedgebox Inc.", password=password, disallow_collision=True
+                        email,
+                        "Employee 427",
+                        "Hedgebox Inc.",
+                        password=password,
+                        disallow_collision=True,
                     )
             except exceptions.ValidationError as e:
                 print(f"Error: {e}")
diff --git a/posthog/management/commands/makemigrations.py b/posthog/management/commands/makemigrations.py
index 3ab70d9bc0800..8ff0a37bfaa34 100644
--- a/posthog/management/commands/makemigrations.py
+++ b/posthog/management/commands/makemigrations.py
@@ -1,6 +1,8 @@
 """Cause git to detect a merge conflict when two branches have migrations."""
 
-from django.core.management.commands.makemigrations import Command as MakeMigrationsCommand
+from django.core.management.commands.makemigrations import (
+    Command as MakeMigrationsCommand,
+)
 from django.db.migrations.loader import MigrationLoader
 
 
diff --git a/posthog/management/commands/migrate_clickhouse.py b/posthog/management/commands/migrate_clickhouse.py
index 82da287a1743d..b9a4d31eea3d9 100644
--- a/posthog/management/commands/migrate_clickhouse.py
+++ b/posthog/management/commands/migrate_clickhouse.py
@@ -6,7 +6,12 @@
 from infi.clickhouse_orm.migrations import MigrationHistory
 from infi.clickhouse_orm.utils import import_submodules
 
-from posthog.settings import CLICKHOUSE_DATABASE, CLICKHOUSE_HTTP_URL, CLICKHOUSE_PASSWORD, CLICKHOUSE_USER
+from posthog.settings import (
+    CLICKHOUSE_DATABASE,
+    CLICKHOUSE_HTTP_URL,
+    CLICKHOUSE_PASSWORD,
+    CLICKHOUSE_USER,
+)
 from posthog.settings.data_stores import CLICKHOUSE_CLUSTER
 
 MIGRATIONS_PACKAGE_NAME = "posthog.clickhouse.migrations"
@@ -17,14 +22,25 @@ class Command(BaseCommand):
 
     def add_arguments(self, parser):
         parser.add_argument(
-            "--upto", default=99_999, type=int, help="Database state will be brought to the state after that migration."
+            "--upto",
+            default=99_999,
+            type=int,
+            help="Database state will be brought to the state after that migration.",
         )
-        parser.add_argument("--fake", action="store_true", help="Mark migrations as run without actually running them.")
         parser.add_argument(
-            "--check", action="store_true", help="Exits with a non-zero status if unapplied migrations exist."
+            "--fake",
+            action="store_true",
+            help="Mark migrations as run without actually running them.",
         )
         parser.add_argument(
-            "--plan", action="store_true", help="Shows a list of the migration actions that will be performed."
+            "--check",
+            action="store_true",
+            help="Exits with a non-zero status if unapplied migrations exist.",
+        )
+        parser.add_argument(
+            "--plan",
+            action="store_true",
+            help="Shows a list of the migration actions that will be performed.",
         )
         parser.add_argument(
             "--print-sql",
diff --git a/posthog/management/commands/notify_helm_install.py b/posthog/management/commands/notify_helm_install.py
index ce0b5c3b333f1..684261cdae418 100644
--- a/posthog/management/commands/notify_helm_install.py
+++ b/posthog/management/commands/notify_helm_install.py
@@ -25,5 +25,10 @@ def handle(self, *args, **options):
             posthoganalytics.api_key = "sTMFPsFhdP1Ssg"
             disabled = posthoganalytics.disabled
             posthoganalytics.disabled = False
-            posthoganalytics.capture(get_machine_id(), "helm_install", report, groups={"instance": settings.SITE_URL})
+            posthoganalytics.capture(
+                get_machine_id(),
+                "helm_install",
+                report,
+                groups={"instance": settings.SITE_URL},
+            )
             posthoganalytics.disabled = disabled
diff --git a/posthog/management/commands/partition.py b/posthog/management/commands/partition.py
index 68a24aef0efc0..b17e958b0c1e1 100644
--- a/posthog/management/commands/partition.py
+++ b/posthog/management/commands/partition.py
@@ -18,7 +18,6 @@ def add_arguments(self, parser):
         parser.add_argument("--reverse", action="store_true", help="unpartition event table")
 
     def handle(self, *args, **options):
-
         if options["reverse"]:
             print("Reversing partitions...")
             with connection.cursor() as cursor:
diff --git a/posthog/management/commands/plugin_server_load_test.py b/posthog/management/commands/plugin_server_load_test.py
index 3fe197c154393..4adfe8941e644 100644
--- a/posthog/management/commands/plugin_server_load_test.py
+++ b/posthog/management/commands/plugin_server_load_test.py
@@ -32,7 +32,9 @@ class Command(BaseCommand):
     def add_arguments(self, parser):
         parser.add_argument("--seed", type=str, help="Simulation seed for deterministic output")
         parser.add_argument(
-            "--now", type=dt.datetime.fromisoformat, help="Simulation 'now' datetime in ISO format (default: now)"
+            "--now",
+            type=dt.datetime.fromisoformat,
+            help="Simulation 'now' datetime in ISO format (default: now)",
         )
         parser.add_argument(
             "--days-past",
@@ -46,9 +48,17 @@ def add_arguments(self, parser):
             default=30,
             help="At how many days after 'now' should the simulation end (default: 30)",
         )
-        parser.add_argument("--n-clusters", type=int, default=500, help="Number of clusters (default: 500)")
         parser.add_argument(
-            "--team-id", type=str, default="1", help="The team to which the events should be associated."
+            "--n-clusters",
+            type=int,
+            default=500,
+            help="Number of clusters (default: 500)",
+        )
+        parser.add_argument(
+            "--team-id",
+            type=str,
+            default="1",
+            help="The team to which the events should be associated.",
         )
 
     def handle(self, *args, **options):
@@ -83,7 +93,8 @@ def handle(self, *args, **options):
         # Make sure events are ordered by time to simulate how they would be
         # ingested in real life.
         ordered_events = sorted(
-            chain.from_iterable(person.all_events for person in matrix.people), key=lambda e: e.timestamp
+            chain.from_iterable(person.all_events for person in matrix.people),
+            key=lambda e: e.timestamp,
         )
 
         start_time = time.monotonic()
@@ -107,7 +118,11 @@ def handle(self, *args, **options):
             offsets = admin.list_consumer_group_offsets(group_id="clickhouse-ingestion")
             end_offsets = consumer.end_offsets([TopicPartition(topic=KAFKA_EVENTS_PLUGIN_INGESTION_TOPIC, partition=0)])
             if end_offsets is None:
-                logger.error("no_end_offsets", topic=KAFKA_EVENTS_PLUGIN_INGESTION_TOPIC, partition=0)
+                logger.error(
+                    "no_end_offsets",
+                    topic=KAFKA_EVENTS_PLUGIN_INGESTION_TOPIC,
+                    partition=0,
+                )
                 sys.exit(1)
 
             end_offset = end_offsets[TopicPartition(topic=KAFKA_EVENTS_PLUGIN_INGESTION_TOPIC, partition=0)]
diff --git a/posthog/management/commands/run_async_migrations.py b/posthog/management/commands/run_async_migrations.py
index e0b9cfef5cb20..611c6038fd43b 100644
--- a/posthog/management/commands/run_async_migrations.py
+++ b/posthog/management/commands/run_async_migrations.py
@@ -6,8 +6,16 @@
 from django.core.management.base import BaseCommand
 from semantic_version.base import Version
 
-from posthog.async_migrations.runner import complete_migration, is_migration_dependency_fulfilled, start_async_migration
-from posthog.async_migrations.setup import ALL_ASYNC_MIGRATIONS, setup_async_migrations, setup_model
+from posthog.async_migrations.runner import (
+    complete_migration,
+    is_migration_dependency_fulfilled,
+    start_async_migration,
+)
+from posthog.async_migrations.setup import (
+    ALL_ASYNC_MIGRATIONS,
+    setup_async_migrations,
+    setup_model,
+)
 from posthog.constants import FROZEN_POSTHOG_VERSION
 from posthog.models.async_migration import (
     AsyncMigration,
@@ -41,7 +49,9 @@ class Command(BaseCommand):
 
     def add_arguments(self, parser):
         parser.add_argument(
-            "--check", action="store_true", help="Exits with a non-zero status if required unapplied migrations exist."
+            "--check",
+            action="store_true",
+            help="Exits with a non-zero status if required unapplied migrations exist.",
         )
         parser.add_argument(
             "--plan",
diff --git a/posthog/management/commands/send_usage_report.py b/posthog/management/commands/send_usage_report.py
index 03e4b4a102da4..cfcd7c8758516 100644
--- a/posthog/management/commands/send_usage_report.py
+++ b/posthog/management/commands/send_usage_report.py
@@ -9,11 +9,21 @@ class Command(BaseCommand):
     def add_arguments(self, parser):
         parser.add_argument("--dry-run", type=bool, help="Print information instead of sending it")
         parser.add_argument("--date", type=str, help="The date to be ran in format YYYY-MM-DD")
-        parser.add_argument("--event-name", type=str, help="Override the event name to be sent - for testing")
         parser.add_argument(
-            "--skip-capture-event", type=str, help="Skip the posthog capture events - for retrying to billing service"
+            "--event-name",
+            type=str,
+            help="Override the event name to be sent - for testing",
+        )
+        parser.add_argument(
+            "--skip-capture-event",
+            type=str,
+            help="Skip the posthog capture events - for retrying to billing service",
+        )
+        parser.add_argument(
+            "--organization-id",
+            type=str,
+            help="Only send the report for this organization ID",
         )
-        parser.add_argument("--organization-id", type=str, help="Only send the report for this organization ID")
         parser.add_argument("--async", type=bool, help="Run the task asynchronously")
 
     def handle(self, *args, **options):
@@ -26,11 +36,19 @@ def handle(self, *args, **options):
 
         if run_async:
             send_all_org_usage_reports.delay(
-                dry_run, date, event_name, skip_capture_event=skip_capture_event, only_organization_id=organization_id
+                dry_run,
+                date,
+                event_name,
+                skip_capture_event=skip_capture_event,
+                only_organization_id=organization_id,
             )
         else:
             send_all_org_usage_reports(
-                dry_run, date, event_name, skip_capture_event=skip_capture_event, only_organization_id=organization_id
+                dry_run,
+                date,
+                event_name,
+                skip_capture_event=skip_capture_event,
+                only_organization_id=organization_id,
             )
 
             if dry_run:
diff --git a/posthog/management/commands/setup_dev.py b/posthog/management/commands/setup_dev.py
index 09281d2b6c39f..42d6d33be512f 100644
--- a/posthog/management/commands/setup_dev.py
+++ b/posthog/management/commands/setup_dev.py
@@ -2,7 +2,15 @@
 from django.db import transaction
 
 from posthog.demo.legacy import ORGANIZATION_NAME, TEAM_NAME, create_demo_data
-from posthog.models import EventProperty, PersonalAPIKey, Plugin, PluginConfig, PluginSourceFile, Team, User
+from posthog.models import (
+    EventProperty,
+    PersonalAPIKey,
+    Plugin,
+    PluginConfig,
+    PluginSourceFile,
+    Team,
+    User,
+)
 from posthog.models.event_definition import EventDefinition
 from posthog.models.personal_api_key import hash_key_value
 from posthog.models.property_definition import PropertyDefinition
@@ -13,7 +21,11 @@ class Command(BaseCommand):
 
     def add_arguments(self, parser):
         parser.add_argument("--no-data", action="store_true", help="Create demo account without data")
-        parser.add_argument("--create-e2e-test-plugin", action="store_true", help="Create plugin for charts E2E test")
+        parser.add_argument(
+            "--create-e2e-test-plugin",
+            action="store_true",
+            help="Create plugin for charts E2E test",
+        )
 
     def handle(self, *args, **options):
         print("\n⚠️ setup_dev is deprecated. Use the more robust generate_demo_data command instead.\n")  # noqa T201
@@ -43,7 +55,9 @@ def handle(self, *args, **options):
             PropertyDefinition.objects.create(name="is_demo", type=PropertyDefinition.Type.PERSON, team=team)
 
             PersonalAPIKey.objects.create(
-                user=user, label="e2e_demo_api_key key", secure_value=hash_key_value("e2e_demo_api_key")
+                user=user,
+                label="e2e_demo_api_key key",
+                secure_value=hash_key_value("e2e_demo_api_key"),
             )
             if not options["no_data"]:
                 create_demo_data(team)
@@ -62,7 +76,9 @@ def create_plugin(self, team):
         plugin_config = PluginConfig.objects.create(plugin=plugin, team=team, order=1, config={})
 
         PluginSourceFile.objects.update_or_create(
-            plugin=plugin, filename="plugin.json", source='{ "name": "e2e test plugin", "config": [] }'
+            plugin=plugin,
+            filename="plugin.json",
+            source='{ "name": "e2e test plugin", "config": [] }',
         )
         PluginSourceFile.objects.update_or_create(
             plugin=plugin,
diff --git a/posthog/management/commands/split_person.py b/posthog/management/commands/split_person.py
index a7b52be1bc786..f32804b14b33c 100644
--- a/posthog/management/commands/split_person.py
+++ b/posthog/management/commands/split_person.py
@@ -18,10 +18,18 @@ class Command(BaseCommand):
 
     def add_arguments(self, parser):
         parser.add_argument("--team-id", default=None, type=int, help="Specify a team to fix data for.")
-        parser.add_argument("--person-id", default=None, type=int, help="Specify the person ID to split.")
+        parser.add_argument(
+            "--person-id",
+            default=None,
+            type=int,
+            help="Specify the person ID to split.",
+        )
         parser.add_argument("--live-run", action="store_true", help="Run changes, default is dry-run")
         parser.add_argument(
-            "--max-splits", default=None, type=int, help="Only split off a given number of distinct_ids and exit."
+            "--max-splits",
+            default=None,
+            type=int,
+            help="Only split off a given number of distinct_ids and exit.",
         )
 
     def handle(self, *args, **options):
diff --git a/posthog/management/commands/start_temporal_worker.py b/posthog/management/commands/start_temporal_worker.py
index 0ea2feea50f85..6e10a28b31b7d 100644
--- a/posthog/management/commands/start_temporal_worker.py
+++ b/posthog/management/commands/start_temporal_worker.py
@@ -14,15 +14,41 @@ class Command(BaseCommand):
     help = "Start Temporal Python Django-aware Worker"
 
     def add_arguments(self, parser):
-        parser.add_argument("--temporal_host", default=settings.TEMPORAL_HOST, help="Hostname for Temporal Scheduler")
-        parser.add_argument("--temporal_port", default=settings.TEMPORAL_PORT, help="Port for Temporal Scheduler")
-        parser.add_argument("--namespace", default=settings.TEMPORAL_NAMESPACE, help="Namespace to connect to")
-        parser.add_argument("--task-queue", default=settings.TEMPORAL_TASK_QUEUE, help="Task queue to service")
         parser.add_argument(
-            "--server-root-ca-cert", default=settings.TEMPORAL_CLIENT_ROOT_CA, help="Optional root server CA cert"
+            "--temporal_host",
+            default=settings.TEMPORAL_HOST,
+            help="Hostname for Temporal Scheduler",
+        )
+        parser.add_argument(
+            "--temporal_port",
+            default=settings.TEMPORAL_PORT,
+            help="Port for Temporal Scheduler",
+        )
+        parser.add_argument(
+            "--namespace",
+            default=settings.TEMPORAL_NAMESPACE,
+            help="Namespace to connect to",
+        )
+        parser.add_argument(
+            "--task-queue",
+            default=settings.TEMPORAL_TASK_QUEUE,
+            help="Task queue to service",
+        )
+        parser.add_argument(
+            "--server-root-ca-cert",
+            default=settings.TEMPORAL_CLIENT_ROOT_CA,
+            help="Optional root server CA cert",
+        )
+        parser.add_argument(
+            "--client-cert",
+            default=settings.TEMPORAL_CLIENT_CERT,
+            help="Optional client cert",
+        )
+        parser.add_argument(
+            "--client-key",
+            default=settings.TEMPORAL_CLIENT_KEY,
+            help="Optional client key",
         )
-        parser.add_argument("--client-cert", default=settings.TEMPORAL_CLIENT_CERT, help="Optional client cert")
-        parser.add_argument("--client-key", default=settings.TEMPORAL_CLIENT_KEY, help="Optional client key")
 
     def handle(self, *args, **options):
         temporal_host = options["temporal_host"]
diff --git a/posthog/management/commands/sync_available_features.py b/posthog/management/commands/sync_available_features.py
index 516e1eed78490..841cf210cffdf 100644
--- a/posthog/management/commands/sync_available_features.py
+++ b/posthog/management/commands/sync_available_features.py
@@ -3,7 +3,9 @@
 import structlog
 from django.core.management.base import BaseCommand
 
-from posthog.tasks.sync_all_organization_available_features import sync_all_organization_available_features
+from posthog.tasks.sync_all_organization_available_features import (
+    sync_all_organization_available_features,
+)
 
 logger = structlog.get_logger(__name__)
 logger.setLevel(logging.INFO)
diff --git a/posthog/management/commands/sync_feature_flags.py b/posthog/management/commands/sync_feature_flags.py
index 2459d7f2c80c9..186316bb6a2df 100644
--- a/posthog/management/commands/sync_feature_flags.py
+++ b/posthog/management/commands/sync_feature_flags.py
@@ -56,14 +56,26 @@ def handle(self, *args, **options):
                                 "groups": [{"properties": [], "rollout_percentage": None}],
                                 "multivariate": {
                                     "variants": [
-                                        {"key": "control", "name": "Control", "rollout_percentage": 0},
-                                        {"key": "test", "name": "Test", "rollout_percentage": 100},
+                                        {
+                                            "key": "control",
+                                            "name": "Control",
+                                            "rollout_percentage": 0,
+                                        },
+                                        {
+                                            "key": "test",
+                                            "name": "Test",
+                                            "rollout_percentage": 100,
+                                        },
                                     ]
                                 },
                             },
                         )
                     else:
                         FeatureFlag.objects.create(
-                            team=team, rollout_percentage=100, name=flag, key=flag, created_by=first_user
+                            team=team,
+                            rollout_percentage=100,
+                            name=flag,
+                            key=flag,
+                            created_by=first_user,
                         )
                     print(f"Created feature flag '{flag} for team {team.id} {' - ' + team.name if team.name else ''}")
diff --git a/posthog/management/commands/sync_persons_to_clickhouse.py b/posthog/management/commands/sync_persons_to_clickhouse.py
index 9e3af26deb3b5..6bf7639fcfa33 100644
--- a/posthog/management/commands/sync_persons_to_clickhouse.py
+++ b/posthog/management/commands/sync_persons_to_clickhouse.py
@@ -36,7 +36,9 @@ def add_arguments(self, parser):
         parser.add_argument("--person-override", action="store_true", help="Sync person overrides")
         parser.add_argument("--group", action="store_true", help="Sync groups")
         parser.add_argument(
-            "--deletes", action="store_true", help="process deletes for data in ClickHouse but not Postgres"
+            "--deletes",
+            action="store_true",
+            help="process deletes for data in ClickHouse but not Postgres",
         )
         parser.add_argument("--live-run", action="store_true", help="Run changes, default is dry-run")
 
diff --git a/posthog/management/commands/sync_replicated_schema.py b/posthog/management/commands/sync_replicated_schema.py
index 35b73e2808378..40d4ab8d32ca5 100644
--- a/posthog/management/commands/sync_replicated_schema.py
+++ b/posthog/management/commands/sync_replicated_schema.py
@@ -24,7 +24,9 @@ class Command(BaseCommand):
 
     def add_arguments(self, parser):
         parser.add_argument(
-            "--dry-run", action="store_true", help="Exits with a non-zero status if schema changes would be required."
+            "--dry-run",
+            action="store_true",
+            help="Exits with a non-zero status if schema changes would be required.",
         )
 
     def handle(self, *args, **options):
@@ -35,7 +37,10 @@ def handle(self, *args, **options):
         _, create_table_queries, out_of_sync_hosts = self.analyze_cluster_tables()
 
         if len(out_of_sync_hosts) > 0:
-            logger.info("Schema out of sync on some clickhouse nodes!", out_of_sync_hosts=out_of_sync_hosts)
+            logger.info(
+                "Schema out of sync on some clickhouse nodes!",
+                out_of_sync_hosts=out_of_sync_hosts,
+            )
 
             if options.get("dry_run"):
                 exit(1)
@@ -81,7 +86,9 @@ def get_out_of_sync_hosts(self, host_tables: Dict[HostName, Set[TableName]]) ->
         return out_of_sync
 
     def create_missing_tables(
-        self, out_of_sync_hosts: Dict[HostName, Set[TableName]], create_table_queries: Dict[TableName, Query]
+        self,
+        out_of_sync_hosts: Dict[HostName, Set[TableName]],
+        create_table_queries: Dict[TableName, Query],
     ):
         missing_tables = set(table for tables in out_of_sync_hosts.values() for table in tables)
 
@@ -95,5 +102,5 @@ def run_on_cluster(self, create_table_query: Query) -> Query:
             r"^CREATE TABLE (\S+)",
             f"CREATE TABLE IF NOT EXISTS \\1 ON CLUSTER '{settings.CLICKHOUSE_CLUSTER}'",
             create_table_query,
-            1,
+            count=1,
         )
diff --git a/posthog/management/commands/test/test_backfill_persons_and_groups_on_events.py b/posthog/management/commands/test/test_backfill_persons_and_groups_on_events.py
index d67b74e1ab466..3f410beef2372 100644
--- a/posthog/management/commands/test/test_backfill_persons_and_groups_on_events.py
+++ b/posthog/management/commands/test/test_backfill_persons_and_groups_on_events.py
@@ -6,7 +6,9 @@
 
 from posthog.client import sync_execute
 from posthog.conftest import create_clickhouse_tables
-from posthog.management.commands.backfill_persons_and_groups_on_events import run_backfill
+from posthog.management.commands.backfill_persons_and_groups_on_events import (
+    run_backfill,
+)
 from posthog.models.event.sql import EVENTS_DATA_TABLE
 from posthog.test.base import BaseTest, ClickhouseTestMixin
 
@@ -73,7 +75,11 @@ def test_person_backfill(self):
 
         events_after = sync_execute("select event, person_id, person_properties from events")
         self.assertEqual(
-            events_after, [("event1", person_id, '{ "foo": "bar" }'), ("event2", person_id, '{ "foo": "bar" }')]
+            events_after,
+            [
+                ("event1", person_id, '{ "foo": "bar" }'),
+                ("event2", person_id, '{ "foo": "bar" }'),
+            ],
         )
 
     def test_groups_backfill(self):
@@ -99,4 +105,7 @@ def test_groups_backfill(self):
         sleep(10)
 
         events_after = sync_execute("select event, $group_0, group0_properties from events")
-        self.assertEqual(events_after, [("event1", "my_group", group_props), ("event2", "my_group", group_props)])
+        self.assertEqual(
+            events_after,
+            [("event1", "my_group", group_props), ("event2", "my_group", group_props)],
+        )
diff --git a/posthog/management/commands/test/test_create_batch_export_from_app.py b/posthog/management/commands/test/test_create_batch_export_from_app.py
index fb216dc4f2bb4..aabe5ad511c99 100644
--- a/posthog/management/commands/test/test_create_batch_export_from_app.py
+++ b/posthog/management/commands/test/test_create_batch_export_from_app.py
@@ -92,7 +92,11 @@ def config(request):
 @pytest.fixture
 def snowflake_plugin_config(snowflake_plugin, team) -> typing.Generator[PluginConfig, None, None]:
     plugin_config = PluginConfig.objects.create(
-        plugin=snowflake_plugin, order=1, team=team, enabled=True, config=test_snowflake_config
+        plugin=snowflake_plugin,
+        order=1,
+        team=team,
+        enabled=True,
+        config=test_snowflake_config,
     )
     yield plugin_config
     plugin_config.delete()
diff --git a/posthog/management/commands/test/test_fix_person_distinct_ids_after_delete.py b/posthog/management/commands/test/test_fix_person_distinct_ids_after_delete.py
index 2698af803934c..954dac77d9c06 100644
--- a/posthog/management/commands/test/test_fix_person_distinct_ids_after_delete.py
+++ b/posthog/management/commands/test/test_fix_person_distinct_ids_after_delete.py
@@ -24,7 +24,11 @@ class TestFixPersonDistinctIdsAfterDelete(BaseTest, ClickhouseTestMixin):
     def test_dry_run(self, mocked_ch_call):
         # clickhouse only deleted person and distinct id that should be updated
         ch_only_deleted_person_uuid = create_person(
-            uuid=str(uuid4()), team_id=self.team.pk, is_deleted=True, version=5, sync=True
+            uuid=str(uuid4()),
+            team_id=self.team.pk,
+            is_deleted=True,
+            version=5,
+            sync=True,
         )
         create_person_distinct_id(
             team_id=self.team.pk,
@@ -39,7 +43,10 @@ def test_dry_run(self, mocked_ch_call):
             team_id=self.team.pk, properties={"abcdefg": 11112}, version=1, uuid=uuid4()
         )
         PersonDistinctId.objects.create(
-            team=self.team, person=person_linked_to_after, distinct_id="distinct_id", version=0
+            team=self.team,
+            person=person_linked_to_after,
+            distinct_id="distinct_id",
+            version=0,
         )
         options = {"live_run": False, "team_id": self.team.pk, "new_version": 2500}
         run(options, True)
@@ -61,7 +68,13 @@ def test_dry_run(self, mocked_ch_call):
         self.assertEqual(
             ch_person_distinct_ids,
             [
-                (UUID(ch_only_deleted_person_uuid), self.team.pk, "distinct_id", 7, True),
+                (
+                    UUID(ch_only_deleted_person_uuid),
+                    self.team.pk,
+                    "distinct_id",
+                    7,
+                    True,
+                ),
             ],
         )
         mocked_ch_call.assert_not_called()
@@ -73,7 +86,11 @@ def test_dry_run(self, mocked_ch_call):
     def test_live_run(self, mocked_ch_call):
         # clickhouse only deleted person and distinct id that should be updated
         ch_only_deleted_person_uuid = create_person(
-            uuid=str(uuid4()), team_id=self.team.pk, is_deleted=True, version=5, sync=True
+            uuid=str(uuid4()),
+            team_id=self.team.pk,
+            is_deleted=True,
+            version=5,
+            sync=True,
         )
         create_person_distinct_id(
             team_id=self.team.pk,
@@ -96,10 +113,16 @@ def test_live_run(self, mocked_ch_call):
             team_id=self.team.pk, properties={"abcdefg": 11112}, version=1, uuid=uuid4()
         )
         PersonDistinctId.objects.create(
-            team=self.team, person=person_linked_to_after, distinct_id="distinct_id", version=0
+            team=self.team,
+            person=person_linked_to_after,
+            distinct_id="distinct_id",
+            version=0,
         )
         PersonDistinctId.objects.create(
-            team=self.team, person=person_linked_to_after, distinct_id="distinct_id-2", version=0
+            team=self.team,
+            person=person_linked_to_after,
+            distinct_id="distinct_id-2",
+            version=0,
         )
         options = {"live_run": True, "team_id": self.team.pk, "new_version": 2500}
         run(options, True)
@@ -110,7 +133,8 @@ def test_live_run(self, mocked_ch_call):
         self.assertEqual(pg_distinct_ids[0].version, 2500)
         self.assertEqual(pg_distinct_ids[1].version, 2500)
         self.assertEqual(
-            {pg_distinct_ids[0].distinct_id, pg_distinct_ids[1].distinct_id}, {"distinct_id", "distinct_id-2"}
+            {pg_distinct_ids[0].distinct_id, pg_distinct_ids[1].distinct_id},
+            {"distinct_id", "distinct_id-2"},
         )
         self.assertEqual(pg_distinct_ids[0].person.uuid, person_linked_to_after.uuid)
         self.assertEqual(pg_distinct_ids[1].person.uuid, person_linked_to_after.uuid)
@@ -126,7 +150,13 @@ def test_live_run(self, mocked_ch_call):
             ch_person_distinct_ids,
             [
                 (person_linked_to_after.uuid, self.team.pk, "distinct_id", 2500, False),
-                (person_linked_to_after.uuid, self.team.pk, "distinct_id-2", 2500, False),
+                (
+                    person_linked_to_after.uuid,
+                    self.team.pk,
+                    "distinct_id-2",
+                    2500,
+                    False,
+                ),
             ],
         )
         self.assertEqual(mocked_ch_call.call_count, 2)
@@ -145,7 +175,10 @@ def test_no_op(self, mocked_ch_call):
 
         # distinct id no update
         PersonDistinctId.objects.create(
-            team=self.team, person=person_not_changed_1, distinct_id="distinct_id-1", version=0
+            team=self.team,
+            person=person_not_changed_1,
+            distinct_id="distinct_id-1",
+            version=0,
         )
 
         # deleted person not re-used
@@ -153,7 +186,10 @@ def test_no_op(self, mocked_ch_call):
             team_id=self.team.pk, properties={"abcdef": 1111}, version=0, uuid=uuid4()
         )
         PersonDistinctId.objects.create(
-            team=self.team, person=person_deleted_1, distinct_id="distinct_id-del-1", version=16
+            team=self.team,
+            person=person_deleted_1,
+            distinct_id="distinct_id-del-1",
+            version=16,
         )
         person_deleted_1.delete()
 
diff --git a/posthog/management/commands/test/test_migrate_kafka_data.py b/posthog/management/commands/test/test_migrate_kafka_data.py
index 0053c7201b876..05bf9f0c47c3e 100644
--- a/posthog/management/commands/test/test_migrate_kafka_data.py
+++ b/posthog/management/commands/test/test_migrate_kafka_data.py
@@ -34,7 +34,12 @@ def test_can_migrate_data_from_one_topic_to_another_on_a_different_cluster():
     _create_topic(new_events_topic)
 
     # Put some data to the old topic
-    _send_message(old_events_topic, b'{ "event": "test" }', key=message_key.encode("utf-8"), headers=[("foo", b"bar")])
+    _send_message(
+        old_events_topic,
+        b'{ "event": "test" }',
+        key=message_key.encode("utf-8"),
+        headers=[("foo", b"bar")],
+    )
 
     migrate_kafka_data(
         "--from-topic",
@@ -95,7 +100,12 @@ def test_we_do_not_migrate_when_dry_run_is_set():
     _create_topic(new_events_topic)
 
     # Put some data to the old topic
-    _send_message(old_events_topic, b'{ "event": "test" }', key=message_key.encode("utf-8"), headers=[("foo", b"bar")])
+    _send_message(
+        old_events_topic,
+        b'{ "event": "test" }',
+        key=message_key.encode("utf-8"),
+        headers=[("foo", b"bar")],
+    )
 
     migrate_kafka_data(
         "--from-topic",
@@ -128,7 +138,12 @@ def test_cannot_send_data_back_into_same_topic_on_same_cluster():
     _commit_offsets_for_topic(topic, consumer_group_id)
 
     # Put some data to the topic
-    _send_message(topic, b'{ "event": "test" }', key=message_key.encode("utf-8"), headers=[("foo", b"bar")])
+    _send_message(
+        topic,
+        b'{ "event": "test" }',
+        key=message_key.encode("utf-8"),
+        headers=[("foo", b"bar")],
+    )
 
     try:
         migrate_kafka_data(
@@ -161,7 +176,12 @@ def test_that_the_command_fails_if_the_specified_consumer_group_does_not_exist()
     _create_topic(new_topic)
 
     # Put some data to the topic
-    _send_message(old_topic, b'{ "event": "test" }', key=message_key.encode("utf-8"), headers=[("foo", b"bar")])
+    _send_message(
+        old_topic,
+        b'{ "event": "test" }',
+        key=message_key.encode("utf-8"),
+        headers=[("foo", b"bar")],
+    )
 
     try:
         migrate_kafka_data(
@@ -195,7 +215,12 @@ def test_that_we_error_if_the_target_topic_doesnt_exist():
     _commit_offsets_for_topic(old_topic, consumer_group_id)
 
     # Put some data to the topic
-    _send_message(old_topic, b'{ "event": "test" }', key=message_key.encode("utf-8"), headers=[("foo", b"bar")])
+    _send_message(
+        old_topic,
+        b'{ "event": "test" }',
+        key=message_key.encode("utf-8"),
+        headers=[("foo", b"bar")],
+    )
 
     try:
         migrate_kafka_data(
@@ -231,7 +256,12 @@ def test_we_fail_on_send_errors_to_new_topic():
     _commit_offsets_for_topic(old_topic, consumer_group_id)
 
     # Put some data to the topic
-    _send_message(old_topic, b'{ "event": "test" }', key=message_key.encode("utf-8"), headers=[("foo", b"bar")])
+    _send_message(
+        old_topic,
+        b'{ "event": "test" }',
+        key=message_key.encode("utf-8"),
+        headers=[("foo", b"bar")],
+    )
 
     with mock.patch("kafka.KafkaProducer.send") as mock_send:
         produce_future = FutureProduceResult(topic_partition=TopicPartition(new_topic, 1))
diff --git a/posthog/management/commands/test/test_sync_persons_to_clickhouse.py b/posthog/management/commands/test/test_sync_persons_to_clickhouse.py
index 56e956d04f73b..acde0c4630f19 100644
--- a/posthog/management/commands/test/test_sync_persons_to_clickhouse.py
+++ b/posthog/management/commands/test/test_sync_persons_to_clickhouse.py
@@ -29,7 +29,11 @@ class TestSyncPersonsToClickHouse(BaseTest, ClickhouseTestMixin):
     def test_persons_sync(self):
         with mute_selected_signals():  # without creating/updating in clickhouse
             person = Person.objects.create(
-                team_id=self.team.pk, properties={"a": 1234}, is_identified=True, version=4, uuid=uuid4()
+                team_id=self.team.pk,
+                properties={"a": 1234},
+                is_identified=True,
+                version=4,
+                uuid=uuid4(),
             )
 
         run_person_sync(self.team.pk, live_run=True, deletes=False, sync=True)
@@ -45,7 +49,11 @@ def test_persons_sync(self):
     def test_persons_sync_with_null_version(self):
         with mute_selected_signals():  # without creating/updating in clickhouse
             person = Person.objects.create(
-                team_id=self.team.pk, properties={"a": 1234}, is_identified=True, version=None, uuid=uuid4()
+                team_id=self.team.pk,
+                properties={"a": 1234},
+                is_identified=True,
+                version=None,
+                uuid=uuid4(),
             )
 
         run_person_sync(self.team.pk, live_run=True, deletes=False, sync=True)
@@ -59,7 +67,13 @@ def test_persons_sync_with_null_version(self):
         self.assertEqual(ch_persons, [(person.uuid, self.team.pk, '{"a": 1234}', True, 0, False)])
 
     def test_persons_deleted(self):
-        uuid = create_person(uuid=str(uuid4()), team_id=self.team.pk, version=5, properties={"abc": 123}, sync=True)
+        uuid = create_person(
+            uuid=str(uuid4()),
+            team_id=self.team.pk,
+            version=5,
+            properties={"abc": 123},
+            sync=True,
+        )
 
         run_person_sync(self.team.pk, live_run=True, deletes=True, sync=True)
 
@@ -104,7 +118,12 @@ def test_distinct_ids_sync_with_null_version(self):
     def test_distinct_ids_deleted(self):
         uuid = uuid4()
         create_person_distinct_id(
-            team_id=self.team.pk, distinct_id="test-id-7", person_id=str(uuid), is_deleted=False, version=7, sync=True
+            team_id=self.team.pk,
+            distinct_id="test-id-7",
+            person_id=str(uuid),
+            is_deleted=False,
+            version=7,
+            sync=True,
         )
         run_distinct_id_sync(self.team.pk, live_run=True, deletes=True, sync=True)
 
@@ -114,7 +133,10 @@ def test_distinct_ids_deleted(self):
             """,
             {"team_id": self.team.pk},
         )
-        self.assertEqual(ch_person_distinct_ids, [(UUID(int=0), self.team.pk, "test-id-7", 107, True)])
+        self.assertEqual(
+            ch_person_distinct_ids,
+            [(UUID(int=0), self.team.pk, "test-id-7", 107, True)],
+        )
 
     @mock.patch(
         f"{posthog.management.commands.sync_persons_to_clickhouse.__name__}.raw_create_group_ch",
@@ -156,7 +178,13 @@ def test_group_sync(self, mocked_ch_call):
         wraps=posthog.management.commands.sync_persons_to_clickhouse.raw_create_group_ch,
     )
     def test_group_sync_updates_group(self, mocked_ch_call):
-        group = create_group(self.team.pk, 2, "group-key", {"a": 5}, timestamp=datetime.utcnow() - timedelta(hours=3))
+        group = create_group(
+            self.team.pk,
+            2,
+            "group-key",
+            {"a": 5},
+            timestamp=datetime.utcnow() - timedelta(hours=3),
+        )
         group.group_properties = {"a": 5, "b": 3}
         group.save()
 
@@ -175,9 +203,18 @@ def test_group_sync_updates_group(self, mocked_ch_call):
         self.assertEqual(ch_group[0], 2)
         self.assertEqual(ch_group[1], "group-key")
         self.assertEqual(ch_group[2], '{"a": 5, "b": 3}')
-        self.assertEqual(ch_group[3].strftime("%Y-%m-%d %H:%M:%S"), group.created_at.strftime("%Y-%m-%d %H:%M:%S"))
-        self.assertGreaterEqual(ch_group[4].strftime("%Y-%m-%d %H:%M:%S"), ts_before.strftime("%Y-%m-%d %H:%M:%S"))
-        self.assertLessEqual(ch_group[4].strftime("%Y-%m-%d %H:%M:%S"), datetime.utcnow().strftime("%Y-%m-%d %H:%M:%S"))
+        self.assertEqual(
+            ch_group[3].strftime("%Y-%m-%d %H:%M:%S"),
+            group.created_at.strftime("%Y-%m-%d %H:%M:%S"),
+        )
+        self.assertGreaterEqual(
+            ch_group[4].strftime("%Y-%m-%d %H:%M:%S"),
+            ts_before.strftime("%Y-%m-%d %H:%M:%S"),
+        )
+        self.assertLessEqual(
+            ch_group[4].strftime("%Y-%m-%d %H:%M:%S"),
+            datetime.utcnow().strftime("%Y-%m-%d %H:%M:%S"),
+        )
 
         # second time it's a no-op
         run_group_sync(self.team.pk, live_run=True, sync=True)
@@ -256,15 +293,24 @@ def everything_test_run(self, live_run):
         # 2 persons who should be created
         with mute_selected_signals():  # without creating/updating in clickhouse
             person_should_be_created_1 = Person.objects.create(
-                team_id=self.team.pk, properties={"abcde": 12553633}, version=2, uuid=uuid4()
+                team_id=self.team.pk,
+                properties={"abcde": 12553633},
+                version=2,
+                uuid=uuid4(),
             )
             person_should_be_created_2 = Person.objects.create(
-                team_id=self.team.pk, properties={"abcdeit34": 12553633}, version=3, uuid=uuid4()
+                team_id=self.team.pk,
+                properties={"abcdeit34": 12553633},
+                version=3,
+                uuid=uuid4(),
             )
 
             # 2 persons who have updates
             person_should_update_1 = Person.objects.create(
-                team_id=self.team.pk, properties={"abcde": 12553}, version=5, uuid=uuid4()
+                team_id=self.team.pk,
+                properties={"abcde": 12553},
+                version=5,
+                uuid=uuid4(),
             )
             person_should_update_2 = Person.objects.create(
                 team_id=self.team.pk, properties={"abc": 125}, version=7, uuid=uuid4()
@@ -286,35 +332,61 @@ def everything_test_run(self, live_run):
 
         # 2 persons need to be deleted
         deleted_person_1_uuid = create_person(
-            uuid=str(uuid4()), team_id=self.team.pk, version=7, properties={"abcd": 123}, sync=True
+            uuid=str(uuid4()),
+            team_id=self.team.pk,
+            version=7,
+            properties={"abcd": 123},
+            sync=True,
         )
         deleted_person_2_uuid = create_person(
-            uuid=str(uuid4()), team_id=self.team.pk, version=8, properties={"abcef": 123}, sync=True
+            uuid=str(uuid4()),
+            team_id=self.team.pk,
+            version=8,
+            properties={"abcef": 123},
+            sync=True,
         )
 
         # 2 distinct id no update
         PersonDistinctId.objects.create(
-            team=self.team, person=person_not_changed_1, distinct_id="distinct_id", version=0
+            team=self.team,
+            person=person_not_changed_1,
+            distinct_id="distinct_id",
+            version=0,
         )
         PersonDistinctId.objects.create(
-            team=self.team, person=person_not_changed_1, distinct_id="distinct_id-9", version=9
+            team=self.team,
+            person=person_not_changed_1,
+            distinct_id="distinct_id-9",
+            version=9,
         )
 
         # # 2 distinct id to be created
         with mute_selected_signals():  # without creating/updating in clickhouse
             PersonDistinctId.objects.create(
-                team=self.team, person=person_not_changed_1, distinct_id="distinct_id-10", version=10
+                team=self.team,
+                person=person_not_changed_1,
+                distinct_id="distinct_id-10",
+                version=10,
             )
             PersonDistinctId.objects.create(
-                team=self.team, person=person_not_changed_1, distinct_id="distinct_id-11", version=11
+                team=self.team,
+                person=person_not_changed_1,
+                distinct_id="distinct_id-11",
+                version=11,
             )
 
             # 2 distinct id that need to update
             PersonDistinctId.objects.create(
-                team=self.team, person=person_not_changed_2, distinct_id="distinct_id-12", version=13
+                team=self.team,
+                person=person_not_changed_2,
+                distinct_id="distinct_id-12",
+                version=13,
             )
             PersonDistinctId.objects.create(
-                team=self.team, person=person_not_changed_2, distinct_id="distinct_id-14", version=15
+                team=self.team,
+                person=person_not_changed_2,
+                distinct_id="distinct_id-14",
+                version=15,
             )
         create_person_distinct_id(
             team_id=self.team.pk,
@@ -397,23 +469,95 @@ def everything_test_run(self, live_run):
             self.assertEqual(
                 ch_persons,
                 [
-                    (person_not_changed_1.uuid, self.team.pk, '{"abcdef": 1111}', False, 0, False),
-                    (person_not_changed_2.uuid, self.team.pk, '{"abcdefg": 11112}', False, 1, False),
-                    (person_should_update_1.uuid, self.team.pk, '{"a": 13}', False, 4, False),
-                    (person_should_update_2.uuid, self.team.pk, '{"a": 1}', False, 6, False),
-                    (UUID(deleted_person_1_uuid), self.team.pk, '{"abcd": 123}', False, 7, False),
-                    (UUID(deleted_person_2_uuid), self.team.pk, '{"abcef": 123}', False, 8, False),
+                    (
+                        person_not_changed_1.uuid,
+                        self.team.pk,
+                        '{"abcdef": 1111}',
+                        False,
+                        0,
+                        False,
+                    ),
+                    (
+                        person_not_changed_2.uuid,
+                        self.team.pk,
+                        '{"abcdefg": 11112}',
+                        False,
+                        1,
+                        False,
+                    ),
+                    (
+                        person_should_update_1.uuid,
+                        self.team.pk,
+                        '{"a": 13}',
+                        False,
+                        4,
+                        False,
+                    ),
+                    (
+                        person_should_update_2.uuid,
+                        self.team.pk,
+                        '{"a": 1}',
+                        False,
+                        6,
+                        False,
+                    ),
+                    (
+                        UUID(deleted_person_1_uuid),
+                        self.team.pk,
+                        '{"abcd": 123}',
+                        False,
+                        7,
+                        False,
+                    ),
+                    (
+                        UUID(deleted_person_2_uuid),
+                        self.team.pk,
+                        '{"abcef": 123}',
+                        False,
+                        8,
+                        False,
+                    ),
                 ],
             )
             self.assertEqual(
                 ch_person_distinct_ids,
                 [
                     (person_not_changed_1.uuid, self.team.pk, "distinct_id", 0, False),
-                    (person_not_changed_1.uuid, self.team.pk, "distinct_id-9", 9, False),
-                    (person_not_changed_1.uuid, self.team.pk, "distinct_id-12", 12, False),
-                    (person_not_changed_1.uuid, self.team.pk, "distinct_id-14", 14, False),
-                    (deleted_distinct_id_1_uuid, self.team.pk, "distinct_id-17", 17, False),
-                    (deleted_distinct_id_2_uuid, self.team.pk, "distinct_id-18", 18, False),
+                    (
+                        person_not_changed_1.uuid,
+                        self.team.pk,
+                        "distinct_id-9",
+                        9,
+                        False,
+                    ),
+                    (
+                        person_not_changed_1.uuid,
+                        self.team.pk,
+                        "distinct_id-12",
+                        12,
+                        False,
+                    ),
+                    (
+                        person_not_changed_1.uuid,
+                        self.team.pk,
+                        "distinct_id-14",
+                        14,
+                        False,
+                    ),
+                    (
+                        deleted_distinct_id_1_uuid,
+                        self.team.pk,
+                        "distinct_id-17",
+                        17,
+                        False,
+                    ),
+                    (
+                        deleted_distinct_id_2_uuid,
+                        self.team.pk,
+                        "distinct_id-18",
+                        18,
+                        False,
+                    ),
                 ],
             )
             self.assertEqual(len(ch_groups), 0)
@@ -421,12 +565,54 @@ def everything_test_run(self, live_run):
             self.assertEqual(
                 ch_persons,
                 [
-                    (person_not_changed_1.uuid, self.team.pk, '{"abcdef": 1111}', False, 0, False),
-                    (person_not_changed_2.uuid, self.team.pk, '{"abcdefg": 11112}', False, 1, False),
-                    (person_should_be_created_1.uuid, self.team.pk, '{"abcde": 12553633}', False, 2, False),
-                    (person_should_be_created_2.uuid, self.team.pk, '{"abcdeit34": 12553633}', False, 3, False),
-                    (person_should_update_1.uuid, self.team.pk, '{"abcde": 12553}', False, 5, False),
-                    (person_should_update_2.uuid, self.team.pk, '{"abc": 125}', False, 7, False),
+                    (
+                        person_not_changed_1.uuid,
+                        self.team.pk,
+                        '{"abcdef": 1111}',
+                        False,
+                        0,
+                        False,
+                    ),
+                    (
+                        person_not_changed_2.uuid,
+                        self.team.pk,
+                        '{"abcdefg": 11112}',
+                        False,
+                        1,
+                        False,
+                    ),
+                    (
+                        person_should_be_created_1.uuid,
+                        self.team.pk,
+                        '{"abcde": 12553633}',
+                        False,
+                        2,
+                        False,
+                    ),
+                    (
+                        person_should_be_created_2.uuid,
+                        self.team.pk,
+                        '{"abcdeit34": 12553633}',
+                        False,
+                        3,
+                        False,
+                    ),
+                    (
+                        person_should_update_1.uuid,
+                        self.team.pk,
+                        '{"abcde": 12553}',
+                        False,
+                        5,
+                        False,
+                    ),
+                    (
+                        person_should_update_2.uuid,
+                        self.team.pk,
+                        '{"abc": 125}',
+                        False,
+                        7,
+                        False,
+                    ),
                     (UUID(deleted_person_1_uuid), self.team.pk, "{}", False, 107, True),
                     (UUID(deleted_person_2_uuid), self.team.pk, "{}", False, 108, True),
                 ],
@@ -435,11 +621,41 @@ def everything_test_run(self, live_run):
                 ch_person_distinct_ids,
                 [
                     (person_not_changed_1.uuid, self.team.pk, "distinct_id", 0, False),
-                    (person_not_changed_1.uuid, self.team.pk, "distinct_id-9", 9, False),
-                    (person_not_changed_1.uuid, self.team.pk, "distinct_id-10", 10, False),
-                    (person_not_changed_1.uuid, self.team.pk, "distinct_id-11", 11, False),
-                    (person_not_changed_2.uuid, self.team.pk, "distinct_id-12", 13, False),
-                    (person_not_changed_2.uuid, self.team.pk, "distinct_id-14", 15, False),
+                    (
+                        person_not_changed_1.uuid,
+                        self.team.pk,
+                        "distinct_id-9",
+                        9,
+                        False,
+                    ),
+                    (
+                        person_not_changed_1.uuid,
+                        self.team.pk,
+                        "distinct_id-10",
+                        10,
+                        False,
+                    ),
+                    (
+                        person_not_changed_1.uuid,
+                        self.team.pk,
+                        "distinct_id-11",
+                        11,
+                        False,
+                    ),
+                    (
+                        person_not_changed_2.uuid,
+                        self.team.pk,
+                        "distinct_id-12",
+                        13,
+                        False,
+                    ),
+                    (
+                        person_not_changed_2.uuid,
+                        self.team.pk,
+                        "distinct_id-14",
+                        15,
+                        False,
+                    ),
                     (UUID(int=0), self.team.pk, "distinct_id-17", 117, True),
                     (UUID(int=0), self.team.pk, "distinct_id-18", 118, True),
                 ],
diff --git a/posthog/management/commands/test/test_sync_replicated_schema.py b/posthog/management/commands/test/test_sync_replicated_schema.py
index 83ba19901b229..8b51b9259b5c0 100644
--- a/posthog/management/commands/test/test_sync_replicated_schema.py
+++ b/posthog/management/commands/test/test_sync_replicated_schema.py
@@ -21,7 +21,11 @@ def recreate_database(self, create_tables=True):
 
     def test_analyze_test_cluster(self):
         self.recreate_database(create_tables=True)
-        host_tables, create_table_queries, out_of_sync_hosts = Command().analyze_cluster_tables()
+        (
+            host_tables,
+            create_table_queries,
+            out_of_sync_hosts,
+        ) = Command().analyze_cluster_tables()
 
         self.assertEqual(len(host_tables), 1)
         self.assertGreater(len(create_table_queries), 0)
@@ -34,7 +38,11 @@ def test_analyze_test_cluster(self):
     def test_analyze_empty_cluster(self):
         self.recreate_database(create_tables=False)
 
-        host_tables, create_table_queries, out_of_sync_hosts = Command().analyze_cluster_tables()
+        (
+            host_tables,
+            create_table_queries,
+            out_of_sync_hosts,
+        ) = Command().analyze_cluster_tables()
 
         self.assertEqual(host_tables, {})
         self.assertEqual(create_table_queries, {})
diff --git a/posthog/middleware.py b/posthog/middleware.py
index e2cdc2624d6e1..b480580afad40 100644
--- a/posthog/middleware.py
+++ b/posthog/middleware.py
@@ -13,7 +13,11 @@
 from django.middleware.csrf import CsrfViewMiddleware
 from django.urls import resolve
 from django.utils.cache import add_never_cache_headers
-from django_prometheus.middleware import Metrics, PrometheusAfterMiddleware, PrometheusBeforeMiddleware
+from django_prometheus.middleware import (
+    Metrics,
+    PrometheusAfterMiddleware,
+    PrometheusBeforeMiddleware,
+)
 from rest_framework import status
 from statshog.defaults.django import statsd
 
@@ -233,7 +237,10 @@ def __call__(self, request: HttpRequest):
             response: HttpResponse = self.get_response(request)
 
             if "api/" in request.path and "capture" not in request.path:
-                statsd.incr("http_api_request_response", tags={"id": route_id, "status_code": response.status_code})
+                statsd.incr(
+                    "http_api_request_response",
+                    tags={"id": route_id, "status_code": response.status_code},
+                )
 
             return response
         finally:
@@ -248,7 +255,13 @@ def _get_param(self, request: HttpRequest, name: str):
 
 
 class QueryTimeCountingMiddleware:
-    ALLOW_LIST_ROUTES = ["dashboard", "insight", "property_definitions", "properties", "person"]
+    ALLOW_LIST_ROUTES = [
+        "dashboard",
+        "insight",
+        "property_definitions",
+        "properties",
+        "person",
+    ]
 
     def __init__(self, get_response):
         self.get_response = get_response
@@ -291,7 +304,8 @@ class ShortCircuitMiddleware:
     def __init__(self, get_response):
         self.get_response = get_response
         self.decide_throttler = DecideRateThrottle(
-            replenish_rate=settings.DECIDE_BUCKET_REPLENISH_RATE, bucket_capacity=settings.DECIDE_BUCKET_CAPACITY
+            replenish_rate=settings.DECIDE_BUCKET_REPLENISH_RATE,
+            bucket_capacity=settings.DECIDE_BUCKET_CAPACITY,
         )
 
     def __call__(self, request: HttpRequest):
@@ -396,7 +410,12 @@ def __call__(self, request: HttpRequest):
                 resolver_match = resolve(request.path)
                 request.resolver_match = resolver_match
                 for middleware in self.CAPTURE_MIDDLEWARE:
-                    middleware.process_view(request, resolver_match.func, resolver_match.args, resolver_match.kwargs)
+                    middleware.process_view(
+                        request,
+                        resolver_match.func,
+                        resolver_match.args,
+                        resolver_match.kwargs,
+                    )
 
                 response: HttpResponse = get_event(request)
 
diff --git a/posthog/migrations/0001_initial.py b/posthog/migrations/0001_initial.py
index a196986062dd6..4a4f27e763557 100644
--- a/posthog/migrations/0001_initial.py
+++ b/posthog/migrations/0001_initial.py
@@ -10,7 +10,6 @@
 
 
 class Migration(migrations.Migration):
-
     initial = True
 
     dependencies = [
diff --git a/posthog/migrations/0001_initial_squashed_0284_improved_caching_state_idx.py b/posthog/migrations/0001_initial_squashed_0284_improved_caching_state_idx.py
index cab1b248467f5..d862ca30ecf22 100644
--- a/posthog/migrations/0001_initial_squashed_0284_improved_caching_state_idx.py
+++ b/posthog/migrations/0001_initial_squashed_0284_improved_caching_state_idx.py
@@ -324,11 +324,28 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="User",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("password", models.CharField(max_length=128, verbose_name="password")),
-                ("last_login", models.DateTimeField(blank=True, null=True, verbose_name="last login")),
-                ("first_name", models.CharField(blank=True, max_length=150, verbose_name="first name")),
-                ("last_name", models.CharField(blank=True, max_length=150, verbose_name="last name")),
+                (
+                    "last_login",
+                    models.DateTimeField(blank=True, null=True, verbose_name="last login"),
+                ),
+                (
+                    "first_name",
+                    models.CharField(blank=True, max_length=150, verbose_name="first name"),
+                ),
+                (
+                    "last_name",
+                    models.CharField(blank=True, max_length=150, verbose_name="last name"),
+                ),
                 (
                     "is_staff",
                     models.BooleanField(
@@ -345,7 +362,10 @@ class Migration(migrations.Migration):
                         verbose_name="active",
                     ),
                 ),
-                ("date_joined", models.DateTimeField(default=django.utils.timezone.now, verbose_name="date joined")),
+                (
+                    "date_joined",
+                    models.DateTimeField(default=django.utils.timezone.now, verbose_name="date joined"),
+                ),
                 # NOTE: to achieve parity with the constraint names from the
                 # unsquashed migration, we need to apply uniqueness separately
                 # as Django appears to have different behaviour in these cases.
@@ -362,10 +382,22 @@ class Migration(migrations.Migration):
                     "temporary_token",
                     models.CharField(blank=True, max_length=200, null=True),
                 ),  # NOTE: we make this unique later
-                ("distinct_id", models.CharField(blank=True, max_length=200)),  # NOTE: we make this unique later
-                ("email_opt_in", models.BooleanField(blank=True, default=False, null=True)),
-                ("partial_notification_settings", models.JSONField(blank=True, null=True)),
-                ("anonymize_data", models.BooleanField(blank=True, default=False, null=True)),
+                (
+                    "distinct_id",
+                    models.CharField(blank=True, max_length=200),
+                ),  # NOTE: we make this unique later
+                (
+                    "email_opt_in",
+                    models.BooleanField(blank=True, default=False, null=True),
+                ),
+                (
+                    "partial_notification_settings",
+                    models.JSONField(blank=True, null=True),
+                ),
+                (
+                    "anonymize_data",
+                    models.BooleanField(blank=True, default=False, null=True),
+                ),
                 (
                     "toolbar_mode",
                     models.CharField(
@@ -376,7 +408,10 @@ class Migration(migrations.Migration):
                         null=True,
                     ),
                 ),
-                ("events_column_config", models.JSONField(default=posthog.models.user.events_column_config_default)),
+                (
+                    "events_column_config",
+                    models.JSONField(default=posthog.models.user.events_column_config_default),
+                ),
             ],
             options={
                 "verbose_name": "user",
@@ -414,22 +449,44 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Action",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("name", models.CharField(blank=True, max_length=400, null=True)),
                 ("description", models.TextField(blank=True, default="")),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
                 ("deleted", models.BooleanField(default=False)),
                 ("post_to_slack", models.BooleanField(default=False)),
-                ("slack_message_format", models.CharField(blank=True, default="", max_length=600)),
+                (
+                    "slack_message_format",
+                    models.CharField(blank=True, default="", max_length=600),
+                ),
                 ("is_calculating", models.BooleanField(default=False)),
                 ("updated_at", models.DateTimeField(auto_now=True)),
-                ("last_calculated_at", models.DateTimeField(blank=True, default=django.utils.timezone.now)),
+                (
+                    "last_calculated_at",
+                    models.DateTimeField(blank=True, default=django.utils.timezone.now),
+                ),
             ],
         ),
         migrations.CreateModel(
             name="ActionStep",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("tag_name", models.CharField(blank=True, max_length=400, null=True)),
                 ("text", models.CharField(blank=True, max_length=400, null=True)),
                 ("href", models.CharField(blank=True, max_length=65535, null=True)),
@@ -439,7 +496,11 @@ class Migration(migrations.Migration):
                     "url_matching",
                     models.CharField(
                         blank=True,
-                        choices=[("contains", "contains"), ("regex", "regex"), ("exact", "exact")],
+                        choices=[
+                            ("contains", "contains"),
+                            ("regex", "regex"),
+                            ("exact", "exact"),
+                        ],
                         default="contains",
                         max_length=400,
                         null=True,
@@ -456,7 +517,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("team_id", models.PositiveIntegerField(null=True)),
@@ -468,7 +532,8 @@ class Migration(migrations.Migration):
                 (
                     "detail",
                     models.JSONField(
-                        encoder=posthog.models.activity_logging.activity_log.ActivityDetailEncoder, null=True
+                        encoder=posthog.models.activity_logging.activity_log.ActivityDetailEncoder,
+                        null=True,
                     ),
                 ),
                 ("created_at", models.DateTimeField(default=django.utils.timezone.now)),
@@ -477,9 +542,20 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Annotation",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("content", models.CharField(blank=True, max_length=400, null=True)),
-                ("created_at", models.DateTimeField(default=django.utils.timezone.now, null=True)),
+                (
+                    "created_at",
+                    models.DateTimeField(default=django.utils.timezone.now, null=True),
+                ),
                 ("updated_at", models.DateTimeField(auto_now=True)),
                 (
                     "scope",
@@ -495,7 +571,11 @@ class Migration(migrations.Migration):
                 ),
                 (
                     "creation_type",
-                    models.CharField(choices=[("USR", "user"), ("GIT", "GitHub")], default="USR", max_length=3),
+                    models.CharField(
+                        choices=[("USR", "user"), ("GIT", "GitHub")],
+                        default="USR",
+                        max_length=3,
+                    ),
                 ),
                 ("date_marker", models.DateTimeField(blank=True, null=True)),
                 ("deleted", models.BooleanField(default=False)),
@@ -523,16 +603,28 @@ class Migration(migrations.Migration):
             fields=[
                 ("id", models.BigAutoField(primary_key=True, serialize=False)),
                 ("name", models.CharField(max_length=50)),
-                ("description", models.CharField(blank=True, max_length=400, null=True)),
+                (
+                    "description",
+                    models.CharField(blank=True, max_length=400, null=True),
+                ),
                 ("progress", models.PositiveSmallIntegerField(default=0)),
                 ("status", models.PositiveSmallIntegerField(default=0)),
-                ("current_operation_index", models.PositiveSmallIntegerField(default=0)),
+                (
+                    "current_operation_index",
+                    models.PositiveSmallIntegerField(default=0),
+                ),
                 ("current_query_id", models.CharField(default="", max_length=100)),
                 ("celery_task_id", models.CharField(default="", max_length=100)),
                 ("started_at", models.DateTimeField(blank=True, null=True)),
                 ("finished_at", models.DateTimeField(blank=True, null=True)),
-                ("posthog_min_version", models.CharField(blank=True, max_length=20, null=True)),
-                ("posthog_max_version", models.CharField(blank=True, max_length=20, null=True)),
+                (
+                    "posthog_min_version",
+                    models.CharField(blank=True, max_length=20, null=True),
+                ),
+                (
+                    "posthog_max_version",
+                    models.CharField(blank=True, max_length=20, null=True),
+                ),
                 ("parameters", models.JSONField(default=dict)),
             ],
         ),
@@ -555,7 +647,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Cohort",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("name", models.CharField(blank=True, max_length=400, null=True)),
                 ("description", models.CharField(blank=True, max_length=1000)),
                 ("deleted", models.BooleanField(default=False)),
@@ -563,7 +663,10 @@ class Migration(migrations.Migration):
                 ("version", models.IntegerField(blank=True, null=True)),
                 ("pending_version", models.IntegerField(blank=True, null=True)),
                 ("count", models.IntegerField(blank=True, null=True)),
-                ("created_at", models.DateTimeField(blank=True, default=django.utils.timezone.now, null=True)),
+                (
+                    "created_at",
+                    models.DateTimeField(blank=True, default=django.utils.timezone.now, null=True),
+                ),
                 ("is_calculating", models.BooleanField(default=False)),
                 ("last_calculation", models.DateTimeField(blank=True, null=True)),
                 ("errors_calculating", models.IntegerField(default=0)),
@@ -581,7 +684,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Dashboard",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("name", models.CharField(blank=True, max_length=400, null=True)),
                 ("description", models.TextField(blank=True)),
                 ("pinned", models.BooleanField(default=False)),
@@ -592,7 +703,11 @@ class Migration(migrations.Migration):
                 (
                     "creation_mode",
                     models.CharField(
-                        choices=[("default", "Default"), ("template", "Template"), ("duplicate", "Duplicate")],
+                        choices=[
+                            ("default", "Default"),
+                            ("template", "Template"),
+                            ("duplicate", "Duplicate"),
+                        ],
                         default="default",
                         max_length=16,
                     ),
@@ -610,7 +725,11 @@ class Migration(migrations.Migration):
                 (
                     "deprecated_tags",
                     django.contrib.postgres.fields.ArrayField(
-                        base_field=models.CharField(max_length=32), blank=True, default=list, null=True, size=None
+                        base_field=models.CharField(max_length=32),
+                        blank=True,
+                        default=list,
+                        null=True,
+                        size=None,
                     ),
                 ),
                 (
@@ -624,17 +743,31 @@ class Migration(migrations.Migration):
                         size=None,
                     ),
                 ),
-                ("share_token", models.CharField(blank=True, max_length=400, null=True)),
+                (
+                    "share_token",
+                    models.CharField(blank=True, max_length=400, null=True),
+                ),
                 ("is_shared", models.BooleanField(default=False)),
             ],
         ),
         migrations.CreateModel(
             name="DashboardTile",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("layouts", models.JSONField(default=dict)),
                 ("color", models.CharField(blank=True, max_length=400, null=True)),
-                ("filters_hash", models.CharField(blank=True, max_length=400, null=True)),
+                (
+                    "filters_hash",
+                    models.CharField(blank=True, max_length=400, null=True),
+                ),
                 ("last_refresh", models.DateTimeField(blank=True, null=True)),
                 ("refreshing", models.BooleanField(null=True)),
                 ("refresh_attempt", models.IntegerField(blank=True, null=True)),
@@ -644,7 +777,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Element",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("text", models.CharField(blank=True, max_length=10000, null=True)),
                 ("tag_name", models.CharField(blank=True, max_length=1000, null=True)),
                 ("href", models.CharField(blank=True, max_length=10000, null=True)),
@@ -652,7 +793,10 @@ class Migration(migrations.Migration):
                 (
                     "attr_class",
                     django.contrib.postgres.fields.ArrayField(
-                        base_field=models.CharField(blank=True, max_length=200), blank=True, null=True, size=None
+                        base_field=models.CharField(blank=True, max_length=200),
+                        blank=True,
+                        null=True,
+                        size=None,
                     ),
                 ),
                 ("nth_child", models.IntegerField(blank=True, null=True)),
@@ -664,20 +808,42 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="ElementGroup",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("hash", models.CharField(blank=True, max_length=400, null=True)),
             ],
         ),
         migrations.CreateModel(
             name="Event",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("created_at", models.DateTimeField(auto_now_add=True, null=True)),
                 ("event", models.CharField(blank=True, max_length=200, null=True)),
                 ("distinct_id", models.CharField(max_length=200)),
                 ("properties", models.JSONField(default=dict)),
-                ("timestamp", models.DateTimeField(blank=True, default=django.utils.timezone.now)),
-                ("elements_hash", models.CharField(blank=True, max_length=200, null=True)),
+                (
+                    "timestamp",
+                    models.DateTimeField(blank=True, default=django.utils.timezone.now),
+                ),
+                (
+                    "elements_hash",
+                    models.CharField(blank=True, max_length=200, null=True),
+                ),
                 ("site_url", models.CharField(blank=True, max_length=200, null=True)),
                 ("elements", models.JSONField(blank=True, default=list, null=True)),
             ],
@@ -685,7 +851,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="EventBuffer",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("event", models.JSONField(blank=True, null=True)),
                 ("process_at", models.DateTimeField()),
                 ("locked", models.BooleanField()),
@@ -697,11 +871,17 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("name", models.CharField(max_length=400)),
-                ("created_at", models.DateTimeField(default=django.utils.timezone.now, null=True)),
+                (
+                    "created_at",
+                    models.DateTimeField(default=django.utils.timezone.now, null=True),
+                ),
                 ("last_seen_at", models.DateTimeField(default=None, null=True)),
                 ("volume_30_day", models.IntegerField(default=None, null=True)),
                 ("query_usage_30_day", models.IntegerField(default=None, null=True)),
@@ -710,7 +890,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="EventProperty",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("event", models.CharField(max_length=400)),
                 ("property", models.CharField(max_length=400)),
             ],
@@ -718,9 +906,20 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Experiment",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("name", models.CharField(max_length=400)),
-                ("description", models.CharField(blank=True, max_length=400, null=True)),
+                (
+                    "description",
+                    models.CharField(blank=True, max_length=400, null=True),
+                ),
                 ("filters", models.JSONField(default=dict)),
                 ("parameters", models.JSONField(default=dict, null=True)),
                 ("secondary_metrics", models.JSONField(default=list, null=True)),
@@ -734,7 +933,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="ExportedAsset",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 (
                     "export_format",
                     models.CharField(
@@ -749,7 +956,10 @@ class Migration(migrations.Migration):
                 ("content", models.BinaryField(null=True)),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
                 ("export_context", models.JSONField(blank=True, null=True)),
-                ("content_location", models.TextField(blank=True, max_length=1000, null=True)),
+                (
+                    "content_location",
+                    models.TextField(blank=True, max_length=1000, null=True),
+                ),
                 (
                     "access_token",
                     models.CharField(
@@ -764,7 +974,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="FeatureFlag",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("key", models.CharField(max_length=400)),
                 ("name", models.TextField(blank=True)),
                 ("filters", models.JSONField(default=dict)),
@@ -774,13 +992,24 @@ class Migration(migrations.Migration):
                 ("active", models.BooleanField(default=True)),
                 ("rollback_conditions", models.JSONField(blank=True, null=True)),
                 ("performed_rollback", models.BooleanField(blank=True, null=True)),
-                ("ensure_experience_continuity", models.BooleanField(blank=True, default=False, null=True)),
+                (
+                    "ensure_experience_continuity",
+                    models.BooleanField(blank=True, default=False, null=True),
+                ),
             ],
         ),
         migrations.CreateModel(
             name="FeatureFlagHashKeyOverride",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("feature_flag_key", models.CharField(max_length=400)),
                 ("hash_key", models.CharField(max_length=400)),
             ],
@@ -788,14 +1017,30 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="FeatureFlagOverride",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("override_value", models.JSONField()),
             ],
         ),
         migrations.CreateModel(
             name="Group",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("group_key", models.CharField(max_length=400)),
                 ("group_type_index", models.IntegerField()),
                 ("group_properties", models.JSONField(default=dict)),
@@ -808,22 +1053,53 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="GroupTypeMapping",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("group_type", models.CharField(max_length=400)),
                 ("group_type_index", models.IntegerField()),
-                ("name_singular", models.CharField(blank=True, max_length=400, null=True)),
-                ("name_plural", models.CharField(blank=True, max_length=400, null=True)),
+                (
+                    "name_singular",
+                    models.CharField(blank=True, max_length=400, null=True),
+                ),
+                (
+                    "name_plural",
+                    models.CharField(blank=True, max_length=400, null=True),
+                ),
             ],
         ),
         migrations.CreateModel(
             name="Insight",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("name", models.CharField(blank=True, max_length=400, null=True)),
-                ("derived_name", models.CharField(blank=True, max_length=400, null=True)),
-                ("description", models.CharField(blank=True, max_length=400, null=True)),
+                (
+                    "derived_name",
+                    models.CharField(blank=True, max_length=400, null=True),
+                ),
+                (
+                    "description",
+                    models.CharField(blank=True, max_length=400, null=True),
+                ),
                 ("filters", models.JSONField(default=dict)),
-                ("filters_hash", models.CharField(blank=True, max_length=400, null=True)),
+                (
+                    "filters_hash",
+                    models.CharField(blank=True, max_length=400, null=True),
+                ),
                 ("order", models.IntegerField(blank=True, null=True)),
                 ("deleted", models.BooleanField(default=False)),
                 ("saved", models.BooleanField(default=False)),
@@ -831,10 +1107,20 @@ class Migration(migrations.Migration):
                 ("last_refresh", models.DateTimeField(blank=True, null=True)),
                 ("refreshing", models.BooleanField(default=False)),
                 ("is_sample", models.BooleanField(default=False)),
-                ("short_id", models.CharField(blank=True, default=posthog.utils.generate_short_id, max_length=12)),
+                (
+                    "short_id",
+                    models.CharField(
+                        blank=True,
+                        default=posthog.utils.generate_short_id,
+                        max_length=12,
+                    ),
+                ),
                 ("favorited", models.BooleanField(default=False)),
                 ("refresh_attempt", models.IntegerField(blank=True, null=True)),
-                ("last_modified_at", models.DateTimeField(default=django.utils.timezone.now)),
+                (
+                    "last_modified_at",
+                    models.DateTimeField(default=django.utils.timezone.now),
+                ),
                 ("layouts", models.JSONField(default=dict)),
                 ("color", models.CharField(blank=True, max_length=400, null=True)),
                 ("updated_at", models.DateTimeField(auto_now=True)),
@@ -843,7 +1129,11 @@ class Migration(migrations.Migration):
                 (
                     "deprecated_tags",
                     django.contrib.postgres.fields.ArrayField(
-                        base_field=models.CharField(max_length=32), blank=True, default=list, null=True, size=None
+                        base_field=models.CharField(max_length=32),
+                        blank=True,
+                        default=list,
+                        null=True,
+                        size=None,
                     ),
                 ),
                 (
@@ -868,7 +1158,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("cache_key", models.CharField(max_length=400)),
@@ -883,14 +1176,30 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="InsightViewed",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("last_viewed_at", models.DateTimeField()),
             ],
         ),
         migrations.CreateModel(
             name="InstanceSetting",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("key", models.CharField(max_length=128)),
                 ("raw_value", models.CharField(blank=True, max_length=1024)),
             ],
@@ -901,26 +1210,44 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("name", models.CharField(max_length=64)),
-                ("slug", posthog.models.utils.LowercaseSlugField(max_length=48, unique=True)),
+                (
+                    "slug",
+                    posthog.models.utils.LowercaseSlugField(max_length=48, unique=True),
+                ),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
                 ("updated_at", models.DateTimeField(auto_now=True)),
                 (
                     "plugins_access_level",
                     models.PositiveSmallIntegerField(
-                        choices=[(0, "none"), (3, "config"), (6, "install"), (9, "root")], default=3
+                        choices=[
+                            (0, "none"),
+                            (3, "config"),
+                            (6, "install"),
+                            (9, "root"),
+                        ],
+                        default=3,
                     ),
                 ),
                 ("for_internal_metrics", models.BooleanField(default=False)),
                 ("is_member_join_email_enabled", models.BooleanField(default=True)),
-                ("customer_id", models.CharField(blank=True, max_length=200, null=True)),
+                (
+                    "customer_id",
+                    models.CharField(blank=True, max_length=200, null=True),
+                ),
                 (
                     "available_features",
                     django.contrib.postgres.fields.ArrayField(
-                        base_field=models.CharField(max_length=64), blank=True, default=list, size=None
+                        base_field=models.CharField(max_length=64),
+                        blank=True,
+                        default=list,
+                        size=None,
                     ),
                 ),
                 ("usage", models.JSONField(blank=True, null=True)),
@@ -929,7 +1256,10 @@ class Migration(migrations.Migration):
                 (
                     "domain_whitelist",
                     django.contrib.postgres.fields.ArrayField(
-                        base_field=models.CharField(max_length=256), blank=True, default=list, size=None
+                        base_field=models.CharField(max_length=256),
+                        blank=True,
+                        default=list,
+                        size=None,
                     ),
                 ),
             ],
@@ -937,18 +1267,39 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Person",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
-                ("properties_last_updated_at", models.JSONField(blank=True, default=dict, null=True)),
+                (
+                    "properties_last_updated_at",
+                    models.JSONField(blank=True, default=dict, null=True),
+                ),
                 ("properties_last_operation", models.JSONField(blank=True, null=True)),
                 ("properties", models.JSONField(default=dict)),
                 ("is_identified", models.BooleanField(default=False)),
-                ("uuid", models.UUIDField(db_index=True, default=posthog.models.utils.UUIDT, editable=False)),
+                (
+                    "uuid",
+                    models.UUIDField(
+                        db_index=True,
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                    ),
+                ),
                 ("version", models.BigIntegerField(blank=True, null=True)),
                 (
                     "is_user",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
             ],
@@ -956,7 +1307,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Plugin",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 (
                     "plugin_type",
                     models.CharField(
@@ -974,7 +1333,10 @@ class Migration(migrations.Migration):
                 ),
                 ("is_global", models.BooleanField(default=False)),
                 ("is_preinstalled", models.BooleanField(default=False)),
-                ("is_stateless", models.BooleanField(blank=True, default=False, null=True)),
+                (
+                    "is_stateless",
+                    models.BooleanField(blank=True, default=False, null=True),
+                ),
                 ("name", models.CharField(blank=True, max_length=200, null=True)),
                 ("description", models.TextField(blank=True, null=True)),
                 ("url", models.CharField(blank=True, max_length=800, null=True)),
@@ -1008,7 +1370,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="PluginConfig",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("enabled", models.BooleanField(default=False)),
                 ("order", models.IntegerField()),
                 ("config", models.JSONField(default=dict)),
@@ -1016,27 +1386,49 @@ class Migration(migrations.Migration):
                 ("web_token", models.CharField(default=None, max_length=64, null=True)),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
                 ("updated_at", models.DateTimeField(auto_now=True)),
-                ("plugin", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.plugin")),
+                (
+                    "plugin",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.plugin"),
+                ),
             ],
         ),
         migrations.CreateModel(
             name="Prompt",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("step", models.IntegerField()),
                 ("type", models.CharField(max_length=200)),
                 ("title", models.CharField(max_length=200)),
                 ("text", models.CharField(max_length=1000)),
                 ("placement", models.CharField(default="top", max_length=200)),
                 ("buttons", models.JSONField()),
-                ("reference", models.CharField(default=None, max_length=200, null=True)),
+                (
+                    "reference",
+                    models.CharField(default=None, max_length=200, null=True),
+                ),
                 ("icon", models.CharField(max_length=200)),
             ],
         ),
         migrations.CreateModel(
             name="PromptSequence",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("key", models.CharField(max_length=200)),
                 ("type", models.CharField(max_length=200)),
                 (
@@ -1050,7 +1442,10 @@ class Migration(migrations.Migration):
                 ("status", models.CharField(max_length=200)),
                 ("requires_opt_in", models.BooleanField(default=False)),
                 ("autorun", models.BooleanField(default=True)),
-                ("must_have_completed", models.ManyToManyField(blank=True, to="posthog.PromptSequence")),
+                (
+                    "must_have_completed",
+                    models.ManyToManyField(blank=True, to="posthog.PromptSequence"),
+                ),
                 ("prompts", models.ManyToManyField(to="posthog.Prompt")),
             ],
         ),
@@ -1060,7 +1455,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("name", models.CharField(max_length=400)),
@@ -1086,7 +1484,10 @@ class Migration(migrations.Migration):
                         blank=True,
                         choices=[
                             ("unix_timestamp", "Unix Timestamp in seconds"),
-                            ("unix_timestamp_milliseconds", "Unix Timestamp in milliseconds"),
+                            (
+                                "unix_timestamp_milliseconds",
+                                "Unix Timestamp in milliseconds",
+                            ),
                             ("YYYY-MM-DDThh:mm:ssZ", "YYYY-MM-DDThh:mm:ssZ"),
                             ("YYYY-MM-DD hh:mm:ss", "YYYY-MM-DD hh:mm:ss"),
                             ("DD-MM-YYYY hh:mm:ss", "DD-MM-YYYY hh:mm:ss"),
@@ -1105,21 +1506,45 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="SessionRecordingPlaylist",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
-                ("short_id", models.CharField(blank=True, default=posthog.utils.generate_short_id, max_length=12)),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
+                (
+                    "short_id",
+                    models.CharField(
+                        blank=True,
+                        default=posthog.utils.generate_short_id,
+                        max_length=12,
+                    ),
+                ),
                 ("name", models.CharField(blank=True, max_length=400, null=True)),
-                ("derived_name", models.CharField(blank=True, max_length=400, null=True)),
+                (
+                    "derived_name",
+                    models.CharField(blank=True, max_length=400, null=True),
+                ),
                 ("description", models.TextField(blank=True)),
                 ("pinned", models.BooleanField(default=False)),
                 ("deleted", models.BooleanField(default=False)),
                 ("filters", models.JSONField(default=dict)),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
-                ("last_modified_at", models.DateTimeField(default=django.utils.timezone.now)),
+                (
+                    "last_modified_at",
+                    models.DateTimeField(default=django.utils.timezone.now),
+                ),
                 ("is_static", models.BooleanField(default=False)),
                 (
                     "created_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
                 (
@@ -1140,7 +1565,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("name", models.CharField(max_length=255)),
@@ -1149,7 +1577,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Team",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 (
                     "uuid",
                     models.UUIDField(default=posthog.models.utils.UUIDT, editable=False),
@@ -1161,7 +1597,8 @@ class Migration(migrations.Migration):
                         max_length=200,
                         validators=[
                             django.core.validators.MinLengthValidator(
-                                10, "Project's API token must be at least 10 characters long!"
+                                10,
+                                "Project's API token must be at least 10 characters long!",
                             )
                         ],
                     ),
@@ -1169,7 +1606,10 @@ class Migration(migrations.Migration):
                 (
                     "app_urls",
                     django.contrib.postgres.fields.ArrayField(
-                        base_field=models.CharField(max_length=200, null=True), blank=True, default=list, size=None
+                        base_field=models.CharField(max_length=200, null=True),
+                        blank=True,
+                        default=list,
+                        size=None,
                     ),
                 ),
                 (
@@ -1180,21 +1620,36 @@ class Migration(migrations.Migration):
                         validators=[django.core.validators.MinLengthValidator(1, "Project must have a name!")],
                     ),
                 ),
-                ("slack_incoming_webhook", models.CharField(blank=True, max_length=500, null=True)),
+                (
+                    "slack_incoming_webhook",
+                    models.CharField(blank=True, max_length=500, null=True),
+                ),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
                 ("updated_at", models.DateTimeField(auto_now=True)),
                 ("anonymize_ips", models.BooleanField(default=False)),
                 ("completed_snippet_onboarding", models.BooleanField(default=False)),
                 ("ingested_event", models.BooleanField(default=False)),
                 ("session_recording_opt_in", models.BooleanField(default=False)),
-                ("capture_console_log_opt_in", models.BooleanField(blank=True, null=True)),
-                ("signup_token", models.CharField(blank=True, max_length=200, null=True)),
+                (
+                    "capture_console_log_opt_in",
+                    models.BooleanField(blank=True, null=True),
+                ),
+                (
+                    "signup_token",
+                    models.CharField(blank=True, max_length=200, null=True),
+                ),
                 ("is_demo", models.BooleanField(default=False)),
                 ("access_control", models.BooleanField(default=False)),
                 ("inject_web_apps", models.BooleanField(null=True)),
                 ("test_account_filters", models.JSONField(default=list)),
-                ("test_account_filters_default_checked", models.BooleanField(blank=True, null=True)),
-                ("path_cleaning_filters", models.JSONField(blank=True, default=list, null=True)),
+                (
+                    "test_account_filters_default_checked",
+                    models.BooleanField(blank=True, null=True),
+                ),
+                (
+                    "path_cleaning_filters",
+                    models.JSONField(blank=True, default=list, null=True),
+                ),
                 (
                     "timezone",
                     models.CharField(
@@ -1256,16 +1711,34 @@ class Migration(migrations.Migration):
                             ("America/Anguilla", "America/Anguilla"),
                             ("America/Antigua", "America/Antigua"),
                             ("America/Araguaina", "America/Araguaina"),
-                            ("America/Argentina/Buenos_Aires", "America/Argentina/Buenos_Aires"),
-                            ("America/Argentina/Catamarca", "America/Argentina/Catamarca"),
+                            (
+                                "America/Argentina/Buenos_Aires",
+                                "America/Argentina/Buenos_Aires",
+                            ),
+                            (
+                                "America/Argentina/Catamarca",
+                                "America/Argentina/Catamarca",
+                            ),
                             ("America/Argentina/Cordoba", "America/Argentina/Cordoba"),
                             ("America/Argentina/Jujuy", "America/Argentina/Jujuy"),
-                            ("America/Argentina/La_Rioja", "America/Argentina/La_Rioja"),
+                            (
+                                "America/Argentina/La_Rioja",
+                                "America/Argentina/La_Rioja",
+                            ),
                             ("America/Argentina/Mendoza", "America/Argentina/Mendoza"),
-                            ("America/Argentina/Rio_Gallegos", "America/Argentina/Rio_Gallegos"),
+                            (
+                                "America/Argentina/Rio_Gallegos",
+                                "America/Argentina/Rio_Gallegos",
+                            ),
                             ("America/Argentina/Salta", "America/Argentina/Salta"),
-                            ("America/Argentina/San_Juan", "America/Argentina/San_Juan"),
-                            ("America/Argentina/San_Luis", "America/Argentina/San_Luis"),
+                            (
+                                "America/Argentina/San_Juan",
+                                "America/Argentina/San_Juan",
+                            ),
+                            (
+                                "America/Argentina/San_Luis",
+                                "America/Argentina/San_Luis",
+                            ),
                             ("America/Argentina/Tucuman", "America/Argentina/Tucuman"),
                             ("America/Argentina/Ushuaia", "America/Argentina/Ushuaia"),
                             ("America/Aruba", "America/Aruba"),
@@ -1314,10 +1787,16 @@ class Migration(migrations.Migration):
                             ("America/Halifax", "America/Halifax"),
                             ("America/Havana", "America/Havana"),
                             ("America/Hermosillo", "America/Hermosillo"),
-                            ("America/Indiana/Indianapolis", "America/Indiana/Indianapolis"),
+                            (
+                                "America/Indiana/Indianapolis",
+                                "America/Indiana/Indianapolis",
+                            ),
                             ("America/Indiana/Knox", "America/Indiana/Knox"),
                             ("America/Indiana/Marengo", "America/Indiana/Marengo"),
-                            ("America/Indiana/Petersburg", "America/Indiana/Petersburg"),
+                            (
+                                "America/Indiana/Petersburg",
+                                "America/Indiana/Petersburg",
+                            ),
                             ("America/Indiana/Tell_City", "America/Indiana/Tell_City"),
                             ("America/Indiana/Vevay", "America/Indiana/Vevay"),
                             ("America/Indiana/Vincennes", "America/Indiana/Vincennes"),
@@ -1326,8 +1805,14 @@ class Migration(migrations.Migration):
                             ("America/Iqaluit", "America/Iqaluit"),
                             ("America/Jamaica", "America/Jamaica"),
                             ("America/Juneau", "America/Juneau"),
-                            ("America/Kentucky/Louisville", "America/Kentucky/Louisville"),
-                            ("America/Kentucky/Monticello", "America/Kentucky/Monticello"),
+                            (
+                                "America/Kentucky/Louisville",
+                                "America/Kentucky/Louisville",
+                            ),
+                            (
+                                "America/Kentucky/Monticello",
+                                "America/Kentucky/Monticello",
+                            ),
                             ("America/Kralendijk", "America/Kralendijk"),
                             ("America/La_Paz", "America/La_Paz"),
                             ("America/Lima", "America/Lima"),
@@ -1354,9 +1839,18 @@ class Migration(migrations.Migration):
                             ("America/Nipigon", "America/Nipigon"),
                             ("America/Nome", "America/Nome"),
                             ("America/Noronha", "America/Noronha"),
-                            ("America/North_Dakota/Beulah", "America/North_Dakota/Beulah"),
-                            ("America/North_Dakota/Center", "America/North_Dakota/Center"),
-                            ("America/North_Dakota/New_Salem", "America/North_Dakota/New_Salem"),
+                            (
+                                "America/North_Dakota/Beulah",
+                                "America/North_Dakota/Beulah",
+                            ),
+                            (
+                                "America/North_Dakota/Center",
+                                "America/North_Dakota/Center",
+                            ),
+                            (
+                                "America/North_Dakota/New_Salem",
+                                "America/North_Dakota/New_Salem",
+                            ),
                             ("America/Nuuk", "America/Nuuk"),
                             ("America/Ojinaga", "America/Ojinaga"),
                             ("America/Panama", "America/Panama"),
@@ -1643,11 +2137,17 @@ class Migration(migrations.Migration):
                         max_length=240,
                     ),
                 ),
-                ("data_attributes", models.JSONField(default=posthog.models.team.team.get_default_data_attributes)),
+                (
+                    "data_attributes",
+                    models.JSONField(default=posthog.models.team.team.get_default_data_attributes),
+                ),
                 (
                     "person_display_name_properties",
                     django.contrib.postgres.fields.ArrayField(
-                        base_field=models.CharField(max_length=400), blank=True, null=True, size=None
+                        base_field=models.CharField(max_length=400),
+                        blank=True,
+                        null=True,
+                        size=None,
                     ),
                 ),
                 (
@@ -1659,11 +2159,20 @@ class Migration(migrations.Migration):
                 (
                     "recording_domains",
                     django.contrib.postgres.fields.ArrayField(
-                        base_field=models.CharField(max_length=200, null=True), blank=True, null=True, size=None
+                        base_field=models.CharField(max_length=200, null=True),
+                        blank=True,
+                        null=True,
+                        size=None,
                     ),
                 ),
-                ("correlation_config", models.JSONField(blank=True, default=dict, null=True)),
-                ("session_recording_retention_period_days", models.IntegerField(blank=True, default=None, null=True)),
+                (
+                    "correlation_config",
+                    models.JSONField(blank=True, default=dict, null=True),
+                ),
+                (
+                    "session_recording_retention_period_days",
+                    models.IntegerField(blank=True, default=None, null=True),
+                ),
                 ("plugins_opt_in", models.BooleanField(default=False)),
                 ("opt_out_capture", models.BooleanField(default=False)),
                 ("event_names", models.JSONField(default=list)),
@@ -1720,16 +2229,36 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="UserPromptState",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
-                ("last_updated_at", models.DateTimeField(default=django.utils.timezone.now)),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
+                (
+                    "last_updated_at",
+                    models.DateTimeField(default=django.utils.timezone.now),
+                ),
                 ("step", models.IntegerField(default=None, null=True)),
                 ("completed", models.BooleanField(default=False)),
                 ("dismissed", models.BooleanField(default=False)),
                 (
                     "sequence",
-                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.promptsequence"),
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.promptsequence",
+                    ),
+                ),
+                (
+                    "user",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to=settings.AUTH_USER_MODEL,
+                    ),
                 ),
-                ("user", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)),
             ],
         ),
         migrations.CreateModel(
@@ -1738,20 +2267,35 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
-                ("media_location", models.TextField(blank=True, max_length=1000, null=True)),
-                ("content_type", models.TextField(blank=True, max_length=100, null=True)),
+                (
+                    "media_location",
+                    models.TextField(blank=True, max_length=1000, null=True),
+                ),
+                (
+                    "content_type",
+                    models.TextField(blank=True, max_length=100, null=True),
+                ),
                 ("file_name", models.TextField(blank=True, max_length=1000, null=True)),
                 (
                     "created_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
             options={
                 "abstract": False,
@@ -1760,13 +2304,27 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Text",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("body", models.CharField(blank=True, max_length=4000, null=True)),
-                ("last_modified_at", models.DateTimeField(default=django.utils.timezone.now)),
+                (
+                    "last_modified_at",
+                    models.DateTimeField(default=django.utils.timezone.now),
+                ),
                 (
                     "created_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
                 (
@@ -1779,7 +2337,10 @@ class Migration(migrations.Migration):
                         to=settings.AUTH_USER_MODEL,
                     ),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
         ),
         migrations.CreateModel(
@@ -1788,7 +2349,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 (
@@ -1844,7 +2408,9 @@ class Migration(migrations.Migration):
                 (
                     "tag",
                     models.ForeignKey(
-                        on_delete=django.db.models.deletion.CASCADE, related_name="tagged_items", to="posthog.tag"
+                        on_delete=django.db.models.deletion.CASCADE,
+                        related_name="tagged_items",
+                        to="posthog.tag",
                     ),
                 ),
             ],
@@ -1857,12 +2423,25 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Subscription",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("title", models.CharField(blank=True, max_length=100, null=True)),
                 (
                     "target_type",
                     models.CharField(
-                        choices=[("email", "Email"), ("slack", "Slack"), ("webhook", "Webhook")], max_length=10
+                        choices=[
+                            ("email", "Email"),
+                            ("slack", "Slack"),
+                            ("webhook", "Webhook"),
+                        ],
+                        max_length=10,
                     ),
                 ),
                 ("target_value", models.TextField()),
@@ -1910,24 +2489,46 @@ class Migration(migrations.Migration):
                 (
                     "created_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
                 (
                     "dashboard",
-                    models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.dashboard"),
+                    models.ForeignKey(
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.dashboard",
+                    ),
                 ),
                 (
                     "insight",
-                    models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.insight"),
+                    models.ForeignKey(
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.insight",
+                    ),
+                ),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
             ],
         ),
         migrations.CreateModel(
             name="SharingConfiguration",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
                 ("enabled", models.BooleanField(default=False)),
                 (
@@ -1942,29 +2543,65 @@ class Migration(migrations.Migration):
                 ),
                 (
                     "dashboard",
-                    models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.dashboard"),
+                    models.ForeignKey(
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.dashboard",
+                    ),
                 ),
                 (
                     "insight",
-                    models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.insight"),
+                    models.ForeignKey(
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.insight",
+                    ),
+                ),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
             ],
         ),
         migrations.CreateModel(
             name="SessionRecordingViewed",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("created_at", models.DateTimeField(auto_now_add=True, null=True)),
                 ("session_id", models.CharField(max_length=200)),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
-                ("user", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
+                (
+                    "user",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to=settings.AUTH_USER_MODEL,
+                    ),
+                ),
             ],
         ),
         migrations.CreateModel(
             name="SessionRecordingPlaylistItem",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("session_id", models.CharField(max_length=200)),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
                 ("deleted", models.BooleanField(blank=True, null=True)),
@@ -1986,14 +2623,28 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="SessionRecordingEvent",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("created_at", models.DateTimeField(auto_now_add=True, null=True)),
-                ("timestamp", models.DateTimeField(blank=True, default=django.utils.timezone.now)),
+                (
+                    "timestamp",
+                    models.DateTimeField(blank=True, default=django.utils.timezone.now),
+                ),
                 ("distinct_id", models.CharField(max_length=200)),
                 ("session_id", models.CharField(max_length=200)),
                 ("window_id", models.CharField(blank=True, max_length=200, null=True)),
                 ("snapshot_data", models.JSONField(default=dict)),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
         ),
         migrations.AddField(
@@ -2009,12 +2660,23 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="PluginStorage",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("key", models.CharField(max_length=200)),
                 ("value", models.TextField(blank=True, null=True)),
                 (
                     "plugin_config",
-                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.pluginconfig"),
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.pluginconfig",
+                    ),
                 ),
             ],
         ),
@@ -2024,7 +2686,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("filename", models.CharField(max_length=200)),
@@ -2032,7 +2697,11 @@ class Migration(migrations.Migration):
                 (
                     "status",
                     models.CharField(
-                        choices=[("LOCKED", "locked"), ("TRANSPILED", "transpiled"), ("ERROR", "error")],
+                        choices=[
+                            ("LOCKED", "locked"),
+                            ("TRANSPILED", "transpiled"),
+                            ("ERROR", "error"),
+                        ],
                         max_length=20,
                         null=True,
                     ),
@@ -2040,18 +2709,33 @@ class Migration(migrations.Migration):
                 ("transpiled", models.TextField(blank=True, null=True)),
                 ("error", models.TextField(blank=True, null=True)),
                 ("updated_at", models.DateTimeField(blank=True, null=True)),
-                ("plugin", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.plugin")),
+                (
+                    "plugin",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.plugin"),
+                ),
             ],
         ),
         migrations.AddField(
             model_name="pluginconfig",
             name="team",
-            field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+            field=models.ForeignKey(
+                null=True,
+                on_delete=django.db.models.deletion.CASCADE,
+                to="posthog.team",
+            ),
         ),
         migrations.CreateModel(
             name="PluginAttachment",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("key", models.CharField(max_length=200)),
                 ("content_type", models.CharField(max_length=200)),
                 ("file_name", models.CharField(max_length=200)),
@@ -2060,22 +2744,46 @@ class Migration(migrations.Migration):
                 (
                     "plugin_config",
                     models.ForeignKey(
-                        null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.pluginconfig"
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.pluginconfig",
+                    ),
+                ),
+                (
+                    "team",
+                    models.ForeignKey(
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.team",
                     ),
                 ),
-                ("team", models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
             ],
         ),
         migrations.CreateModel(
             name="PersonDistinctId",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("distinct_id", models.CharField(max_length=400)),
                 ("version", models.BigIntegerField(blank=True, null=True)),
-                ("person", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.person")),
+                (
+                    "person",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.person"),
+                ),
                 (
                     "team",
-                    models.ForeignKey(db_index=False, on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                    models.ForeignKey(
+                        db_index=False,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.team",
+                    ),
                 ),
             ],
         ),
@@ -2092,8 +2800,20 @@ class Migration(migrations.Migration):
                     ),
                 ),
                 ("label", models.CharField(max_length=40)),
-                ("value", models.CharField(blank=True, editable=False, max_length=50, null=True, unique=True)),
-                ("secure_value", models.CharField(editable=False, max_length=300, null=True, unique=True)),
+                (
+                    "value",
+                    models.CharField(
+                        blank=True,
+                        editable=False,
+                        max_length=50,
+                        null=True,
+                        unique=True,
+                    ),
+                ),
+                (
+                    "secure_value",
+                    models.CharField(editable=False, max_length=300, null=True, unique=True),
+                ),
                 ("created_at", models.DateTimeField(default=django.utils.timezone.now)),
                 ("last_used_at", models.DateTimeField(blank=True, null=True)),
                 (
@@ -2127,13 +2847,17 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 (
                     "level",
                     models.PositiveSmallIntegerField(
-                        choices=[(1, "member"), (8, "administrator"), (15, "owner")], default=1
+                        choices=[(1, "member"), (8, "administrator"), (15, "owner")],
+                        default=1,
                     ),
                 ),
                 ("joined_at", models.DateTimeField(auto_now_add=True)),
@@ -2164,10 +2888,16 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
-                ("target_email", models.EmailField(db_index=True, max_length=254, null=True)),
+                (
+                    "target_email",
+                    models.EmailField(db_index=True, max_length=254, null=True),
+                ),
                 ("first_name", models.CharField(blank=True, default="", max_length=30)),
                 ("emailing_attempt_made", models.BooleanField(default=False)),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
@@ -2203,27 +2933,45 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("domain", models.CharField(max_length=128, unique=True)),
                 (
                     "verification_challenge",
                     models.CharField(
-                        default=posthog.models.organization_domain.generate_verification_challenge, max_length=128
+                        default=posthog.models.organization_domain.generate_verification_challenge,
+                        max_length=128,
                     ),
                 ),
-                ("verified_at", models.DateTimeField(blank=True, default=None, null=True)),
-                ("last_verification_retry", models.DateTimeField(blank=True, default=None, null=True)),
+                (
+                    "verified_at",
+                    models.DateTimeField(blank=True, default=None, null=True),
+                ),
+                (
+                    "last_verification_retry",
+                    models.DateTimeField(blank=True, default=None, null=True),
+                ),
                 ("jit_provisioning_enabled", models.BooleanField(default=False)),
                 ("sso_enforcement", models.CharField(blank=True, max_length=28)),
-                ("saml_entity_id", models.CharField(blank=True, max_length=512, null=True)),
-                ("saml_acs_url", models.CharField(blank=True, max_length=512, null=True)),
+                (
+                    "saml_entity_id",
+                    models.CharField(blank=True, max_length=512, null=True),
+                ),
+                (
+                    "saml_acs_url",
+                    models.CharField(blank=True, max_length=512, null=True),
+                ),
                 ("saml_x509_cert", models.TextField(blank=True, null=True)),
                 (
                     "organization",
                     models.ForeignKey(
-                        on_delete=django.db.models.deletion.CASCADE, related_name="domains", to="posthog.organization"
+                        on_delete=django.db.models.deletion.CASCADE,
+                        related_name="domains",
+                        to="posthog.organization",
                     ),
                 ),
             ],
@@ -2247,14 +2995,19 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("last_viewed_activity_date", models.DateTimeField(default=None)),
                 (
                     "user",
                     models.ForeignKey(
-                        null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
             ],
@@ -2265,7 +3018,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("email_hash", models.CharField(max_length=1024)),
@@ -2280,7 +3036,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Integration",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("kind", models.CharField(choices=[("slack", "Slack")], max_length=10)),
                 ("config", models.JSONField(default=dict)),
                 ("sensitive_config", models.JSONField(default=dict)),
@@ -2289,10 +3053,16 @@ class Migration(migrations.Migration):
                 (
                     "created_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
         ),
         migrations.AddConstraint(
@@ -2328,7 +3098,9 @@ class Migration(migrations.Migration):
             model_name="insightcachingstate",
             name="insight",
             field=models.ForeignKey(
-                on_delete=django.db.models.deletion.CASCADE, related_name="caching_states", to="posthog.insight"
+                on_delete=django.db.models.deletion.CASCADE,
+                related_name="caching_states",
+                to="posthog.insight",
             ),
         ),
         migrations.AddField(
@@ -2340,7 +3112,10 @@ class Migration(migrations.Migration):
             model_name="insight",
             name="created_by",
             field=models.ForeignKey(
-                blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.SET_NULL,
+                to=settings.AUTH_USER_MODEL,
             ),
         ),
         migrations.AddField(
@@ -2358,7 +3133,10 @@ class Migration(migrations.Migration):
             model_name="insight",
             name="dive_dashboard",
             field=models.ForeignKey(
-                blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to="posthog.dashboard"
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.SET_NULL,
+                to="posthog.dashboard",
             ),
         ),
         migrations.AddField(
@@ -2426,18 +3204,29 @@ class Migration(migrations.Migration):
             model_name="exportedasset",
             name="created_by",
             field=models.ForeignKey(
-                blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.SET_NULL,
+                to=settings.AUTH_USER_MODEL,
             ),
         ),
         migrations.AddField(
             model_name="exportedasset",
             name="dashboard",
-            field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.dashboard"),
+            field=models.ForeignKey(
+                null=True,
+                on_delete=django.db.models.deletion.CASCADE,
+                to="posthog.dashboard",
+            ),
         ),
         migrations.AddField(
             model_name="exportedasset",
             name="insight",
-            field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.insight"),
+            field=models.ForeignKey(
+                null=True,
+                on_delete=django.db.models.deletion.CASCADE,
+                to="posthog.insight",
+            ),
         ),
         migrations.AddField(
             model_name="exportedasset",
@@ -2488,21 +3277,29 @@ class Migration(migrations.Migration):
             model_name="element",
             name="event",
             field=models.ForeignKey(
-                blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.event"
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.CASCADE,
+                to="posthog.event",
             ),
         ),
         migrations.AddField(
             model_name="element",
             name="group",
             field=models.ForeignKey(
-                blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.elementgroup"
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.CASCADE,
+                to="posthog.elementgroup",
             ),
         ),
         migrations.AddField(
             model_name="dashboardtile",
             name="dashboard",
             field=models.ForeignKey(
-                on_delete=django.db.models.deletion.CASCADE, related_name="tiles", to="posthog.dashboard"
+                on_delete=django.db.models.deletion.CASCADE,
+                related_name="tiles",
+                to="posthog.dashboard",
             ),
         ),
         migrations.AddField(
@@ -2529,14 +3326,20 @@ class Migration(migrations.Migration):
             model_name="dashboard",
             name="created_by",
             field=models.ForeignKey(
-                blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.SET_NULL,
+                to=settings.AUTH_USER_MODEL,
             ),
         ),
         migrations.AddField(
             model_name="dashboard",
             name="insights",
             field=models.ManyToManyField(
-                blank=True, related_name="dashboards", through="posthog.DashboardTile", to="posthog.Insight"
+                blank=True,
+                related_name="dashboards",
+                through="posthog.DashboardTile",
+                to="posthog.Insight",
             ),
         ),
         migrations.AddField(
@@ -2558,7 +3361,10 @@ class Migration(migrations.Migration):
             model_name="cohort",
             name="created_by",
             field=models.ForeignKey(
-                blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.SET_NULL,
+                to=settings.AUTH_USER_MODEL,
             ),
         ),
         migrations.AddField(
@@ -2580,27 +3386,39 @@ class Migration(migrations.Migration):
             model_name="asyncdeletion",
             name="created_by",
             field=models.ForeignKey(
-                null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                null=True,
+                on_delete=django.db.models.deletion.SET_NULL,
+                to=settings.AUTH_USER_MODEL,
             ),
         ),
         migrations.AddField(
             model_name="annotation",
             name="created_by",
             field=models.ForeignKey(
-                blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.SET_NULL,
+                to=settings.AUTH_USER_MODEL,
             ),
         ),
         migrations.AddField(
             model_name="annotation",
             name="dashboard_item",
             field=models.ForeignKey(
-                blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to="posthog.insight"
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.SET_NULL,
+                to="posthog.insight",
             ),
         ),
         migrations.AddField(
             model_name="annotation",
             name="organization",
-            field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.organization"),
+            field=models.ForeignKey(
+                null=True,
+                on_delete=django.db.models.deletion.CASCADE,
+                to="posthog.organization",
+            ),
         ),
         migrations.AddField(
             model_name="annotation",
@@ -2611,21 +3429,28 @@ class Migration(migrations.Migration):
             model_name="activitylog",
             name="user",
             field=models.ForeignKey(
-                null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                null=True,
+                on_delete=django.db.models.deletion.SET_NULL,
+                to=settings.AUTH_USER_MODEL,
             ),
         ),
         migrations.AddField(
             model_name="actionstep",
             name="action",
             field=models.ForeignKey(
-                on_delete=django.db.models.deletion.CASCADE, related_name="steps", to="posthog.action"
+                on_delete=django.db.models.deletion.CASCADE,
+                related_name="steps",
+                to="posthog.action",
             ),
         ),
         migrations.AddField(
             model_name="action",
             name="created_by",
             field=models.ForeignKey(
-                blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.CASCADE,
+                to=settings.AUTH_USER_MODEL,
             ),
         ),
         migrations.AddField(
@@ -2772,7 +3597,16 @@ class Migration(migrations.Migration):
         ),
         migrations.AlterUniqueTogether(
             name="taggeditem",
-            unique_together={("tag", "dashboard", "insight", "event_definition", "property_definition", "action")},
+            unique_together={
+                (
+                    "tag",
+                    "dashboard",
+                    "insight",
+                    "event_definition",
+                    "property_definition",
+                    "action",
+                )
+            },
         ),
         migrations.AlterUniqueTogether(
             name="tag",
@@ -2780,7 +3614,10 @@ class Migration(migrations.Migration):
         ),
         migrations.AddIndex(
             model_name="sessionrecordingviewed",
-            index=models.Index(fields=["team_id", "user_id", "session_id"], name="posthog_ses_team_id_465af1_idx"),
+            index=models.Index(
+                fields=["team_id", "user_id", "session_id"],
+                name="posthog_ses_team_id_465af1_idx",
+            ),
         ),
         migrations.AlterUniqueTogether(
             name="sessionrecordingviewed",
@@ -2801,14 +3638,17 @@ class Migration(migrations.Migration):
         migrations.AddIndex(
             model_name="sessionrecordingevent",
             index=models.Index(
-                fields=["team_id", "distinct_id", "timestamp", "session_id"], name="posthog_ses_team_id_46392f_idx"
+                fields=["team_id", "distinct_id", "timestamp", "session_id"],
+                name="posthog_ses_team_id_46392f_idx",
             ),
         ),
         TrigramExtension(),
         migrations.AddIndex(
             model_name="propertydefinition",
             index=django.contrib.postgres.indexes.GinIndex(
-                fields=["name"], name="index_property_definition_name", opclasses=["gin_trgm_ops"]
+                fields=["name"],
+                name="index_property_definition_name",
+                opclasses=["gin_trgm_ops"],
             ),
         ),
         migrations.AddConstraint(
@@ -2829,7 +3669,8 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="pluginstorage",
             constraint=models.UniqueConstraint(
-                fields=("plugin_config_id", "key"), name="posthog_unique_plugin_storage_key"
+                fields=("plugin_config_id", "key"),
+                name="posthog_unique_plugin_storage_key",
             ),
         ),
         migrations.AddConstraint(
@@ -2851,13 +3692,16 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="organizationmembership",
             constraint=models.UniqueConstraint(
-                fields=("organization_id", "user_id"), name="unique_organization_membership"
+                fields=("organization_id", "user_id"),
+                name="unique_organization_membership",
             ),
         ),
         migrations.AddConstraint(
             model_name="organizationmembership",
             constraint=models.UniqueConstraint(
-                condition=models.Q(("level", 15)), fields=("organization_id",), name="only_one_owner_per_organization"
+                condition=models.Q(("level", 15)),
+                fields=("organization_id",),
+                name="only_one_owner_per_organization",
             ),
         ),
         migrations.AddConstraint(
@@ -2874,7 +3718,10 @@ class Migration(migrations.Migration):
         ),
         migrations.AddIndex(
             model_name="insightviewed",
-            index=models.Index(fields=["team_id", "user_id", "-last_viewed_at"], name="posthog_ins_team_id_339ee0_idx"),
+            index=models.Index(
+                fields=["team_id", "user_id", "-last_viewed_at"],
+                name="posthog_ins_team_id_339ee0_idx",
+            ),
         ),
         migrations.AddConstraint(
             model_name="insightviewed",
@@ -2903,13 +3750,15 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="grouptypemapping",
             constraint=models.UniqueConstraint(
-                fields=("team", "group_type_index"), name="unique event column indexes for team"
+                fields=("team", "group_type_index"),
+                name="unique event column indexes for team",
             ),
         ),
         migrations.AddConstraint(
             model_name="grouptypemapping",
             constraint=models.CheckConstraint(
-                check=models.Q(("group_type_index__lte", 5)), name="group_type_index is less than or equal 5"
+                check=models.Q(("group_type_index__lte", 5)),
+                name="group_type_index is less than or equal 5",
             ),
         ),
         migrations.AddConstraint(
@@ -2922,13 +3771,15 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="featureflagoverride",
             constraint=models.UniqueConstraint(
-                fields=("user", "feature_flag", "team"), name="unique feature flag for a user/team combo"
+                fields=("user", "feature_flag", "team"),
+                name="unique feature flag for a user/team combo",
             ),
         ),
         migrations.AddConstraint(
             model_name="featureflaghashkeyoverride",
             constraint=models.UniqueConstraint(
-                fields=("team", "person", "feature_flag_key"), name="Unique hash_key for a user/team/feature_flag combo"
+                fields=("team", "person", "feature_flag_key"),
+                name="Unique hash_key for a user/team/feature_flag combo",
             ),
         ),
         migrations.AddConstraint(
@@ -2946,13 +3797,16 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="eventproperty",
             constraint=models.UniqueConstraint(
-                fields=("team", "event", "property"), name="posthog_event_property_unique_team_event_property"
+                fields=("team", "event", "property"),
+                name="posthog_event_property_unique_team_event_property",
             ),
         ),
         migrations.AddIndex(
             model_name="eventdefinition",
             index=django.contrib.postgres.indexes.GinIndex(
-                fields=["name"], name="index_event_definition_name", opclasses=["gin_trgm_ops"]
+                fields=["name"],
+                name="index_event_definition_name",
+                opclasses=["gin_trgm_ops"],
             ),
         ),
         migrations.AlterUniqueTogether(
@@ -2965,7 +3819,10 @@ class Migration(migrations.Migration):
         ),
         migrations.AddIndex(
             model_name="event",
-            index=models.Index(fields=["timestamp", "team_id", "event"], name="posthog_eve_timesta_1f6a8c_idx"),
+            index=models.Index(
+                fields=["timestamp", "team_id", "event"],
+                name="posthog_eve_timesta_1f6a8c_idx",
+            ),
         ),
         migrations.AddConstraint(
             model_name="elementgroup",
@@ -2986,7 +3843,9 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="dashboardtile",
             constraint=models.UniqueConstraint(
-                condition=models.Q(("text__isnull", False)), fields=("dashboard", "text"), name="unique_dashboard_text"
+                condition=models.Q(("text__isnull", False)),
+                fields=("dashboard", "text"),
+                name="unique_dashboard_text",
             ),
         ),
         migrations.AddConstraint(
@@ -3019,17 +3878,25 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="asyncdeletion",
             constraint=models.UniqueConstraint(
-                fields=("deletion_type", "key", "group_type_index"), name="unique deletion for groups"
+                fields=("deletion_type", "key", "group_type_index"),
+                name="unique deletion for groups",
             ),
         ),
         migrations.AddIndex(
             model_name="activitylog",
-            index=models.Index(fields=["team_id", "scope", "item_id"], name="posthog_act_team_id_13a0a8_idx"),
+            index=models.Index(
+                fields=["team_id", "scope", "item_id"],
+                name="posthog_act_team_id_13a0a8_idx",
+            ),
         ),
         migrations.AddConstraint(
             model_name="activitylog",
             constraint=models.CheckConstraint(
-                check=models.Q(("team_id__isnull", False), ("organization_id__isnull", False), _connector="OR"),
+                check=models.Q(
+                    ("team_id__isnull", False),
+                    ("organization_id__isnull", False),
+                    _connector="OR",
+                ),
                 name="must_have_team_or_organization_id",
             ),
         ),
@@ -3060,7 +3927,9 @@ class Migration(migrations.Migration):
                     model_name="persondistinctid",
                     name="team",
                     field=models.ForeignKey(
-                        db_index=False, on_delete=django.db.models.deletion.CASCADE, to="posthog.team"
+                        db_index=False,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.team",
                     ),
                 ),
             ],
diff --git a/posthog/migrations/0002_person.py b/posthog/migrations/0002_person.py
index b7c46ca5c2675..00676ae9e5077 100644
--- a/posthog/migrations/0002_person.py
+++ b/posthog/migrations/0002_person.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0001_initial"),
     ]
diff --git a/posthog/migrations/0003_person_is_user.py b/posthog/migrations/0003_person_is_user.py
index d894d52ddf69e..e9ebff11822ba 100644
--- a/posthog/migrations/0003_person_is_user.py
+++ b/posthog/migrations/0003_person_is_user.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0002_person"),
     ]
diff --git a/posthog/migrations/0004_auto_20200125_0415.py b/posthog/migrations/0004_auto_20200125_0415.py
index 2c182399e54d7..7a504bd6a4261 100644
--- a/posthog/migrations/0004_auto_20200125_0415.py
+++ b/posthog/migrations/0004_auto_20200125_0415.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0003_person_is_user"),
     ]
diff --git a/posthog/migrations/0005_remove_person_distinct_ids.py b/posthog/migrations/0005_remove_person_distinct_ids.py
index 8355585fac3e4..e1b6f7a96f75a 100644
--- a/posthog/migrations/0005_remove_person_distinct_ids.py
+++ b/posthog/migrations/0005_remove_person_distinct_ids.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0004_auto_20200125_0415"),
     ]
diff --git a/posthog/migrations/0006_person_distinct_ids.py b/posthog/migrations/0006_person_distinct_ids.py
index 4c13b697fa97b..c193d33a9916e 100644
--- a/posthog/migrations/0006_person_distinct_ids.py
+++ b/posthog/migrations/0006_person_distinct_ids.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0005_remove_person_distinct_ids"),
     ]
diff --git a/posthog/migrations/0007_element.py b/posthog/migrations/0007_element.py
index ca419df97b1cc..e190ac2f5bec5 100644
--- a/posthog/migrations/0007_element.py
+++ b/posthog/migrations/0007_element.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0006_person_distinct_ids"),
     ]
diff --git a/posthog/migrations/0008_action_actionstep.py b/posthog/migrations/0008_action_actionstep.py
index 4720db487a565..1d17b8f064470 100644
--- a/posthog/migrations/0008_action_actionstep.py
+++ b/posthog/migrations/0008_action_actionstep.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0007_element"),
     ]
diff --git a/posthog/migrations/0009_auto_20200127_0018.py b/posthog/migrations/0009_auto_20200127_0018.py
index 3319c69a0cb13..8828294ee9399 100644
--- a/posthog/migrations/0009_auto_20200127_0018.py
+++ b/posthog/migrations/0009_auto_20200127_0018.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0008_action_actionstep"),
     ]
diff --git a/posthog/migrations/0010_funnel_funnelstep.py b/posthog/migrations/0010_funnel_funnelstep.py
index 2d7d45f7ed572..3bcafa4035942 100644
--- a/posthog/migrations/0010_funnel_funnelstep.py
+++ b/posthog/migrations/0010_funnel_funnelstep.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0009_auto_20200127_0018"),
     ]
diff --git a/posthog/migrations/0011_auto_20200127_2105.py b/posthog/migrations/0011_auto_20200127_2105.py
index b52911c657af8..c9f83a19c57b4 100644
--- a/posthog/migrations/0011_auto_20200127_2105.py
+++ b/posthog/migrations/0011_auto_20200127_2105.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0010_funnel_funnelstep"),
     ]
diff --git a/posthog/migrations/0012_team_app_url.py b/posthog/migrations/0012_team_app_url.py
index dd087ab0d35fe..c6916c0818f36 100644
--- a/posthog/migrations/0012_team_app_url.py
+++ b/posthog/migrations/0012_team_app_url.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0011_auto_20200127_2105"),
     ]
diff --git a/posthog/migrations/0013_element_attr_class.py b/posthog/migrations/0013_element_attr_class.py
index 44d25b77c683b..b5ec08787553e 100644
--- a/posthog/migrations/0013_element_attr_class.py
+++ b/posthog/migrations/0013_element_attr_class.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0012_team_app_url"),
     ]
diff --git a/posthog/migrations/0014_auto_20200129_0703.py b/posthog/migrations/0014_auto_20200129_0703.py
index d936899632ca3..4be8151c42872 100644
--- a/posthog/migrations/0014_auto_20200129_0703.py
+++ b/posthog/migrations/0014_auto_20200129_0703.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0013_element_attr_class"),
     ]
diff --git a/posthog/migrations/0015_actionstep_event.py b/posthog/migrations/0015_actionstep_event.py
index d2eef953a2311..7b2927a2813b2 100644
--- a/posthog/migrations/0015_actionstep_event.py
+++ b/posthog/migrations/0015_actionstep_event.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0014_auto_20200129_0703"),
     ]
diff --git a/posthog/migrations/0016_user_temporary_token.py b/posthog/migrations/0016_user_temporary_token.py
index 926e5aaef0bbd..d2bcda6de4e23 100644
--- a/posthog/migrations/0016_user_temporary_token.py
+++ b/posthog/migrations/0016_user_temporary_token.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0015_actionstep_event"),
     ]
diff --git a/posthog/migrations/0017_dashboarditem.py b/posthog/migrations/0017_dashboarditem.py
index b6ee906d4c455..51eb088ba2840 100644
--- a/posthog/migrations/0017_dashboarditem.py
+++ b/posthog/migrations/0017_dashboarditem.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0016_user_temporary_token"),
     ]
diff --git a/posthog/migrations/0018_funnel_deleted.py b/posthog/migrations/0018_funnel_deleted.py
index 6560947c7d27b..43f596fcf7376 100644
--- a/posthog/migrations/0018_funnel_deleted.py
+++ b/posthog/migrations/0018_funnel_deleted.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0017_dashboarditem"),
     ]
diff --git a/posthog/migrations/0019_team_name.py b/posthog/migrations/0019_team_name.py
index b3328cc23fb81..5b73755da2f73 100644
--- a/posthog/migrations/0019_team_name.py
+++ b/posthog/migrations/0019_team_name.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0018_funnel_deleted"),
     ]
diff --git a/posthog/migrations/0020_auto_20200210_0212.py b/posthog/migrations/0020_auto_20200210_0212.py
index c5737413424f1..f9278fecde9a9 100644
--- a/posthog/migrations/0020_auto_20200210_0212.py
+++ b/posthog/migrations/0020_auto_20200210_0212.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0019_team_name"),
     ]
diff --git a/posthog/migrations/0021_user_distinct_id.py b/posthog/migrations/0021_user_distinct_id.py
index 062702ddbdc03..95881bcc9225d 100644
--- a/posthog/migrations/0021_user_distinct_id.py
+++ b/posthog/migrations/0021_user_distinct_id.py
@@ -18,7 +18,6 @@ def reverse_func(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0020_auto_20200210_0212"),
     ]
diff --git a/posthog/migrations/0022_action_deleted.py b/posthog/migrations/0022_action_deleted.py
index a9878f6b01754..d9340dc0be1ea 100644
--- a/posthog/migrations/0022_action_deleted.py
+++ b/posthog/migrations/0022_action_deleted.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0021_user_distinct_id"),
     ]
diff --git a/posthog/migrations/0023_team_opt_out_capture.py b/posthog/migrations/0023_team_opt_out_capture.py
index ecd04b3b91dda..25dab1b607a4c 100644
--- a/posthog/migrations/0023_team_opt_out_capture.py
+++ b/posthog/migrations/0023_team_opt_out_capture.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0022_action_deleted"),
     ]
diff --git a/posthog/migrations/0025_cohort.py b/posthog/migrations/0025_cohort.py
index 06f93085d95a9..e330d91cb45ce 100644
--- a/posthog/migrations/0025_cohort.py
+++ b/posthog/migrations/0025_cohort.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0024_add_event_distinct_id_index"),
     ]
diff --git a/posthog/migrations/0027_move_elements_to_group.py b/posthog/migrations/0027_move_elements_to_group.py
index a52d14506c71a..51a65b1f5da39 100644
--- a/posthog/migrations/0027_move_elements_to_group.py
+++ b/posthog/migrations/0027_move_elements_to_group.py
@@ -61,5 +61,10 @@ class Migration(migrations.Migration):
     ]
 
     operations = [
-        migrations.RunPython(forwards, reverse_code=backwards, hints={"target_db": "default"}, elidable=True),
+        migrations.RunPython(
+            forwards,
+            reverse_code=backwards,
+            hints={"target_db": "default"},
+            elidable=True,
+        ),
     ]
diff --git a/posthog/migrations/0028_actionstep_url_matching.py b/posthog/migrations/0028_actionstep_url_matching.py
index a127710db6dbf..4100495be04e0 100644
--- a/posthog/migrations/0028_actionstep_url_matching.py
+++ b/posthog/migrations/0028_actionstep_url_matching.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0027_move_elements_to_group"),
     ]
diff --git a/posthog/migrations/0029_migrate_dashboard_actions.py b/posthog/migrations/0029_migrate_dashboard_actions.py
index 89e8eea0ecbc9..7ddce5a0bce9d 100644
--- a/posthog/migrations/0029_migrate_dashboard_actions.py
+++ b/posthog/migrations/0029_migrate_dashboard_actions.py
@@ -18,7 +18,6 @@ def migrate_to_array(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0028_actionstep_url_matching"),
     ]
diff --git a/posthog/migrations/0030_migrate_dashboard_days.py b/posthog/migrations/0030_migrate_dashboard_days.py
index 4edf8c1a38633..a3516a251ef6e 100644
--- a/posthog/migrations/0030_migrate_dashboard_days.py
+++ b/posthog/migrations/0030_migrate_dashboard_days.py
@@ -18,7 +18,6 @@ def migrate_to_array(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0029_migrate_dashboard_actions"),
     ]
diff --git a/posthog/migrations/0031_team_signup_token.py b/posthog/migrations/0031_team_signup_token.py
index 63b6e208d5322..3e8a66ff19931 100644
--- a/posthog/migrations/0031_team_signup_token.py
+++ b/posthog/migrations/0031_team_signup_token.py
@@ -17,7 +17,6 @@ def backwards(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0030_migrate_dashboard_days"),
     ]
diff --git a/posthog/migrations/0032_team_multiple_app_urls.py b/posthog/migrations/0032_team_multiple_app_urls.py
index 7efbf6b31218c..13173c75b6376 100644
--- a/posthog/migrations/0032_team_multiple_app_urls.py
+++ b/posthog/migrations/0032_team_multiple_app_urls.py
@@ -5,7 +5,6 @@
 
 
 def migrate_to_array(apps, schema_editor):
-
     Team = apps.get_model("posthog", "Team")
 
     for mm in Team.objects.all():
@@ -14,7 +13,6 @@ def migrate_to_array(apps, schema_editor):
 
 
 def rollback_to_string(apps, schema_editor):
-
     Team = apps.get_model("posthog", "Team")
 
     for mm in Team.objects.all():
@@ -23,7 +21,6 @@ def rollback_to_string(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0031_team_signup_token"),
     ]
diff --git a/posthog/migrations/0033_auto_20200316_1655.py b/posthog/migrations/0033_auto_20200316_1655.py
index b51694a2941b3..83fa47260ad7a 100644
--- a/posthog/migrations/0033_auto_20200316_1655.py
+++ b/posthog/migrations/0033_auto_20200316_1655.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0032_team_multiple_app_urls"),
     ]
diff --git a/posthog/migrations/0034_pg_trgm_and_btree_20200318_1447.py b/posthog/migrations/0034_pg_trgm_and_btree_20200318_1447.py
index 4fa956d1b61be..a48ff23a7ffc5 100644
--- a/posthog/migrations/0034_pg_trgm_and_btree_20200318_1447.py
+++ b/posthog/migrations/0034_pg_trgm_and_btree_20200318_1447.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0033_auto_20200316_1655"),
     ]
diff --git a/posthog/migrations/0036_remove_current_url_index.py b/posthog/migrations/0036_remove_current_url_index.py
index a705491e1bb18..00d8ed6871125 100644
--- a/posthog/migrations/0036_remove_current_url_index.py
+++ b/posthog/migrations/0036_remove_current_url_index.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0035_current_url_index_20200318_1459"),
     ]
diff --git a/posthog/migrations/0037_action_step_url_matching_can_be_null_20200402_1351.py b/posthog/migrations/0037_action_step_url_matching_can_be_null_20200402_1351.py
index 66be9b4b9bc3a..b69d237cf84ec 100644
--- a/posthog/migrations/0037_action_step_url_matching_can_be_null_20200402_1351.py
+++ b/posthog/migrations/0037_action_step_url_matching_can_be_null_20200402_1351.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0036_remove_current_url_index"),
     ]
diff --git a/posthog/migrations/0038_migrate_actions_to_precalculate_events.py b/posthog/migrations/0038_migrate_actions_to_precalculate_events.py
index 172ce9d3e81ef..3cbb4c8e06082 100644
--- a/posthog/migrations/0038_migrate_actions_to_precalculate_events.py
+++ b/posthog/migrations/0038_migrate_actions_to_precalculate_events.py
@@ -12,7 +12,6 @@ def rollback(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0037_action_step_url_matching_can_be_null_20200402_1351"),
     ]
diff --git a/posthog/migrations/0039_populate_event_ip_property.py b/posthog/migrations/0039_populate_event_ip_property.py
index 9fb98ba2a7f30..d1e4166a1982e 100644
--- a/posthog/migrations/0039_populate_event_ip_property.py
+++ b/posthog/migrations/0039_populate_event_ip_property.py
@@ -2,7 +2,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0038_migrate_actions_to_precalculate_events"),
     ]
diff --git a/posthog/migrations/0039_user_email_opt_in.py b/posthog/migrations/0039_user_email_opt_in.py
index f5132cde4b4f6..3f8a25572715b 100644
--- a/posthog/migrations/0039_user_email_opt_in.py
+++ b/posthog/migrations/0039_user_email_opt_in.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0038_migrate_actions_to_precalculate_events"),
     ]
diff --git a/posthog/migrations/0040_remove_event_ip.py b/posthog/migrations/0040_remove_event_ip.py
index 741cf5232a3df..944ae3c63c847 100644
--- a/posthog/migrations/0040_remove_event_ip.py
+++ b/posthog/migrations/0040_remove_event_ip.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0039_populate_event_ip_property"),
     ]
diff --git a/posthog/migrations/0041_merge_20200407_1805.py b/posthog/migrations/0041_merge_20200407_1805.py
index aa209ddaadd9a..a73e12aa07488 100644
--- a/posthog/migrations/0041_merge_20200407_1805.py
+++ b/posthog/migrations/0041_merge_20200407_1805.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0040_remove_event_ip"),
         ("posthog", "0039_user_email_opt_in"),
diff --git a/posthog/migrations/0042_add_type_dashboarditems.py b/posthog/migrations/0042_add_type_dashboarditems.py
index 37728e73ebb87..33a721640d5e8 100644
--- a/posthog/migrations/0042_add_type_dashboarditems.py
+++ b/posthog/migrations/0042_add_type_dashboarditems.py
@@ -33,7 +33,6 @@ def reverse_filter_types(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0041_merge_20200407_1805"),
     ]
diff --git a/posthog/migrations/0043_slack_webhooks.py b/posthog/migrations/0043_slack_webhooks.py
index bc68ade92b1e5..097da3742916d 100644
--- a/posthog/migrations/0043_slack_webhooks.py
+++ b/posthog/migrations/0043_slack_webhooks.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0042_add_type_dashboarditems"),
     ]
diff --git a/posthog/migrations/0044_auto_20200413_1936.py b/posthog/migrations/0044_auto_20200413_1936.py
index eda91a6b76ae0..fdda5eaf560ec 100644
--- a/posthog/migrations/0044_auto_20200413_1936.py
+++ b/posthog/migrations/0044_auto_20200413_1936.py
@@ -33,7 +33,6 @@ def revert_funnel_steps(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0043_slack_webhooks"),
     ]
diff --git a/posthog/migrations/0045_add_timestamp_index.py b/posthog/migrations/0045_add_timestamp_index.py
index 497a8dca04f7d..b6598fe802492 100644
--- a/posthog/migrations/0045_add_timestamp_index.py
+++ b/posthog/migrations/0045_add_timestamp_index.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0044_auto_20200413_1936"),
     ]
diff --git a/posthog/migrations/0046_event_names_properties_to_team.py b/posthog/migrations/0046_event_names_properties_to_team.py
index a90b2c2e1c526..7350a5a8de701 100644
--- a/posthog/migrations/0046_event_names_properties_to_team.py
+++ b/posthog/migrations/0046_event_names_properties_to_team.py
@@ -30,7 +30,6 @@ def noop(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0045_add_timestamp_index"),
     ]
diff --git a/posthog/migrations/0047_auto_20200416_1631.py b/posthog/migrations/0047_auto_20200416_1631.py
index 2e2c359df1d3b..fd236cf551358 100644
--- a/posthog/migrations/0047_auto_20200416_1631.py
+++ b/posthog/migrations/0047_auto_20200416_1631.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0046_event_names_properties_to_team"),
     ]
diff --git a/posthog/migrations/0048_auto_20200420_1051.py b/posthog/migrations/0048_auto_20200420_1051.py
index e29ed78cc695f..29248b69fb693 100644
--- a/posthog/migrations/0048_auto_20200420_1051.py
+++ b/posthog/migrations/0048_auto_20200420_1051.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0047_auto_20200416_1631"),
     ]
diff --git a/posthog/migrations/0049_delete_funnelstep.py b/posthog/migrations/0049_delete_funnelstep.py
index a29722f0e313a..e66988922c931 100644
--- a/posthog/migrations/0049_delete_funnelstep.py
+++ b/posthog/migrations/0049_delete_funnelstep.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0048_auto_20200420_1051"),
     ]
diff --git a/posthog/migrations/0050_dashboards.py b/posthog/migrations/0050_dashboards.py
index 8d74bcf7394e7..70d1559591be7 100644
--- a/posthog/migrations/0050_dashboards.py
+++ b/posthog/migrations/0050_dashboards.py
@@ -26,7 +26,6 @@ def backwards(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0049_delete_funnelstep"),
     ]
@@ -73,7 +72,12 @@ class Migration(migrations.Migration):
                 to="posthog.Dashboard",
             ),
         ),
-        migrations.RunPython(forwards, reverse_code=backwards, hints={"target_db": "default"}, elidable=True),
+        migrations.RunPython(
+            forwards,
+            reverse_code=backwards,
+            hints={"target_db": "default"},
+            elidable=True,
+        ),
         migrations.AlterField(
             model_name="dashboarditem",
             name="dashboard",
diff --git a/posthog/migrations/0051_precalculate_cohorts.py b/posthog/migrations/0051_precalculate_cohorts.py
index 4e4f2224c6927..0d2e2f83981b1 100644
--- a/posthog/migrations/0051_precalculate_cohorts.py
+++ b/posthog/migrations/0051_precalculate_cohorts.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0050_dashboards"),
     ]
diff --git a/posthog/migrations/0052_data_precalculate_cohorts.py b/posthog/migrations/0052_data_precalculate_cohorts.py
index b6e01cd1e2a42..d2c7990399a2b 100644
--- a/posthog/migrations/0052_data_precalculate_cohorts.py
+++ b/posthog/migrations/0052_data_precalculate_cohorts.py
@@ -15,7 +15,6 @@ def backwards(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0051_precalculate_cohorts"),
     ]
diff --git a/posthog/migrations/0053_dashboard_item_layouts.py b/posthog/migrations/0053_dashboard_item_layouts.py
index 77fcfa4df7275..f514a48fc5352 100644
--- a/posthog/migrations/0053_dashboard_item_layouts.py
+++ b/posthog/migrations/0053_dashboard_item_layouts.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0052_data_precalculate_cohorts"),
     ]
diff --git a/posthog/migrations/0054_dashboard_item_color.py b/posthog/migrations/0054_dashboard_item_color.py
index 052811a71b0c0..1ba803e0baa84 100644
--- a/posthog/migrations/0054_dashboard_item_color.py
+++ b/posthog/migrations/0054_dashboard_item_color.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0053_dashboard_item_layouts"),
     ]
diff --git a/posthog/migrations/0055_user_anonymize_data.py b/posthog/migrations/0055_user_anonymize_data.py
index cea3694da7149..412e2f08666b9 100644
--- a/posthog/migrations/0055_user_anonymize_data.py
+++ b/posthog/migrations/0055_user_anonymize_data.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0054_dashboard_item_color"),
     ]
diff --git a/posthog/migrations/0056_auto_20200522_1024.py b/posthog/migrations/0056_auto_20200522_1024.py
index 861d269961096..ae09c0519a391 100644
--- a/posthog/migrations/0056_auto_20200522_1024.py
+++ b/posthog/migrations/0056_auto_20200522_1024.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0055_user_anonymize_data"),
     ]
diff --git a/posthog/migrations/0057_action_updated_at.py b/posthog/migrations/0057_action_updated_at.py
index 2cdf65ea2b683..1acfa631c6425 100644
--- a/posthog/migrations/0057_action_updated_at.py
+++ b/posthog/migrations/0057_action_updated_at.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0056_auto_20200522_1024"),
     ]
diff --git a/posthog/migrations/0058_dashboarditem_last_refresh.py b/posthog/migrations/0058_dashboarditem_last_refresh.py
index ad71e982e45ca..428995375c6e4 100644
--- a/posthog/migrations/0058_dashboarditem_last_refresh.py
+++ b/posthog/migrations/0058_dashboarditem_last_refresh.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0057_action_updated_at"),
     ]
diff --git a/posthog/migrations/0059_dashboarditem_refreshing.py b/posthog/migrations/0059_dashboarditem_refreshing.py
index f5e82621b32a0..1a873e17817b2 100644
--- a/posthog/migrations/0059_dashboarditem_refreshing.py
+++ b/posthog/migrations/0059_dashboarditem_refreshing.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0058_dashboarditem_last_refresh"),
     ]
diff --git a/posthog/migrations/0060_auto_20200616_0746.py b/posthog/migrations/0060_auto_20200616_0746.py
index 3c6acbdc31a2a..cfea859ea3f47 100644
--- a/posthog/migrations/0060_auto_20200616_0746.py
+++ b/posthog/migrations/0060_auto_20200616_0746.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0059_dashboarditem_refreshing"),
     ]
diff --git a/posthog/migrations/0061_featureflag.py b/posthog/migrations/0061_featureflag.py
index ee2456e8c172c..d7a05ea799558 100644
--- a/posthog/migrations/0061_featureflag.py
+++ b/posthog/migrations/0061_featureflag.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0060_auto_20200616_0746"),
     ]
diff --git a/posthog/migrations/0062_team_anonymize_ips.py b/posthog/migrations/0062_team_anonymize_ips.py
index cdd7fd305169f..d5234b8b47310 100644
--- a/posthog/migrations/0062_team_anonymize_ips.py
+++ b/posthog/migrations/0062_team_anonymize_ips.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0061_featureflag"),
     ]
diff --git a/posthog/migrations/0063_team_completed_snippet_onboarding.py b/posthog/migrations/0063_team_completed_snippet_onboarding.py
index d9341aead8321..1a3819af10dae 100644
--- a/posthog/migrations/0063_team_completed_snippet_onboarding.py
+++ b/posthog/migrations/0063_team_completed_snippet_onboarding.py
@@ -17,7 +17,6 @@ def backwards(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0062_team_anonymize_ips"),
     ]
diff --git a/posthog/migrations/0064_toolbar_mode.py b/posthog/migrations/0064_toolbar_mode.py
index e8031d315fc79..566ad520e284e 100644
--- a/posthog/migrations/0064_toolbar_mode.py
+++ b/posthog/migrations/0064_toolbar_mode.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0063_team_completed_snippet_onboarding"),
     ]
diff --git a/posthog/migrations/0065_auto_20200624_1842.py b/posthog/migrations/0065_auto_20200624_1842.py
index c44d120ca2517..6941eb7672045 100644
--- a/posthog/migrations/0065_auto_20200624_1842.py
+++ b/posthog/migrations/0065_auto_20200624_1842.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0064_toolbar_mode"),
     ]
diff --git a/posthog/migrations/0066_team_created_at.py b/posthog/migrations/0066_team_created_at.py
index e2b76d8be195c..0e9b0f2f0c4bd 100644
--- a/posthog/migrations/0066_team_created_at.py
+++ b/posthog/migrations/0066_team_created_at.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0065_auto_20200624_1842"),
     ]
diff --git a/posthog/migrations/0067_team_updated_at.py b/posthog/migrations/0067_team_updated_at.py
index 31dfbb25225ed..5545097a96e05 100644
--- a/posthog/migrations/0067_team_updated_at.py
+++ b/posthog/migrations/0067_team_updated_at.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0066_team_created_at"),
     ]
diff --git a/posthog/migrations/0068_auto_20200629_1322.py b/posthog/migrations/0068_auto_20200629_1322.py
index 216a5c3f1c499..fc6c23eb79aa5 100644
--- a/posthog/migrations/0068_auto_20200629_1322.py
+++ b/posthog/migrations/0068_auto_20200629_1322.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0067_team_updated_at"),
     ]
diff --git a/posthog/migrations/0069_auto_20200714_1642.py b/posthog/migrations/0069_auto_20200714_1642.py
index ff7cb3d92860a..a9a8091b0d32e 100644
--- a/posthog/migrations/0069_auto_20200714_1642.py
+++ b/posthog/migrations/0069_auto_20200714_1642.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0068_auto_20200629_1322"),
     ]
diff --git a/posthog/migrations/0070_team_event_properties_numerical.py b/posthog/migrations/0070_team_event_properties_numerical.py
index 3b0d300c5785a..032e9a336179f 100644
--- a/posthog/migrations/0070_team_event_properties_numerical.py
+++ b/posthog/migrations/0070_team_event_properties_numerical.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0069_auto_20200714_1642"),
     ]
diff --git a/posthog/migrations/0071_cache_dashboard_items.py b/posthog/migrations/0071_cache_dashboard_items.py
index 909daf452e801..9b9d1b2b72a78 100644
--- a/posthog/migrations/0071_cache_dashboard_items.py
+++ b/posthog/migrations/0071_cache_dashboard_items.py
@@ -30,7 +30,6 @@ def reverse_func(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0070_team_event_properties_numerical"),
     ]
diff --git a/posthog/migrations/0072_action_step_url_matching_regex.py b/posthog/migrations/0072_action_step_url_matching_regex.py
index e7a624c3e06fb..2afb583ce5097 100644
--- a/posthog/migrations/0072_action_step_url_matching_regex.py
+++ b/posthog/migrations/0072_action_step_url_matching_regex.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0071_cache_dashboard_items"),
     ]
diff --git a/posthog/migrations/0073_update_dashboard_item_filters.py b/posthog/migrations/0073_update_dashboard_item_filters.py
index 3f204ce499a30..d4310df88ef1c 100644
--- a/posthog/migrations/0073_update_dashboard_item_filters.py
+++ b/posthog/migrations/0073_update_dashboard_item_filters.py
@@ -20,7 +20,6 @@ def reverse_func(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0072_action_step_url_matching_regex"),
     ]
diff --git a/posthog/migrations/0074_toolbar_default_on.py b/posthog/migrations/0074_toolbar_default_on.py
index 2804bc5edb060..9fcc672bb598f 100644
--- a/posthog/migrations/0074_toolbar_default_on.py
+++ b/posthog/migrations/0074_toolbar_default_on.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0073_update_dashboard_item_filters"),
     ]
diff --git a/posthog/migrations/0075_action_slack_message_format.py b/posthog/migrations/0075_action_slack_message_format.py
index 7404c7965efd9..9eb7d8c7cda26 100644
--- a/posthog/migrations/0075_action_slack_message_format.py
+++ b/posthog/migrations/0075_action_slack_message_format.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0074_toolbar_default_on"),
     ]
diff --git a/posthog/migrations/0076_auto_20200819_1214.py b/posthog/migrations/0076_auto_20200819_1214.py
index d450022fc29bc..a02021d092451 100644
--- a/posthog/migrations/0076_auto_20200819_1214.py
+++ b/posthog/migrations/0076_auto_20200819_1214.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0075_action_slack_message_format"),
     ]
diff --git a/posthog/migrations/0077_cohortpeople_id_to_bigautofield.py b/posthog/migrations/0077_cohortpeople_id_to_bigautofield.py
index 4c80a3f2f2469..ae77683b0ce12 100644
--- a/posthog/migrations/0077_cohortpeople_id_to_bigautofield.py
+++ b/posthog/migrations/0077_cohortpeople_id_to_bigautofield.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0076_auto_20200819_1214"),
     ]
diff --git a/posthog/migrations/0078_auto_20200731_1323.py b/posthog/migrations/0078_auto_20200731_1323.py
index 0d171ef26858e..0a67bdd4874ad 100644
--- a/posthog/migrations/0078_auto_20200731_1323.py
+++ b/posthog/migrations/0078_auto_20200731_1323.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0077_cohortpeople_id_to_bigautofield"),
     ]
diff --git a/posthog/migrations/0079_move_funnels_to_insights.py b/posthog/migrations/0079_move_funnels_to_insights.py
index 9a381f2af3b26..d4466b0cccb5f 100644
--- a/posthog/migrations/0079_move_funnels_to_insights.py
+++ b/posthog/migrations/0079_move_funnels_to_insights.py
@@ -39,7 +39,6 @@ def reverse(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0078_auto_20200731_1323"),
     ]
diff --git a/posthog/migrations/0080_update_dashboard_funnel_filters.py b/posthog/migrations/0080_update_dashboard_funnel_filters.py
index db3f6771e8ff6..09bdafafbb262 100644
--- a/posthog/migrations/0080_update_dashboard_funnel_filters.py
+++ b/posthog/migrations/0080_update_dashboard_funnel_filters.py
@@ -37,7 +37,6 @@ def reverse(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0079_move_funnels_to_insights"),
     ]
diff --git a/posthog/migrations/0081_person_is_identified.py b/posthog/migrations/0081_person_is_identified.py
index d5b37b3255d6c..40443fd8b91ff 100644
--- a/posthog/migrations/0081_person_is_identified.py
+++ b/posthog/migrations/0081_person_is_identified.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0080_update_dashboard_funnel_filters"),
     ]
diff --git a/posthog/migrations/0082_personalapikey.py b/posthog/migrations/0082_personalapikey.py
index ce4ad061c3928..95520b06dd452 100644
--- a/posthog/migrations/0082_personalapikey.py
+++ b/posthog/migrations/0082_personalapikey.py
@@ -9,7 +9,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0081_person_is_identified"),
     ]
diff --git a/posthog/migrations/0083_auto_20200826_1504.py b/posthog/migrations/0083_auto_20200826_1504.py
index aa0ba2b90251e..07ccc49fc93a9 100644
--- a/posthog/migrations/0083_auto_20200826_1504.py
+++ b/posthog/migrations/0083_auto_20200826_1504.py
@@ -15,7 +15,6 @@ def create_uuid(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0082_personalapikey"),
     ]
diff --git a/posthog/migrations/0084_person_uuid.py b/posthog/migrations/0084_person_uuid.py
index f32f3e14ae3a9..f6bd7480de94e 100644
--- a/posthog/migrations/0084_person_uuid.py
+++ b/posthog/migrations/0084_person_uuid.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0083_auto_20200826_1504"),
     ]
diff --git a/posthog/migrations/0085_org_models.py b/posthog/migrations/0085_org_models.py
index 25e8b90aefd2c..7483d43a62394 100644
--- a/posthog/migrations/0085_org_models.py
+++ b/posthog/migrations/0085_org_models.py
@@ -51,7 +51,6 @@ def reverse_func(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0084_person_uuid"),
     ]
diff --git a/posthog/migrations/0086_team_session_recording_opt_in.py b/posthog/migrations/0086_team_session_recording_opt_in.py
index f26a94a383e7b..4fcd8c23c6d47 100644
--- a/posthog/migrations/0086_team_session_recording_opt_in.py
+++ b/posthog/migrations/0086_team_session_recording_opt_in.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0085_org_models"),
     ]
diff --git a/posthog/migrations/0087_fix_annotation_created_at.py b/posthog/migrations/0087_fix_annotation_created_at.py
index 0c4483174d1c4..3b77ccea233ae 100644
--- a/posthog/migrations/0087_fix_annotation_created_at.py
+++ b/posthog/migrations/0087_fix_annotation_created_at.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0086_team_session_recording_opt_in"),
     ]
diff --git a/posthog/migrations/0088_toolbar_disabled.py b/posthog/migrations/0088_toolbar_disabled.py
index 071ba75c8dcfd..64a2f05a274b5 100644
--- a/posthog/migrations/0088_toolbar_disabled.py
+++ b/posthog/migrations/0088_toolbar_disabled.py
@@ -15,7 +15,6 @@ def reverse(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0087_fix_annotation_created_at"),
     ]
diff --git a/posthog/migrations/0089_auto_20201015_1031.py b/posthog/migrations/0089_auto_20201015_1031.py
index 72b6195c5d0d7..f19ad04b047d2 100644
--- a/posthog/migrations/0089_auto_20201015_1031.py
+++ b/posthog/migrations/0089_auto_20201015_1031.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0088_toolbar_disabled"),
     ]
diff --git a/posthog/migrations/0090_org_live.py b/posthog/migrations/0090_org_live.py
index 79dd818bd2d86..d63d3f545de00 100644
--- a/posthog/migrations/0090_org_live.py
+++ b/posthog/migrations/0090_org_live.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0089_auto_20201015_1031"),
     ]
@@ -29,14 +28,19 @@ class Migration(migrations.Migration):
             model_name="team",
             name="api_token",
             field=models.CharField(
-                default=posthog.models.utils.generate_random_token, max_length=200, null=True, unique=True
+                default=posthog.models.utils.generate_random_token,
+                max_length=200,
+                null=True,
+                unique=True,
             ),
         ),
         migrations.AlterField(
             model_name="team",
             name="users",
             field=models.ManyToManyField(
-                blank=True, related_name="teams_deprecated_relationship", to=settings.AUTH_USER_MODEL
+                blank=True,
+                related_name="teams_deprecated_relationship",
+                to=settings.AUTH_USER_MODEL,
             ),
         ),
         migrations.AlterField(
diff --git a/posthog/migrations/0091_messagingrecord.py b/posthog/migrations/0091_messagingrecord.py
index f00d2ee1da4b5..669c582ed6893 100644
--- a/posthog/migrations/0091_messagingrecord.py
+++ b/posthog/migrations/0091_messagingrecord.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0090_org_live"),
     ]
@@ -18,7 +17,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("email_hash", models.CharField(max_length=1024)),
diff --git a/posthog/migrations/0093_remove_user_is_superuser.py b/posthog/migrations/0093_remove_user_is_superuser.py
index 4b797ea341ab8..c56685c477ea8 100644
--- a/posthog/migrations/0093_remove_user_is_superuser.py
+++ b/posthog/migrations/0093_remove_user_is_superuser.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0092_rename_projects_to_default"),
     ]
diff --git a/posthog/migrations/0094_description_on_dashboard_items.py b/posthog/migrations/0094_description_on_dashboard_items.py
index 612b57160c044..24dde3b3926f4 100644
--- a/posthog/migrations/0094_description_on_dashboard_items.py
+++ b/posthog/migrations/0094_description_on_dashboard_items.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0093_remove_user_is_superuser"),
     ]
diff --git a/posthog/migrations/0095_session_recording_event_table.py b/posthog/migrations/0095_session_recording_event_table.py
index a972e792e3041..94b9d9848dc23 100644
--- a/posthog/migrations/0095_session_recording_event_table.py
+++ b/posthog/migrations/0095_session_recording_event_table.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0094_description_on_dashboard_items"),
     ]
@@ -16,13 +15,30 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="SessionRecordingEvent",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("created_at", models.DateTimeField(auto_now_add=True, null=True)),
-                ("timestamp", models.DateTimeField(blank=True, default=django.utils.timezone.now)),
+                (
+                    "timestamp",
+                    models.DateTimeField(blank=True, default=django.utils.timezone.now),
+                ),
                 ("session_id", models.CharField(max_length=200)),
                 ("distinct_id", models.CharField(max_length=200)),
-                ("snapshot_data", django.contrib.postgres.fields.jsonb.JSONField(default=dict)),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.Team")),
+                (
+                    "snapshot_data",
+                    django.contrib.postgres.fields.jsonb.JSONField(default=dict),
+                ),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.Team"),
+                ),
             ],
         ),
         migrations.AddIndex(
@@ -32,7 +48,8 @@ class Migration(migrations.Migration):
         migrations.AddIndex(
             model_name="sessionrecordingevent",
             index=models.Index(
-                fields=["team_id", "distinct_id", "timestamp", "session_id"], name="posthog_ses_team_id_46392f_idx"
+                fields=["team_id", "distinct_id", "timestamp", "session_id"],
+                name="posthog_ses_team_id_46392f_idx",
             ),
         ),
     ]
diff --git a/posthog/migrations/0096_plugins.py b/posthog/migrations/0096_plugins.py
index 765e13e122a65..8ae7167596371 100644
--- a/posthog/migrations/0096_plugins.py
+++ b/posthog/migrations/0096_plugins.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0095_session_recording_event_table"),
     ]
diff --git a/posthog/migrations/0097_invite_emails.py b/posthog/migrations/0097_invite_emails.py
index f12ac859111ef..ff6aa476f5e30 100644
--- a/posthog/migrations/0097_invite_emails.py
+++ b/posthog/migrations/0097_invite_emails.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0096_plugins"),
     ]
diff --git a/posthog/migrations/0098_events_property_usage.py b/posthog/migrations/0098_events_property_usage.py
index ed45de9c99645..99f56f0bb1387 100644
--- a/posthog/migrations/0098_events_property_usage.py
+++ b/posthog/migrations/0098_events_property_usage.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0097_invite_emails"),
     ]
diff --git a/posthog/migrations/0099_plugin_attachment.py b/posthog/migrations/0099_plugin_attachment.py
index 6cb474f0a6bac..4f49ebf712858 100644
--- a/posthog/migrations/0099_plugin_attachment.py
+++ b/posthog/migrations/0099_plugin_attachment.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0098_events_property_usage"),
     ]
@@ -14,7 +13,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="PluginAttachment",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("key", models.CharField(max_length=200)),
                 ("content_type", models.CharField(max_length=200)),
                 ("file_name", models.CharField(max_length=200)),
@@ -22,9 +29,19 @@ class Migration(migrations.Migration):
                 ("contents", models.BinaryField()),
                 (
                     "plugin_config",
-                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.PluginConfig"),
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.PluginConfig",
+                    ),
+                ),
+                (
+                    "team",
+                    models.ForeignKey(
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.Team",
+                    ),
                 ),
-                ("team", models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.Team")),
             ],
         ),
     ]
diff --git a/posthog/migrations/0100_action_step_max_length.py b/posthog/migrations/0100_action_step_max_length.py
index a14256c139273..f81ac84ae64d3 100644
--- a/posthog/migrations/0100_action_step_max_length.py
+++ b/posthog/migrations/0100_action_step_max_length.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0099_plugin_attachment"),
     ]
diff --git a/posthog/migrations/0101_org_owners.py b/posthog/migrations/0101_org_owners.py
index f9e04e97fb4e1..93effd980a703 100644
--- a/posthog/migrations/0101_org_owners.py
+++ b/posthog/migrations/0101_org_owners.py
@@ -20,7 +20,6 @@ def make_owners_administrators_again(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0100_action_step_max_length"),
     ]
@@ -36,8 +35,14 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="organizationmembership",
             constraint=models.UniqueConstraint(
-                condition=models.Q(level=15), fields=("organization_id",), name="only_one_owner_per_organization"
+                condition=models.Q(level=15),
+                fields=("organization_id",),
+                name="only_one_owner_per_organization",
             ),
         ),
-        migrations.RunPython(make_first_administrators_owners, make_owners_administrators_again, elidable=True),
+        migrations.RunPython(
+            make_first_administrators_owners,
+            make_owners_administrators_again,
+            elidable=True,
+        ),
     ]
diff --git a/posthog/migrations/0102_dashboarditem_filters_hash.py b/posthog/migrations/0102_dashboarditem_filters_hash.py
index 188859c466359..9d3d12c9b6e88 100644
--- a/posthog/migrations/0102_dashboarditem_filters_hash.py
+++ b/posthog/migrations/0102_dashboarditem_filters_hash.py
@@ -24,7 +24,6 @@ def reverse(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0101_org_owners"),
     ]
diff --git a/posthog/migrations/0103_retention_remove_date.py b/posthog/migrations/0103_retention_remove_date.py
index 45b20942c8a9b..ed00fec812576 100644
--- a/posthog/migrations/0103_retention_remove_date.py
+++ b/posthog/migrations/0103_retention_remove_date.py
@@ -7,7 +7,9 @@
 def forward(apps, schema_editor):
     DashboardItem = apps.get_model("posthog", "DashboardItem")
     for item in DashboardItem.objects.filter(
-        filters__insight="RETENTION", filters__selectedDate__isnull=False, dashboard__isnull=False
+        filters__insight="RETENTION",
+        filters__selectedDate__isnull=False,
+        dashboard__isnull=False,
     ):
         item.filters.pop("selectedDate")
         item.save()
@@ -18,7 +20,6 @@ def reverse(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0102_dashboarditem_filters_hash"),
     ]
diff --git a/posthog/migrations/0104_auto_20201208_1052.py b/posthog/migrations/0104_auto_20201208_1052.py
index ecda95ed3a63a..15a0f8e90b9d1 100644
--- a/posthog/migrations/0104_auto_20201208_1052.py
+++ b/posthog/migrations/0104_auto_20201208_1052.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0103_retention_remove_date"),
     ]
diff --git a/posthog/migrations/0105_cohort_errors_calculating.py b/posthog/migrations/0105_cohort_errors_calculating.py
index 9fb142a129edc..d0254fa311159 100644
--- a/posthog/migrations/0105_cohort_errors_calculating.py
+++ b/posthog/migrations/0105_cohort_errors_calculating.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0104_auto_20201208_1052"),
     ]
diff --git a/posthog/migrations/0106_dashboard_item_type_to_display.py b/posthog/migrations/0106_dashboard_item_type_to_display.py
index dd456b59717ae..8a47a57f3c167 100644
--- a/posthog/migrations/0106_dashboard_item_type_to_display.py
+++ b/posthog/migrations/0106_dashboard_item_type_to_display.py
@@ -23,7 +23,6 @@ def reverse(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0105_cohort_errors_calculating"),
     ]
diff --git a/posthog/migrations/0107_plugin_source.py b/posthog/migrations/0107_plugin_source.py
index 3e24136c29984..b8d380da63624 100644
--- a/posthog/migrations/0107_plugin_source.py
+++ b/posthog/migrations/0107_plugin_source.py
@@ -15,7 +15,6 @@ def backwards(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0106_dashboard_item_type_to_display"),
     ]
@@ -26,7 +25,12 @@ class Migration(migrations.Migration):
             name="plugin_type",
             field=models.CharField(
                 blank=True,
-                choices=[("local", "local"), ("custom", "custom"), ("repository", "repository"), ("source", "source")],
+                choices=[
+                    ("local", "local"),
+                    ("custom", "custom"),
+                    ("repository", "repository"),
+                    ("source", "source"),
+                ],
                 default=None,
                 max_length=200,
                 null=True,
diff --git a/posthog/migrations/0108_plugin_organization.py b/posthog/migrations/0108_plugin_organization.py
index e66b63ca91f79..36a422017b66e 100644
--- a/posthog/migrations/0108_plugin_organization.py
+++ b/posthog/migrations/0108_plugin_organization.py
@@ -11,7 +11,6 @@ def set_plugin_organization(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0107_plugin_source"),
     ]
diff --git a/posthog/migrations/0109_fix_retention_filters.py b/posthog/migrations/0109_fix_retention_filters.py
index 087994342e5f2..b313aa87c7d00 100644
--- a/posthog/migrations/0109_fix_retention_filters.py
+++ b/posthog/migrations/0109_fix_retention_filters.py
@@ -17,7 +17,6 @@ def backwards(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0108_plugin_organization"),
     ]
diff --git a/posthog/migrations/0111_plugin_storage.py b/posthog/migrations/0111_plugin_storage.py
index 5d26fe5444f90..2016036bca333 100644
--- a/posthog/migrations/0111_plugin_storage.py
+++ b/posthog/migrations/0111_plugin_storage.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0110_sessionrecordingeventbyteamandtimestamp"),
     ]
@@ -14,19 +13,31 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="PluginStorage",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("key", models.CharField(max_length=200)),
                 ("value", models.TextField(blank=True, null=True)),
                 (
                     "plugin_config",
-                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.PluginConfig"),
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.PluginConfig",
+                    ),
                 ),
             ],
         ),
         migrations.AddConstraint(
             model_name="pluginstorage",
             constraint=models.UniqueConstraint(
-                fields=("plugin_config_id", "key"), name="posthog_unique_plugin_storage_key"
+                fields=("plugin_config_id", "key"),
+                name="posthog_unique_plugin_storage_key",
             ),
         ),
     ]
diff --git a/posthog/migrations/0112_sessions_filter.py b/posthog/migrations/0112_sessions_filter.py
index e681e0ee54775..2667a1f5e04cb 100644
--- a/posthog/migrations/0112_sessions_filter.py
+++ b/posthog/migrations/0112_sessions_filter.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0111_plugin_storage"),
     ]
@@ -16,18 +15,35 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="SessionsFilter",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("name", models.CharField(blank=True, max_length=400, null=False)),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
                 ("updated_at", models.DateTimeField(auto_now=True)),
-                ("filters", django.contrib.postgres.fields.jsonb.JSONField(default=dict)),
+                (
+                    "filters",
+                    django.contrib.postgres.fields.jsonb.JSONField(default=dict),
+                ),
                 (
                     "created_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.Team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.Team"),
+                ),
             ],
         ),
         migrations.AddIndex(
diff --git a/posthog/migrations/0113_cohort_is_static.py b/posthog/migrations/0113_cohort_is_static.py
index cb76e16a26b8a..4e47813670209 100644
--- a/posthog/migrations/0113_cohort_is_static.py
+++ b/posthog/migrations/0113_cohort_is_static.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0112_sessions_filter"),
     ]
diff --git a/posthog/migrations/0114_fix_team_event_names.py b/posthog/migrations/0114_fix_team_event_names.py
index 6b9143bf4c69c..a9803e62f9d4c 100644
--- a/posthog/migrations/0114_fix_team_event_names.py
+++ b/posthog/migrations/0114_fix_team_event_names.py
@@ -9,7 +9,9 @@ def fix_team_event_names(apps, schema_editor):
         old_event_names = team.event_names
         team.event_names = [event for event in old_event_names if isinstance(event, str)]
         if len(team.event_names) != len(old_event_names):
-            from posthog.tasks.calculate_event_property_usage import calculate_event_property_usage_for_team
+            from posthog.tasks.calculate_event_property_usage import (
+                calculate_event_property_usage_for_team,
+            )
 
             team.save()
             calculate_event_property_usage_for_team(team.pk)
@@ -20,7 +22,6 @@ def backwards(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0113_cohort_is_static"),
     ]
diff --git a/posthog/migrations/0115_session_recording_viewed.py b/posthog/migrations/0115_session_recording_viewed.py
index af7c4adfffa86..695ce6592e144 100644
--- a/posthog/migrations/0115_session_recording_viewed.py
+++ b/posthog/migrations/0115_session_recording_viewed.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0114_fix_team_event_names"),
     ]
@@ -15,16 +14,36 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="SessionRecordingViewed",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("created_at", models.DateTimeField(auto_now_add=True, null=True)),
                 ("session_id", models.CharField(max_length=200)),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.Team")),
-                ("user", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.Team"),
+                ),
+                (
+                    "user",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to=settings.AUTH_USER_MODEL,
+                    ),
+                ),
             ],
         ),
         migrations.AddIndex(
             model_name="sessionrecordingviewed",
-            index=models.Index(fields=["team_id", "user_id", "session_id"], name="posthog_ses_team_id_465af1_idx"),
+            index=models.Index(
+                fields=["team_id", "user_id", "session_id"],
+                name="posthog_ses_team_id_465af1_idx",
+            ),
         ),
         migrations.AlterUniqueTogether(
             name="sessionrecordingviewed",
diff --git a/posthog/migrations/0116_plugin_latest_tag.py b/posthog/migrations/0116_plugin_latest_tag.py
index d9206f419e8c0..43bdaf4b6c293 100644
--- a/posthog/migrations/0116_plugin_latest_tag.py
+++ b/posthog/migrations/0116_plugin_latest_tag.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0115_session_recording_viewed"),
     ]
diff --git a/posthog/migrations/0116_session_recording_retention_period.py b/posthog/migrations/0116_session_recording_retention_period.py
index 7c22507ebb464..fcba843db267f 100644
--- a/posthog/migrations/0116_session_recording_retention_period.py
+++ b/posthog/migrations/0116_session_recording_retention_period.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0115_session_recording_viewed"),
     ]
diff --git a/posthog/migrations/0117_merge_20210126_0917.py b/posthog/migrations/0117_merge_20210126_0917.py
index 58d4c58b420ed..215b295e771a2 100644
--- a/posthog/migrations/0117_merge_20210126_0917.py
+++ b/posthog/migrations/0117_merge_20210126_0917.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0116_plugin_latest_tag"),
         ("posthog", "0116_session_recording_retention_period"),
diff --git a/posthog/migrations/0118_is_demo.py b/posthog/migrations/0118_is_demo.py
index ad156872b060d..a8ee78022e0ab 100644
--- a/posthog/migrations/0118_is_demo.py
+++ b/posthog/migrations/0118_is_demo.py
@@ -13,7 +13,6 @@ def reverse(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0117_merge_20210126_0917"),
     ]
diff --git a/posthog/migrations/0119_mandatory_plugin_order.py b/posthog/migrations/0119_mandatory_plugin_order.py
index 0d11fe4c5dba3..d357ac97b0c5d 100644
--- a/posthog/migrations/0119_mandatory_plugin_order.py
+++ b/posthog/migrations/0119_mandatory_plugin_order.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0118_is_demo"),
     ]
diff --git a/posthog/migrations/0120_organization_personalization.py b/posthog/migrations/0120_organization_personalization.py
index dbba7585b1562..d8bbda6227122 100644
--- a/posthog/migrations/0120_organization_personalization.py
+++ b/posthog/migrations/0120_organization_personalization.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0119_mandatory_plugin_order"),
     ]
diff --git a/posthog/migrations/0122_organization_setup_section_2_completed.py b/posthog/migrations/0122_organization_setup_section_2_completed.py
index 1f08e6c3eb76c..36d060caa991e 100644
--- a/posthog/migrations/0122_organization_setup_section_2_completed.py
+++ b/posthog/migrations/0122_organization_setup_section_2_completed.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0121_person_email_index"),
     ]
diff --git a/posthog/migrations/0123_organizationinvite_first_name.py b/posthog/migrations/0123_organizationinvite_first_name.py
index f20482d789e85..a16a8e1f23030 100644
--- a/posthog/migrations/0123_organizationinvite_first_name.py
+++ b/posthog/migrations/0123_organizationinvite_first_name.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0122_organization_setup_section_2_completed"),
     ]
diff --git a/posthog/migrations/0124_unset_is_calculating_static_cohorts.py b/posthog/migrations/0124_unset_is_calculating_static_cohorts.py
index ed1a3000d6a57..cb7a3bc8176dc 100644
--- a/posthog/migrations/0124_unset_is_calculating_static_cohorts.py
+++ b/posthog/migrations/0124_unset_is_calculating_static_cohorts.py
@@ -13,7 +13,6 @@ def reverse(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0123_organizationinvite_first_name"),
     ]
diff --git a/posthog/migrations/0125_longer_webhook_url.py b/posthog/migrations/0125_longer_webhook_url.py
index c87c15ae5438f..3ea0beab6aabc 100644
--- a/posthog/migrations/0125_longer_webhook_url.py
+++ b/posthog/migrations/0125_longer_webhook_url.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0124_unset_is_calculating_static_cohorts"),
     ]
diff --git a/posthog/migrations/0126_fix_funnels_insights_links.py b/posthog/migrations/0126_fix_funnels_insights_links.py
index 074b95c34ebfa..5379cf8920a89 100644
--- a/posthog/migrations/0126_fix_funnels_insights_links.py
+++ b/posthog/migrations/0126_fix_funnels_insights_links.py
@@ -15,7 +15,6 @@ def reverse(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0125_longer_webhook_url"),
     ]
diff --git a/posthog/migrations/0127_add_dashboard_filters.py b/posthog/migrations/0127_add_dashboard_filters.py
index 73052b72778a5..1cd1b2d0bbc69 100644
--- a/posthog/migrations/0127_add_dashboard_filters.py
+++ b/posthog/migrations/0127_add_dashboard_filters.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0126_fix_funnels_insights_links"),
     ]
diff --git a/posthog/migrations/0127_stricter_team_data.py b/posthog/migrations/0127_stricter_team_data.py
index 64d4d15703251..3a2e6a0ba733d 100644
--- a/posthog/migrations/0127_stricter_team_data.py
+++ b/posthog/migrations/0127_stricter_team_data.py
@@ -17,11 +17,14 @@ def adjust_teams_for_stricter_requirements(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0126_fix_funnels_insights_links"),
     ]
 
     operations = [
-        migrations.RunPython(adjust_teams_for_stricter_requirements, migrations.RunPython.noop, elidable=True),
+        migrations.RunPython(
+            adjust_teams_for_stricter_requirements,
+            migrations.RunPython.noop,
+            elidable=True,
+        ),
     ]
diff --git a/posthog/migrations/0128_stricter_team_schema.py b/posthog/migrations/0128_stricter_team_schema.py
index c974080e643da..26f0210798515 100644
--- a/posthog/migrations/0128_stricter_team_schema.py
+++ b/posthog/migrations/0128_stricter_team_schema.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0127_stricter_team_data"),
     ]
diff --git a/posthog/migrations/0129_merge_20210223_0757.py b/posthog/migrations/0129_merge_20210223_0757.py
index 919bfb5ada376..4f28607b0bec2 100644
--- a/posthog/migrations/0129_merge_20210223_0757.py
+++ b/posthog/migrations/0129_merge_20210223_0757.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0128_stricter_team_schema"),
         ("posthog", "0127_add_dashboard_filters"),
diff --git a/posthog/migrations/0130_dashboard_creation_mode.py b/posthog/migrations/0130_dashboard_creation_mode.py
index a163da42b2e05..cf102ef97a5c9 100644
--- a/posthog/migrations/0130_dashboard_creation_mode.py
+++ b/posthog/migrations/0130_dashboard_creation_mode.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0129_merge_20210223_0757"),
     ]
@@ -14,7 +13,11 @@ class Migration(migrations.Migration):
             model_name="dashboard",
             name="creation_mode",
             field=models.CharField(
-                choices=[("default", "Default"), ("template", "Template"), ("duplicate", "Duplicate")],
+                choices=[
+                    ("default", "Default"),
+                    ("template", "Template"),
+                    ("duplicate", "Duplicate"),
+                ],
                 default="default",
                 max_length=16,
             ),
diff --git a/posthog/migrations/0131_add_plugins_updated_created_at.py b/posthog/migrations/0131_add_plugins_updated_created_at.py
index 873214abf6a73..1c3ef33ab1b0d 100644
--- a/posthog/migrations/0131_add_plugins_updated_created_at.py
+++ b/posthog/migrations/0131_add_plugins_updated_created_at.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0130_dashboard_creation_mode"),
     ]
diff --git a/posthog/migrations/0132_team_test_account_filters.py b/posthog/migrations/0132_team_test_account_filters.py
index 339ac4ec5ceee..313de9f3355e4 100644
--- a/posthog/migrations/0132_team_test_account_filters.py
+++ b/posthog/migrations/0132_team_test_account_filters.py
@@ -40,7 +40,12 @@ def forward(apps, schema_editor):
             {
                 "key": "$host",
                 "operator": "is_not",
-                "value": ["localhost:8000", "localhost:5000", "127.0.0.1:8000", "127.0.0.1:3000"],
+                "value": [
+                    "localhost:8000",
+                    "localhost:5000",
+                    "127.0.0.1:8000",
+                    "127.0.0.1:3000",
+                ],
             },
         ]
         if team.organization:
@@ -51,7 +56,12 @@ def forward(apps, schema_editor):
                 example_email = re.search(r"@[\w.]+", example_emails[0])
                 if example_email:
                     filters += [
-                        {"key": "email", "operator": "not_icontains", "value": example_email.group(), "type": "person"},
+                        {
+                            "key": "email",
+                            "operator": "not_icontains",
+                            "value": example_email.group(),
+                            "type": "person",
+                        },
                     ]
         team.test_account_filters = filters
         team.save()
@@ -62,7 +72,6 @@ def reverse(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0131_add_plugins_updated_created_at"),
     ]
diff --git a/posthog/migrations/0133_plugins_access_control.py b/posthog/migrations/0133_plugins_access_control.py
index 824853fdb0666..0e10347b18393 100644
--- a/posthog/migrations/0133_plugins_access_control.py
+++ b/posthog/migrations/0133_plugins_access_control.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0132_team_test_account_filters"),
     ]
@@ -33,7 +32,10 @@ class Migration(migrations.Migration):
             model_name="team",
             name="app_urls",
             field=fields.ArrayField(
-                base_field=models.CharField(max_length=200, null=True), blank=True, default=list, size=None
+                base_field=models.CharField(max_length=200, null=True),
+                blank=True,
+                default=list,
+                size=None,
             ),
         ),
         migrations.AlterField(
diff --git a/posthog/migrations/0134_event_site_url.py b/posthog/migrations/0134_event_site_url.py
index 0096edcf1b74f..c70de913a77b8 100644
--- a/posthog/migrations/0134_event_site_url.py
+++ b/posthog/migrations/0134_event_site_url.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0133_plugins_access_control"),
     ]
diff --git a/posthog/migrations/0135_plugins_on_cloud.py b/posthog/migrations/0135_plugins_on_cloud.py
index 38afccfb7dfdf..bbf7165f956bf 100644
--- a/posthog/migrations/0135_plugins_on_cloud.py
+++ b/posthog/migrations/0135_plugins_on_cloud.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0134_event_site_url"),
     ]
diff --git a/posthog/migrations/0136_global_plugin_attachments.py b/posthog/migrations/0136_global_plugin_attachments.py
index cd269c296886b..b0207e75bb878 100644
--- a/posthog/migrations/0136_global_plugin_attachments.py
+++ b/posthog/migrations/0136_global_plugin_attachments.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0135_plugins_on_cloud"),
     ]
@@ -14,6 +13,10 @@ class Migration(migrations.Migration):
         migrations.AlterField(
             model_name="pluginattachment",
             name="plugin_config",
-            field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.PluginConfig"),
+            field=models.ForeignKey(
+                null=True,
+                on_delete=django.db.models.deletion.CASCADE,
+                to="posthog.PluginConfig",
+            ),
         ),
     ]
diff --git a/posthog/migrations/0137_team_timezone.py b/posthog/migrations/0137_team_timezone.py
index 09c9077a4172c..b7b31ff04f75c 100644
--- a/posthog/migrations/0137_team_timezone.py
+++ b/posthog/migrations/0137_team_timezone.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0136_global_plugin_attachments"),
     ]
@@ -72,13 +71,19 @@ class Migration(migrations.Migration):
                     ("America/Anguilla", "America/Anguilla"),
                     ("America/Antigua", "America/Antigua"),
                     ("America/Araguaina", "America/Araguaina"),
-                    ("America/Argentina/Buenos_Aires", "America/Argentina/Buenos_Aires"),
+                    (
+                        "America/Argentina/Buenos_Aires",
+                        "America/Argentina/Buenos_Aires",
+                    ),
                     ("America/Argentina/Catamarca", "America/Argentina/Catamarca"),
                     ("America/Argentina/Cordoba", "America/Argentina/Cordoba"),
                     ("America/Argentina/Jujuy", "America/Argentina/Jujuy"),
                     ("America/Argentina/La_Rioja", "America/Argentina/La_Rioja"),
                     ("America/Argentina/Mendoza", "America/Argentina/Mendoza"),
-                    ("America/Argentina/Rio_Gallegos", "America/Argentina/Rio_Gallegos"),
+                    (
+                        "America/Argentina/Rio_Gallegos",
+                        "America/Argentina/Rio_Gallegos",
+                    ),
                     ("America/Argentina/Salta", "America/Argentina/Salta"),
                     ("America/Argentina/San_Juan", "America/Argentina/San_Juan"),
                     ("America/Argentina/San_Luis", "America/Argentina/San_Luis"),
@@ -172,7 +177,10 @@ class Migration(migrations.Migration):
                     ("America/Noronha", "America/Noronha"),
                     ("America/North_Dakota/Beulah", "America/North_Dakota/Beulah"),
                     ("America/North_Dakota/Center", "America/North_Dakota/Center"),
-                    ("America/North_Dakota/New_Salem", "America/North_Dakota/New_Salem"),
+                    (
+                        "America/North_Dakota/New_Salem",
+                        "America/North_Dakota/New_Salem",
+                    ),
                     ("America/Nuuk", "America/Nuuk"),
                     ("America/Ojinaga", "America/Ojinaga"),
                     ("America/Panama", "America/Panama"),
diff --git a/posthog/migrations/0138_featureflag_name_optional.py b/posthog/migrations/0138_featureflag_name_optional.py
index 91cea1870b0f4..95e892cc419fb 100644
--- a/posthog/migrations/0138_featureflag_name_optional.py
+++ b/posthog/migrations/0138_featureflag_name_optional.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0137_team_timezone"),
     ]
diff --git a/posthog/migrations/0139_dashboard_tagging.py b/posthog/migrations/0139_dashboard_tagging.py
index f16d90cd0933c..f5b1d24d1db8b 100644
--- a/posthog/migrations/0139_dashboard_tagging.py
+++ b/posthog/migrations/0139_dashboard_tagging.py
@@ -5,13 +5,16 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0138_featureflag_name_optional"),
     ]
 
     operations = [
-        migrations.AddField(model_name="dashboard", name="description", field=models.TextField(blank=True)),
+        migrations.AddField(
+            model_name="dashboard",
+            name="description",
+            field=models.TextField(blank=True),
+        ),
         migrations.AddField(
             model_name="dashboard",
             name="tags",
diff --git a/posthog/migrations/0140_team_data_attributes.py b/posthog/migrations/0140_team_data_attributes.py
index 4d832106ebe5b..3a53999977c36 100644
--- a/posthog/migrations/0140_team_data_attributes.py
+++ b/posthog/migrations/0140_team_data_attributes.py
@@ -10,7 +10,6 @@ def set_default_data_attributes(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0139_dashboard_tagging"),
     ]
diff --git a/posthog/migrations/0142_fix_team_data_attributes_default.py b/posthog/migrations/0142_fix_team_data_attributes_default.py
index be1c263053aac..1e24b7d580234 100644
--- a/posthog/migrations/0142_fix_team_data_attributes_default.py
+++ b/posthog/migrations/0142_fix_team_data_attributes_default.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0141_events_created_at_index"),
     ]
diff --git a/posthog/migrations/0143_user_uuid.py b/posthog/migrations/0143_user_uuid.py
index 484c78c1db1d3..8e3d2cb7ae384 100644
--- a/posthog/migrations/0143_user_uuid.py
+++ b/posthog/migrations/0143_user_uuid.py
@@ -17,7 +17,6 @@ def backwards(app, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0142_fix_team_data_attributes_default"),
     ]
diff --git a/posthog/migrations/0144_update_django_3_1_8.py b/posthog/migrations/0144_update_django_3_1_8.py
index a063dbfaf77d0..375a532b7456c 100644
--- a/posthog/migrations/0144_update_django_3_1_8.py
+++ b/posthog/migrations/0144_update_django_3_1_8.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0143_user_uuid"),
     ]
diff --git a/posthog/migrations/0145_eventdefinition_propertydefinition.py b/posthog/migrations/0145_eventdefinition_propertydefinition.py
index 6ebf7328ae3e4..e97e52b591120 100644
--- a/posthog/migrations/0145_eventdefinition_propertydefinition.py
+++ b/posthog/migrations/0145_eventdefinition_propertydefinition.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0144_update_django_3_1_8"),
     ]
@@ -19,7 +18,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("name", models.CharField(max_length=400)),
@@ -46,7 +48,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("name", models.CharField(max_length=400)),
diff --git a/posthog/migrations/0146_eventproperty_sync.py b/posthog/migrations/0146_eventproperty_sync.py
index a83f455f1bbf9..a53527c2ad2bf 100644
--- a/posthog/migrations/0146_eventproperty_sync.py
+++ b/posthog/migrations/0146_eventproperty_sync.py
@@ -12,7 +12,6 @@
 
 
 def sync_event_and_properties_definitions(team_uuid: str, Team, EventDefinition, PropertyDefinition) -> None:
-
     team = None
 
     # It is possible that the team was deleted before the task could run
@@ -64,11 +63,14 @@ def sync_team_event_names_and_properties(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0145_eventdefinition_propertydefinition"),
     ]
 
     operations = [
-        migrations.RunPython(sync_team_event_names_and_properties, migrations.RunPython.noop, elidable=True),
+        migrations.RunPython(
+            sync_team_event_names_and_properties,
+            migrations.RunPython.noop,
+            elidable=True,
+        ),
     ]
diff --git a/posthog/migrations/0147_fix_stickiness_dashboard_items.py b/posthog/migrations/0147_fix_stickiness_dashboard_items.py
index 212aa8a489867..ba7954637f05b 100644
--- a/posthog/migrations/0147_fix_stickiness_dashboard_items.py
+++ b/posthog/migrations/0147_fix_stickiness_dashboard_items.py
@@ -11,7 +11,6 @@ def update_stickiness(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0146_eventproperty_sync"),
     ]
diff --git a/posthog/migrations/0147_plugin_logs.py b/posthog/migrations/0147_plugin_logs.py
index e5163836374b4..5d2844aa81c80 100644
--- a/posthog/migrations/0147_plugin_logs.py
+++ b/posthog/migrations/0147_plugin_logs.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0146_eventproperty_sync"),
     ]
@@ -20,7 +19,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("timestamp", models.DateTimeField(default=django.utils.timezone.now)),
@@ -50,16 +52,28 @@ class Migration(migrations.Migration):
                 ),
                 ("message", models.TextField(db_index=True)),
                 ("instance_id", models.UUIDField()),
-                ("plugin", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.plugin")),
+                (
+                    "plugin",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.plugin"),
+                ),
                 (
                     "plugin_config",
-                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.pluginconfig"),
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.pluginconfig",
+                    ),
+                ),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
             ],
         ),
         migrations.AddIndex(
             model_name="pluginlogentry",
-            index=models.Index(fields=["plugin_config_id", "timestamp"], name="posthog_plu_plugin__736133_idx"),
+            index=models.Index(
+                fields=["plugin_config_id", "timestamp"],
+                name="posthog_plu_plugin__736133_idx",
+            ),
         ),
     ]
diff --git a/posthog/migrations/0148_merge_20210506_0823.py b/posthog/migrations/0148_merge_20210506_0823.py
index 3bb39d35e22a1..3e880cf836478 100644
--- a/posthog/migrations/0148_merge_20210506_0823.py
+++ b/posthog/migrations/0148_merge_20210506_0823.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0147_plugin_logs"),
         ("posthog", "0147_fix_stickiness_dashboard_items"),
diff --git a/posthog/migrations/0149_fix_lifecycle_dashboard_items.py b/posthog/migrations/0149_fix_lifecycle_dashboard_items.py
index 1bd984dda628d..0890b104ec6f4 100644
--- a/posthog/migrations/0149_fix_lifecycle_dashboard_items.py
+++ b/posthog/migrations/0149_fix_lifecycle_dashboard_items.py
@@ -11,7 +11,6 @@ def update_lifecycle(apps, _):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0148_merge_20210506_0823"),
     ]
diff --git a/posthog/migrations/0150_increase_element_varchars.py b/posthog/migrations/0150_increase_element_varchars.py
index ad622bd0f727d..93f4df18194b4 100644
--- a/posthog/migrations/0150_increase_element_varchars.py
+++ b/posthog/migrations/0150_increase_element_varchars.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0149_fix_lifecycle_dashboard_items"),
     ]
diff --git a/posthog/migrations/0151_plugin_preinstalled.py b/posthog/migrations/0151_plugin_preinstalled.py
index f008fcf5c506e..d42fc8ede9904 100644
--- a/posthog/migrations/0151_plugin_preinstalled.py
+++ b/posthog/migrations/0151_plugin_preinstalled.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0150_increase_element_varchars"),
     ]
diff --git a/posthog/migrations/0152_user_events_column_config.py b/posthog/migrations/0152_user_events_column_config.py
index e543eb2dbe967..0b8a311f2f2e3 100644
--- a/posthog/migrations/0152_user_events_column_config.py
+++ b/posthog/migrations/0152_user_events_column_config.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0151_plugin_preinstalled"),
     ]
diff --git a/posthog/migrations/0153_plugin_capabilities.py b/posthog/migrations/0153_plugin_capabilities.py
index 1543275859024..a5b14ba10f758 100644
--- a/posthog/migrations/0153_plugin_capabilities.py
+++ b/posthog/migrations/0153_plugin_capabilities.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0152_user_events_column_config"),
     ]
diff --git a/posthog/migrations/0154_organization_for_internal_metrics.py b/posthog/migrations/0154_organization_for_internal_metrics.py
index 0e27e01bc65c3..af56792e73be0 100644
--- a/posthog/migrations/0154_organization_for_internal_metrics.py
+++ b/posthog/migrations/0154_organization_for_internal_metrics.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0153_plugin_capabilities"),
     ]
diff --git a/posthog/migrations/0155_organization_available_features.py b/posthog/migrations/0155_organization_available_features.py
index 2b2fe5de8e3c6..d0bda03ae5a79 100644
--- a/posthog/migrations/0155_organization_available_features.py
+++ b/posthog/migrations/0155_organization_available_features.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0154_organization_for_internal_metrics"),
     ]
@@ -15,7 +14,10 @@ class Migration(migrations.Migration):
             model_name="organization",
             name="available_features",
             field=django.contrib.postgres.fields.ArrayField(
-                base_field=models.CharField(max_length=64), blank=True, default=list, size=None
+                base_field=models.CharField(max_length=64),
+                blank=True,
+                default=list,
+                size=None,
             ),
         ),
     ]
diff --git a/posthog/migrations/0157_plugin_metrics.py b/posthog/migrations/0157_plugin_metrics.py
index 64ce3cdf26008..a33e2e9c3c993 100644
--- a/posthog/migrations/0157_plugin_metrics.py
+++ b/posthog/migrations/0157_plugin_metrics.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0156_insight_short_id"),
     ]
diff --git a/posthog/migrations/0158_new_token_format.py b/posthog/migrations/0158_new_token_format.py
index d4118cb976040..165a7b9b2fcb5 100644
--- a/posthog/migrations/0158_new_token_format.py
+++ b/posthog/migrations/0158_new_token_format.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0157_plugin_metrics"),
     ]
@@ -17,7 +16,10 @@ class Migration(migrations.Migration):
             model_name="personalapikey",
             name="value",
             field=models.CharField(
-                default=posthog.models.utils.generate_random_token_personal, editable=False, max_length=50, unique=True
+                default=posthog.models.utils.generate_random_token_personal,
+                editable=False,
+                max_length=50,
+                unique=True,
             ),
         ),
         migrations.AlterField(
diff --git a/posthog/migrations/0160_organization_domain_whitelist.py b/posthog/migrations/0160_organization_domain_whitelist.py
index f277a8b3b4865..03307b3a5efc9 100644
--- a/posthog/migrations/0160_organization_domain_whitelist.py
+++ b/posthog/migrations/0160_organization_domain_whitelist.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0159_remove_funnels_with_breakdown"),
     ]
@@ -15,7 +14,10 @@ class Migration(migrations.Migration):
             model_name="organization",
             name="domain_whitelist",
             field=django.contrib.postgres.fields.ArrayField(
-                base_field=models.CharField(max_length=256), blank=True, default=list, size=None
+                base_field=models.CharField(max_length=256),
+                blank=True,
+                default=list,
+                size=None,
             ),
         ),
     ]
diff --git a/posthog/migrations/0161_property_defs_search.py b/posthog/migrations/0161_property_defs_search.py
index 96dd9f6d9b713..5963799289e95 100644
--- a/posthog/migrations/0161_property_defs_search.py
+++ b/posthog/migrations/0161_property_defs_search.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0160_organization_domain_whitelist"),
     ]
@@ -15,10 +14,18 @@ class Migration(migrations.Migration):
         TrigramExtension(),
         migrations.AddIndex(
             model_name="eventdefinition",
-            index=GinIndex(fields=["name"], name="index_event_definition_name", opclasses=["gin_trgm_ops"]),
+            index=GinIndex(
+                fields=["name"],
+                name="index_event_definition_name",
+                opclasses=["gin_trgm_ops"],
+            ),
         ),
         migrations.AddIndex(
             model_name="propertydefinition",
-            index=GinIndex(fields=["name"], name="index_property_definition_name", opclasses=["gin_trgm_ops"]),
+            index=GinIndex(
+                fields=["name"],
+                name="index_property_definition_name",
+                opclasses=["gin_trgm_ops"],
+            ),
         ),
     ]
diff --git a/posthog/migrations/0162_organization_is_member_join_email_enabled.py b/posthog/migrations/0162_organization_is_member_join_email_enabled.py
index 1277559492597..0d632f1231b78 100644
--- a/posthog/migrations/0162_organization_is_member_join_email_enabled.py
+++ b/posthog/migrations/0162_organization_is_member_join_email_enabled.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0161_property_defs_search"),
     ]
diff --git a/posthog/migrations/0163_insights_favorited_updatedat_tags.py b/posthog/migrations/0163_insights_favorited_updatedat_tags.py
index c5a40dcc94e66..2d84e5b65fa2c 100644
--- a/posthog/migrations/0163_insights_favorited_updatedat_tags.py
+++ b/posthog/migrations/0163_insights_favorited_updatedat_tags.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0162_organization_is_member_join_email_enabled"),
     ]
@@ -20,7 +19,10 @@ class Migration(migrations.Migration):
             model_name="dashboarditem",
             name="tags",
             field=django.contrib.postgres.fields.ArrayField(
-                base_field=models.CharField(max_length=32), blank=True, default=list, size=None
+                base_field=models.CharField(max_length=32),
+                blank=True,
+                default=list,
+                size=None,
             ),
         ),
         migrations.AddField(
diff --git a/posthog/migrations/0165_dashboarditem_dive_dashboard.py b/posthog/migrations/0165_dashboarditem_dive_dashboard.py
index a38a150f89772..6ac346a7cddb1 100644
--- a/posthog/migrations/0165_dashboarditem_dive_dashboard.py
+++ b/posthog/migrations/0165_dashboarditem_dive_dashboard.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0164_person_index_by_team_and_id"),
     ]
@@ -15,7 +14,10 @@ class Migration(migrations.Migration):
             model_name="dashboarditem",
             name="dive_dashboard",
             field=models.ForeignKey(
-                blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to="posthog.dashboard"
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.SET_NULL,
+                to="posthog.dashboard",
             ),
         ),
     ]
diff --git a/posthog/migrations/0166_plugin_public_jobs.py b/posthog/migrations/0166_plugin_public_jobs.py
index 082bd8e5be961..2a1ea2976b7e5 100644
--- a/posthog/migrations/0166_plugin_public_jobs.py
+++ b/posthog/migrations/0166_plugin_public_jobs.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0165_dashboarditem_dive_dashboard"),
     ]
diff --git a/posthog/migrations/0167_feature_flag_override.py b/posthog/migrations/0167_feature_flag_override.py
index 3dc9007b090a9..d8612997f9aea 100644
--- a/posthog/migrations/0167_feature_flag_override.py
+++ b/posthog/migrations/0167_feature_flag_override.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0166_plugin_public_jobs"),
     ]
@@ -15,20 +14,41 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="FeatureFlagOverride",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("override_value", models.JSONField()),
                 (
                     "feature_flag",
-                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.featureflag"),
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.featureflag",
+                    ),
+                ),
+                (
+                    "user",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to=settings.AUTH_USER_MODEL,
+                    ),
+                ),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
                 ),
-                ("user", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
             ],
         ),
         migrations.AddConstraint(
             model_name="featureflagoverride",
             constraint=models.UniqueConstraint(
-                fields=("user", "feature_flag", "team"), name="unique feature flag for a user/team combo"
+                fields=("user", "feature_flag", "team"),
+                name="unique feature flag for a user/team combo",
             ),
         ),
     ]
diff --git a/posthog/migrations/0169_person_properties_last_updated_at.py b/posthog/migrations/0169_person_properties_last_updated_at.py
index cec9034911e9e..381bc7a25c81d 100644
--- a/posthog/migrations/0169_person_properties_last_updated_at.py
+++ b/posthog/migrations/0169_person_properties_last_updated_at.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0168_action_step_empty_string_reset"),
     ]
diff --git a/posthog/migrations/0170_project_based_permissioning.py b/posthog/migrations/0170_project_based_permissioning.py
index 7f214bc84f48e..0f774199b0001 100644
--- a/posthog/migrations/0170_project_based_permissioning.py
+++ b/posthog/migrations/0170_project_based_permissioning.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0169_person_properties_last_updated_at"),
     ]
diff --git a/posthog/migrations/0171_cohort_description.py b/posthog/migrations/0171_cohort_description.py
index 951f992947026..70f78f35e30a5 100644
--- a/posthog/migrations/0171_cohort_description.py
+++ b/posthog/migrations/0171_cohort_description.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0170_project_based_permissioning"),
     ]
diff --git a/posthog/migrations/0172_person_properties_last_operation.py b/posthog/migrations/0172_person_properties_last_operation.py
index c2d8fbb5b6543..de91895bf629d 100644
--- a/posthog/migrations/0172_person_properties_last_operation.py
+++ b/posthog/migrations/0172_person_properties_last_operation.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0171_cohort_description"),
     ]
diff --git a/posthog/migrations/0173_should_update_person_props_function.py b/posthog/migrations/0173_should_update_person_props_function.py
index 57c0b37fbe87e..dae88cbdfbf13 100644
--- a/posthog/migrations/0173_should_update_person_props_function.py
+++ b/posthog/migrations/0173_should_update_person_props_function.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0172_person_properties_last_operation"),
     ]
diff --git a/posthog/migrations/0174_organization_slug.py b/posthog/migrations/0174_organization_slug.py
index 8d79133fb2b51..8bdd611d3b9e0 100644
--- a/posthog/migrations/0174_organization_slug.py
+++ b/posthog/migrations/0174_organization_slug.py
@@ -28,7 +28,6 @@ def slugify_all(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0173_should_update_person_props_function"),
     ]
diff --git a/posthog/migrations/0175_should_update_person_props_function.py b/posthog/migrations/0175_should_update_person_props_function.py
index b90a896e5c139..356028422d461 100644
--- a/posthog/migrations/0175_should_update_person_props_function.py
+++ b/posthog/migrations/0175_should_update_person_props_function.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0174_organization_slug"),
     ]
diff --git a/posthog/migrations/0176_update_person_props_function.py b/posthog/migrations/0176_update_person_props_function.py
index 3f0f1f6e919ad..974fb90062026 100644
--- a/posthog/migrations/0176_update_person_props_function.py
+++ b/posthog/migrations/0176_update_person_props_function.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0175_should_update_person_props_function"),
     ]
diff --git a/posthog/migrations/0177_path_cleaning_filters.py b/posthog/migrations/0177_path_cleaning_filters.py
index 3e731d7787655..adaf7819b135c 100644
--- a/posthog/migrations/0177_path_cleaning_filters.py
+++ b/posthog/migrations/0177_path_cleaning_filters.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0176_update_person_props_function"),
     ]
diff --git a/posthog/migrations/0178_rename_dashboard_item_to_insight.py b/posthog/migrations/0178_rename_dashboard_item_to_insight.py
index 1c6bf777abf49..2cea98aedaa7c 100644
--- a/posthog/migrations/0178_rename_dashboard_item_to_insight.py
+++ b/posthog/migrations/0178_rename_dashboard_item_to_insight.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0177_path_cleaning_filters"),
     ]
diff --git a/posthog/migrations/0179_add_group_type_mapping.py b/posthog/migrations/0179_add_group_type_mapping.py
index e977ee52079f9..47311ff1756ab 100644
--- a/posthog/migrations/0179_add_group_type_mapping.py
+++ b/posthog/migrations/0179_add_group_type_mapping.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0178_rename_dashboard_item_to_insight"),
     ]
@@ -14,10 +13,21 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="GroupTypeMapping",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("group_type", models.CharField(max_length=400)),
                 ("group_type_index", models.IntegerField()),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
         ),
         migrations.AddConstraint(
@@ -27,13 +37,15 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="grouptypemapping",
             constraint=models.UniqueConstraint(
-                fields=("team", "group_type_index"), name="unique event column indexes for team"
+                fields=("team", "group_type_index"),
+                name="unique event column indexes for team",
             ),
         ),
         migrations.AddConstraint(
             model_name="grouptypemapping",
             constraint=models.CheckConstraint(
-                check=models.Q(("group_type_index__lte", 5)), name="group_type_index is less than or equal 5"
+                check=models.Q(("group_type_index__lte", 5)),
+                name="group_type_index is less than or equal 5",
             ),
         ),
     ]
diff --git a/posthog/migrations/0180_person_version.py b/posthog/migrations/0180_person_version.py
index 46d008ccf5f35..d6d48d7643f78 100644
--- a/posthog/migrations/0180_person_version.py
+++ b/posthog/migrations/0180_person_version.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0179_add_group_type_mapping"),
     ]
diff --git a/posthog/migrations/0181_team_correlation_config.py b/posthog/migrations/0181_team_correlation_config.py
index 5d8dc4f3a80bd..9bc7be124d8c6 100644
--- a/posthog/migrations/0181_team_correlation_config.py
+++ b/posthog/migrations/0181_team_correlation_config.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0180_person_version"),
     ]
diff --git a/posthog/migrations/0182_sessionrecordingevent_window_id.py b/posthog/migrations/0182_sessionrecordingevent_window_id.py
index 1bfcb9b9b71a9..ba59120a0bbb9 100644
--- a/posthog/migrations/0182_sessionrecordingevent_window_id.py
+++ b/posthog/migrations/0182_sessionrecordingevent_window_id.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0181_team_correlation_config"),
     ]
diff --git a/posthog/migrations/0183_groups_pg.py b/posthog/migrations/0183_groups_pg.py
index 2924c8a581c05..ff5d69ffb0cce 100644
--- a/posthog/migrations/0183_groups_pg.py
+++ b/posthog/migrations/0183_groups_pg.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0182_sessionrecordingevent_window_id"),
     ]
@@ -14,7 +13,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Group",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("group_key", models.CharField(max_length=400)),
                 ("group_type_index", models.IntegerField()),
                 ("group_properties", models.JSONField(default=dict)),
@@ -22,7 +29,10 @@ class Migration(migrations.Migration):
                 ("properties_last_updated_at", models.JSONField(default=dict)),
                 ("properties_last_operation", models.JSONField(default=dict)),
                 ("version", models.BigIntegerField()),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
         ),
         migrations.AddConstraint(
diff --git a/posthog/migrations/0184_delete_sessionsfilter.py b/posthog/migrations/0184_delete_sessionsfilter.py
index 4d5c6d7fda3f1..44df92d321541 100644
--- a/posthog/migrations/0184_delete_sessionsfilter.py
+++ b/posthog/migrations/0184_delete_sessionsfilter.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0183_groups_pg"),
     ]
diff --git a/posthog/migrations/0185_special_migrations.py b/posthog/migrations/0185_special_migrations.py
index ef779c7aafcde..3c95dcb6e2a40 100644
--- a/posthog/migrations/0185_special_migrations.py
+++ b/posthog/migrations/0185_special_migrations.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0184_delete_sessionsfilter"),
     ]
@@ -15,17 +14,29 @@ class Migration(migrations.Migration):
             fields=[
                 ("id", models.BigAutoField(primary_key=True, serialize=False)),
                 ("name", models.CharField(max_length=50)),
-                ("description", models.CharField(blank=True, max_length=400, null=True)),
+                (
+                    "description",
+                    models.CharField(blank=True, max_length=400, null=True),
+                ),
                 ("progress", models.PositiveSmallIntegerField(default=0)),
                 ("status", models.PositiveSmallIntegerField(default=0)),
-                ("current_operation_index", models.PositiveSmallIntegerField(default=0)),
+                (
+                    "current_operation_index",
+                    models.PositiveSmallIntegerField(default=0),
+                ),
                 ("current_query_id", models.CharField(default="", max_length=100)),
                 ("celery_task_id", models.CharField(default="", max_length=100)),
                 ("started_at", models.DateTimeField(blank=True, null=True)),
                 ("finished_at", models.DateTimeField(blank=True, null=True)),
                 ("last_error", models.TextField(blank=True, null=True)),
-                ("posthog_min_version", models.CharField(blank=True, max_length=20, null=True)),
-                ("posthog_max_version", models.CharField(blank=True, max_length=20, null=True)),
+                (
+                    "posthog_min_version",
+                    models.CharField(blank=True, max_length=20, null=True),
+                ),
+                (
+                    "posthog_max_version",
+                    models.CharField(blank=True, max_length=20, null=True),
+                ),
             ],
         ),
         migrations.AddConstraint(
diff --git a/posthog/migrations/0186_insight_refresh_attempt.py b/posthog/migrations/0186_insight_refresh_attempt.py
index 052ef134cbb68..2f643dfe7d070 100644
--- a/posthog/migrations/0186_insight_refresh_attempt.py
+++ b/posthog/migrations/0186_insight_refresh_attempt.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0185_special_migrations"),
     ]
diff --git a/posthog/migrations/0187_stale_events.py b/posthog/migrations/0187_stale_events.py
index c7aad3faeec0e..3fa16bd4457fa 100644
--- a/posthog/migrations/0187_stale_events.py
+++ b/posthog/migrations/0187_stale_events.py
@@ -4,7 +4,6 @@
 
 
 def set_created_at(apps, schema_editor):
-
     try:
         from posthog.client import sync_execute
     except ImportError:
@@ -32,7 +31,6 @@ def set_created_at(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0186_insight_refresh_attempt"),
     ]
diff --git a/posthog/migrations/0188_person_distinct_id_version.py b/posthog/migrations/0188_person_distinct_id_version.py
index 0d068def31b40..57f2ab732499d 100644
--- a/posthog/migrations/0188_person_distinct_id_version.py
+++ b/posthog/migrations/0188_person_distinct_id_version.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0187_stale_events"),
     ]
diff --git a/posthog/migrations/0189_alter_annotation_scope.py b/posthog/migrations/0189_alter_annotation_scope.py
index 2b0bc6b7ce2f1..c8eb52286e0c5 100644
--- a/posthog/migrations/0189_alter_annotation_scope.py
+++ b/posthog/migrations/0189_alter_annotation_scope.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0188_person_distinct_id_version"),
     ]
@@ -14,7 +13,11 @@ class Migration(migrations.Migration):
             model_name="annotation",
             name="scope",
             field=models.CharField(
-                choices=[("dashboard_item", "insight"), ("project", "project"), ("organization", "organization")],
+                choices=[
+                    ("dashboard_item", "insight"),
+                    ("project", "project"),
+                    ("organization", "organization"),
+                ],
                 default="dashboard_item",
                 max_length=24,
             ),
diff --git a/posthog/migrations/0190_experiment.py b/posthog/migrations/0190_experiment.py
index cec03a5e882d5..071722ba18e6c 100644
--- a/posthog/migrations/0190_experiment.py
+++ b/posthog/migrations/0190_experiment.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0189_alter_annotation_scope"),
     ]
@@ -16,9 +15,20 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Experiment",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("name", models.CharField(max_length=400)),
-                ("description", models.CharField(blank=True, max_length=400, null=True)),
+                (
+                    "description",
+                    models.CharField(blank=True, max_length=400, null=True),
+                ),
                 ("filters", models.JSONField(default=dict)),
                 ("parameters", models.JSONField(default=dict, null=True)),
                 ("start_date", models.DateTimeField(null=True)),
@@ -27,13 +37,22 @@ class Migration(migrations.Migration):
                 ("updated_at", models.DateTimeField(auto_now=True)),
                 (
                     "created_by",
-                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL),
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to=settings.AUTH_USER_MODEL,
+                    ),
                 ),
                 (
                     "feature_flag",
-                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.featureflag"),
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.featureflag",
+                    ),
+                ),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
             ],
         ),
     ]
diff --git a/posthog/migrations/0191_rename_specialmigration_asyncmigration.py b/posthog/migrations/0191_rename_specialmigration_asyncmigration.py
index 89455a47093bc..518b6cd3032a1 100644
--- a/posthog/migrations/0191_rename_specialmigration_asyncmigration.py
+++ b/posthog/migrations/0191_rename_specialmigration_asyncmigration.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0190_experiment"),
     ]
diff --git a/posthog/migrations/0192_event_properties.py b/posthog/migrations/0192_event_properties.py
index d2d1c0afd023d..90cd831c338e0 100644
--- a/posthog/migrations/0192_event_properties.py
+++ b/posthog/migrations/0192_event_properties.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0191_rename_specialmigration_asyncmigration"),
     ]
@@ -15,7 +14,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="EventProperty",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("event", models.CharField(max_length=400)),
                 ("property", models.CharField(max_length=400)),
                 (
@@ -38,7 +45,8 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="eventproperty",
             constraint=models.UniqueConstraint(
-                fields=("team", "event", "property"), name="posthog_event_property_unique_team_event_property"
+                fields=("team", "event", "property"),
+                name="posthog_event_property_unique_team_event_property",
             ),
         ),
     ]
diff --git a/posthog/migrations/0193_auto_20211222_0912.py b/posthog/migrations/0193_auto_20211222_0912.py
index c5236c5300b02..a028cb6a7649f 100644
--- a/posthog/migrations/0193_auto_20211222_0912.py
+++ b/posthog/migrations/0193_auto_20211222_0912.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0192_event_properties"),
     ]
@@ -44,8 +43,14 @@ class Migration(migrations.Migration):
             constraint=models.CheckConstraint(
                 check=models.Q(
                     models.Q(
-                        ("property_type__in", ["DateTime", "String", "Numeric", "Boolean"]),
-                        ("property_type_format__in", ["unix_timestamp", "YYYY-MM-DD hh:mm:ss", "YYYY-MM-DD"]),
+                        (
+                            "property_type__in",
+                            ["DateTime", "String", "Numeric", "Boolean"],
+                        ),
+                        (
+                            "property_type_format__in",
+                            ["unix_timestamp", "YYYY-MM-DD hh:mm:ss", "YYYY-MM-DD"],
+                        ),
                     )
                 ),
                 name="property_type_and_format_are_valid",
diff --git a/posthog/migrations/0194_set_property_type_for_time.py b/posthog/migrations/0194_set_property_type_for_time.py
index 40a11c5cf10c9..452c46f18a144 100644
--- a/posthog/migrations/0194_set_property_type_for_time.py
+++ b/posthog/migrations/0194_set_property_type_for_time.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0193_auto_20211222_0912"),
     ]
diff --git a/posthog/migrations/0195_group_type_name.py b/posthog/migrations/0195_group_type_name.py
index 4f818f3d3384c..c100c26b761f9 100644
--- a/posthog/migrations/0195_group_type_name.py
+++ b/posthog/migrations/0195_group_type_name.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0194_set_property_type_for_time"),
     ]
diff --git a/posthog/migrations/0196_update_property_types.py b/posthog/migrations/0196_update_property_types.py
index 790cfed311ae3..230a536e0254c 100644
--- a/posthog/migrations/0196_update_property_types.py
+++ b/posthog/migrations/0196_update_property_types.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0195_group_type_name"),
     ]
@@ -39,7 +38,10 @@ class Migration(migrations.Migration):
             constraint=models.CheckConstraint(
                 check=models.Q(
                     models.Q(
-                        ("property_type__in", ["DateTime", "String", "Numeric", "Boolean"]),
+                        (
+                            "property_type__in",
+                            ["DateTime", "String", "Numeric", "Boolean"],
+                        ),
                         (
                             "property_type_format__in",
                             [
diff --git a/posthog/migrations/0197_plugin_is_stateless.py b/posthog/migrations/0197_plugin_is_stateless.py
index 0b09f00404905..32d9018c89257 100644
--- a/posthog/migrations/0197_plugin_is_stateless.py
+++ b/posthog/migrations/0197_plugin_is_stateless.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0196_update_property_types"),
     ]
diff --git a/posthog/migrations/0198_async_migration_error.py b/posthog/migrations/0198_async_migration_error.py
index 1fca61f08fca8..bd1932c772b76 100644
--- a/posthog/migrations/0198_async_migration_error.py
+++ b/posthog/migrations/0198_async_migration_error.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0197_plugin_is_stateless"),
     ]
@@ -23,7 +22,10 @@ class Migration(migrations.Migration):
                 ("description", models.CharField(max_length=400)),
                 (
                     "async_migration",
-                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.asyncmigration"),
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.asyncmigration",
+                    ),
                 ),
             ],
         ),
diff --git a/posthog/migrations/0199_update_experiment_model.py b/posthog/migrations/0199_update_experiment_model.py
index dc1d1aa4cf5ff..eac2ce551d81c 100644
--- a/posthog/migrations/0199_update_experiment_model.py
+++ b/posthog/migrations/0199_update_experiment_model.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0198_async_migration_error"),
     ]
diff --git a/posthog/migrations/0200_insight_last_modified.py b/posthog/migrations/0200_insight_last_modified.py
index 61335edd71dff..6b568c4381480 100644
--- a/posthog/migrations/0200_insight_last_modified.py
+++ b/posthog/migrations/0200_insight_last_modified.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0199_update_experiment_model"),
     ]
diff --git a/posthog/migrations/0201_remove_property_type_format_constraint.py b/posthog/migrations/0201_remove_property_type_format_constraint.py
index 83435e998f337..4451b2d81b1b7 100644
--- a/posthog/migrations/0201_remove_property_type_format_constraint.py
+++ b/posthog/migrations/0201_remove_property_type_format_constraint.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0200_insight_last_modified"),
     ]
diff --git a/posthog/migrations/0202_descriptions_for_action.py b/posthog/migrations/0202_descriptions_for_action.py
index d446196299d02..cfda7fdf75f07 100644
--- a/posthog/migrations/0202_descriptions_for_action.py
+++ b/posthog/migrations/0202_descriptions_for_action.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0201_remove_property_type_format_constraint"),
     ]
diff --git a/posthog/migrations/0203_dashboard_permissions.py b/posthog/migrations/0203_dashboard_permissions.py
index 58936560d68c2..b029b2aeb06f2 100644
--- a/posthog/migrations/0203_dashboard_permissions.py
+++ b/posthog/migrations/0203_dashboard_permissions.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0202_descriptions_for_action"),
     ]
diff --git a/posthog/migrations/0204_remove_duplicate_plugin_configs.py b/posthog/migrations/0204_remove_duplicate_plugin_configs.py
index c076acc3ef8dd..a9be75e301fe4 100644
--- a/posthog/migrations/0204_remove_duplicate_plugin_configs.py
+++ b/posthog/migrations/0204_remove_duplicate_plugin_configs.py
@@ -23,7 +23,6 @@ def remove_duplicate_plugin_configs(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0203_dashboard_permissions"),
     ]
diff --git a/posthog/migrations/0205_auto_20220204_1748.py b/posthog/migrations/0205_auto_20220204_1748.py
index 8fc138fbd95ea..1b09b6736692b 100644
--- a/posthog/migrations/0205_auto_20220204_1748.py
+++ b/posthog/migrations/0205_auto_20220204_1748.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0204_remove_duplicate_plugin_configs"),
     ]
diff --git a/posthog/migrations/0206_global_tags_setup.py b/posthog/migrations/0206_global_tags_setup.py
index f977c5106d110..f5927c2baea49 100644
--- a/posthog/migrations/0206_global_tags_setup.py
+++ b/posthog/migrations/0206_global_tags_setup.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0205_auto_20220204_1748"),
     ]
@@ -19,11 +18,17 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("name", models.CharField(max_length=255)),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
         ),
         migrations.CreateModel(
@@ -32,7 +37,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 (
@@ -48,7 +56,9 @@ class Migration(migrations.Migration):
                 (
                     "tag",
                     models.ForeignKey(
-                        on_delete=django.db.models.deletion.CASCADE, related_name="tagged_items", to="posthog.tag"
+                        on_delete=django.db.models.deletion.CASCADE,
+                        related_name="tagged_items",
+                        to="posthog.tag",
                     ),
                 ),
             ],
@@ -56,7 +66,8 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="taggeditem",
             constraint=models.CheckConstraint(
-                check=models.Q(models.Q(("action__isnull", False)), _connector="OR"), name="exactly_one_related_object"
+                check=models.Q(models.Q(("action__isnull", False)), _connector="OR"),
+                name="exactly_one_related_object",
             ),
         ),
         migrations.AlterUniqueTogether(
diff --git a/posthog/migrations/0207_cohort_count.py b/posthog/migrations/0207_cohort_count.py
index 95e985f8c0ec0..794ed5add5ea7 100644
--- a/posthog/migrations/0207_cohort_count.py
+++ b/posthog/migrations/0207_cohort_count.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0206_global_tags_setup"),
     ]
diff --git a/posthog/migrations/0208_alter_plugin_updated_at.py b/posthog/migrations/0208_alter_plugin_updated_at.py
index 81e0492d6d74d..2e30b98562a35 100644
--- a/posthog/migrations/0208_alter_plugin_updated_at.py
+++ b/posthog/migrations/0208_alter_plugin_updated_at.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0207_cohort_count"),
     ]
diff --git a/posthog/migrations/0209_plugin_logs_disabled.py b/posthog/migrations/0209_plugin_logs_disabled.py
index 31b8423790ea4..72cbcbb80cbb4 100644
--- a/posthog/migrations/0209_plugin_logs_disabled.py
+++ b/posthog/migrations/0209_plugin_logs_disabled.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0208_alter_plugin_updated_at"),
     ]
diff --git a/posthog/migrations/0210_drop_update_person_functions.py b/posthog/migrations/0210_drop_update_person_functions.py
index 6d70f4c0cf32b..c036799c5429f 100644
--- a/posthog/migrations/0210_drop_update_person_functions.py
+++ b/posthog/migrations/0210_drop_update_person_functions.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0209_plugin_logs_disabled"),
     ]
diff --git a/posthog/migrations/0211_async_migrations_errors_length.py b/posthog/migrations/0211_async_migrations_errors_length.py
index 445b85183e7a9..a29e6bd862808 100644
--- a/posthog/migrations/0211_async_migrations_errors_length.py
+++ b/posthog/migrations/0211_async_migrations_errors_length.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0210_drop_update_person_functions"),
     ]
diff --git a/posthog/migrations/0212_alter_persondistinctid_team.py b/posthog/migrations/0212_alter_persondistinctid_team.py
index 89995547f70db..3f0b7eb908fac 100644
--- a/posthog/migrations/0212_alter_persondistinctid_team.py
+++ b/posthog/migrations/0212_alter_persondistinctid_team.py
@@ -48,7 +48,9 @@ class Migration(migrations.Migration):
                     model_name="persondistinctid",
                     name="team",
                     field=models.ForeignKey(
-                        db_index=False, on_delete=django.db.models.deletion.CASCADE, to="posthog.team"
+                        db_index=False,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.team",
                     ),
                 )
             ],
diff --git a/posthog/migrations/0213_deprecated_old_tags.py b/posthog/migrations/0213_deprecated_old_tags.py
index d713f0aaa5f45..2efc99288852c 100644
--- a/posthog/migrations/0213_deprecated_old_tags.py
+++ b/posthog/migrations/0213_deprecated_old_tags.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0212_alter_persondistinctid_team"),
     ]
@@ -18,14 +17,22 @@ class Migration(migrations.Migration):
             model_name="dashboard",
             name="deprecated_tags",
             field=django.contrib.postgres.fields.ArrayField(
-                base_field=models.CharField(max_length=32), blank=True, default=list, null=True, size=None
+                base_field=models.CharField(max_length=32),
+                blank=True,
+                default=list,
+                null=True,
+                size=None,
             ),
         ),
         migrations.AlterField(
             model_name="insight",
             name="deprecated_tags",
             field=django.contrib.postgres.fields.ArrayField(
-                base_field=models.CharField(max_length=32), blank=True, default=list, null=True, size=None
+                base_field=models.CharField(max_length=32),
+                blank=True,
+                default=list,
+                null=True,
+                size=None,
             ),
         ),
         migrations.RemoveConstraint(
@@ -78,7 +85,16 @@ class Migration(migrations.Migration):
         ),
         migrations.AlterUniqueTogether(
             name="taggeditem",
-            unique_together={("tag", "dashboard", "insight", "event_definition", "property_definition", "action")},
+            unique_together={
+                (
+                    "tag",
+                    "dashboard",
+                    "insight",
+                    "event_definition",
+                    "property_definition",
+                    "action",
+                )
+            },
         ),
         migrations.AddConstraint(
             model_name="taggeditem",
diff --git a/posthog/migrations/0215_add_tags_back.py b/posthog/migrations/0215_add_tags_back.py
index 0bd14fee6f5ac..bc66b0997cd60 100644
--- a/posthog/migrations/0215_add_tags_back.py
+++ b/posthog/migrations/0215_add_tags_back.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0214_migrate_dashboard_insight_tags"),
     ]
@@ -15,14 +14,22 @@ class Migration(migrations.Migration):
             model_name="dashboard",
             name="tags",
             field=django.contrib.postgres.fields.ArrayField(
-                base_field=models.CharField(max_length=32), blank=True, default=None, null=True, size=None
+                base_field=models.CharField(max_length=32),
+                blank=True,
+                default=None,
+                null=True,
+                size=None,
             ),
         ),
         migrations.AddField(
             model_name="insight",
             name="tags",
             field=django.contrib.postgres.fields.ArrayField(
-                base_field=models.CharField(max_length=32), blank=True, default=None, null=True, size=None
+                base_field=models.CharField(max_length=32),
+                blank=True,
+                default=None,
+                null=True,
+                size=None,
             ),
         ),
     ]
diff --git a/posthog/migrations/0216_insight_placeholder_name.py b/posthog/migrations/0216_insight_placeholder_name.py
index 43e0a93447550..7d5956a0cfbc6 100644
--- a/posthog/migrations/0216_insight_placeholder_name.py
+++ b/posthog/migrations/0216_insight_placeholder_name.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0215_add_tags_back"),
     ]
diff --git a/posthog/migrations/0217_team_primary_dashboard.py b/posthog/migrations/0217_team_primary_dashboard.py
index 98a8f32763983..cb164adf85455 100644
--- a/posthog/migrations/0217_team_primary_dashboard.py
+++ b/posthog/migrations/0217_team_primary_dashboard.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0216_insight_placeholder_name"),
     ]
diff --git a/posthog/migrations/0219_migrate_tags_v2.py b/posthog/migrations/0219_migrate_tags_v2.py
index 1895d3b86c59d..ecc4f4312a812 100644
--- a/posthog/migrations/0219_migrate_tags_v2.py
+++ b/posthog/migrations/0219_migrate_tags_v2.py
@@ -33,7 +33,11 @@ def forwards(apps, schema_editor):
     )
 
     for insight_page in insight_paginator.page_range:
-        logger.info("insight_tag_batch_get_start", limit=batch_size, offset=(insight_page - 1) * batch_size)
+        logger.info(
+            "insight_tag_batch_get_start",
+            limit=batch_size,
+            offset=(insight_page - 1) * batch_size,
+        )
         insights = iter(insight_paginator.get_page(insight_page))
         for tags, team_id, insight_id in insights:
             unique_tags = set(tagify(t) for t in tags if isinstance(t, str) and t.strip() != "")
@@ -55,13 +59,22 @@ def forwards(apps, schema_editor):
     )
 
     for dashboard_page in dashboard_paginator.page_range:
-        logger.info("dashboard_tag_batch_get_start", limit=batch_size, offset=(dashboard_page - 1) * batch_size)
+        logger.info(
+            "dashboard_tag_batch_get_start",
+            limit=batch_size,
+            offset=(dashboard_page - 1) * batch_size,
+        )
         dashboards = iter(dashboard_paginator.get_page(dashboard_page))
         for tags, team_id, dashboard_id in dashboards:
             unique_tags = set(tagify(t) for t in tags if isinstance(t, str) and t.strip() != "")
             for tag in unique_tags:
                 temp_tag = Tag(name=tag, team_id=team_id)
-                createables.append((temp_tag, TaggedItem(dashboard_id=dashboard_id, tag_id=temp_tag.id)))
+                createables.append(
+                    (
+                        temp_tag,
+                        TaggedItem(dashboard_id=dashboard_id, tag_id=temp_tag.id),
+                    )
+                )
 
     logger.info("dashboard_tag_get_end", tags_count=len(createables) - num_insight_tags)
 
@@ -94,7 +107,9 @@ def forwards(apps, schema_editor):
 
         # Create tag <-> item relationships, ignoring conflicts
         TaggedItem.objects.bulk_create(
-            [tagged_item for (_, tagged_item) in createable_batch], ignore_conflicts=True, batch_size=batch_size
+            [tagged_item for (_, tagged_item) in createable_batch],
+            ignore_conflicts=True,
+            batch_size=batch_size,
         )
 
     logger.info("posthog/0219_migrate_tags_v2_end")
diff --git a/posthog/migrations/0220_backfill_primary_dashboards.py b/posthog/migrations/0220_backfill_primary_dashboards.py
index 4633c81b90bbf..f32def59bc25c 100644
--- a/posthog/migrations/0220_backfill_primary_dashboards.py
+++ b/posthog/migrations/0220_backfill_primary_dashboards.py
@@ -10,7 +10,6 @@ def backfill_primary_dashboards(apps, _):
 
     team_dashboards = []
     with connection.cursor() as cursor:
-
         # Fetch a list of teams and the id of the dashboard that should be set as the primary dashboard
         # The primary dashboard should be the oldest pinned dashboard, if one exists
         # or the oldest dashboard, if no pinned dashboards exist
diff --git a/posthog/migrations/0221_add_activity_log_model.py b/posthog/migrations/0221_add_activity_log_model.py
index dda3d6001c30a..077951fbfda0f 100644
--- a/posthog/migrations/0221_add_activity_log_model.py
+++ b/posthog/migrations/0221_add_activity_log_model.py
@@ -10,7 +10,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0220_backfill_primary_dashboards"),
     ]
@@ -22,7 +21,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("team_id", models.PositiveIntegerField(null=True)),
@@ -33,26 +35,36 @@ class Migration(migrations.Migration):
                 (
                     "detail",
                     models.JSONField(
-                        encoder=posthog.models.activity_logging.activity_log.ActivityDetailEncoder, null=True
+                        encoder=posthog.models.activity_logging.activity_log.ActivityDetailEncoder,
+                        null=True,
                     ),
                 ),
                 ("created_at", models.DateTimeField(default=django.utils.timezone.now)),
                 (
                     "user",
                     models.ForeignKey(
-                        null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
             ],
         ),
         migrations.AddIndex(
             model_name="activitylog",
-            index=models.Index(fields=["team_id", "scope", "item_id"], name="posthog_act_team_id_13a0a8_idx"),
+            index=models.Index(
+                fields=["team_id", "scope", "item_id"],
+                name="posthog_act_team_id_13a0a8_idx",
+            ),
         ),
         migrations.AddConstraint(
             model_name="activitylog",
             constraint=models.CheckConstraint(
-                check=models.Q(("team_id__isnull", False), ("organization_id__isnull", False), _connector="OR"),
+                check=models.Q(
+                    ("team_id__isnull", False),
+                    ("organization_id__isnull", False),
+                    _connector="OR",
+                ),
                 name="must_have_team_or_organization_id",
             ),
         ),
diff --git a/posthog/migrations/0222_fix_deleted_primary_dashboards.py b/posthog/migrations/0222_fix_deleted_primary_dashboards.py
index 7869597e61475..a65df9e39f2f7 100644
--- a/posthog/migrations/0222_fix_deleted_primary_dashboards.py
+++ b/posthog/migrations/0222_fix_deleted_primary_dashboards.py
@@ -15,7 +15,6 @@ def fix_for_deleted_primary_dashboards(apps, _):
 
     expected_team_dashboards = []
     with connection.cursor() as cursor:
-
         # Fetch a list of teams and the id of the dashboard that should be set as the primary dashboard
         # The primary dashboard should be the oldest pinned dashboard, if one exists
         # or the oldest dashboard, if no pinned dashboards exist
diff --git a/posthog/migrations/0223_organizationdomain.py b/posthog/migrations/0223_organizationdomain.py
index 30cef1aca53a0..c46349689ff69 100644
--- a/posthog/migrations/0223_organizationdomain.py
+++ b/posthog/migrations/0223_organizationdomain.py
@@ -15,12 +15,14 @@ def migrate_domain_whitelist(apps, schema_editor):
     for organization in Organization.objects.exclude(domain_whitelist=[]):
         for domain in organization.domain_whitelist:
             OrganizationDomain.objects.create(
-                organization=organization, domain=domain, verified_at=timezone.now(), jit_provisioning_enabled=True
+                organization=organization,
+                domain=domain,
+                verified_at=timezone.now(),
+                jit_provisioning_enabled=True,
             )
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0222_fix_deleted_primary_dashboards"),
     ]
@@ -32,18 +34,28 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("domain", models.CharField(max_length=128, unique=True)),
                 (
                     "verification_challenge",
                     models.CharField(
-                        default=posthog.models.organization_domain.generate_verification_challenge, max_length=128
+                        default=posthog.models.organization_domain.generate_verification_challenge,
+                        max_length=128,
                     ),
                 ),
-                ("verified_at", models.DateTimeField(blank=True, default=None, null=True)),
-                ("last_verification_retry", models.DateTimeField(blank=True, default=None, null=True)),
+                (
+                    "verified_at",
+                    models.DateTimeField(blank=True, default=None, null=True),
+                ),
+                (
+                    "last_verification_retry",
+                    models.DateTimeField(blank=True, default=None, null=True),
+                ),
                 (
                     "jit_provisioning_enabled",
                     models.BooleanField(default=False),
@@ -52,7 +64,9 @@ class Migration(migrations.Migration):
                 (
                     "organization",
                     models.ForeignKey(
-                        on_delete=django.db.models.deletion.CASCADE, related_name="domains", to="posthog.organization"
+                        on_delete=django.db.models.deletion.CASCADE,
+                        related_name="domains",
+                        to="posthog.organization",
                     ),
                 ),
             ],
diff --git a/posthog/migrations/0224_saml_multitenant.py b/posthog/migrations/0224_saml_multitenant.py
index 2f942a4caf0d2..b2813acd95827 100644
--- a/posthog/migrations/0224_saml_multitenant.py
+++ b/posthog/migrations/0224_saml_multitenant.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0223_organizationdomain"),
     ]
diff --git a/posthog/migrations/0225_insight_viewed.py b/posthog/migrations/0225_insight_viewed.py
index e0f1b58456766..7d4195a4fb681 100644
--- a/posthog/migrations/0225_insight_viewed.py
+++ b/posthog/migrations/0225_insight_viewed.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0224_saml_multitenant"),
     ]
@@ -15,16 +14,42 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="InsightViewed",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("last_viewed_at", models.DateTimeField()),
-                ("insight", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.insight")),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
-                ("user", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)),
+                (
+                    "insight",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.insight",
+                    ),
+                ),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
+                (
+                    "user",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to=settings.AUTH_USER_MODEL,
+                    ),
+                ),
             ],
         ),
         migrations.AddIndex(
             model_name="insightviewed",
-            index=models.Index(fields=["team_id", "user_id", "-last_viewed_at"], name="posthog_ins_team_id_339ee0_idx"),
+            index=models.Index(
+                fields=["team_id", "user_id", "-last_viewed_at"],
+                name="posthog_ins_team_id_339ee0_idx",
+            ),
         ),
         migrations.AddConstraint(
             model_name="insightviewed",
diff --git a/posthog/migrations/0226_longer_action_slack_message_format.py b/posthog/migrations/0226_longer_action_slack_message_format.py
index 8f6a1968f2492..b6d0d5d448ecf 100644
--- a/posthog/migrations/0226_longer_action_slack_message_format.py
+++ b/posthog/migrations/0226_longer_action_slack_message_format.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0225_insight_viewed"),
     ]
diff --git a/posthog/migrations/0227_add_dashboard_tiles.py b/posthog/migrations/0227_add_dashboard_tiles.py
index 88e2258ca455f..5ced1caad6326 100644
--- a/posthog/migrations/0227_add_dashboard_tiles.py
+++ b/posthog/migrations/0227_add_dashboard_tiles.py
@@ -58,7 +58,6 @@ def reverse(apps, _) -> None:
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0226_longer_action_slack_message_format"),
     ]
@@ -67,9 +66,23 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="DashboardTile",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
-                ("dashboard", models.ForeignKey(on_delete=models.deletion.CASCADE, to="posthog.dashboard")),
-                ("insight", models.ForeignKey(on_delete=models.deletion.CASCADE, to="posthog.insight")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
+                (
+                    "dashboard",
+                    models.ForeignKey(on_delete=models.deletion.CASCADE, to="posthog.dashboard"),
+                ),
+                (
+                    "insight",
+                    models.ForeignKey(on_delete=models.deletion.CASCADE, to="posthog.insight"),
+                ),
                 ("layouts", models.JSONField(default=dict)),
                 ("color", models.CharField(blank=True, max_length=400, null=True)),
             ],
@@ -78,7 +91,10 @@ class Migration(migrations.Migration):
             model_name="dashboard",
             name="insights",
             field=models.ManyToManyField(
-                blank=True, related_name="dashboards", through="posthog.DashboardTile", to="posthog.Insight"
+                blank=True,
+                related_name="dashboards",
+                through="posthog.DashboardTile",
+                to="posthog.Insight",
             ),
         ),
         migrations.RunPython(migrate_dashboard_insight_relations, reverse, elidable=True),
diff --git a/posthog/migrations/0228_fix_tile_layouts.py b/posthog/migrations/0228_fix_tile_layouts.py
index bea976781fe8b..f819390449f04 100644
--- a/posthog/migrations/0228_fix_tile_layouts.py
+++ b/posthog/migrations/0228_fix_tile_layouts.py
@@ -42,7 +42,6 @@ def migrate_dashboard_insight_relations(apps, _) -> None:
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0227_add_dashboard_tiles"),
     ]
diff --git a/posthog/migrations/0229_add_filters_hash_to_dashboard_table.py b/posthog/migrations/0229_add_filters_hash_to_dashboard_table.py
index fdb078043a99a..7bbd818dbbafa 100644
--- a/posthog/migrations/0229_add_filters_hash_to_dashboard_table.py
+++ b/posthog/migrations/0229_add_filters_hash_to_dashboard_table.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0228_fix_tile_layouts"),
     ]
diff --git a/posthog/migrations/0230_cohort_filters.py b/posthog/migrations/0230_cohort_filters.py
index 96dff620cea4c..c695d413372eb 100644
--- a/posthog/migrations/0230_cohort_filters.py
+++ b/posthog/migrations/0230_cohort_filters.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0229_add_filters_hash_to_dashboard_table"),
     ]
diff --git a/posthog/migrations/0231_add_refreshing_data_to_tiles.py b/posthog/migrations/0231_add_refreshing_data_to_tiles.py
index 90e4171ba8f65..18a31765beead 100644
--- a/posthog/migrations/0231_add_refreshing_data_to_tiles.py
+++ b/posthog/migrations/0231_add_refreshing_data_to_tiles.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0230_cohort_filters"),
     ]
diff --git a/posthog/migrations/0232_add_team_person_display_name_properties.py b/posthog/migrations/0232_add_team_person_display_name_properties.py
index 1508ea860d7ed..56402418d2a46 100644
--- a/posthog/migrations/0232_add_team_person_display_name_properties.py
+++ b/posthog/migrations/0232_add_team_person_display_name_properties.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0231_add_refreshing_data_to_tiles"),
     ]
@@ -15,7 +14,10 @@ class Migration(migrations.Migration):
             model_name="team",
             name="person_display_name_properties",
             field=django.contrib.postgres.fields.ArrayField(
-                base_field=models.CharField(max_length=400), blank=True, null=True, size=None
+                base_field=models.CharField(max_length=400),
+                blank=True,
+                null=True,
+                size=None,
             ),
         ),
     ]
diff --git a/posthog/migrations/0233_plugin_source_file.py b/posthog/migrations/0233_plugin_source_file.py
index 2686bb99ca8bc..0e5a13827425a 100644
--- a/posthog/migrations/0233_plugin_source_file.py
+++ b/posthog/migrations/0233_plugin_source_file.py
@@ -33,7 +33,6 @@ def migrate_plugin_source(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0232_add_team_person_display_name_properties"),
     ]
@@ -45,12 +44,18 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("filename", models.CharField(max_length=200)),
                 ("source", models.TextField(blank=True, null=True)),
-                ("plugin", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.plugin")),
+                (
+                    "plugin",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.plugin"),
+                ),
             ],
         ),
         migrations.AddConstraint(
diff --git a/posthog/migrations/0234_create_plugin_jsons.py b/posthog/migrations/0234_create_plugin_jsons.py
index 6d6e3420efbb5..36b12068613e3 100644
--- a/posthog/migrations/0234_create_plugin_jsons.py
+++ b/posthog/migrations/0234_create_plugin_jsons.py
@@ -27,7 +27,6 @@ def migrate_plugin_source(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0233_plugin_source_file"),
     ]
diff --git a/posthog/migrations/0235_plugin_source_transpilation.py b/posthog/migrations/0235_plugin_source_transpilation.py
index 767db8bd4fd6b..a657113cf57ce 100644
--- a/posthog/migrations/0235_plugin_source_transpilation.py
+++ b/posthog/migrations/0235_plugin_source_transpilation.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0234_create_plugin_jsons"),
     ]
@@ -20,7 +19,11 @@ class Migration(migrations.Migration):
             name="status",
             field=models.CharField(
                 null=True,
-                choices=[("LOCKED", "locked"), ("TRANSPILED", "transpiled"), ("ERROR", "error")],
+                choices=[
+                    ("LOCKED", "locked"),
+                    ("TRANSPILED", "transpiled"),
+                    ("ERROR", "error"),
+                ],
                 max_length=20,
             ),
         ),
diff --git a/posthog/migrations/0236_add_instance_setting_model.py b/posthog/migrations/0236_add_instance_setting_model.py
index b42aa22cba4da..f41fae6f6f5fd 100644
--- a/posthog/migrations/0236_add_instance_setting_model.py
+++ b/posthog/migrations/0236_add_instance_setting_model.py
@@ -33,7 +33,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="InstanceSetting",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("key", models.CharField(max_length=128)),
                 ("raw_value", models.CharField(blank=True, max_length=1024)),
             ],
diff --git a/posthog/migrations/0237_remove_timezone_from_teams.py b/posthog/migrations/0237_remove_timezone_from_teams.py
index 4bd8f99cf24c4..e4ff58e555d6d 100644
--- a/posthog/migrations/0237_remove_timezone_from_teams.py
+++ b/posthog/migrations/0237_remove_timezone_from_teams.py
@@ -8,7 +8,6 @@ def reset_team_timezone_to_UTC(apps, _) -> None:
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0236_add_instance_setting_model"),
     ]
diff --git a/posthog/migrations/0238_exportedasset.py b/posthog/migrations/0238_exportedasset.py
index 92eef7b7faefa..f1ace97313135 100644
--- a/posthog/migrations/0238_exportedasset.py
+++ b/posthog/migrations/0238_exportedasset.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0237_remove_timezone_from_teams"),
     ]
@@ -16,7 +15,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="ExportedAsset",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 (
                     "export_format",
                     models.CharField(
@@ -41,13 +48,24 @@ class Migration(migrations.Migration):
                 ),
                 (
                     "dashboard",
-                    models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.dashboard"),
+                    models.ForeignKey(
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.dashboard",
+                    ),
                 ),
                 (
                     "insight",
-                    models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.insight"),
+                    models.ForeignKey(
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.insight",
+                    ),
+                ),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
             ],
         ),
     ]
diff --git a/posthog/migrations/0239_delete_postgres_pluginlogentry.py b/posthog/migrations/0239_delete_postgres_pluginlogentry.py
index 34dc7a34ca8c8..4161c47e28212 100644
--- a/posthog/migrations/0239_delete_postgres_pluginlogentry.py
+++ b/posthog/migrations/0239_delete_postgres_pluginlogentry.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0238_exportedasset"),
     ]
diff --git a/posthog/migrations/0240_organizationinvite_message.py b/posthog/migrations/0240_organizationinvite_message.py
index 17cf1a9c22a06..cefc8aa46b5f9 100644
--- a/posthog/migrations/0240_organizationinvite_message.py
+++ b/posthog/migrations/0240_organizationinvite_message.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0239_delete_postgres_pluginlogentry"),
     ]
diff --git a/posthog/migrations/0241_subscription.py b/posthog/migrations/0241_subscription.py
index 5c85060da6553..8d00dbef43f2d 100644
--- a/posthog/migrations/0241_subscription.py
+++ b/posthog/migrations/0241_subscription.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0240_organizationinvite_message"),
     ]
@@ -16,9 +15,20 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Subscription",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("title", models.CharField(blank=True, max_length=100, null=True)),
-                ("target_type", models.CharField(choices=[("email", "Email")], max_length=10)),
+                (
+                    "target_type",
+                    models.CharField(choices=[("email", "Email")], max_length=10),
+                ),
                 ("target_value", models.TextField()),
                 (
                     "frequency",
@@ -64,18 +74,32 @@ class Migration(migrations.Migration):
                 (
                     "created_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
                 (
                     "dashboard",
-                    models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.dashboard"),
+                    models.ForeignKey(
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.dashboard",
+                    ),
                 ),
                 (
                     "insight",
-                    models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.insight"),
+                    models.ForeignKey(
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.insight",
+                    ),
+                ),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
             ],
         ),
     ]
diff --git a/posthog/migrations/0242_team_live_events_columns.py b/posthog/migrations/0242_team_live_events_columns.py
index 8dee3fe2fd900..e29c482738406 100644
--- a/posthog/migrations/0242_team_live_events_columns.py
+++ b/posthog/migrations/0242_team_live_events_columns.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0241_subscription"),
     ]
diff --git a/posthog/migrations/0243_unpack_plugin_source_files.py b/posthog/migrations/0243_unpack_plugin_source_files.py
index d0e10ef482302..58aac54e753a9 100644
--- a/posthog/migrations/0243_unpack_plugin_source_files.py
+++ b/posthog/migrations/0243_unpack_plugin_source_files.py
@@ -56,7 +56,9 @@ def sync_from_plugin_archive(plugin):
             )
         else:
             logger.debug(
-                "Migration 0243 - extracted and saved code of plugin.", plugin=plugin.name, plugin_id=plugin.id
+                "Migration 0243 - extracted and saved code of plugin.",
+                plugin=plugin.name,
+                plugin_id=plugin.id,
             )
 
     logger.info("Migration 0243 - finished")
@@ -70,7 +72,6 @@ def reverse_func(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0242_team_live_events_columns"),
     ]
diff --git a/posthog/migrations/0244_drop_should_update_person_prop.py b/posthog/migrations/0244_drop_should_update_person_prop.py
index 40dc0f451e916..210e46ce4d36d 100644
--- a/posthog/migrations/0244_drop_should_update_person_prop.py
+++ b/posthog/migrations/0244_drop_should_update_person_prop.py
@@ -2,7 +2,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0243_unpack_plugin_source_files"),
     ]
diff --git a/posthog/migrations/0245_silence_deprecated_tags_warnings.py b/posthog/migrations/0245_silence_deprecated_tags_warnings.py
index f39278900d75c..56c2a042db092 100644
--- a/posthog/migrations/0245_silence_deprecated_tags_warnings.py
+++ b/posthog/migrations/0245_silence_deprecated_tags_warnings.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0244_drop_should_update_person_prop"),
     ]
diff --git a/posthog/migrations/0246_integrations.py b/posthog/migrations/0246_integrations.py
index d80dd3e6040d7..9bc1f0cb4b6eb 100644
--- a/posthog/migrations/0246_integrations.py
+++ b/posthog/migrations/0246_integrations.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0245_silence_deprecated_tags_warnings"),
     ]
@@ -16,13 +15,26 @@ class Migration(migrations.Migration):
             model_name="subscription",
             name="target_type",
             field=models.CharField(
-                choices=[("email", "Email"), ("slack", "Slack"), ("webhook", "Webhook")], max_length=10
+                choices=[
+                    ("email", "Email"),
+                    ("slack", "Slack"),
+                    ("webhook", "Webhook"),
+                ],
+                max_length=10,
             ),
         ),
         migrations.CreateModel(
             name="Integration",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("kind", models.CharField(choices=[("slack", "Slack")], max_length=10)),
                 ("config", models.JSONField(default=dict)),
                 ("sensitive_config", models.JSONField(default=dict)),
@@ -31,10 +43,16 @@ class Migration(migrations.Migration):
                 (
                     "created_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
         ),
     ]
diff --git a/posthog/migrations/0247_feature_flags_experience_continuity.py b/posthog/migrations/0247_feature_flags_experience_continuity.py
index 31a5c471c1fdb..f23365acf60fe 100644
--- a/posthog/migrations/0247_feature_flags_experience_continuity.py
+++ b/posthog/migrations/0247_feature_flags_experience_continuity.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0246_integrations"),
     ]
@@ -19,17 +18,32 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="FeatureFlagHashKeyOverride",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("feature_flag_key", models.CharField(max_length=400)),
                 ("hash_key", models.CharField(max_length=400)),
-                ("person", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.person")),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "person",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.person"),
+                ),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
         ),
         migrations.AddConstraint(
             model_name="featureflaghashkeyoverride",
             constraint=models.UniqueConstraint(
-                fields=("team", "person", "feature_flag_key"), name="Unique hash_key for a user/team/feature_flag combo"
+                fields=("team", "person", "feature_flag_key"),
+                name="Unique hash_key for a user/team/feature_flag combo",
             ),
         ),
     ]
diff --git a/posthog/migrations/0248_add_context_for_csv_exports.py b/posthog/migrations/0248_add_context_for_csv_exports.py
index ad5891165b54e..9b86fee68a8f2 100644
--- a/posthog/migrations/0248_add_context_for_csv_exports.py
+++ b/posthog/migrations/0248_add_context_for_csv_exports.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0247_feature_flags_experience_continuity"),
     ]
diff --git a/posthog/migrations/0249_add_sharingconfiguration.py b/posthog/migrations/0249_add_sharingconfiguration.py
index 8ee425789c583..ad3f6ccf209f3 100644
--- a/posthog/migrations/0249_add_sharingconfiguration.py
+++ b/posthog/migrations/0249_add_sharingconfiguration.py
@@ -29,7 +29,6 @@ def reverse(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0248_add_context_for_csv_exports"),
     ]
@@ -38,7 +37,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="SharingConfiguration",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
                 ("enabled", models.BooleanField(default=False)),
                 (
@@ -53,13 +60,24 @@ class Migration(migrations.Migration):
                 ),
                 (
                     "dashboard",
-                    models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.dashboard"),
+                    models.ForeignKey(
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.dashboard",
+                    ),
                 ),
                 (
                     "insight",
-                    models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.insight"),
+                    models.ForeignKey(
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.insight",
+                    ),
+                ),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
             ],
         ),
         migrations.RunPython(create_sharing_configurations, reverse, elidable=True),
diff --git a/posthog/migrations/0250_exportedasset_created_by.py b/posthog/migrations/0250_exportedasset_created_by.py
index e0f21ea5a447e..72a9984ab53fd 100644
--- a/posthog/migrations/0250_exportedasset_created_by.py
+++ b/posthog/migrations/0250_exportedasset_created_by.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0249_add_sharingconfiguration"),
     ]
@@ -16,7 +15,10 @@ class Migration(migrations.Migration):
             model_name="exportedasset",
             name="created_by",
             field=models.ForeignKey(
-                blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.SET_NULL,
+                to=settings.AUTH_USER_MODEL,
             ),
         ),
     ]
diff --git a/posthog/migrations/0251_event_buffer.py b/posthog/migrations/0251_event_buffer.py
index af6b8f3b105b6..c0323f3057ce8 100644
--- a/posthog/migrations/0251_event_buffer.py
+++ b/posthog/migrations/0251_event_buffer.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0250_exportedasset_created_by"),
     ]
@@ -13,7 +12,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="EventBuffer",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("event", models.JSONField(null=True, blank=True)),
                 ("process_at", models.DateTimeField()),
                 ("locked", models.BooleanField()),
diff --git a/posthog/migrations/0252_reset_insight_refreshing_status.py b/posthog/migrations/0252_reset_insight_refreshing_status.py
index 140128632f575..abfef85709b30 100644
--- a/posthog/migrations/0252_reset_insight_refreshing_status.py
+++ b/posthog/migrations/0252_reset_insight_refreshing_status.py
@@ -16,7 +16,6 @@ def reverse(_apps, _schema_editor) -> None:
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0251_event_buffer"),
     ]
diff --git a/posthog/migrations/0253_add_async_migration_parameters.py b/posthog/migrations/0253_add_async_migration_parameters.py
index a81e43700dee4..d96735c67c483 100644
--- a/posthog/migrations/0253_add_async_migration_parameters.py
+++ b/posthog/migrations/0253_add_async_migration_parameters.py
@@ -10,7 +10,6 @@ def describe(self):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0252_reset_insight_refreshing_status"),
     ]
diff --git a/posthog/migrations/0254_prompt_sequence_state.py b/posthog/migrations/0254_prompt_sequence_state.py
index 94b920a964a8a..e10e4a2530b4d 100644
--- a/posthog/migrations/0254_prompt_sequence_state.py
+++ b/posthog/migrations/0254_prompt_sequence_state.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0253_add_async_migration_parameters"),
     ]
@@ -15,20 +14,38 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="PromptSequenceState",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("key", models.CharField(max_length=400)),
-                ("last_updated_at", models.DateTimeField(default=django.utils.timezone.now)),
+                (
+                    "last_updated_at",
+                    models.DateTimeField(default=django.utils.timezone.now),
+                ),
                 ("step", models.IntegerField(default=0)),
                 ("completed", models.BooleanField(default=False)),
                 ("dismissed", models.BooleanField(default=False)),
-                ("person", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.person")),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "person",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.person"),
+                ),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
         ),
         migrations.AddConstraint(
             model_name="promptsequencestate",
             constraint=models.UniqueConstraint(
-                fields=("team", "person", "key"), name="unique sequence key for person for team"
+                fields=("team", "person", "key"),
+                name="unique sequence key for person for team",
             ),
         ),
     ]
diff --git a/posthog/migrations/0255_user_prompt_sequence_state.py b/posthog/migrations/0255_user_prompt_sequence_state.py
index 9c1d2ec48f7fe..ebfe3dc5e6363 100644
--- a/posthog/migrations/0255_user_prompt_sequence_state.py
+++ b/posthog/migrations/0255_user_prompt_sequence_state.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0254_prompt_sequence_state"),
     ]
@@ -16,13 +15,30 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="UserPromptSequenceState",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("key", models.CharField(max_length=400)),
-                ("last_updated_at", models.DateTimeField(default=django.utils.timezone.now)),
+                (
+                    "last_updated_at",
+                    models.DateTimeField(default=django.utils.timezone.now),
+                ),
                 ("step", models.IntegerField(default=0)),
                 ("completed", models.BooleanField(default=False)),
                 ("dismissed", models.BooleanField(default=False)),
-                ("user", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)),
+                (
+                    "user",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to=settings.AUTH_USER_MODEL,
+                    ),
+                ),
             ],
         ),
         migrations.AddConstraint(
diff --git a/posthog/migrations/0256_add_async_deletion_model.py b/posthog/migrations/0256_add_async_deletion_model.py
index dcc035f70bc08..636fe554b15d5 100644
--- a/posthog/migrations/0256_add_async_deletion_model.py
+++ b/posthog/migrations/0256_add_async_deletion_model.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0255_user_prompt_sequence_state"),
     ]
@@ -24,10 +23,15 @@ class Migration(migrations.Migration):
                 (
                     "created_by",
                     models.ForeignKey(
-                        null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
         ),
         migrations.AddIndex(
@@ -45,7 +49,8 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="asyncdeletion",
             constraint=models.UniqueConstraint(
-                fields=("deletion_type", "key", "group_type_index"), name="unique deletion for groups"
+                fields=("deletion_type", "key", "group_type_index"),
+                name="unique deletion for groups",
             ),
         ),
     ]
diff --git a/posthog/migrations/0257_add_default_checked_for_test_filters_on_team.py b/posthog/migrations/0257_add_default_checked_for_test_filters_on_team.py
index ccf6d725f15a3..b513fb4713dd5 100644
--- a/posthog/migrations/0257_add_default_checked_for_test_filters_on_team.py
+++ b/posthog/migrations/0257_add_default_checked_for_test_filters_on_team.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0256_add_async_deletion_model"),
     ]
diff --git a/posthog/migrations/0258_team_recording_domains.py b/posthog/migrations/0258_team_recording_domains.py
index 510cf5500bb26..9ae7931f1048a 100644
--- a/posthog/migrations/0258_team_recording_domains.py
+++ b/posthog/migrations/0258_team_recording_domains.py
@@ -3,7 +3,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0257_add_default_checked_for_test_filters_on_team"),
     ]
@@ -13,7 +12,10 @@ class Migration(migrations.Migration):
             model_name="team",
             name="recording_domains",
             field=django.contrib.postgres.fields.ArrayField(
-                base_field=models.CharField(max_length=200, null=True), blank=True, null=True, size=None
+                base_field=models.CharField(max_length=200, null=True),
+                blank=True,
+                null=True,
+                size=None,
             ),
         ),
     ]
diff --git a/posthog/migrations/0259_backfill_team_recording_domains.py b/posthog/migrations/0259_backfill_team_recording_domains.py
index 8589dcc83de02..1f0dcba4f08f8 100644
--- a/posthog/migrations/0259_backfill_team_recording_domains.py
+++ b/posthog/migrations/0259_backfill_team_recording_domains.py
@@ -45,7 +45,6 @@ def reverse(apps, _):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0258_team_recording_domains"),
     ]
diff --git a/posthog/migrations/0260_pak_v2.py b/posthog/migrations/0260_pak_v2.py
index abd6b490b303c..02fbd842ed39a 100644
--- a/posthog/migrations/0260_pak_v2.py
+++ b/posthog/migrations/0260_pak_v2.py
@@ -20,7 +20,6 @@ def hash_all_keys(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0259_backfill_team_recording_domains"),
     ]
diff --git a/posthog/migrations/0261_team_capture_console_log_opt_in.py b/posthog/migrations/0261_team_capture_console_log_opt_in.py
index 9bca3ca244582..92f202606cea9 100644
--- a/posthog/migrations/0261_team_capture_console_log_opt_in.py
+++ b/posthog/migrations/0261_team_capture_console_log_opt_in.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0260_pak_v2"),
     ]
diff --git a/posthog/migrations/0262_track_viewed_notifications.py b/posthog/migrations/0262_track_viewed_notifications.py
index 441d6472514f2..a333ce35688ea 100644
--- a/posthog/migrations/0262_track_viewed_notifications.py
+++ b/posthog/migrations/0262_track_viewed_notifications.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0261_team_capture_console_log_opt_in"),
     ]
@@ -20,14 +19,19 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("last_viewed_activity_date", models.DateTimeField(default=None)),
                 (
                     "user",
                     models.ForeignKey(
-                        null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
             ],
diff --git a/posthog/migrations/0263_plugin_config_web_token.py b/posthog/migrations/0263_plugin_config_web_token.py
index 1600ef55c4f5d..79aabbaf0d3c9 100644
--- a/posthog/migrations/0263_plugin_config_web_token.py
+++ b/posthog/migrations/0263_plugin_config_web_token.py
@@ -14,7 +14,6 @@ def forwards_func(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0262_track_viewed_notifications"),
     ]
diff --git a/posthog/migrations/0264_user_partial_notification_settings.py b/posthog/migrations/0264_user_partial_notification_settings.py
index 53984cb854b21..c8f8b9c727fd8 100644
--- a/posthog/migrations/0264_user_partial_notification_settings.py
+++ b/posthog/migrations/0264_user_partial_notification_settings.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0263_plugin_config_web_token"),
     ]
diff --git a/posthog/migrations/0265_related_tiles.py b/posthog/migrations/0265_related_tiles.py
index a161e58ec4d6e..55a5958054c00 100644
--- a/posthog/migrations/0265_related_tiles.py
+++ b/posthog/migrations/0265_related_tiles.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0264_user_partial_notification_settings"),
     ]
@@ -16,7 +15,9 @@ class Migration(migrations.Migration):
             model_name="dashboardtile",
             name="dashboard",
             field=models.ForeignKey(
-                on_delete=django.db.models.deletion.CASCADE, related_name="tiles", to="posthog.dashboard"
+                on_delete=django.db.models.deletion.CASCADE,
+                related_name="tiles",
+                to="posthog.dashboard",
             ),
         ),
     ]
diff --git a/posthog/migrations/0266_add_is_system_field_to_activity_log.py b/posthog/migrations/0266_add_is_system_field_to_activity_log.py
index 539307c29a4db..b6716d09b3c55 100644
--- a/posthog/migrations/0266_add_is_system_field_to_activity_log.py
+++ b/posthog/migrations/0266_add_is_system_field_to_activity_log.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0265_related_tiles"),
     ]
diff --git a/posthog/migrations/0267_add_text_tiles.py b/posthog/migrations/0267_add_text_tiles.py
index 808f7020e6500..b33ffea3d4905 100644
--- a/posthog/migrations/0267_add_text_tiles.py
+++ b/posthog/migrations/0267_add_text_tiles.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0266_add_is_system_field_to_activity_log"),
     ]
@@ -16,9 +15,20 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Text",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("body", models.CharField(blank=True, max_length=4000, null=True)),
-                ("last_modified_at", models.DateTimeField(default=django.utils.timezone.now)),
+                (
+                    "last_modified_at",
+                    models.DateTimeField(default=django.utils.timezone.now),
+                ),
             ],
         ),
         # allow null and add related name to the field
@@ -36,7 +46,10 @@ class Migration(migrations.Migration):
             model_name="text",
             name="created_by",
             field=models.ForeignKey(
-                blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.SET_NULL,
+                to=settings.AUTH_USER_MODEL,
             ),
         ),
         migrations.AddField(
@@ -78,7 +91,9 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="dashboardtile",
             constraint=models.UniqueConstraint(
-                condition=models.Q(("text__isnull", False)), fields=("dashboard", "text"), name="unique_dashboard_text"
+                condition=models.Q(("text__isnull", False)),
+                fields=("dashboard", "text"),
+                name="unique_dashboard_text",
             ),
         ),
         # can't have both insight and text on a tile
diff --git a/posthog/migrations/0268_plugin_source_file_updated_at.py b/posthog/migrations/0268_plugin_source_file_updated_at.py
index 29bb3d78e98c0..c9e23fd601222 100644
--- a/posthog/migrations/0268_plugin_source_file_updated_at.py
+++ b/posthog/migrations/0268_plugin_source_file_updated_at.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0267_add_text_tiles"),
     ]
diff --git a/posthog/migrations/0269_soft_delete_tiles.py b/posthog/migrations/0269_soft_delete_tiles.py
index fd12b437a9b90..6c02e4aba196a 100644
--- a/posthog/migrations/0269_soft_delete_tiles.py
+++ b/posthog/migrations/0269_soft_delete_tiles.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0268_plugin_source_file_updated_at"),
     ]
diff --git a/posthog/migrations/0270_add_uploaded_media.py b/posthog/migrations/0270_add_uploaded_media.py
index eac6c04e6c5d5..4b202c85757e8 100644
--- a/posthog/migrations/0270_add_uploaded_media.py
+++ b/posthog/migrations/0270_add_uploaded_media.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0269_soft_delete_tiles"),
     ]
@@ -20,20 +19,35 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
-                ("media_location", models.TextField(blank=True, max_length=1000, null=True)),
-                ("content_type", models.TextField(blank=True, max_length=100, null=True)),
+                (
+                    "media_location",
+                    models.TextField(blank=True, max_length=1000, null=True),
+                ),
+                (
+                    "content_type",
+                    models.TextField(blank=True, max_length=100, null=True),
+                ),
                 ("file_name", models.TextField(blank=True, max_length=1000, null=True)),
                 (
                     "created_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
             options={
                 "abstract": False,
diff --git a/posthog/migrations/0271_delete_promptsequencestate.py b/posthog/migrations/0271_delete_promptsequencestate.py
index cd1df66344aa7..479482c1981b5 100644
--- a/posthog/migrations/0271_delete_promptsequencestate.py
+++ b/posthog/migrations/0271_delete_promptsequencestate.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0270_add_uploaded_media"),
     ]
diff --git a/posthog/migrations/0272_alter_organization_plugins_access_level.py b/posthog/migrations/0272_alter_organization_plugins_access_level.py
index 13f56d6f21b90..5f7fee6db4de3 100644
--- a/posthog/migrations/0272_alter_organization_plugins_access_level.py
+++ b/posthog/migrations/0272_alter_organization_plugins_access_level.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0271_delete_promptsequencestate"),
     ]
@@ -15,7 +14,8 @@ class Migration(migrations.Migration):
             model_name="organization",
             name="plugins_access_level",
             field=models.PositiveSmallIntegerField(
-                choices=[(0, "none"), (3, "config"), (6, "install"), (9, "root")], default=3
+                choices=[(0, "none"), (3, "config"), (6, "install"), (9, "root")],
+                default=3,
             ),
         ),
     ]
diff --git a/posthog/migrations/0273_mark_inactive_exports_as_finished.py b/posthog/migrations/0273_mark_inactive_exports_as_finished.py
index 324a6fdcd2683..fcf024f5e6281 100644
--- a/posthog/migrations/0273_mark_inactive_exports_as_finished.py
+++ b/posthog/migrations/0273_mark_inactive_exports_as_finished.py
@@ -32,7 +32,12 @@ def should_verify_if_ongoing(start_entry, finished_exports):
         else:
             finished_exports.add(key(entry))
 
-    start_entries = list(filter(lambda entry: should_verify_if_ongoing(entry, finished_exports), start_entries))
+    start_entries = list(
+        filter(
+            lambda entry: should_verify_if_ongoing(entry, finished_exports),
+            start_entries,
+        )
+    )
 
     for entry in start_entries:
         expected_running_job_id = entry.detail["trigger"]["job_id"]
diff --git a/posthog/migrations/0274_add_plugin_icon_and_rewrite_urls.py b/posthog/migrations/0274_add_plugin_icon_and_rewrite_urls.py
index ee0b095199239..683937de53ac8 100644
--- a/posthog/migrations/0274_add_plugin_icon_and_rewrite_urls.py
+++ b/posthog/migrations/0274_add_plugin_icon_and_rewrite_urls.py
@@ -2,7 +2,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0273_mark_inactive_exports_as_finished"),
     ]
diff --git a/posthog/migrations/0275_feature_flag_rollback_fields.py b/posthog/migrations/0275_feature_flag_rollback_fields.py
index 6e938205fcad4..9078a175497a9 100644
--- a/posthog/migrations/0275_feature_flag_rollback_fields.py
+++ b/posthog/migrations/0275_feature_flag_rollback_fields.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0274_add_plugin_icon_and_rewrite_urls"),
     ]
diff --git a/posthog/migrations/0276_organization_usage.py b/posthog/migrations/0276_organization_usage.py
index 1aa80ff6c5cf1..0e46fb7f50e7f 100644
--- a/posthog/migrations/0276_organization_usage.py
+++ b/posthog/migrations/0276_organization_usage.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0275_feature_flag_rollback_fields"),
     ]
diff --git a/posthog/migrations/0277_recording_playlist_model.py b/posthog/migrations/0277_recording_playlist_model.py
index 137e9c0c75727..3a7b1ea2fd68c 100644
--- a/posthog/migrations/0277_recording_playlist_model.py
+++ b/posthog/migrations/0277_recording_playlist_model.py
@@ -9,7 +9,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0276_organization_usage"),
     ]
@@ -18,20 +17,44 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="SessionRecordingPlaylist",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
-                ("short_id", models.CharField(blank=True, default=posthog.utils.generate_short_id, max_length=12)),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
+                (
+                    "short_id",
+                    models.CharField(
+                        blank=True,
+                        default=posthog.utils.generate_short_id,
+                        max_length=12,
+                    ),
+                ),
                 ("name", models.CharField(blank=True, max_length=400, null=True)),
-                ("derived_name", models.CharField(blank=True, max_length=400, null=True)),
+                (
+                    "derived_name",
+                    models.CharField(blank=True, max_length=400, null=True),
+                ),
                 ("description", models.TextField(blank=True)),
                 ("pinned", models.BooleanField(default=False)),
                 ("deleted", models.BooleanField(default=False)),
                 ("filters", models.JSONField(default=dict)),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
-                ("last_modified_at", models.DateTimeField(default=django.utils.timezone.now)),
+                (
+                    "last_modified_at",
+                    models.DateTimeField(default=django.utils.timezone.now),
+                ),
                 (
                     "created_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
                 (
@@ -44,7 +67,10 @@ class Migration(migrations.Migration):
                         to=settings.AUTH_USER_MODEL,
                     ),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
             options={
                 "unique_together": {("team", "short_id")},
diff --git a/posthog/migrations/0278_organization_customer_id.py b/posthog/migrations/0278_organization_customer_id.py
index bebede0dcb936..76e65bf416d02 100644
--- a/posthog/migrations/0278_organization_customer_id.py
+++ b/posthog/migrations/0278_organization_customer_id.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0277_recording_playlist_model"),
     ]
diff --git a/posthog/migrations/0279_recording_playlist_item_model.py b/posthog/migrations/0279_recording_playlist_item_model.py
index cc8a359c9cca8..6bf9e98877bcd 100644
--- a/posthog/migrations/0279_recording_playlist_item_model.py
+++ b/posthog/migrations/0279_recording_playlist_item_model.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0278_organization_customer_id"),
     ]
@@ -19,7 +18,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="SessionRecordingPlaylistItem",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("session_id", models.CharField(max_length=200)),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
                 ("deleted", models.BooleanField(blank=True, null=True)),
diff --git a/posthog/migrations/0280_fix_async_deletion_team.py b/posthog/migrations/0280_fix_async_deletion_team.py
index 98c1b3a81b9a9..9b218d0aad5eb 100644
--- a/posthog/migrations/0280_fix_async_deletion_team.py
+++ b/posthog/migrations/0280_fix_async_deletion_team.py
@@ -10,7 +10,6 @@ def describe(self):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0279_recording_playlist_item_model"),
     ]
diff --git a/posthog/migrations/0281_create_insight_caching_state_model.py b/posthog/migrations/0281_create_insight_caching_state_model.py
index d8fb19f00a79c..9d176840bd954 100644
--- a/posthog/migrations/0281_create_insight_caching_state_model.py
+++ b/posthog/migrations/0281_create_insight_caching_state_model.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0280_fix_async_deletion_team"),
     ]
@@ -19,7 +18,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("cache_key", models.CharField(max_length=400)),
@@ -41,10 +43,15 @@ class Migration(migrations.Migration):
                 (
                     "insight",
                     models.ForeignKey(
-                        on_delete=django.db.models.deletion.CASCADE, related_name="caching_state", to="posthog.insight"
+                        on_delete=django.db.models.deletion.CASCADE,
+                        related_name="caching_state",
+                        to="posthog.insight",
                     ),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
         ),
         migrations.AddIndex(
diff --git a/posthog/migrations/0282_fix_insight_caching_state_model.py b/posthog/migrations/0282_fix_insight_caching_state_model.py
index c8f06becdcf7c..68606d0329dce 100644
--- a/posthog/migrations/0282_fix_insight_caching_state_model.py
+++ b/posthog/migrations/0282_fix_insight_caching_state_model.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0281_create_insight_caching_state_model"),
     ]
@@ -35,14 +34,19 @@ class Migration(migrations.Migration):
             model_name="insightcachingstate",
             name="dashboard_tile",
             field=models.ForeignKey(
-                null=True, on_delete=models.deletion.CASCADE, related_name="caching_states", to="posthog.dashboardtile"
+                null=True,
+                on_delete=models.deletion.CASCADE,
+                related_name="caching_states",
+                to="posthog.dashboardtile",
             ),
         ),
         migrations.AlterField(
             model_name="insightcachingstate",
             name="insight",
             field=models.ForeignKey(
-                on_delete=models.deletion.CASCADE, related_name="caching_states", to="posthog.insight"
+                on_delete=models.deletion.CASCADE,
+                related_name="caching_states",
+                to="posthog.insight",
             ),
         ),
     ]
diff --git a/posthog/migrations/0283_prompt_sequence_model.py b/posthog/migrations/0283_prompt_sequence_model.py
index 49378f62d32dd..16d29c076e483 100644
--- a/posthog/migrations/0283_prompt_sequence_model.py
+++ b/posthog/migrations/0283_prompt_sequence_model.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0282_fix_insight_caching_state_model"),
     ]
@@ -17,21 +16,40 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="Prompt",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("step", models.IntegerField()),
                 ("type", models.CharField(max_length=200)),
                 ("title", models.CharField(max_length=200)),
                 ("text", models.CharField(max_length=1000)),
                 ("placement", models.CharField(default="top", max_length=200)),
                 ("buttons", models.JSONField()),
-                ("reference", models.CharField(default=None, max_length=200, null=True)),
+                (
+                    "reference",
+                    models.CharField(default=None, max_length=200, null=True),
+                ),
                 ("icon", models.CharField(max_length=200)),
             ],
         ),
         migrations.CreateModel(
             name="PromptSequence",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("key", models.CharField(max_length=200)),
                 ("type", models.CharField(max_length=200)),
                 (
@@ -45,23 +63,46 @@ class Migration(migrations.Migration):
                 ("status", models.CharField(max_length=200)),
                 ("requires_opt_in", models.BooleanField(default=False)),
                 ("autorun", models.BooleanField(default=True)),
-                ("must_have_completed", models.ManyToManyField(blank=True, to="posthog.PromptSequence")),
+                (
+                    "must_have_completed",
+                    models.ManyToManyField(blank=True, to="posthog.PromptSequence"),
+                ),
                 ("prompts", models.ManyToManyField(to="posthog.Prompt")),
             ],
         ),
         migrations.CreateModel(
             name="UserPromptState",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
-                ("last_updated_at", models.DateTimeField(default=django.utils.timezone.now)),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
+                (
+                    "last_updated_at",
+                    models.DateTimeField(default=django.utils.timezone.now),
+                ),
                 ("step", models.IntegerField(default=None, null=True)),
                 ("completed", models.BooleanField(default=False)),
                 ("dismissed", models.BooleanField(default=False)),
                 (
                     "sequence",
-                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.promptsequence"),
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.promptsequence",
+                    ),
+                ),
+                (
+                    "user",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to=settings.AUTH_USER_MODEL,
+                    ),
                 ),
-                ("user", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)),
             ],
         ),
         migrations.DeleteModel(
diff --git a/posthog/migrations/0285_capture_performance_opt_in.py b/posthog/migrations/0285_capture_performance_opt_in.py
index ba1673cef18f2..9f478625b7be2 100644
--- a/posthog/migrations/0285_capture_performance_opt_in.py
+++ b/posthog/migrations/0285_capture_performance_opt_in.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0284_improved_caching_state_idx"),
     ]
diff --git a/posthog/migrations/0287_add_session_recording_model.py b/posthog/migrations/0287_add_session_recording_model.py
index 28bcd68907815..ca2ecb40a642c 100644
--- a/posthog/migrations/0287_add_session_recording_model.py
+++ b/posthog/migrations/0287_add_session_recording_model.py
@@ -24,7 +24,10 @@ def migrate_playlist_item_recording_relations(apps, _) -> None:
 
         Recording.objects.bulk_create(
             [
-                Recording(session_id=playlist_item_object.session_id, team=playlist_item_object.playlist.team)
+                Recording(
+                    session_id=playlist_item_object.session_id,
+                    team=playlist_item_object.playlist.team,
+                )
                 for playlist_item_object in playlist_items
             ],
             ignore_conflicts=True,
@@ -44,7 +47,6 @@ def reverse(apps, _) -> None:
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0286_index_insightcachingstate_lookup"),
     ]
@@ -72,12 +74,18 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("session_id", models.CharField(max_length=200, unique=True)),
                 ("created_at", models.DateTimeField(auto_now_add=True, null=True)),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
             options={
                 "unique_together": {("team", "session_id")},
diff --git a/posthog/migrations/0288_add_session_recording_persistence.py b/posthog/migrations/0288_add_session_recording_persistence.py
index 3bf5226e91025..785346ecc2c10 100644
--- a/posthog/migrations/0288_add_session_recording_persistence.py
+++ b/posthog/migrations/0288_add_session_recording_persistence.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0287_add_session_recording_model"),
     ]
diff --git a/posthog/migrations/0289_add_tags_to_feature_flags.py b/posthog/migrations/0289_add_tags_to_feature_flags.py
index debf52c006c03..913cbf6c99a36 100644
--- a/posthog/migrations/0289_add_tags_to_feature_flags.py
+++ b/posthog/migrations/0289_add_tags_to_feature_flags.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0288_add_session_recording_persistence"),
     ]
@@ -29,7 +28,15 @@ class Migration(migrations.Migration):
         migrations.AlterUniqueTogether(
             name="taggeditem",
             unique_together={
-                ("tag", "dashboard", "insight", "event_definition", "property_definition", "action", "feature_flag")
+                (
+                    "tag",
+                    "dashboard",
+                    "insight",
+                    "event_definition",
+                    "property_definition",
+                    "action",
+                    "feature_flag",
+                )
             },
         ),
         migrations.AddConstraint(
diff --git a/posthog/migrations/0290_add_dashboard_templates.py b/posthog/migrations/0290_add_dashboard_templates.py
index 65f8835a89cdd..736a495c8747e 100644
--- a/posthog/migrations/0290_add_dashboard_templates.py
+++ b/posthog/migrations/0290_add_dashboard_templates.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0289_add_tags_to_feature_flags"),
     ]
@@ -20,7 +19,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("template_name", models.CharField(max_length=400, null=True)),
@@ -30,11 +32,20 @@ class Migration(migrations.Migration):
                 (
                     "tags",
                     django.contrib.postgres.fields.ArrayField(
-                        base_field=models.CharField(max_length=255), default=list, size=None
+                        base_field=models.CharField(max_length=255),
+                        default=list,
+                        size=None,
                     ),
                 ),
                 ("github_url", models.CharField(max_length=8201, null=True)),
-                ("team", models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.team",
+                    ),
+                ),
             ],
         ),
         migrations.AddConstraint(
diff --git a/posthog/migrations/0291_create_person_override_model.py b/posthog/migrations/0291_create_person_override_model.py
index 59b7b9e5268fb..81c4191a25be3 100644
--- a/posthog/migrations/0291_create_person_override_model.py
+++ b/posthog/migrations/0291_create_person_override_model.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0290_add_dashboard_templates"),
     ]
@@ -14,18 +13,30 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="PersonOverride",
             fields=[
-                ("id", models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.BigAutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("old_person_id", models.UUIDField(db_index=True)),
                 ("override_person_id", models.UUIDField(db_index=True)),
                 ("oldest_event", models.DateTimeField()),
                 ("version", models.BigIntegerField(blank=True, null=True)),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
         ),
         migrations.AddConstraint(
             model_name="personoverride",
             constraint=models.UniqueConstraint(
-                fields=("team", "old_person_id"), name="unique override per old_person_id"
+                fields=("team", "old_person_id"),
+                name="unique override per old_person_id",
             ),
         ),
     ]
diff --git a/posthog/migrations/0292_property_definitions_persons_and_groups_support.py b/posthog/migrations/0292_property_definitions_persons_and_groups_support.py
index cde16d28f1840..d57a95ffa75de 100644
--- a/posthog/migrations/0292_property_definitions_persons_and_groups_support.py
+++ b/posthog/migrations/0292_property_definitions_persons_and_groups_support.py
@@ -35,7 +35,9 @@ class Migration(migrations.Migration):
             model_name="propertydefinition",
             constraint=models.CheckConstraint(
                 check=models.Q(
-                    models.Q(("type", 3), _negated=True), ("group_type_index__isnull", False), _connector="OR"
+                    models.Q(("type", 3), _negated=True),
+                    ("group_type_index__isnull", False),
+                    _connector="OR",
                 ),
                 name="group_type_index_set",
             ),
diff --git a/posthog/migrations/0293_property_definitions_drop_old_constraint.py b/posthog/migrations/0293_property_definitions_drop_old_constraint.py
index f1d623521c903..9da2dbdfbe217 100644
--- a/posthog/migrations/0293_property_definitions_drop_old_constraint.py
+++ b/posthog/migrations/0293_property_definitions_drop_old_constraint.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0292_property_definitions_persons_and_groups_support"),
     ]
diff --git a/posthog/migrations/0294_plugin_blank_fields.py b/posthog/migrations/0294_plugin_blank_fields.py
index 053fbb1d48ac0..7f519b9c021d0 100644
--- a/posthog/migrations/0294_plugin_blank_fields.py
+++ b/posthog/migrations/0294_plugin_blank_fields.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0293_property_definitions_drop_old_constraint"),
     ]
diff --git a/posthog/migrations/0295_plugin_allow_blank_config_schema.py b/posthog/migrations/0295_plugin_allow_blank_config_schema.py
index 8952f8a252fad..4c8de8d40ef26 100644
--- a/posthog/migrations/0295_plugin_allow_blank_config_schema.py
+++ b/posthog/migrations/0295_plugin_allow_blank_config_schema.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0294_plugin_blank_fields"),
     ]
diff --git a/posthog/migrations/0296_team_allow_blank_fields.py b/posthog/migrations/0296_team_allow_blank_fields.py
index f6c9065580709..9c593b68404ba 100644
--- a/posthog/migrations/0296_team_allow_blank_fields.py
+++ b/posthog/migrations/0296_team_allow_blank_fields.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0295_plugin_allow_blank_config_schema"),
     ]
diff --git a/posthog/migrations/0298_add_insight_queries.py b/posthog/migrations/0298_add_insight_queries.py
index 48d3475819d91..82c04e7388164 100644
--- a/posthog/migrations/0298_add_insight_queries.py
+++ b/posthog/migrations/0298_add_insight_queries.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0297_property_definitions_index_query"),
     ]
diff --git a/posthog/migrations/0299_set_templates_global.py b/posthog/migrations/0299_set_templates_global.py
index 4cdaf2f2c645f..7ca39b1814f35 100644
--- a/posthog/migrations/0299_set_templates_global.py
+++ b/posthog/migrations/0299_set_templates_global.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0298_add_insight_queries"),
     ]
diff --git a/posthog/migrations/0300_add_constraints_to_person_override.py b/posthog/migrations/0300_add_constraints_to_person_override.py
index 91716cd8cc292..1f54ee839514a 100644
--- a/posthog/migrations/0300_add_constraints_to_person_override.py
+++ b/posthog/migrations/0300_add_constraints_to_person_override.py
@@ -31,7 +31,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0299_set_templates_global"),
     ]
@@ -45,7 +44,11 @@ class Migration(migrations.Migration):
             model_name="personoverride",
             constraint=models.CheckConstraint(
                 check=models.Q(
-                    ("old_person_id__exact", django.db.models.expressions.F("override_person_id")), _negated=True
+                    (
+                        "old_person_id__exact",
+                        django.db.models.expressions.F("override_person_id"),
+                    ),
+                    _negated=True,
                 ),
                 name="old_person_id_different_from_override_person_id",
             ),
diff --git a/posthog/migrations/0301_organization_enforce_2fa.py b/posthog/migrations/0301_organization_enforce_2fa.py
index 21885de4fd954..43ae649c9d298 100644
--- a/posthog/migrations/0301_organization_enforce_2fa.py
+++ b/posthog/migrations/0301_organization_enforce_2fa.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0300_add_constraints_to_person_override"),
     ]
diff --git a/posthog/migrations/0302_add_user_pending_email_and_is_verified.py b/posthog/migrations/0302_add_user_pending_email_and_is_verified.py
index e318a48cce19b..1c779dc12df73 100644
--- a/posthog/migrations/0302_add_user_pending_email_and_is_verified.py
+++ b/posthog/migrations/0302_add_user_pending_email_and_is_verified.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0301_organization_enforce_2fa"),
     ]
@@ -19,7 +18,10 @@ class Migration(migrations.Migration):
             model_name="user",
             name="pending_email",
             field=models.EmailField(
-                blank=True, max_length=254, null=True, verbose_name="pending email address awaiting verification"
+                blank=True,
+                max_length=254,
+                null=True,
+                verbose_name="pending email address awaiting verification",
             ),
         ),
     ]
diff --git a/posthog/migrations/0303_team_session_recording_version.py b/posthog/migrations/0303_team_session_recording_version.py
index b0517f1506d38..29469557f3b5f 100644
--- a/posthog/migrations/0303_team_session_recording_version.py
+++ b/posthog/migrations/0303_team_session_recording_version.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0302_add_user_pending_email_and_is_verified"),
     ]
diff --git a/posthog/migrations/0304_store_dashboard_template_in_db.py b/posthog/migrations/0304_store_dashboard_template_in_db.py
index 6097f8761a29c..997ce8aab1bb8 100644
--- a/posthog/migrations/0304_store_dashboard_template_in_db.py
+++ b/posthog/migrations/0304_store_dashboard_template_in_db.py
@@ -13,7 +13,6 @@ def describe(self):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0303_team_session_recording_version"),
     ]
@@ -28,7 +27,10 @@ class Migration(migrations.Migration):
             model_name="dashboardtemplate",
             name="created_by",
             field=models.ForeignKey(
-                blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.SET_NULL,
+                to=settings.AUTH_USER_MODEL,
             ),
         ),
         migrations.AddField(
@@ -66,7 +68,10 @@ class Migration(migrations.Migration):
             model_name="dashboardtemplate",
             name="tags",
             field=django.contrib.postgres.fields.ArrayField(
-                base_field=models.CharField(max_length=255), blank=True, null=True, size=None
+                base_field=models.CharField(max_length=255),
+                blank=True,
+                null=True,
+                size=None,
             ),
         ),
         AlterFieldNullSafe(
diff --git a/posthog/migrations/0305_rework_person_overrides.py b/posthog/migrations/0305_rework_person_overrides.py
index 3afd6d4154b54..e5da39fce39b4 100644
--- a/posthog/migrations/0305_rework_person_overrides.py
+++ b/posthog/migrations/0305_rework_person_overrides.py
@@ -2,7 +2,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0304_store_dashboard_template_in_db"),
     ]
diff --git a/posthog/migrations/0306_featureflag_dashboard.py b/posthog/migrations/0306_featureflag_dashboard.py
index 87d6332e8f08d..b465eda4bee5e 100644
--- a/posthog/migrations/0306_featureflag_dashboard.py
+++ b/posthog/migrations/0306_featureflag_dashboard.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0305_rework_person_overrides"),
     ]
@@ -15,7 +14,10 @@ class Migration(migrations.Migration):
             model_name="featureflag",
             name="usage_dashboard",
             field=models.ForeignKey(
-                blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.dashboard"
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.CASCADE,
+                to="posthog.dashboard",
             ),
         ),
     ]
diff --git a/posthog/migrations/0307_pluginconfig_admin.py b/posthog/migrations/0307_pluginconfig_admin.py
index 2716382f4fc62..2a901a1492bb1 100644
--- a/posthog/migrations/0307_pluginconfig_admin.py
+++ b/posthog/migrations/0307_pluginconfig_admin.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0306_featureflag_dashboard"),
     ]
diff --git a/posthog/migrations/0308_add_indirect_person_override_constraints.py b/posthog/migrations/0308_add_indirect_person_override_constraints.py
index 757cc46f80126..78231ace0834e 100644
--- a/posthog/migrations/0308_add_indirect_person_override_constraints.py
+++ b/posthog/migrations/0308_add_indirect_person_override_constraints.py
@@ -20,7 +20,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0307_pluginconfig_admin"),
     ]
@@ -29,7 +28,15 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="PersonOverrideMapping",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("uuid", models.UUIDField()),
                 ("team_id", models.BigIntegerField()),
             ],
@@ -73,14 +80,19 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="personoverride",
             constraint=models.UniqueConstraint(
-                fields=("team", "old_person_id"), name="unique override per old_person_id"
+                fields=("team", "old_person_id"),
+                name="unique override per old_person_id",
             ),
         ),
         migrations.AddConstraint(
             model_name="personoverride",
             constraint=models.CheckConstraint(
                 check=models.Q(
-                    ("old_person_id__exact", django.db.models.expressions.F("override_person_id")), _negated=True
+                    (
+                        "old_person_id__exact",
+                        django.db.models.expressions.F("override_person_id"),
+                    ),
+                    _negated=True,
                 ),
                 name="old_person_id_different_from_override_person_id",
             ),
diff --git a/posthog/migrations/0309_team_autocapture_opt_out.py b/posthog/migrations/0309_team_autocapture_opt_out.py
index 5f77749d65eed..11b8e8a9cb0d7 100644
--- a/posthog/migrations/0309_team_autocapture_opt_out.py
+++ b/posthog/migrations/0309_team_autocapture_opt_out.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0308_add_indirect_person_override_constraints"),
     ]
diff --git a/posthog/migrations/0310_add_starter_dashboard_template.py b/posthog/migrations/0310_add_starter_dashboard_template.py
index 70957615b1975..2d1fc6972b517 100644
--- a/posthog/migrations/0310_add_starter_dashboard_template.py
+++ b/posthog/migrations/0310_add_starter_dashboard_template.py
@@ -148,7 +148,6 @@ def create_starter_template(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0309_team_autocapture_opt_out"),
     ]
diff --git a/posthog/migrations/0311_dashboard_template_scope.py b/posthog/migrations/0311_dashboard_template_scope.py
index 6843e09d68511..41e34afa83109 100644
--- a/posthog/migrations/0311_dashboard_template_scope.py
+++ b/posthog/migrations/0311_dashboard_template_scope.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0310_add_starter_dashboard_template"),
     ]
@@ -15,7 +14,10 @@ class Migration(migrations.Migration):
             model_name="dashboardtemplate",
             name="scope",
             field=models.CharField(
-                choices=[("team", "Only team"), ("global", "Global")], max_length=24, null=True, blank=True
+                choices=[("team", "Only team"), ("global", "Global")],
+                max_length=24,
+                null=True,
+                blank=True,
             ),
         ),
         migrations.RunSQL(
diff --git a/posthog/migrations/0312_organization_available_product_features.py b/posthog/migrations/0312_organization_available_product_features.py
index c5b2eb170f9c4..2459cd9726c07 100644
--- a/posthog/migrations/0312_organization_available_product_features.py
+++ b/posthog/migrations/0312_organization_available_product_features.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0311_dashboard_template_scope"),
     ]
diff --git a/posthog/migrations/0313_early_access_feature.py b/posthog/migrations/0313_early_access_feature.py
index 20d1dfe22d479..e5bc07942ff24 100644
--- a/posthog/migrations/0313_early_access_feature.py
+++ b/posthog/migrations/0313_early_access_feature.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0312_organization_available_product_features"),
     ]
@@ -19,7 +18,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("name", models.CharField(max_length=200)),
diff --git a/posthog/migrations/0314_sharingconfiguration_recording.py b/posthog/migrations/0314_sharingconfiguration_recording.py
index 940a09db8d46f..d4ce07d2ffebc 100644
--- a/posthog/migrations/0314_sharingconfiguration_recording.py
+++ b/posthog/migrations/0314_sharingconfiguration_recording.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0313_early_access_feature"),
     ]
diff --git a/posthog/migrations/0315_notebook.py b/posthog/migrations/0315_notebook.py
index b14d66d59c3f7..b02a15842a7a1 100644
--- a/posthog/migrations/0315_notebook.py
+++ b/posthog/migrations/0315_notebook.py
@@ -9,7 +9,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0314_sharingconfiguration_recording"),
     ]
@@ -21,20 +20,36 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
+                    ),
+                ),
+                (
+                    "short_id",
+                    models.CharField(
+                        blank=True,
+                        default=posthog.utils.generate_short_id,
+                        max_length=12,
                     ),
                 ),
-                ("short_id", models.CharField(blank=True, default=posthog.utils.generate_short_id, max_length=12)),
                 ("title", models.CharField(blank=True, max_length=256, null=True)),
                 ("content", models.JSONField(blank=True, default=None, null=True)),
                 ("deleted", models.BooleanField(default=False)),
                 ("version", models.IntegerField(default=0)),
                 ("created_at", models.DateTimeField(auto_now_add=True)),
-                ("last_modified_at", models.DateTimeField(default=django.utils.timezone.now)),
+                (
+                    "last_modified_at",
+                    models.DateTimeField(default=django.utils.timezone.now),
+                ),
                 (
                     "created_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
                 (
@@ -47,7 +62,10 @@ class Migration(migrations.Migration):
                         to=settings.AUTH_USER_MODEL,
                     ),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
             options={
                 "unique_together": {("team", "short_id")},
diff --git a/posthog/migrations/0316_action_href_text_matching.py b/posthog/migrations/0316_action_href_text_matching.py
index 870c045ad6a34..fdded1fd8cbf0 100644
--- a/posthog/migrations/0316_action_href_text_matching.py
+++ b/posthog/migrations/0316_action_href_text_matching.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0315_notebook"),
     ]
@@ -15,7 +14,11 @@ class Migration(migrations.Migration):
             name="href_matching",
             field=models.CharField(
                 blank=True,
-                choices=[("contains", "contains"), ("regex", "regex"), ("exact", "exact")],
+                choices=[
+                    ("contains", "contains"),
+                    ("regex", "regex"),
+                    ("exact", "exact"),
+                ],
                 max_length=400,
                 null=True,
             ),
@@ -25,7 +28,11 @@ class Migration(migrations.Migration):
             name="text_matching",
             field=models.CharField(
                 blank=True,
-                choices=[("contains", "contains"), ("regex", "regex"), ("exact", "exact")],
+                choices=[
+                    ("contains", "contains"),
+                    ("regex", "regex"),
+                    ("exact", "exact"),
+                ],
                 max_length=400,
                 null=True,
             ),
diff --git a/posthog/migrations/0317_batch_export_models.py b/posthog/migrations/0317_batch_export_models.py
index b8feb24b4b75e..f17bf9293ad34 100644
--- a/posthog/migrations/0317_batch_export_models.py
+++ b/posthog/migrations/0317_batch_export_models.py
@@ -17,7 +17,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 (
@@ -39,13 +42,15 @@ class Migration(migrations.Migration):
                 (
                     "created_at",
                     models.DateTimeField(
-                        auto_now_add=True, help_text="The timestamp at which this BatchExportDestination was created."
+                        auto_now_add=True,
+                        help_text="The timestamp at which this BatchExportDestination was created.",
                     ),
                 ),
                 (
                     "last_updated_at",
                     models.DateTimeField(
-                        auto_now=True, help_text="The timestamp at which this BatchExportDestination was last updated."
+                        auto_now=True,
+                        help_text="The timestamp at which this BatchExportDestination was last updated.",
                     ),
                 ),
             ],
@@ -59,7 +64,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 (
@@ -70,7 +78,10 @@ class Migration(migrations.Migration):
                         to="posthog.team",
                     ),
                 ),
-                ("name", models.TextField(help_text="A human-readable name for this BatchExport.")),
+                (
+                    "name",
+                    models.TextField(help_text="A human-readable name for this BatchExport."),
+                ),
                 (
                     "destination",
                     models.ForeignKey(
@@ -88,21 +99,32 @@ class Migration(migrations.Migration):
                         max_length=64,
                     ),
                 ),
-                ("paused", models.BooleanField(default=False, help_text="Whether this BatchExport is paused or not.")),
+                (
+                    "paused",
+                    models.BooleanField(
+                        default=False,
+                        help_text="Whether this BatchExport is paused or not.",
+                    ),
+                ),
                 (
                     "deleted",
-                    models.BooleanField(default=False, help_text="Whether this BatchExport is deleted or not."),
+                    models.BooleanField(
+                        default=False,
+                        help_text="Whether this BatchExport is deleted or not.",
+                    ),
                 ),
                 (
                     "created_at",
                     models.DateTimeField(
-                        auto_now_add=True, help_text="The timestamp at which this BatchExport was created."
+                        auto_now_add=True,
+                        help_text="The timestamp at which this BatchExport was created.",
                     ),
                 ),
                 (
                     "last_updated_at",
                     models.DateTimeField(
-                        auto_now=True, help_text="The timestamp at which this BatchExport was last updated."
+                        auto_now=True,
+                        help_text="The timestamp at which this BatchExport was last updated.",
                     ),
                 ),
             ],
@@ -116,7 +138,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 (
@@ -138,31 +163,52 @@ class Migration(migrations.Migration):
                 ),
                 (
                     "records_completed",
-                    models.IntegerField(help_text="The number of records that have been exported.", null=True),
+                    models.IntegerField(
+                        help_text="The number of records that have been exported.",
+                        null=True,
+                    ),
                 ),
                 (
                     "latest_error",
-                    models.TextField(help_text="The latest error that occurred during this run.", null=True),
+                    models.TextField(
+                        help_text="The latest error that occurred during this run.",
+                        null=True,
+                    ),
+                ),
+                (
+                    "data_interval_start",
+                    models.DateTimeField(help_text="The start of the data interval."),
+                ),
+                (
+                    "data_interval_end",
+                    models.DateTimeField(help_text="The end of the data interval."),
+                ),
+                (
+                    "cursor",
+                    models.TextField(
+                        help_text="An opaque cursor that may be used to resume.",
+                        null=True,
+                    ),
                 ),
-                ("data_interval_start", models.DateTimeField(help_text="The start of the data interval.")),
-                ("data_interval_end", models.DateTimeField(help_text="The end of the data interval.")),
-                ("cursor", models.TextField(help_text="An opaque cursor that may be used to resume.", null=True)),
                 (
                     "created_at",
                     models.DateTimeField(
-                        auto_now_add=True, help_text="The timestamp at which this BatchExportRun was created."
+                        auto_now_add=True,
+                        help_text="The timestamp at which this BatchExportRun was created.",
                     ),
                 ),
                 (
                     "finished_at",
                     models.DateTimeField(
-                        help_text="The timestamp at which this BatchExportRun finished, successfully or not.", null=True
+                        help_text="The timestamp at which this BatchExportRun finished, successfully or not.",
+                        null=True,
                     ),
                 ),
                 (
                     "last_updated_at",
                     models.DateTimeField(
-                        auto_now=True, help_text="The timestamp at which this BatchExportRun was last updated."
+                        auto_now=True,
+                        help_text="The timestamp at which this BatchExportRun was last updated.",
                     ),
                 ),
                 (
diff --git a/posthog/migrations/0318_alter_earlyaccessfeature_stage.py b/posthog/migrations/0318_alter_earlyaccessfeature_stage.py
index 2657a38695868..92abd1afd5d86 100644
--- a/posthog/migrations/0318_alter_earlyaccessfeature_stage.py
+++ b/posthog/migrations/0318_alter_earlyaccessfeature_stage.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0317_batch_export_models"),
     ]
diff --git a/posthog/migrations/0319_user_requested_password_reset_at.py b/posthog/migrations/0319_user_requested_password_reset_at.py
index 0b51cd0063256..7de6560f71fec 100644
--- a/posthog/migrations/0319_user_requested_password_reset_at.py
+++ b/posthog/migrations/0319_user_requested_password_reset_at.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0318_alter_earlyaccessfeature_stage"),
     ]
diff --git a/posthog/migrations/0320_survey.py b/posthog/migrations/0320_survey.py
index 9e8fea849ef9b..8dff33ee768db 100644
--- a/posthog/migrations/0320_survey.py
+++ b/posthog/migrations/0320_survey.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0319_user_requested_password_reset_at"),
     ]
@@ -19,7 +18,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("name", models.CharField(max_length=400)),
diff --git a/posthog/migrations/0321_add_exception_autocapture_optin.py b/posthog/migrations/0321_add_exception_autocapture_optin.py
index a1adce2374eb6..c15700964f90d 100644
--- a/posthog/migrations/0321_add_exception_autocapture_optin.py
+++ b/posthog/migrations/0321_add_exception_autocapture_optin.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0320_survey"),
     ]
diff --git a/posthog/migrations/0322_auto_20230531_1904.py b/posthog/migrations/0322_auto_20230531_1904.py
index c7b774f365c67..687d77316a99f 100644
--- a/posthog/migrations/0322_auto_20230531_1904.py
+++ b/posthog/migrations/0322_auto_20230531_1904.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0321_add_exception_autocapture_optin"),
     ]
@@ -14,13 +13,30 @@ class Migration(migrations.Migration):
         migrations.CreateModel(
             name="FeatureFlagDashboards",
             fields=[
-                ("id", models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                (
+                    "id",
+                    models.AutoField(
+                        auto_created=True,
+                        primary_key=True,
+                        serialize=False,
+                        verbose_name="ID",
+                    ),
+                ),
                 ("created_at", models.DateTimeField(auto_now_add=True, null=True)),
                 ("updated_at", models.DateTimeField(auto_now=True, null=True)),
-                ("dashboard", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.dashboard")),
+                (
+                    "dashboard",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.dashboard",
+                    ),
+                ),
                 (
                     "feature_flag",
-                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.featureflag"),
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.featureflag",
+                    ),
                 ),
             ],
         ),
@@ -37,7 +53,8 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="featureflagdashboards",
             constraint=models.UniqueConstraint(
-                fields=("feature_flag", "dashboard"), name="unique feature flag for a dashboard"
+                fields=("feature_flag", "dashboard"),
+                name="unique feature flag for a dashboard",
             ),
         ),
     ]
diff --git a/posthog/migrations/0324_user_has_seen_product_intro_for.py b/posthog/migrations/0324_user_has_seen_product_intro_for.py
index 5c75b6a7472e4..6c5142cdf47a6 100644
--- a/posthog/migrations/0324_user_has_seen_product_intro_for.py
+++ b/posthog/migrations/0324_user_has_seen_product_intro_for.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0323_alter_batchexportdestination_type"),
     ]
diff --git a/posthog/migrations/0325_alter_dashboardtemplate_scope.py b/posthog/migrations/0325_alter_dashboardtemplate_scope.py
index cccfc358af848..d6829a963ac7c 100644
--- a/posthog/migrations/0325_alter_dashboardtemplate_scope.py
+++ b/posthog/migrations/0325_alter_dashboardtemplate_scope.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0324_user_has_seen_product_intro_for"),
     ]
@@ -15,7 +14,11 @@ class Migration(migrations.Migration):
             name="scope",
             field=models.CharField(
                 blank=True,
-                choices=[("team", "Only team"), ("global", "Global"), ("feature_flag", "Feature Flag")],
+                choices=[
+                    ("team", "Only team"),
+                    ("global", "Global"),
+                    ("feature_flag", "Feature Flag"),
+                ],
                 max_length=24,
                 null=True,
             ),
diff --git a/posthog/migrations/0326_team_extra_settings.py b/posthog/migrations/0326_team_extra_settings.py
index 1ce5ca0886c75..62deb954703eb 100644
--- a/posthog/migrations/0326_team_extra_settings.py
+++ b/posthog/migrations/0326_team_extra_settings.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0325_alter_dashboardtemplate_scope"),
     ]
diff --git a/posthog/migrations/0327_alter_earlyaccessfeature_stage.py b/posthog/migrations/0327_alter_earlyaccessfeature_stage.py
index c9d2454d40d21..f5376b89e999c 100644
--- a/posthog/migrations/0327_alter_earlyaccessfeature_stage.py
+++ b/posthog/migrations/0327_alter_earlyaccessfeature_stage.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0326_team_extra_settings"),
     ]
diff --git a/posthog/migrations/0328_add_starter_feature_flag_template.py b/posthog/migrations/0328_add_starter_feature_flag_template.py
index adf9d5b971a60..eef2e038dc7a9 100644
--- a/posthog/migrations/0328_add_starter_feature_flag_template.py
+++ b/posthog/migrations/0328_add_starter_feature_flag_template.py
@@ -59,7 +59,6 @@ def create_starter_template(apps, schema_editor):
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0327_alter_earlyaccessfeature_stage"),
     ]
diff --git a/posthog/migrations/0329_datawarehousecredential_datawarehousetable.py b/posthog/migrations/0329_datawarehousecredential_datawarehousetable.py
index 7b1e88d018b8d..b3957067826df 100644
--- a/posthog/migrations/0329_datawarehousecredential_datawarehousetable.py
+++ b/posthog/migrations/0329_datawarehousecredential_datawarehousetable.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0328_add_starter_feature_flag_template"),
     ]
@@ -21,18 +20,33 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
-                ("access_key", encrypted_fields.fields.EncryptedTextField(max_length=500)),
-                ("access_secret", encrypted_fields.fields.EncryptedTextField(max_length=500)),
+                (
+                    "access_key",
+                    encrypted_fields.fields.EncryptedTextField(max_length=500),
+                ),
+                (
+                    "access_secret",
+                    encrypted_fields.fields.EncryptedTextField(max_length=500),
+                ),
                 (
                     "created_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
             options={
                 "abstract": False,
@@ -46,11 +60,17 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("name", models.CharField(max_length=128)),
-                ("format", models.CharField(choices=[("CSV", "CSV"), ("Parquet", "Parquet")], max_length=128)),
+                (
+                    "format",
+                    models.CharField(choices=[("CSV", "CSV"), ("Parquet", "Parquet")], max_length=128),
+                ),
                 ("url_pattern", models.CharField(max_length=500)),
                 (
                     "columns",
@@ -64,7 +84,10 @@ class Migration(migrations.Migration):
                 (
                     "created_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
                 (
@@ -76,7 +99,10 @@ class Migration(migrations.Migration):
                         to="posthog.datawarehousecredential",
                     ),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
             options={
                 "abstract": False,
diff --git a/posthog/migrations/0330_add_autocapture_exceptions_events_to_ignore.py b/posthog/migrations/0330_add_autocapture_exceptions_events_to_ignore.py
index ae830ee034d0d..71671bb4096f1 100644
--- a/posthog/migrations/0330_add_autocapture_exceptions_events_to_ignore.py
+++ b/posthog/migrations/0330_add_autocapture_exceptions_events_to_ignore.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0329_datawarehousecredential_datawarehousetable"),
     ]
diff --git a/posthog/migrations/0331_add_missing_property_definition_index.py b/posthog/migrations/0331_add_missing_property_definition_index.py
index f4c0bcbca4fad..376cec5d0b3d7 100644
--- a/posthog/migrations/0331_add_missing_property_definition_index.py
+++ b/posthog/migrations/0331_add_missing_property_definition_index.py
@@ -18,6 +18,9 @@ class Migration(migrations.Migration):
     operations = [
         AddIndexConcurrently(
             model_name="propertydefinition",
-            index=models.Index(fields=["team_id", "type", "is_numerical"], name="posthog_pro_team_id_eac36d_idx"),
+            index=models.Index(
+                fields=["team_id", "type", "is_numerical"],
+                name="posthog_pro_team_id_eac36d_idx",
+            ),
         ),
     ]
diff --git a/posthog/migrations/0332_featureflag_has_enriched_analytics.py b/posthog/migrations/0332_featureflag_has_enriched_analytics.py
index 259845b925947..d12ca4079d5aa 100644
--- a/posthog/migrations/0332_featureflag_has_enriched_analytics.py
+++ b/posthog/migrations/0332_featureflag_has_enriched_analytics.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0331_add_missing_property_definition_index"),
     ]
diff --git a/posthog/migrations/0333_add_timestamp_fields_to_batch_exports.py b/posthog/migrations/0333_add_timestamp_fields_to_batch_exports.py
index aa9654a3ca275..b945693d75c20 100644
--- a/posthog/migrations/0333_add_timestamp_fields_to_batch_exports.py
+++ b/posthog/migrations/0333_add_timestamp_fields_to_batch_exports.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0332_featureflag_has_enriched_analytics"),
     ]
@@ -14,21 +13,27 @@ class Migration(migrations.Migration):
             model_name="batchexport",
             name="end_at",
             field=models.DateTimeField(
-                default=None, help_text="Time after which any Batch Export runs won't be triggered.", null=True
+                default=None,
+                help_text="Time after which any Batch Export runs won't be triggered.",
+                null=True,
             ),
         ),
         migrations.AddField(
             model_name="batchexport",
             name="last_paused_at",
             field=models.DateTimeField(
-                default=None, help_text="The timestamp at which this BatchExport was last paused.", null=True
+                default=None,
+                help_text="The timestamp at which this BatchExport was last paused.",
+                null=True,
             ),
         ),
         migrations.AddField(
             model_name="batchexport",
             name="start_at",
             field=models.DateTimeField(
-                default=None, help_text="Time before which any Batch Export runs won't be triggered.", null=True
+                default=None,
+                help_text="Time before which any Batch Export runs won't be triggered.",
+                null=True,
             ),
         ),
     ]
diff --git a/posthog/migrations/0334_add_asset_ttl.py b/posthog/migrations/0334_add_asset_ttl.py
index ec77eedb9cd78..8a97eca2b11e4 100644
--- a/posthog/migrations/0334_add_asset_ttl.py
+++ b/posthog/migrations/0334_add_asset_ttl.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0333_add_timestamp_fields_to_batch_exports"),
     ]
diff --git a/posthog/migrations/0335_alter_asyncdeletion_deletion_type.py b/posthog/migrations/0335_alter_asyncdeletion_deletion_type.py
index 33f5294d206ef..36d8ddbccc372 100644
--- a/posthog/migrations/0335_alter_asyncdeletion_deletion_type.py
+++ b/posthog/migrations/0335_alter_asyncdeletion_deletion_type.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0334_add_asset_ttl"),
     ]
@@ -14,7 +13,13 @@ class Migration(migrations.Migration):
             model_name="asyncdeletion",
             name="deletion_type",
             field=models.PositiveSmallIntegerField(
-                choices=[(0, "Team"), (1, "Person"), (2, "Group"), (3, "Cohort Stale"), (4, "Cohort Full")]
+                choices=[
+                    (0, "Team"),
+                    (1, "Person"),
+                    (2, "Group"),
+                    (3, "Cohort Stale"),
+                    (4, "Cohort Full"),
+                ]
             ),
         ),
     ]
diff --git a/posthog/migrations/0336_alter_survey_type.py b/posthog/migrations/0336_alter_survey_type.py
index c432eb88eed46..8fe97122f5db7 100644
--- a/posthog/migrations/0336_alter_survey_type.py
+++ b/posthog/migrations/0336_alter_survey_type.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0335_alter_asyncdeletion_deletion_type"),
     ]
diff --git a/posthog/migrations/0337_more_session_recording_fields.py b/posthog/migrations/0337_more_session_recording_fields.py
index 66e59191c3b6d..c0396ef1417b5 100644
--- a/posthog/migrations/0337_more_session_recording_fields.py
+++ b/posthog/migrations/0337_more_session_recording_fields.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0336_alter_survey_type"),
     ]
diff --git a/posthog/migrations/0338_datawarehouse_saved_query.py b/posthog/migrations/0338_datawarehouse_saved_query.py
index eac5feef35a87..88ab851d0b1c8 100644
--- a/posthog/migrations/0338_datawarehouse_saved_query.py
+++ b/posthog/migrations/0338_datawarehouse_saved_query.py
@@ -8,7 +8,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0337_more_session_recording_fields"),
     ]
@@ -22,7 +21,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 (
@@ -41,20 +43,30 @@ class Migration(migrations.Migration):
                         null=True,
                     ),
                 ),
-                ("query", models.JSONField(blank=True, default=dict, help_text="HogQL query", null=True)),
+                (
+                    "query",
+                    models.JSONField(blank=True, default=dict, help_text="HogQL query", null=True),
+                ),
                 (
                     "created_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
         ),
         migrations.AddConstraint(
             model_name="datawarehousesavedquery",
             constraint=models.UniqueConstraint(
-                fields=("team", "name"), name="posthog_datawarehouse_saved_query_unique_name"
+                fields=("team", "name"),
+                name="posthog_datawarehouse_saved_query_unique_name",
             ),
         ),
     ]
diff --git a/posthog/migrations/0339_add_user_scene_personalisation.py b/posthog/migrations/0339_add_user_scene_personalisation.py
index d38c1ec1da9a7..aede86b617e5a 100644
--- a/posthog/migrations/0339_add_user_scene_personalisation.py
+++ b/posthog/migrations/0339_add_user_scene_personalisation.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0338_datawarehouse_saved_query"),
     ]
@@ -19,20 +18,29 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("scene", models.CharField(max_length=200)),
                 (
                     "dashboard",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.dashboard"
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.dashboard",
                     ),
                 ),
                 (
                     "team",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to="posthog.team"
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.team",
                     ),
                 ),
                 (
@@ -50,7 +58,8 @@ class Migration(migrations.Migration):
         migrations.AddConstraint(
             model_name="userscenepersonalisation",
             constraint=models.UniqueConstraint(
-                fields=("team", "user", "scene"), name="posthog_unique_scene_personalisation"
+                fields=("team", "user", "scene"),
+                name="posthog_unique_scene_personalisation",
             ),
         ),
     ]
diff --git a/posthog/migrations/0340_action_bytecode.py b/posthog/migrations/0340_action_bytecode.py
index c55a3678f0142..3603c83d8ef1a 100644
--- a/posthog/migrations/0340_action_bytecode.py
+++ b/posthog/migrations/0340_action_bytecode.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0339_add_user_scene_personalisation"),
     ]
diff --git a/posthog/migrations/0341_add_session_recording_storage_version.py b/posthog/migrations/0341_add_session_recording_storage_version.py
index 92828fd84168b..6e81b4105e6fc 100644
--- a/posthog/migrations/0341_add_session_recording_storage_version.py
+++ b/posthog/migrations/0341_add_session_recording_storage_version.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0340_action_bytecode"),
     ]
diff --git a/posthog/migrations/0342_alter_featureflag_usage_dashboard.py b/posthog/migrations/0342_alter_featureflag_usage_dashboard.py
index 942413fd5d49a..55feb73d8a362 100644
--- a/posthog/migrations/0342_alter_featureflag_usage_dashboard.py
+++ b/posthog/migrations/0342_alter_featureflag_usage_dashboard.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0341_add_session_recording_storage_version"),
     ]
@@ -15,7 +14,10 @@ class Migration(migrations.Migration):
             model_name="featureflag",
             name="usage_dashboard",
             field=models.ForeignKey(
-                blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to="posthog.dashboard"
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.SET_NULL,
+                to="posthog.dashboard",
             ),
         ),
     ]
diff --git a/posthog/migrations/0343_team_has_completed_onboarding_for.py b/posthog/migrations/0343_team_has_completed_onboarding_for.py
index c6fba2fc6334f..e3c1aab1edc01 100644
--- a/posthog/migrations/0343_team_has_completed_onboarding_for.py
+++ b/posthog/migrations/0343_team_has_completed_onboarding_for.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0342_alter_featureflag_usage_dashboard"),
     ]
diff --git a/posthog/migrations/0344_add_new_export_type.py b/posthog/migrations/0344_add_new_export_type.py
index 49155d32f940b..947c1cb537a40 100644
--- a/posthog/migrations/0344_add_new_export_type.py
+++ b/posthog/migrations/0344_add_new_export_type.py
@@ -13,7 +13,11 @@ class Migration(migrations.Migration):
             model_name="batchexportdestination",
             name="type",
             field=models.CharField(
-                choices=[("S3", "S3"), ("Snowflake", "Snowflake"), ("Postgres", "Postgres")],
+                choices=[
+                    ("S3", "S3"),
+                    ("Snowflake", "Snowflake"),
+                    ("Postgres", "Postgres"),
+                ],
                 help_text="A choice of supported BatchExportDestination types.",
                 max_length=64,
             ),
diff --git a/posthog/migrations/0345_view_link_and_s3_table_update.py b/posthog/migrations/0345_view_link_and_s3_table_update.py
index 0e91d001128e9..5b0cbcc45b68b 100644
--- a/posthog/migrations/0345_view_link_and_s3_table_update.py
+++ b/posthog/migrations/0345_view_link_and_s3_table_update.py
@@ -7,7 +7,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0344_add_new_export_type"),
     ]
@@ -16,7 +15,12 @@ class Migration(migrations.Migration):
         migrations.AddField(
             model_name="datawarehousesavedquery",
             name="external_tables",
-            field=models.JSONField(blank=True, default=list, help_text="List of all external tables", null=True),
+            field=models.JSONField(
+                blank=True,
+                default=list,
+                help_text="List of all external tables",
+                null=True,
+            ),
         ),
         migrations.CreateModel(
             name="DataWarehouseViewLink",
@@ -26,7 +30,10 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
                 ("table", models.CharField(max_length=128)),
@@ -35,16 +42,23 @@ class Migration(migrations.Migration):
                 (
                     "created_by",
                     models.ForeignKey(
-                        blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.AUTH_USER_MODEL
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to=settings.AUTH_USER_MODEL,
                     ),
                 ),
                 (
                     "saved_query",
                     models.ForeignKey(
-                        on_delete=django.db.models.deletion.CASCADE, to="posthog.datawarehousesavedquery"
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="posthog.datawarehousesavedquery",
                     ),
                 ),
-                ("team", models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team")),
+                (
+                    "team",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="posthog.team"),
+                ),
             ],
             options={
                 "abstract": False,
diff --git a/posthog/migrations/0346_team_week_start_day.py b/posthog/migrations/0346_team_week_start_day.py
index d8f659ccbefae..716fd071fff04 100644
--- a/posthog/migrations/0346_team_week_start_day.py
+++ b/posthog/migrations/0346_team_week_start_day.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0345_view_link_and_s3_table_update"),
     ]
diff --git a/posthog/migrations/0347_add_bigquery_export_type.py b/posthog/migrations/0347_add_bigquery_export_type.py
index 862befb04723a..6f9b25a1b38de 100644
--- a/posthog/migrations/0347_add_bigquery_export_type.py
+++ b/posthog/migrations/0347_add_bigquery_export_type.py
@@ -13,7 +13,12 @@ class Migration(migrations.Migration):
             model_name="batchexportdestination",
             name="type",
             field=models.CharField(
-                choices=[("S3", "S3"), ("Snowflake", "Snowflake"), ("Postgres", "Postgres"), ("BigQuery", "Bigquery")],
+                choices=[
+                    ("S3", "S3"),
+                    ("Snowflake", "Snowflake"),
+                    ("Postgres", "Postgres"),
+                    ("BigQuery", "Bigquery"),
+                ],
                 help_text="A choice of supported BatchExportDestination types.",
                 max_length=64,
             ),
diff --git a/posthog/migrations/0348_alter_datawarehousetable_format.py b/posthog/migrations/0348_alter_datawarehousetable_format.py
index 72434bbc99fdb..d2f464830a957 100644
--- a/posthog/migrations/0348_alter_datawarehousetable_format.py
+++ b/posthog/migrations/0348_alter_datawarehousetable_format.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0347_add_bigquery_export_type"),
     ]
@@ -14,7 +13,12 @@ class Migration(migrations.Migration):
             model_name="datawarehousetable",
             name="format",
             field=models.CharField(
-                choices=[("CSV", "CSV"), ("Parquet", "Parquet"), ("JSONEachRow", "JSON")], max_length=128
+                choices=[
+                    ("CSV", "CSV"),
+                    ("Parquet", "Parquet"),
+                    ("JSONEachRow", "JSON"),
+                ],
+                max_length=128,
             ),
         ),
     ]
diff --git a/posthog/migrations/0349_update_survey_query_name.py b/posthog/migrations/0349_update_survey_query_name.py
index cbcbbb3a0c954..13235cdc67fbc 100644
--- a/posthog/migrations/0349_update_survey_query_name.py
+++ b/posthog/migrations/0349_update_survey_query_name.py
@@ -5,7 +5,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0348_alter_datawarehousetable_format"),
     ]
diff --git a/posthog/migrations/0350_add_notebook_text_content.py b/posthog/migrations/0350_add_notebook_text_content.py
index bfe4b079b9945..b2a5c0c14285f 100644
--- a/posthog/migrations/0350_add_notebook_text_content.py
+++ b/posthog/migrations/0350_add_notebook_text_content.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0349_update_survey_query_name"),
     ]
diff --git a/posthog/migrations/0351_team_surveys_opt_in.py b/posthog/migrations/0351_team_surveys_opt_in.py
index c1722b7a11000..207677ab8b36d 100644
--- a/posthog/migrations/0351_team_surveys_opt_in.py
+++ b/posthog/migrations/0351_team_surveys_opt_in.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0350_add_notebook_text_content"),
     ]
diff --git a/posthog/migrations/0353_add_5_minute_interval_to_batch_exports.py b/posthog/migrations/0353_add_5_minute_interval_to_batch_exports.py
index 014edcd509144..3b255ea8a4778 100644
--- a/posthog/migrations/0353_add_5_minute_interval_to_batch_exports.py
+++ b/posthog/migrations/0353_add_5_minute_interval_to_batch_exports.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0352_auto_20230926_1833"),
     ]
@@ -14,7 +13,12 @@ class Migration(migrations.Migration):
             model_name="batchexport",
             name="interval",
             field=models.CharField(
-                choices=[("hour", "hour"), ("day", "day"), ("week", "week"), ("every 5 minutes", "every 5 minutes")],
+                choices=[
+                    ("hour", "hour"),
+                    ("day", "day"),
+                    ("week", "week"),
+                    ("every 5 minutes", "every 5 minutes"),
+                ],
                 default="hour",
                 help_text="The interval at which to export data.",
                 max_length=64,
diff --git a/posthog/migrations/0354_organization_never_drop_data.py b/posthog/migrations/0354_organization_never_drop_data.py
index 154446df669d5..560f1f518c612 100644
--- a/posthog/migrations/0354_organization_never_drop_data.py
+++ b/posthog/migrations/0354_organization_never_drop_data.py
@@ -4,7 +4,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0353_add_5_minute_interval_to_batch_exports"),
     ]
diff --git a/posthog/migrations/0355_add_batch_export_backfill_model.py b/posthog/migrations/0355_add_batch_export_backfill_model.py
index c558d2a74d7f8..294ad7e019db6 100644
--- a/posthog/migrations/0355_add_batch_export_backfill_model.py
+++ b/posthog/migrations/0355_add_batch_export_backfill_model.py
@@ -33,11 +33,20 @@ class Migration(migrations.Migration):
                 (
                     "id",
                     models.UUIDField(
-                        default=posthog.models.utils.UUIDT, editable=False, primary_key=True, serialize=False
+                        default=posthog.models.utils.UUIDT,
+                        editable=False,
+                        primary_key=True,
+                        serialize=False,
                     ),
                 ),
-                ("start_at", models.DateTimeField(help_text="The start of the data interval.")),
-                ("end_at", models.DateTimeField(help_text="The end of the data interval.")),
+                (
+                    "start_at",
+                    models.DateTimeField(help_text="The start of the data interval."),
+                ),
+                (
+                    "end_at",
+                    models.DateTimeField(help_text="The end of the data interval."),
+                ),
                 (
                     "status",
                     models.CharField(
@@ -58,7 +67,8 @@ class Migration(migrations.Migration):
                 (
                     "created_at",
                     models.DateTimeField(
-                        auto_now_add=True, help_text="The timestamp at which this BatchExportBackfill was created."
+                        auto_now_add=True,
+                        help_text="The timestamp at which this BatchExportBackfill was created.",
                     ),
                 ),
                 (
@@ -71,7 +81,8 @@ class Migration(migrations.Migration):
                 (
                     "last_updated_at",
                     models.DateTimeField(
-                        auto_now=True, help_text="The timestamp at which this BatchExportBackfill was last updated."
+                        auto_now=True,
+                        help_text="The timestamp at which this BatchExportBackfill was last updated.",
                     ),
                 ),
                 (
diff --git a/posthog/migrations/0356_add_replay_cost_control.py b/posthog/migrations/0356_add_replay_cost_control.py
index 96c5cb166f4f8..72e04e1d8a46f 100644
--- a/posthog/migrations/0356_add_replay_cost_control.py
+++ b/posthog/migrations/0356_add_replay_cost_control.py
@@ -6,7 +6,6 @@
 
 
 class Migration(migrations.Migration):
-
     dependencies = [
         ("posthog", "0355_add_batch_export_backfill_model"),
     ]
diff --git a/posthog/models/__init__.py b/posthog/models/__init__.py
index 89432e0809984..b5f0586a349bb 100644
--- a/posthog/models/__init__.py
+++ b/posthog/models/__init__.py
@@ -37,7 +37,13 @@
 from .organization_domain import OrganizationDomain
 from .person import Person, PersonDistinctId, PersonOverride, PersonOverrideMapping
 from .personal_api_key import PersonalAPIKey
-from .plugin import Plugin, PluginAttachment, PluginConfig, PluginSourceFile, PluginLogEntry
+from .plugin import (
+    Plugin,
+    PluginAttachment,
+    PluginConfig,
+    PluginSourceFile,
+    PluginLogEntry,
+)
 from .prompt.prompt import Prompt, PromptSequence, UserPromptState
 from .property import Property
 from .property_definition import PropertyDefinition
@@ -51,8 +57,12 @@
 from .user import User, UserManager
 from .user_scene_personalisation import UserScenePersonalisation
 from ..session_recordings.models.session_recording import SessionRecording
-from ..session_recordings.models.session_recording_playlist import SessionRecordingPlaylist
-from ..session_recordings.models.session_recording_playlist_item import SessionRecordingPlaylistItem
+from ..session_recordings.models.session_recording_playlist import (
+    SessionRecordingPlaylist,
+)
+from ..session_recordings.models.session_recording_playlist_item import (
+    SessionRecordingPlaylistItem,
+)
 
 __all__ = [
     "Action",
diff --git a/posthog/models/action/action.py b/posthog/models/action/action.py
index 28642eaedeb53..368100fcbc978 100644
--- a/posthog/models/action/action.py
+++ b/posthog/models/action/action.py
@@ -78,7 +78,10 @@ def refresh_bytecode(self):
 
 @receiver(post_save, sender=Action)
 def action_saved(sender, instance: Action, created, **kwargs):
-    get_client().publish("reload-action", json.dumps({"teamId": instance.team_id, "actionId": instance.id}))
+    get_client().publish(
+        "reload-action",
+        json.dumps({"teamId": instance.team_id, "actionId": instance.id}),
+    )
 
 
 @mutable_receiver(post_delete, sender=Action)
diff --git a/posthog/models/action/util.py b/posthog/models/action/util.py
index 7a1fcd007f0aa..b67ecf0115dc4 100644
--- a/posthog/models/action/util.py
+++ b/posthog/models/action/util.py
@@ -35,7 +35,9 @@ def format_action_filter(
         conditions: List[str] = []
         # filter element
         if step.event == AUTOCAPTURE_EVENT:
-            from posthog.models.property.util import filter_element  # prevent circular import
+            from posthog.models.property.util import (
+                filter_element,
+            )  # prevent circular import
 
             if step.selector:
                 element_condition, element_params = filter_element(
diff --git a/posthog/models/action_step.py b/posthog/models/action_step.py
index 2f792f1f74d85..036e6fad60d13 100644
--- a/posthog/models/action_step.py
+++ b/posthog/models/action_step.py
@@ -52,7 +52,8 @@ class ActionStep(models.Model):
 def action_step_saved(sender, instance: ActionStep, created, **kwargs):
     instance.action.refresh_bytecode()
     get_client().publish(
-        "reload-action", json.dumps({"teamId": instance.action.team_id, "actionId": instance.action.id})
+        "reload-action",
+        json.dumps({"teamId": instance.action.team_id, "actionId": instance.action.id}),
     )
 
 
@@ -60,5 +61,6 @@ def action_step_saved(sender, instance: ActionStep, created, **kwargs):
 def action_step_deleted(sender, instance: ActionStep, **kwargs):
     instance.action.refresh_bytecode()
     get_client().publish(
-        "reload-action", json.dumps({"teamId": instance.action.team_id, "actionId": instance.action.id})
+        "reload-action",
+        json.dumps({"teamId": instance.action.team_id, "actionId": instance.action.id}),
     )
diff --git a/posthog/models/activity_logging/activity_log.py b/posthog/models/activity_logging/activity_log.py
index f3b36e2c3dbd0..94a9c0914faf6 100644
--- a/posthog/models/activity_logging/activity_log.py
+++ b/posthog/models/activity_logging/activity_log.py
@@ -99,8 +99,23 @@ class Meta:
 
 
 field_exclusions: Dict[ActivityScope, List[str]] = {
-    "Notebook": ["id", "last_modified_at", "last_modified_by", "created_at", "created_by", "text_content"],
-    "FeatureFlag": ["id", "created_at", "created_by", "is_simple_flag", "experiment", "team", "featureflagoverride"],
+    "Notebook": [
+        "id",
+        "last_modified_at",
+        "last_modified_by",
+        "created_at",
+        "created_by",
+        "text_content",
+    ],
+    "FeatureFlag": [
+        "id",
+        "created_at",
+        "created_by",
+        "is_simple_flag",
+        "experiment",
+        "team",
+        "featureflagoverride",
+    ],
     "Person": [
         "id",
         "uuid",
@@ -143,7 +158,14 @@ class Meta:
         "dashboardtile",
         "caching_states",
     ],
-    "SessionRecordingPlaylist": ["id", "short_id", "created_at", "created_by", "last_modified_at", "last_modified_by"],
+    "SessionRecordingPlaylist": [
+        "id",
+        "short_id",
+        "created_at",
+        "created_by",
+        "last_modified_at",
+        "last_modified_by",
+    ],
     "EventDefinition": [
         "eventdefinition_ptr_id",
         "id",
@@ -246,13 +268,24 @@ def changes_between(
             elif right is None and left is not None:
                 changes.append(Change(type=model_type, field=field, action="deleted", before=left))
             elif left != right:
-                changes.append(Change(type=model_type, field=field, action="changed", before=left, after=right))
+                changes.append(
+                    Change(
+                        type=model_type,
+                        field=field,
+                        action="changed",
+                        before=left,
+                        after=right,
+                    )
+                )
 
     return changes
 
 
 def dict_changes_between(
-    model_type: ActivityScope, previous: Dict[Any, Any], new: Dict[Any, Any], use_field_exclusions: bool = False
+    model_type: ActivityScope,
+    previous: Dict[Any, Any],
+    new: Dict[Any, Any],
+    use_field_exclusions: bool = False,
 ) -> List[Change]:
     """
     Identifies changes between two dictionaries by comparing fields
@@ -276,10 +309,23 @@ def dict_changes_between(
         if previous_value is None and new_value is not None:
             changes.append(Change(type=model_type, field=field, action="created", after=new_value))
         elif new_value is None and previous_value is not None:
-            changes.append(Change(type=model_type, field=field, action="deleted", before=previous_value))
+            changes.append(
+                Change(
+                    type=model_type,
+                    field=field,
+                    action="deleted",
+                    before=previous_value,
+                )
+            )
         elif previous_value != new_value:
             changes.append(
-                Change(type=model_type, field=field, action="changed", before=previous_value, after=new_value)
+                Change(
+                    type=model_type,
+                    field=field,
+                    action="changed",
+                    before=previous_value,
+                    after=new_value,
+                )
             )
 
     return changes
@@ -350,7 +396,11 @@ def get_activity_page(activity_query: models.QuerySet, limit: int = 10, page: in
 
 
 def load_activity(
-    scope: ActivityScope, team_id: int, item_id: Optional[int] = None, limit: int = 10, page: int = 1
+    scope: ActivityScope,
+    team_id: int,
+    item_id: Optional[int] = None,
+    limit: int = 10,
+    page: int = 1,
 ) -> ActivityPage:
     # TODO in follow-up to posthog #8931 selecting specific fields into a return type from this query
 
diff --git a/posthog/models/app_metrics/sql.py b/posthog/models/app_metrics/sql.py
index 3198b3226e52b..65d1de6de3060 100644
--- a/posthog/models/app_metrics/sql.py
+++ b/posthog/models/app_metrics/sql.py
@@ -1,7 +1,11 @@
 from django.conf import settings
 
 from posthog.clickhouse.kafka_engine import KAFKA_COLUMNS_WITH_PARTITION, kafka_engine
-from posthog.clickhouse.table_engines import AggregatingMergeTree, Distributed, ReplicationScheme
+from posthog.clickhouse.table_engines import (
+    AggregatingMergeTree,
+    Distributed,
+    ReplicationScheme,
+)
 from posthog.kafka_client.topics import KAFKA_APP_METRICS
 
 SHARDED_APP_METRICS_TABLE_ENGINE = lambda: AggregatingMergeTree(
diff --git a/posthog/models/async_deletion/async_deletion.py b/posthog/models/async_deletion/async_deletion.py
index 513657f73daae..a851fa513f526 100644
--- a/posthog/models/async_deletion/async_deletion.py
+++ b/posthog/models/async_deletion/async_deletion.py
@@ -21,7 +21,8 @@ class Meta:
                 condition=models.Q(group_type_index__isnull=True),
             ),
             models.UniqueConstraint(
-                name="unique deletion for groups", fields=["deletion_type", "key", "group_type_index"]
+                name="unique deletion for groups",
+                fields=["deletion_type", "key", "group_type_index"],
             ),
         ]
         indexes = [models.Index(name="delete_verified_at index", fields=["delete_verified_at"])]
diff --git a/posthog/models/async_deletion/delete.py b/posthog/models/async_deletion/delete.py
index 378d655a02714..7774cf2384016 100644
--- a/posthog/models/async_deletion/delete.py
+++ b/posthog/models/async_deletion/delete.py
@@ -41,7 +41,10 @@ def mark_deletions_done(self):
             AsyncDeletion.objects.filter(pk__in=[row.pk for row in to_verify]).update(delete_verified_at=timezone.now())
             logger.warn(
                 "Updated `delete_verified_at` for AsyncDeletion",
-                {"count": len(to_verify), "team_ids": list(set(row.team_id for row in to_verify))},
+                {
+                    "count": len(to_verify),
+                    "team_ids": list(set(row.team_id for row in to_verify)),
+                },
             )
 
     def _fetch_unverified_deletions_grouped(self):
diff --git a/posthog/models/async_deletion/delete_cohorts.py b/posthog/models/async_deletion/delete_cohorts.py
index a71f16ae26cd0..3a4737c221964 100644
--- a/posthog/models/async_deletion/delete_cohorts.py
+++ b/posthog/models/async_deletion/delete_cohorts.py
@@ -15,7 +15,10 @@ def process(self, deletions: List[AsyncDeletion]):
 
         logger.warn(
             "Starting AsyncDeletion on `cohortpeople` table in ClickHouse",
-            {"count": len(deletions), "team_ids": list(set(row.team_id for row in deletions))},
+            {
+                "count": len(deletions),
+                "team_ids": list(set(row.team_id for row in deletions)),
+            },
         )
 
         conditions, args = self._conditions(deletions)
@@ -62,13 +65,20 @@ def _condition(self, async_deletion: AsyncDeletion, suffix: str) -> Tuple[str, D
         version_param = f"version{suffix}"
         if async_deletion.deletion_type == DeletionType.Cohort_full:
             key, _ = async_deletion.key.split("_")
-            return f"( team_id = %({team_id_param})s AND {self._column_name(async_deletion)} = %({key_param})s )", {
-                team_id_param: async_deletion.team_id,
-                key_param: key,
-            }
+            return (
+                f"( team_id = %({team_id_param})s AND {self._column_name(async_deletion)} = %({key_param})s )",
+                {
+                    team_id_param: async_deletion.team_id,
+                    key_param: key,
+                },
+            )
         else:
             key, version = async_deletion.key.split("_")
             return (
                 f"( team_id = %({team_id_param})s AND {self._column_name(async_deletion)} = %({key_param})s AND version < %({version_param})s )",
-                {team_id_param: async_deletion.team_id, version_param: version, key_param: key},
+                {
+                    team_id_param: async_deletion.team_id,
+                    version_param: version,
+                    key_param: key,
+                },
             )
diff --git a/posthog/models/async_deletion/delete_events.py b/posthog/models/async_deletion/delete_events.py
index 5529ca8a95843..cef9c97688f85 100644
--- a/posthog/models/async_deletion/delete_events.py
+++ b/posthog/models/async_deletion/delete_events.py
@@ -27,7 +27,10 @@ def process(self, deletions: List[AsyncDeletion]):
 
         logger.info(
             "Starting AsyncDeletion on `events` table in ClickHouse",
-            {"count": len(deletions), "team_ids": list(set(row.team_id for row in deletions))},
+            {
+                "count": len(deletions),
+                "team_ids": list(set(row.team_id for row in deletions)),
+            },
         )
 
         conditions, args = self._conditions(deletions)
@@ -48,7 +51,10 @@ def process(self, deletions: List[AsyncDeletion]):
 
         logger.info(
             "Starting AsyncDeletion for teams on other tables",
-            {"count": len(team_deletions), "team_ids": list(set(row.team_id for row in deletions))},
+            {
+                "count": len(team_deletions),
+                "team_ids": list(set(row.team_id for row in deletions)),
+            },
         )
         conditions, args = self._conditions(team_deletions)
         for table in TABLES_TO_DELETE_TEAM_DATA_FROM:
@@ -97,5 +103,8 @@ def _condition(self, async_deletion: AsyncDeletion, suffix: str) -> Tuple[str, D
         else:
             return (
                 f"(team_id = %(team_id{suffix})s AND {self._column_name(async_deletion)} = %(key{suffix})s)",
-                {f"team_id{suffix}": async_deletion.team_id, f"key{suffix}": async_deletion.key},
+                {
+                    f"team_id{suffix}": async_deletion.team_id,
+                    f"key{suffix}": async_deletion.key,
+                },
             )
diff --git a/posthog/models/async_migration.py b/posthog/models/async_migration.py
index 885f7ce397931..ab60eed94d0c5 100644
--- a/posthog/models/async_migration.py
+++ b/posthog/models/async_migration.py
@@ -33,7 +33,7 @@ class Meta:
         null=False, blank=False, default=MigrationStatus.NotStarted
     )
 
-    current_operation_index: models.PositiveSmallIntegerField = models.PositiveSmallIntegerField(
+    current_operation_index: (models.PositiveSmallIntegerField) = models.PositiveSmallIntegerField(
         null=False, blank=False, default=0
     )
     current_query_id: models.CharField = models.CharField(max_length=100, null=False, blank=False, default="")
diff --git a/posthog/models/cohort/cohort.py b/posthog/models/cohort/cohort.py
index b101a0fa68bf6..b907df41c934a 100644
--- a/posthog/models/cohort/cohort.py
+++ b/posthog/models/cohort/cohort.py
@@ -193,7 +193,12 @@ def calculate_people_ch(self, pending_version):
         from posthog.models.cohort.util import recalculate_cohortpeople
         from posthog.tasks.calculate_cohort import clear_stale_cohort
 
-        logger.warn("cohort_calculation_started", id=self.pk, current_version=self.version, new_version=pending_version)
+        logger.warn(
+            "cohort_calculation_started",
+            id=self.pk,
+            current_version=self.version,
+            new_version=pending_version,
+        )
         start_time = time.monotonic()
 
         try:
@@ -237,7 +242,10 @@ def insert_users_by_list(self, items: List[str]) -> None:
         """
 
         batchsize = 1000
-        from posthog.models.cohort.util import insert_static_cohort, get_static_cohort_size
+        from posthog.models.cohort.util import (
+            insert_static_cohort,
+            get_static_cohort_size,
+        )
 
         if TEST:
             from posthog.test.base import flush_persons_and_events
@@ -251,15 +259,26 @@ def insert_users_by_list(self, items: List[str]) -> None:
                 batch = items[i : i + batchsize]
                 persons_query = (
                     Person.objects.filter(team_id=self.team_id)
-                    .filter(Q(persondistinctid__team_id=self.team_id, persondistinctid__distinct_id__in=batch))
+                    .filter(
+                        Q(
+                            persondistinctid__team_id=self.team_id,
+                            persondistinctid__distinct_id__in=batch,
+                        )
+                    )
                     .exclude(cohort__id=self.id)
                 )
-                insert_static_cohort([p for p in persons_query.values_list("uuid", flat=True)], self.pk, self.team)
+                insert_static_cohort(
+                    [p for p in persons_query.values_list("uuid", flat=True)],
+                    self.pk,
+                    self.team,
+                )
                 sql, params = persons_query.distinct("pk").only("pk").query.sql_with_params()
                 query = UPDATE_QUERY.format(
                     cohort_id=self.pk,
                     values_query=sql.replace(
-                        'FROM "posthog_person"', f', {self.pk}, {self.version or "NULL"} FROM "posthog_person"', 1
+                        'FROM "posthog_person"',
+                        f', {self.pk}, {self.version or "NULL"} FROM "posthog_person"',
+                        1,
                     ),
                 )
                 cursor.execute(query, params)
@@ -294,7 +313,9 @@ def insert_users_list_by_uuid(self, items: List[str]) -> None:
                 query = UPDATE_QUERY.format(
                     cohort_id=self.pk,
                     values_query=sql.replace(
-                        'FROM "posthog_person"', f', {self.pk}, {self.version or "NULL"} FROM "posthog_person"', 1
+                        'FROM "posthog_person"',
+                        f', {self.pk}, {self.version or "NULL"} FROM "posthog_person"',
+                        1,
                     ),
                 )
                 cursor.execute(query, params)
diff --git a/posthog/models/cohort/sql.py b/posthog/models/cohort/sql.py
index b73662931aeb2..821e84e29fd37 100644
--- a/posthog/models/cohort/sql.py
+++ b/posthog/models/cohort/sql.py
@@ -19,7 +19,9 @@
 Order By (team_id, cohort_id, person_id, version)
 {storage_policy}
 """.format(
-    cluster=CLICKHOUSE_CLUSTER, engine=COHORTPEOPLE_TABLE_ENGINE(), storage_policy=""
+    cluster=CLICKHOUSE_CLUSTER,
+    engine=COHORTPEOPLE_TABLE_ENGINE(),
+    storage_policy="",
 )
 
 TRUNCATE_COHORTPEOPLE_TABLE_SQL = f"TRUNCATE TABLE IF EXISTS cohortpeople ON CLUSTER '{CLICKHOUSE_CLUSTER}'"
diff --git a/posthog/models/cohort/test/test_util.py b/posthog/models/cohort/test/test_util.py
index 7db7d6a5e0130..d8ff051a0bb41 100644
--- a/posthog/models/cohort/test/test_util.py
+++ b/posthog/models/cohort/test/test_util.py
@@ -1,5 +1,8 @@
 from posthog.models.cohort import Cohort
-from posthog.models.cohort.util import get_dependent_cohorts, simplified_cohort_filter_properties
+from posthog.models.cohort.util import (
+    get_dependent_cohorts,
+    simplified_cohort_filter_properties,
+)
 from posthog.test.base import BaseTest, _create_person, flush_persons_and_events
 
 
@@ -14,8 +17,11 @@ def _create_cohort(**kwargs):
 
 class TestCohortUtils(BaseTest):
     def test_simplified_cohort_filter_properties_static_cohort(self):
-
-        _create_person(team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "name": "test"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "name": "test"},
+        )
         cohort = _create_cohort(team=self.team, name="cohort1", groups=[], is_static=True)
         flush_persons_and_events()
         cohort.insert_users_by_list(["p1"])
@@ -24,12 +30,25 @@ def test_simplified_cohort_filter_properties_static_cohort(self):
 
         self.assertEqual(
             result.to_dict(),
-            {"type": "AND", "values": [{"key": "id", "negation": False, "type": "static-cohort", "value": cohort.pk}]},
+            {
+                "type": "AND",
+                "values": [
+                    {
+                        "key": "id",
+                        "negation": False,
+                        "type": "static-cohort",
+                        "value": cohort.pk,
+                    }
+                ],
+            },
         )
 
     def test_simplified_cohort_filter_properties_static_cohort_with_negation(self):
-
-        _create_person(team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "test", "name": "test"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["p1"],
+            properties={"name": "test", "name": "test"},
+        )
         cohort = _create_cohort(team=self.team, name="cohort1", groups=[], is_static=True)
         flush_persons_and_events()
         cohort.insert_users_by_list(["p1"])
@@ -38,7 +57,17 @@ def test_simplified_cohort_filter_properties_static_cohort_with_negation(self):
 
         self.assertEqual(
             result.to_dict(),
-            {"type": "AND", "values": [{"key": "id", "negation": True, "type": "static-cohort", "value": cohort.pk}]},
+            {
+                "type": "AND",
+                "values": [
+                    {
+                        "key": "id",
+                        "negation": True,
+                        "type": "static-cohort",
+                        "value": cohort.pk,
+                    }
+                ],
+            },
         )
 
     def test_simplified_cohort_filter_properties_precalculated_cohort(self):
@@ -57,7 +86,14 @@ def test_simplified_cohort_filter_properties_precalculated_cohort(self):
             result.to_dict(),
             {
                 "type": "AND",
-                "values": [{"key": "id", "negation": False, "type": "precalculated-cohort", "value": cohort.pk}],
+                "values": [
+                    {
+                        "key": "id",
+                        "negation": False,
+                        "type": "precalculated-cohort",
+                        "value": cohort.pk,
+                    }
+                ],
             },
         )
 
@@ -77,7 +113,14 @@ def test_simplified_cohort_filter_properties_precalculated_cohort_negated(self):
             result.to_dict(),
             {
                 "type": "AND",
-                "values": [{"key": "id", "negation": True, "type": "precalculated-cohort", "value": cohort.pk}],
+                "values": [
+                    {
+                        "key": "id",
+                        "negation": True,
+                        "type": "precalculated-cohort",
+                        "value": cohort.pk,
+                    }
+                ],
             },
         )
 
@@ -113,7 +156,17 @@ def test_simplified_cohort_filter_properties_non_precalculated_cohort_with_behav
 
         self.assertEqual(
             result.to_dict(),
-            {"type": "AND", "values": [{"key": "id", "negation": False, "type": "cohort", "value": cohort.pk}]},
+            {
+                "type": "AND",
+                "values": [
+                    {
+                        "key": "id",
+                        "negation": False,
+                        "type": "cohort",
+                        "value": cohort.pk,
+                    }
+                ],
+            },
         )
 
         # with negation
@@ -122,7 +175,17 @@ def test_simplified_cohort_filter_properties_non_precalculated_cohort_with_behav
 
         self.assertEqual(
             result.to_dict(),
-            {"type": "AND", "values": [{"key": "id", "negation": True, "type": "cohort", "value": cohort.pk}]},
+            {
+                "type": "AND",
+                "values": [
+                    {
+                        "key": "id",
+                        "negation": True,
+                        "type": "cohort",
+                        "value": cohort.pk,
+                    }
+                ],
+            },
         )
 
     def test_simplified_cohort_filter_properties_non_precalculated_cohort_with_cohort_filter(self):
@@ -139,7 +202,12 @@ def test_simplified_cohort_filter_properties_non_precalculated_cohort_with_cohor
                     "type": "AND",
                     "values": [
                         {"key": "name", "value": "test", "type": "person"},
-                        {"key": "id", "value": cohort1.pk, "type": "cohort", "negation": True},
+                        {
+                            "key": "id",
+                            "value": cohort1.pk,
+                            "type": "cohort",
+                            "negation": True,
+                        },
                     ],
                 }
             },
@@ -154,11 +222,19 @@ def test_simplified_cohort_filter_properties_non_precalculated_cohort_with_cohor
             {
                 "type": "AND",
                 "values": [
-                    {"type": "AND", "values": [{"key": "name", "value": "test", "type": "person"}]},
+                    {
+                        "type": "AND",
+                        "values": [{"key": "name", "value": "test", "type": "person"}],
+                    },
                     {
                         "type": "AND",
                         "values": [
-                            {"key": "id", "value": cohort1.pk, "type": "cohort", "negation": True},
+                            {
+                                "key": "id",
+                                "value": cohort1.pk,
+                                "type": "cohort",
+                                "negation": True,
+                            },
                         ],
                     },
                 ],
@@ -171,7 +247,17 @@ def test_simplified_cohort_filter_properties_non_precalculated_cohort_with_cohor
 
         self.assertEqual(
             result.to_dict(),
-            {"type": "AND", "values": [{"key": "id", "negation": True, "type": "cohort", "value": cohort.pk}]},
+            {
+                "type": "AND",
+                "values": [
+                    {
+                        "key": "id",
+                        "negation": True,
+                        "type": "cohort",
+                        "value": cohort.pk,
+                    }
+                ],
+            },
         )
 
     def test_simplified_cohort_filter_properties_non_precalculated_cohort_with_only_person_property_filters(self):
@@ -182,7 +268,10 @@ def test_simplified_cohort_filter_properties_non_precalculated_cohort_with_only_
                 "properties": {
                     "type": "OR",
                     "values": [
-                        {"type": "AND", "values": [{"key": "name", "value": "test", "type": "person"}]},
+                        {
+                            "type": "AND",
+                            "values": [{"key": "name", "value": "test", "type": "person"}],
+                        },
                         {
                             "type": "OR",
                             "values": [
@@ -204,7 +293,10 @@ def test_simplified_cohort_filter_properties_non_precalculated_cohort_with_only_
             {
                 "type": "OR",
                 "values": [
-                    {"type": "AND", "values": [{"key": "name", "value": "test", "type": "person"}]},
+                    {
+                        "type": "AND",
+                        "values": [{"key": "name", "value": "test", "type": "person"}],
+                    },
                     {
                         "type": "OR",
                         "values": [
@@ -222,7 +314,17 @@ def test_simplified_cohort_filter_properties_non_precalculated_cohort_with_only_
 
         self.assertEqual(
             result.to_dict(),
-            {"type": "AND", "values": [{"key": "id", "negation": True, "type": "cohort", "value": cohort.pk}]},
+            {
+                "type": "AND",
+                "values": [
+                    {
+                        "key": "id",
+                        "negation": True,
+                        "type": "cohort",
+                        "value": cohort.pk,
+                    }
+                ],
+            },
         )
 
 
@@ -268,7 +370,18 @@ def test_dependent_cohorts_for_deeply_nested_cohort(self):
         cohort3 = _create_cohort(
             team=self.team,
             name="cohort3",
-            groups=[{"properties": [{"key": "id", "value": cohort2.pk, "type": "cohort", "negation": True}]}],
+            groups=[
+                {
+                    "properties": [
+                        {
+                            "key": "id",
+                            "value": cohort2.pk,
+                            "type": "cohort",
+                            "negation": True,
+                        }
+                    ]
+                }
+            ],
         )
 
         self.assertEqual(get_dependent_cohorts(cohort1), [])
@@ -291,7 +404,18 @@ def test_dependent_cohorts_for_circular_nested_cohort(self):
         cohort3 = _create_cohort(
             team=self.team,
             name="cohort1",
-            groups=[{"properties": [{"key": "id", "value": cohort2.pk, "type": "cohort", "negation": True}]}],
+            groups=[
+                {
+                    "properties": [
+                        {
+                            "key": "id",
+                            "value": cohort2.pk,
+                            "type": "cohort",
+                            "negation": True,
+                        }
+                    ]
+                }
+            ],
         )
 
         cohort1.groups = [{"properties": [{"key": "id", "value": cohort3.pk, "type": "cohort"}]}]
@@ -328,7 +452,12 @@ def test_dependent_cohorts_for_complex_nested_cohort(self):
                 {
                     "properties": [
                         {"key": "name", "value": "test3", "type": "person"},
-                        {"key": "id", "value": cohort2.pk, "type": "cohort", "negation": True},
+                        {
+                            "key": "id",
+                            "value": cohort2.pk,
+                            "type": "cohort",
+                            "negation": True,
+                        },
                     ]
                 }
             ],
@@ -337,7 +466,18 @@ def test_dependent_cohorts_for_complex_nested_cohort(self):
         cohort4 = _create_cohort(
             team=self.team,
             name="cohort1",
-            groups=[{"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort", "negation": True}]}],
+            groups=[
+                {
+                    "properties": [
+                        {
+                            "key": "id",
+                            "value": cohort1.pk,
+                            "type": "cohort",
+                            "negation": True,
+                        }
+                    ]
+                }
+            ],
         )
 
         cohort5 = _create_cohort(
@@ -346,8 +486,18 @@ def test_dependent_cohorts_for_complex_nested_cohort(self):
             groups=[
                 {
                     "properties": [
-                        {"key": "id", "value": cohort2.pk, "type": "cohort", "negation": True},
-                        {"key": "id", "value": cohort4.pk, "type": "cohort", "negation": True},
+                        {
+                            "key": "id",
+                            "value": cohort2.pk,
+                            "type": "cohort",
+                            "negation": True,
+                        },
+                        {
+                            "key": "id",
+                            "value": cohort4.pk,
+                            "type": "cohort",
+                            "negation": True,
+                        },
                     ]
                 }
             ],
diff --git a/posthog/models/cohort/util.py b/posthog/models/cohort/util.py
index c5b8c39ec4f1d..800b937d51f15 100644
--- a/posthog/models/cohort/util.py
+++ b/posthog/models/cohort/util.py
@@ -52,7 +52,11 @@ def format_person_query(cohort: Cohort, index: int, hogql_context: HogQLContext)
     from posthog.queries.cohort_query import CohortQuery
 
     query_builder = CohortQuery(
-        Filter(data={"properties": cohort.properties}, team=cohort.team, hogql_context=hogql_context),
+        Filter(
+            data={"properties": cohort.properties},
+            team=cohort.team,
+            hogql_context=hogql_context,
+        ),
         cohort.team,
         cohort_pk=cohort.pk,
     )
@@ -72,7 +76,13 @@ def format_static_cohort_query(cohort: Cohort, index: int, prepend: str) -> Tupl
 
 def format_precalculated_cohort_query(cohort: Cohort, index: int, prepend: str = "") -> Tuple[str, Dict[str, Any]]:
     filter_query = GET_PERSON_ID_BY_PRECALCULATED_COHORT_ID.format(index=index, prepend=prepend)
-    return (filter_query, {f"{prepend}_cohort_id_{index}": cohort.pk, f"{prepend}_version_{index}": cohort.version})
+    return (
+        filter_query,
+        {
+            f"{prepend}_cohort_id_{index}": cohort.pk,
+            f"{prepend}_version_{index}": cohort.version,
+        },
+    )
 
 
 def get_count_operator(count_operator: Optional[str]) -> str:
@@ -102,7 +112,10 @@ def get_entity_query(
     elif action_id:
         action = Action.objects.get(pk=action_id, team_id=team_id)
         action_filter_query, action_params = format_action_filter(
-            team_id=team_id, action=action, prepend="_{}_action".format(group_idx), hogql_context=hogql_context
+            team_id=team_id,
+            action=action,
+            prepend="_{}_action".format(group_idx),
+            hogql_context=hogql_context,
         )
         return action_filter_query, action_params
     else:
@@ -128,7 +141,10 @@ def parse_entity_timestamps_in_days(days: int) -> Tuple[str, Dict[str, str]]:
 
     return (
         "AND timestamp >= %(date_from)s AND timestamp <= %(date_to)s",
-        {"date_from": start_time.strftime("%Y-%m-%d %H:%M:%S"), "date_to": curr_time.strftime("%Y-%m-%d %H:%M:%S")},
+        {
+            "date_from": start_time.strftime("%Y-%m-%d %H:%M:%S"),
+            "date_to": curr_time.strftime("%Y-%m-%d %H:%M:%S"),
+        },
     )
 
 
@@ -142,7 +158,10 @@ def parse_cohort_timestamps(start_time: Optional[str], end_time: Optional[str])
         params = {"date_from": datetime.strptime(start_time, "%Y-%m-%dT%H:%M:%S").strftime("%Y-%m-%d %H:%M:%S")}
     if end_time:
         clause += "timestamp <= %(date_to)s"
-        params = {**params, "date_to": datetime.strptime(end_time, "%Y-%m-%dT%H:%M:%S").strftime("%Y-%m-%d %H:%M:%S")}
+        params = {
+            **params,
+            "date_to": datetime.strptime(end_time, "%Y-%m-%dT%H:%M:%S").strftime("%Y-%m-%d %H:%M:%S"),
+        }
 
     return clause, params
 
@@ -177,7 +196,10 @@ def format_filter_query(
 
 
 def format_cohort_subquery(
-    cohort: Cohort, index: int, hogql_context: HogQLContext, custom_match_field="person_id"
+    cohort: Cohort,
+    index: int,
+    hogql_context: HogQLContext,
+    custom_match_field="person_id",
 ) -> Tuple[str, Dict[str, Any]]:
     is_precalculated = is_precalculated_query(cohort)
     if is_precalculated:
@@ -189,7 +211,12 @@ def format_cohort_subquery(
     return person_query, params
 
 
-def get_person_ids_by_cohort_id(team: Team, cohort_id: int, limit: Optional[int] = None, offset: Optional[int] = None):
+def get_person_ids_by_cohort_id(
+    team: Team,
+    cohort_id: int,
+    limit: Optional[int] = None,
+    offset: Optional[int] = None,
+):
     from posthog.models.property.util import parse_prop_grouped_clauses
 
     filter = Filter(data={"properties": [{"key": "id", "value": cohort_id, "type": "cohort"}]})
@@ -254,7 +281,10 @@ def recalculate_cohortpeople(cohort: Cohort, pending_version: int) -> Optional[i
 
     if before_count:
         logger.warn(
-            "Recalculating cohortpeople starting", team_id=cohort.team_id, cohort_id=cohort.pk, size_before=before_count
+            "Recalculating cohortpeople starting",
+            team_id=cohort.team_id,
+            cohort_id=cohort.pk,
+            size_before=before_count,
         )
 
     recalcluate_cohortpeople_sql = RECALCULATE_COHORT_BY_ID.format(cohort_filter=cohort_query)
@@ -289,7 +319,11 @@ def clear_stale_cohortpeople(cohort: Cohort, before_version: int) -> None:
     if cohort.version and cohort.version > 0:
         stale_count_result = sync_execute(
             STALE_COHORTPEOPLE,
-            {"cohort_id": cohort.pk, "team_id": cohort.team_id, "version": before_version},
+            {
+                "cohort_id": cohort.pk,
+                "team_id": cohort.team_id,
+                "version": before_version,
+            },
         )
 
         if stale_count_result and len(stale_count_result) and len(stale_count_result[0]):
@@ -333,7 +367,14 @@ def simplified_cohort_filter_properties(cohort: Cohort, team: Team, is_negated=F
     if is_precalculated_query(cohort):
         return PropertyGroup(
             type=PropertyOperatorType.AND,
-            values=[Property(type="precalculated-cohort", key="id", value=cohort.pk, negation=is_negated)],
+            values=[
+                Property(
+                    type="precalculated-cohort",
+                    key="id",
+                    value=cohort.pk,
+                    negation=is_negated,
+                )
+            ],
         )
 
     # Cohort can have multiple match groups.
@@ -356,7 +397,14 @@ def simplified_cohort_filter_properties(cohort: Cohort, team: Team, is_negated=F
             if is_negated:
                 return PropertyGroup(
                     type=PropertyOperatorType.AND,
-                    values=[Property(type="cohort", key="id", value=cohort.pk, negation=is_negated)],
+                    values=[
+                        Property(
+                            type="cohort",
+                            key="id",
+                            value=cohort.pk,
+                            negation=is_negated,
+                        )
+                    ],
                 )
             # :TRICKY: We need to ensure we don't have infinite loops in here
             # guaranteed during cohort creation
@@ -390,7 +438,9 @@ def get_all_cohort_ids_by_person_uuid(uuid: str, team_id: int) -> List[int]:
 
 
 def get_dependent_cohorts(
-    cohort: Cohort, using_database: str = "default", seen_cohorts_cache: Optional[Dict[str, Cohort]] = None
+    cohort: Cohort,
+    using_database: str = "default",
+    seen_cohorts_cache: Optional[Dict[str, Cohort]] = None,
 ) -> List[Cohort]:
     if seen_cohorts_cache is None:
         seen_cohorts_cache = {}
diff --git a/posthog/models/dashboard.py b/posthog/models/dashboard.py
index d2a477d97e0f8..f20fc9fdcb0f2 100644
--- a/posthog/models/dashboard.py
+++ b/posthog/models/dashboard.py
@@ -18,14 +18,23 @@ class Dashboard(models.Model):
 
     class CreationMode(models.TextChoices):
         DEFAULT = "default", "Default"
-        TEMPLATE = "template", "Template"  # dashboard was created from a predefined template
-        DUPLICATE = "duplicate", "Duplicate"  # dashboard was duplicated from another dashboard
+        TEMPLATE = (
+            "template",
+            "Template",
+        )  # dashboard was created from a predefined template
+        DUPLICATE = (
+            "duplicate",
+            "Duplicate",
+        )  # dashboard was duplicated from another dashboard
 
     class RestrictionLevel(models.IntegerChoices):
         """Collaboration restriction level (which is a dashboard setting). Sync with PrivilegeLevel."""
 
         EVERYONE_IN_PROJECT_CAN_EDIT = 21, "Everyone in the project can edit"
-        ONLY_COLLABORATORS_CAN_EDIT = 37, "Only those invited to this dashboard can edit"
+        ONLY_COLLABORATORS_CAN_EDIT = (
+            37,
+            "Only those invited to this dashboard can edit",
+        )
 
     class PrivilegeLevel(models.IntegerChoices):
         """Collaboration privilege level (which is a user property). Sync with RestrictionLevel."""
@@ -43,15 +52,25 @@ class PrivilegeLevel(models.IntegerChoices):
     last_accessed_at: models.DateTimeField = models.DateTimeField(blank=True, null=True)
     filters: models.JSONField = models.JSONField(default=dict)
     creation_mode: models.CharField = models.CharField(max_length=16, default="default", choices=CreationMode.choices)
-    restriction_level: models.PositiveSmallIntegerField = models.PositiveSmallIntegerField(
-        default=RestrictionLevel.EVERYONE_IN_PROJECT_CAN_EDIT, choices=RestrictionLevel.choices
+    restriction_level: (models.PositiveSmallIntegerField) = models.PositiveSmallIntegerField(
+        default=RestrictionLevel.EVERYONE_IN_PROJECT_CAN_EDIT,
+        choices=RestrictionLevel.choices,
+    )
+    insights = models.ManyToManyField(
+        "posthog.Insight",
+        related_name="dashboards",
+        through="DashboardTile",
+        blank=True,
     )
-    insights = models.ManyToManyField("posthog.Insight", related_name="dashboards", through="DashboardTile", blank=True)
 
     # Deprecated in favour of app-wide tagging model. See EnterpriseTaggedItem
     deprecated_tags: ArrayField = ArrayField(models.CharField(max_length=32), null=True, blank=True, default=list)
     deprecated_tags_v2: ArrayField = ArrayField(
-        models.CharField(max_length=32), null=True, blank=True, default=None, db_column="tags"
+        models.CharField(max_length=32),
+        null=True,
+        blank=True,
+        default=None,
+        db_column="tags",
     )
 
     # DEPRECATED: using the new "sharing" relation instead
diff --git a/posthog/models/dashboard_tile.py b/posthog/models/dashboard_tile.py
index ed4a885bfc1c1..7cc6b2601cb62 100644
--- a/posthog/models/dashboard_tile.py
+++ b/posthog/models/dashboard_tile.py
@@ -16,7 +16,11 @@ class Text(models.Model):
     created_by: models.ForeignKey = models.ForeignKey("User", on_delete=models.SET_NULL, null=True, blank=True)
     last_modified_at: models.DateTimeField = models.DateTimeField(default=timezone.now)
     last_modified_by: models.ForeignKey = models.ForeignKey(
-        "User", on_delete=models.SET_NULL, null=True, blank=True, related_name="modified_text_tiles"
+        "User",
+        on_delete=models.SET_NULL,
+        null=True,
+        blank=True,
+        related_name="modified_text_tiles",
     )
 
     team: models.ForeignKey = models.ForeignKey("Team", on_delete=models.CASCADE)
@@ -33,8 +37,18 @@ class DashboardTile(models.Model):
 
     # Relations
     dashboard = models.ForeignKey("posthog.Dashboard", on_delete=models.CASCADE, related_name="tiles")
-    insight = models.ForeignKey("posthog.Insight", on_delete=models.CASCADE, related_name="dashboard_tiles", null=True)
-    text = models.ForeignKey("posthog.Text", on_delete=models.CASCADE, related_name="dashboard_tiles", null=True)
+    insight = models.ForeignKey(
+        "posthog.Insight",
+        on_delete=models.CASCADE,
+        related_name="dashboard_tiles",
+        null=True,
+    )
+    text = models.ForeignKey(
+        "posthog.Text",
+        on_delete=models.CASCADE,
+        related_name="dashboard_tiles",
+        null=True,
+    )
 
     # Tile layout and style
     layouts: models.JSONField = models.JSONField(default=dict)
@@ -57,9 +71,14 @@ class Meta:
                 condition=Q(("insight__isnull", False)),
             ),
             UniqueConstraint(
-                fields=["dashboard", "text"], name=f"unique_dashboard_text", condition=Q(("text__isnull", False))
+                fields=["dashboard", "text"],
+                name=f"unique_dashboard_text",
+                condition=Q(("text__isnull", False)),
+            ),
+            models.CheckConstraint(
+                check=build_check(("insight", "text")),
+                name="dash_tile_exactly_one_related_object",
             ),
-            models.CheckConstraint(check=build_check(("insight", "text")), name="dash_tile_exactly_one_related_object"),
         ]
 
     @property
@@ -94,7 +113,11 @@ def save(self, *args, **kwargs) -> None:
 
     def copy_to_dashboard(self, dashboard: Dashboard) -> None:
         DashboardTile.objects.create(
-            dashboard=dashboard, insight=self.insight, text=self.text, color=self.color, layouts=self.layouts
+            dashboard=dashboard,
+            insight=self.insight,
+            text=self.text,
+            color=self.color,
+            layouts=self.layouts,
         )
 
     @staticmethod
diff --git a/posthog/models/early_access_feature.py b/posthog/models/early_access_feature.py
index e73c463b96a09..3ec1c99543b9a 100644
--- a/posthog/models/early_access_feature.py
+++ b/posthog/models/early_access_feature.py
@@ -12,7 +12,10 @@ class Stage(models.TextChoices):
         ARCHIVED = "archived", "archived"
 
     team: models.ForeignKey = models.ForeignKey(
-        "posthog.Team", on_delete=models.CASCADE, related_name="features", related_query_name="feature"
+        "posthog.Team",
+        on_delete=models.CASCADE,
+        related_name="features",
+        related_query_name="feature",
     )
     feature_flag: models.ForeignKey = models.ForeignKey(
         "posthog.FeatureFlag",
diff --git a/posthog/models/element_group.py b/posthog/models/element_group.py
index d248ba9d25739..3d399f2559844 100644
--- a/posthog/models/element_group.py
+++ b/posthog/models/element_group.py
@@ -30,7 +30,8 @@ def create(self, *args: Any, **kwargs: Any):
                     group = super().create(*args, **kwargs)
             except:
                 return ElementGroup.objects.get(
-                    hash=kwargs["hash"], team_id=kwargs["team"].pk if kwargs.get("team") else kwargs["team_id"]
+                    hash=kwargs["hash"],
+                    team_id=kwargs["team"].pk if kwargs.get("team") else kwargs["team_id"],
                 )
             for element in elements:
                 element.group = group
diff --git a/posthog/models/entity/entity.py b/posthog/models/entity/entity.py
index 8f62e5ea98aba..aced3a18a8842 100644
--- a/posthog/models/entity/entity.py
+++ b/posthog/models/entity/entity.py
@@ -65,7 +65,10 @@ class Entity(PropertyMixin):
 
     def __init__(self, data: Dict[str, Any]) -> None:
         self.id = data.get("id")
-        if data.get("type") not in [TREND_FILTER_TYPE_ACTIONS, TREND_FILTER_TYPE_EVENTS]:
+        if data.get("type") not in [
+            TREND_FILTER_TYPE_ACTIONS,
+            TREND_FILTER_TYPE_EVENTS,
+        ]:
             raise ValueError("Type needs to be either TREND_FILTER_TYPE_ACTIONS or TREND_FILTER_TYPE_EVENTS")
         self.type = data["type"]
         order_provided = data.get("order")
@@ -150,7 +153,15 @@ def get_action(self) -> Action:
             raise ValidationError(f"Action ID {self.id} does not exist!")
 
     __repr__ = sane_repr(
-        "id", "type", "order", "name", "custom_name", "math", "math_property", "math_hogql", "properties"
+        "id",
+        "type",
+        "order",
+        "name",
+        "custom_name",
+        "math",
+        "math_property",
+        "math_hogql",
+        "properties",
     )
 
 
diff --git a/posthog/models/event/query_event_list.py b/posthog/models/event/query_event_list.py
index 527bfb62645ea..de70d511da156 100644
--- a/posthog/models/event/query_event_list.py
+++ b/posthog/models/event/query_event_list.py
@@ -87,7 +87,10 @@ def query_events_list(
         tzinfo=team.timezone_info,
     )
     prop_filters, prop_filter_params = parse_prop_grouped_clauses(
-        team_id=team.pk, property_group=filter.property_groups, has_person_id_joined=False, hogql_context=hogql_context
+        team_id=team.pk,
+        property_group=filter.property_groups,
+        has_person_id_joined=False,
+        hogql_context=hogql_context,
     )
 
     if action_id:
@@ -106,7 +109,10 @@ def query_events_list(
     if prop_filters != "":
         return insight_query_with_columns(
             SELECT_EVENT_BY_TEAM_AND_CONDITIONS_FILTERS_SQL.format(
-                conditions=conditions, limit=limit_sql, filters=prop_filters, order=order
+                conditions=conditions,
+                limit=limit_sql,
+                filters=prop_filters,
+                order=order,
             ),
             {
                 "team_id": team.pk,
diff --git a/posthog/models/event/util.py b/posthog/models/event/util.py
index 7deb2ee87b291..2cd36b34e1dd2 100644
--- a/posthog/models/event/util.py
+++ b/posthog/models/event/util.py
@@ -12,7 +12,11 @@
 from posthog.kafka_client.client import ClickhouseProducer
 from posthog.kafka_client.topics import KAFKA_EVENTS_JSON
 from posthog.models import Group
-from posthog.models.element.element import Element, chain_to_elements, elements_to_string
+from posthog.models.element.element import (
+    Element,
+    chain_to_elements,
+    elements_to_string,
+)
 from posthog.models.event.sql import BULK_INSERT_EVENT_SQL, INSERT_EVENT_SQL
 from posthog.models.person import Person
 from posthog.models.team import Team
@@ -167,7 +171,8 @@ def bulk_create_events(events: List[Dict[str, Any]], person_mapping: Optional[Di
         else:
             try:
                 person = Person.objects.get(
-                    persondistinctid__distinct_id=event["distinct_id"], persondistinctid__team_id=team_id
+                    persondistinctid__distinct_id=event["distinct_id"],
+                    persondistinctid__team_id=team_id,
                 )
                 person_properties = person.properties
                 person_id = person.uuid
@@ -179,7 +184,10 @@ def bulk_create_events(events: List[Dict[str, Any]], person_mapping: Optional[Di
 
         event = {
             **event,
-            "person_properties": {**person_properties, **event.get("person_properties", {})},
+            "person_properties": {
+                **person_properties,
+                **event.get("person_properties", {}),
+            },
             "person_id": person_id,
             "person_created_at": person_created_at,
         }
@@ -189,13 +197,20 @@ def bulk_create_events(events: List[Dict[str, Any]], person_mapping: Optional[Di
             if property_key.startswith("$group_"):
                 group_type_index = property_key[-1]
                 try:
-                    group = Group.objects.get(team_id=team_id, group_type_index=group_type_index, group_key=value)
+                    group = Group.objects.get(
+                        team_id=team_id,
+                        group_type_index=group_type_index,
+                        group_key=value,
+                    )
                     group_property_key = f"group{group_type_index}_properties"
                     group_created_at_key = f"group{group_type_index}_created_at"
 
                     event = {
                         **event,
-                        group_property_key: {**group.group_properties, **event.get(group_property_key, {})},
+                        group_property_key: {
+                            **group.group_properties,
+                            **event.get(group_property_key, {}),
+                        },
                         group_created_at_key: event.get(group_created_at_key, datetime64_default_timestamp),
                     }
 
@@ -238,7 +253,10 @@ def bulk_create_events(events: List[Dict[str, Any]], person_mapping: Optional[Di
             else datetime64_default_timestamp,
         }
 
-        params = {**params, **{"{}_{}".format(key, index): value for key, value in event.items()}}
+        params = {
+            **params,
+            **{"{}_{}".format(key, index): value for key, value in event.items()},
+        }
     sync_execute(BULK_INSERT_EVENT_SQL() + ", ".join(inserts), params, flush=False)
 
 
diff --git a/posthog/models/event_definition.py b/posthog/models/event_definition.py
index 7e2aa00d48819..5b22a9e6a2869 100644
--- a/posthog/models/event_definition.py
+++ b/posthog/models/event_definition.py
@@ -8,7 +8,10 @@
 
 class EventDefinition(UUIDModel):
     team: models.ForeignKey = models.ForeignKey(
-        Team, on_delete=models.CASCADE, related_name="event_definitions", related_query_name="team"
+        Team,
+        on_delete=models.CASCADE,
+        related_name="event_definitions",
+        related_query_name="team",
     )
     name: models.CharField = models.CharField(max_length=400)
     created_at: models.DateTimeField = models.DateTimeField(default=timezone.now, null=True)
@@ -26,7 +29,9 @@ class Meta:
         unique_together = ("team", "name")
         indexes = [
             GinIndex(
-                name="index_event_definition_name", fields=["name"], opclasses=["gin_trgm_ops"]
+                name="index_event_definition_name",
+                fields=["name"],
+                opclasses=["gin_trgm_ops"],
             )  # To speed up DB-based fuzzy searching
         ]
 
diff --git a/posthog/models/event_property.py b/posthog/models/event_property.py
index 458567c376ab4..4824248ddfce2 100644
--- a/posthog/models/event_property.py
+++ b/posthog/models/event_property.py
@@ -12,9 +12,13 @@ class EventProperty(models.Model):
     class Meta:
         constraints = [
             models.UniqueConstraint(
-                fields=["team", "event", "property"], name="posthog_event_property_unique_team_event_property"
+                fields=["team", "event", "property"],
+                name="posthog_event_property_unique_team_event_property",
             )
         ]
-        indexes = [models.Index(fields=["team", "event"]), models.Index(fields=["team", "property"])]
+        indexes = [
+            models.Index(fields=["team", "event"]),
+            models.Index(fields=["team", "property"]),
+        ]
 
     __repr__ = sane_repr("event", "property", "team_id")
diff --git a/posthog/models/exported_asset.py b/posthog/models/exported_asset.py
index eb3bf961c9aaa..675245e867634 100644
--- a/posthog/models/exported_asset.py
+++ b/posthog/models/exported_asset.py
@@ -96,7 +96,11 @@ def file_ext(self):
         return self.export_format.split("/")[1]
 
     def get_analytics_metadata(self):
-        return {"export_format": self.export_format, "dashboard_id": self.dashboard_id, "insight_id": self.insight_id}
+        return {
+            "export_format": self.export_format,
+            "dashboard_id": self.dashboard_id,
+            "insight_id": self.insight_id,
+        }
 
     def get_public_content_url(self, expiry_delta: Optional[timedelta] = None):
         token = get_public_access_token(self, expiry_delta)
@@ -112,7 +116,11 @@ def delete_expired_assets(cls):
 def get_public_access_token(asset: ExportedAsset, expiry_delta: Optional[timedelta] = None) -> str:
     if not expiry_delta:
         expiry_delta = timedelta(days=PUBLIC_ACCESS_TOKEN_EXP_DAYS)
-    return encode_jwt({"id": asset.id}, expiry_delta=expiry_delta, audience=PosthogJwtAudience.EXPORTED_ASSET)
+    return encode_jwt(
+        {"id": asset.id},
+        expiry_delta=expiry_delta,
+        audience=PosthogJwtAudience.EXPORTED_ASSET,
+    )
 
 
 def asset_for_token(token: str) -> ExportedAsset:
@@ -153,7 +161,10 @@ def save_content(exported_asset: ExportedAsset, content: bytes) -> None:
     except ObjectStorageError as ose:
         capture_exception(ose)
         logger.error(
-            "exported_asset.object-storage-error", exported_asset_id=exported_asset.id, exception=ose, exc_info=True
+            "exported_asset.object-storage-error",
+            exported_asset_id=exported_asset.id,
+            exception=ose,
+            exc_info=True,
         )
         save_content_to_exported_asset(exported_asset, content)
 
diff --git a/posthog/models/feature_flag/feature_flag.py b/posthog/models/feature_flag/feature_flag.py
index 29d8e89296e49..b45271bb16845 100644
--- a/posthog/models/feature_flag/feature_flag.py
+++ b/posthog/models/feature_flag/feature_flag.py
@@ -8,7 +8,10 @@
 from django.utils import timezone
 from sentry_sdk.api import capture_exception
 
-from posthog.constants import ENRICHED_DASHBOARD_INSIGHT_IDENTIFIER, PropertyOperatorType
+from posthog.constants import (
+    ENRICHED_DASHBOARD_INSIGHT_IDENTIFIER,
+    PropertyOperatorType,
+)
 from posthog.models.cohort import Cohort
 from posthog.models.experiment import Experiment
 from posthog.models.property import GroupTypeIndex
@@ -120,12 +123,17 @@ def get_filters(self):
             #   We don't want to migrate to avoid /decide endpoint downtime until this code has been deployed
             return {
                 "groups": [
-                    {"properties": self.filters.get("properties", []), "rollout_percentage": self.rollout_percentage}
+                    {
+                        "properties": self.filters.get("properties", []),
+                        "rollout_percentage": self.rollout_percentage,
+                    }
                 ],
             }
 
     def transform_cohort_filters_for_easy_evaluation(
-        self, using_database: str = "default", seen_cohorts_cache: Optional[Dict[str, Cohort]] = None
+        self,
+        using_database: str = "default",
+        seen_cohorts_cache: Optional[Dict[str, Cohort]] = None,
     ):
         """
         Expands cohort filters into person property filters when possible.
@@ -248,7 +256,9 @@ def transform_cohort_filters_for_easy_evaluation(
         return parsed_conditions
 
     def get_cohort_ids(
-        self, using_database: str = "default", seen_cohorts_cache: Optional[Dict[str, Cohort]] = None
+        self,
+        using_database: str = "default",
+        seen_cohorts_cache: Optional[Dict[str, Cohort]] = None,
     ) -> List[int]:
         from posthog.models.cohort.util import get_dependent_cohorts
 
@@ -274,7 +284,9 @@ def get_cohort_ids(
                             [
                                 dependent_cohort.pk
                                 for dependent_cohort in get_dependent_cohorts(
-                                    cohort, using_database=using_database, seen_cohorts_cache=seen_cohorts_cache
+                                    cohort,
+                                    using_database=using_database,
+                                    seen_cohorts_cache=seen_cohorts_cache,
                                 )
                             ]
                         )
@@ -310,7 +322,8 @@ class FeatureFlagHashKeyOverride(models.Model):
     class Meta:
         constraints = [
             models.UniqueConstraint(
-                fields=["team", "person", "feature_flag_key"], name="Unique hash_key for a user/team/feature_flag combo"
+                fields=["team", "person", "feature_flag_key"],
+                name="Unique hash_key for a user/team/feature_flag combo",
             )
         ]
 
@@ -329,7 +342,8 @@ class FeatureFlagOverride(models.Model):
     class Meta:
         constraints = [
             models.UniqueConstraint(
-                fields=["user", "feature_flag", "team"], name="unique feature flag for a user/team combo"
+                fields=["user", "feature_flag", "team"],
+                name="unique feature flag for a user/team combo",
             )
         ]
 
@@ -340,7 +354,9 @@ class Meta:
 
 
 def set_feature_flags_for_team_in_cache(
-    team_id: int, feature_flags: Optional[List[FeatureFlag]] = None, using_database: str = "default"
+    team_id: int,
+    feature_flags: Optional[List[FeatureFlag]] = None,
+    using_database: str = "default",
 ) -> List[FeatureFlag]:
     from posthog.api.feature_flag import MinimalFeatureFlagSerializer
 
@@ -391,5 +407,8 @@ class FeatureFlagDashboards(models.Model):
 
     class Meta:
         constraints = [
-            models.UniqueConstraint(fields=["feature_flag", "dashboard"], name="unique feature flag for a dashboard")
+            models.UniqueConstraint(
+                fields=["feature_flag", "dashboard"],
+                name="unique feature flag for a dashboard",
+            )
         ]
diff --git a/posthog/models/feature_flag/flag_analytics.py b/posthog/models/feature_flag/flag_analytics.py
index e949de479d166..367c836f75882 100644
--- a/posthog/models/feature_flag/flag_analytics.py
+++ b/posthog/models/feature_flag/flag_analytics.py
@@ -1,6 +1,8 @@
 from typing import TYPE_CHECKING, Tuple
 from posthog.constants import FlagRequestType
-from posthog.helpers.dashboard_templates import add_enriched_insights_to_feature_flag_dashboard
+from posthog.helpers.dashboard_templates import (
+    add_enriched_insights_to_feature_flag_dashboard,
+)
 from posthog.models.feature_flag.feature_flag import FeatureFlag
 from posthog.redis import redis, get_client
 import time
@@ -68,9 +70,11 @@ def capture_team_decide_usage(ph_client: "Posthog", team_id: int, team_uuid: str
 
         with client.lock(f"{REDIS_LOCK_TOKEN}:{team_id}", timeout=60, blocking=False):
             decide_key_name = get_team_request_key(team_id, FlagRequestType.DECIDE)
-            total_decide_request_count, min_time, max_time = _extract_total_count_for_key_from_redis_hash(
-                client, decide_key_name
-            )
+            (
+                total_decide_request_count,
+                min_time,
+                max_time,
+            ) = _extract_total_count_for_key_from_redis_hash(client, decide_key_name)
 
             if total_decide_request_count > 0 and settings.DECIDE_BILLING_ANALYTICS_TOKEN:
                 ph_client.capture(
@@ -87,9 +91,11 @@ def capture_team_decide_usage(ph_client: "Posthog", team_id: int, team_uuid: str
                 )
 
             local_evaluation_key_name = get_team_request_key(team_id, FlagRequestType.LOCAL_EVALUATION)
-            total_local_evaluation_request_count, min_time, max_time = _extract_total_count_for_key_from_redis_hash(
-                client, local_evaluation_key_name
-            )
+            (
+                total_local_evaluation_request_count,
+                min_time,
+                max_time,
+            ) = _extract_total_count_for_key_from_redis_hash(client, local_evaluation_key_name)
 
             if total_local_evaluation_request_count > 0 and settings.DECIDE_BILLING_ANALYTICS_TOKEN:
                 ph_client.capture(
@@ -113,7 +119,6 @@ def capture_team_decide_usage(ph_client: "Posthog", team_id: int, team_uuid: str
 
 
 def find_flags_with_enriched_analytics(begin: datetime, end: datetime):
-
     result = sync_execute(
         """
         SELECT team_id, JSONExtractString(properties, 'feature_flag') as flag_key
diff --git a/posthog/models/feature_flag/flag_matching.py b/posthog/models/feature_flag/flag_matching.py
index 059b60d7211f8..05c5bbccb8f63 100644
--- a/posthog/models/feature_flag/flag_matching.py
+++ b/posthog/models/feature_flag/flag_matching.py
@@ -25,7 +25,10 @@
 from posthog.models.cohort import Cohort
 from posthog.models.utils import execute_with_timeout
 from posthog.queries.base import match_property, properties_to_Q
-from posthog.database_healthcheck import postgres_healthcheck, DATABASE_FOR_FLAG_MATCHING
+from posthog.database_healthcheck import (
+    postgres_healthcheck,
+    DATABASE_FOR_FLAG_MATCHING,
+)
 from posthog.utils import label_for_team_id_to_track
 
 from .feature_flag import (
@@ -156,7 +159,11 @@ def get_match(self, feature_flag: FeatureFlag) -> FeatureFlagMatch:
 
         # Match for boolean super condition first
         if feature_flag.filters.get("super_groups", None):
-            is_match, super_condition_value, evaluation_reason = self.is_super_condition_match(feature_flag)
+            (
+                is_match,
+                super_condition_value,
+                evaluation_reason,
+            ) = self.is_super_condition_match(feature_flag)
             if is_match:
                 payload = self.get_matching_payload(super_condition_value, None, feature_flag)
                 return FeatureFlagMatch(
@@ -184,11 +191,18 @@ def get_match(self, feature_flag: FeatureFlag) -> FeatureFlagMatch:
 
                 payload = self.get_matching_payload(is_match, variant, feature_flag)
                 return FeatureFlagMatch(
-                    match=True, variant=variant, reason=evaluation_reason, condition_index=index, payload=payload
+                    match=True,
+                    variant=variant,
+                    reason=evaluation_reason,
+                    condition_index=index,
+                    payload=payload,
                 )
 
-            highest_priority_evaluation_reason, highest_priority_index = self.get_highest_priority_match_evaluation(
-                highest_priority_evaluation_reason, highest_priority_index, evaluation_reason, index
+            (highest_priority_evaluation_reason, highest_priority_index,) = self.get_highest_priority_match_evaluation(
+                highest_priority_evaluation_reason,
+                highest_priority_index,
+                evaluation_reason,
+                index,
             )
 
         return FeatureFlagMatch(
@@ -227,7 +241,12 @@ def get_matches(self) -> Tuple[Dict[str, Union[str, bool]], Dict[str, dict], Dic
                 faced_error_computing_flags = True
                 handle_feature_flag_exception(err, "[Feature Flags] Error computing flags")
 
-        return flag_values, flag_evaluation_reasons, flag_payloads, faced_error_computing_flags
+        return (
+            flag_values,
+            flag_evaluation_reasons,
+            flag_payloads,
+            faced_error_computing_flags,
+        )
 
     def get_matching_variant(self, feature_flag: FeatureFlag) -> Optional[str]:
         for variant in self.variant_lookup_table(feature_flag):
@@ -259,7 +278,11 @@ def is_super_condition_match(self, feature_flag: FeatureFlag) -> Tuple[bool, boo
         super_condition_value = self._super_condition_matches(feature_flag)
 
         if super_condition_value_is_set:
-            return True, super_condition_value, FeatureFlagMatchReason.SUPER_CONDITION_VALUE
+            return (
+                True,
+                super_condition_value,
+                FeatureFlagMatchReason.SUPER_CONDITION_VALUE,
+            )
 
         # Evaluate if properties are empty
         if feature_flag.super_conditions and len(feature_flag.super_conditions) > 0:
@@ -290,7 +313,8 @@ def is_condition_match(
                 target_properties = self.property_value_overrides
                 if feature_flag.aggregation_group_type_index is not None:
                     target_properties = self.group_property_value_overrides.get(
-                        self.cache.group_type_index_to_name[feature_flag.aggregation_group_type_index], {}
+                        self.cache.group_type_index_to_name[feature_flag.aggregation_group_type_index],
+                        {},
                     )
                 condition_match = all(match_property(property, target_properties) for property in properties)
             else:
@@ -344,7 +368,9 @@ def query_conditions(self) -> Dict[str, bool]:
                 all_conditions: Dict = {}
                 team_id = self.feature_flags[0].team_id
                 person_query: QuerySet = Person.objects.using(DATABASE_FOR_FLAG_MATCHING).filter(
-                    team_id=team_id, persondistinctid__distinct_id=self.distinct_id, persondistinctid__team_id=team_id
+                    team_id=team_id,
+                    persondistinctid__distinct_id=self.distinct_id,
+                    persondistinctid__team_id=team_id,
                 )
                 basic_group_query: QuerySet = Group.objects.using(DATABASE_FOR_FLAG_MATCHING).filter(team_id=team_id)
                 group_query_per_group_type_mapping: Dict[GroupTypeIndex, Tuple[QuerySet, List[str]]] = {}
@@ -372,7 +398,8 @@ def condition_eval(key, condition):
                         target_properties = self.property_value_overrides
                         if feature_flag.aggregation_group_type_index is not None:
                             target_properties = self.group_property_value_overrides.get(
-                                self.cache.group_type_index_to_name[feature_flag.aggregation_group_type_index], {}
+                                self.cache.group_type_index_to_name[feature_flag.aggregation_group_type_index],
+                                {},
                             )
                         expr = properties_to_Q(
                             Filter(data=condition).property_groups.flat,
@@ -401,7 +428,8 @@ def condition_eval(key, condition):
                             person_query = person_query.annotate(
                                 **{
                                     key: ExpressionWrapper(
-                                        expr if expr else RawSQL("true", []), output_field=BooleanField()
+                                        expr if expr else RawSQL("true", []),
+                                        output_field=BooleanField(),
                                     )
                                 }
                             )
@@ -410,13 +438,15 @@ def condition_eval(key, condition):
                             if feature_flag.aggregation_group_type_index not in group_query_per_group_type_mapping:
                                 # ignore flags that didn't have the right groups passed in
                                 return
-                            group_query, group_fields = group_query_per_group_type_mapping[
-                                feature_flag.aggregation_group_type_index
-                            ]
+                            (
+                                group_query,
+                                group_fields,
+                            ) = group_query_per_group_type_mapping[feature_flag.aggregation_group_type_index]
                             group_query = group_query.annotate(
                                 **{
                                     key: ExpressionWrapper(
-                                        expr if expr else RawSQL("true", []), output_field=BooleanField()
+                                        expr if expr else RawSQL("true", []),
+                                        output_field=BooleanField(),
                                     )
                                 }
                             )
@@ -468,7 +498,10 @@ def condition_eval(key, condition):
                     if len(person_query) > 0:
                         all_conditions = {**all_conditions, **person_query[0]}
 
-                for group_query, group_fields in group_query_per_group_type_mapping.values():
+                for (
+                    group_query,
+                    group_fields,
+                ) in group_query_per_group_type_mapping.values():
                     group_query = group_query.values(*group_fields)
                     if len(group_query) > 0:
                         assert len(group_query) == 1, f"Expected 1 group query result, got {len(group_query)}"
@@ -514,7 +547,9 @@ def get_hash(self, feature_flag: FeatureFlag, salt="") -> float:
         return hash_val / __LONG_SCALE__
 
     def can_compute_locally(
-        self, properties: List[Property], group_type_index: Optional[GroupTypeIndex] = None
+        self,
+        properties: List[Property],
+        group_type_index: Optional[GroupTypeIndex] = None,
     ) -> bool:
         target_properties = self.property_value_overrides
         if group_type_index is not None:
@@ -661,7 +696,10 @@ def get_all_feature_flags(
                         SELECT key FROM posthog_featureflag WHERE team_id = %(team_id)s AND ensure_experience_continuity = TRUE AND active = TRUE AND deleted = FALSE
                             AND key NOT IN (SELECT feature_flag_key FROM existing_overrides)
                     """
-                    cursor.execute(query, {"team_id": team_id, "distinct_ids": tuple(distinct_ids)})  # type: ignore
+                    cursor.execute(
+                        query,
+                        {"team_id": team_id, "distinct_ids": tuple(distinct_ids)},  # type: ignore
+                    )
                     flags_with_no_overrides = [row[0] for row in cursor.fetchall()]
                     should_write_hash_key_override = len(flags_with_no_overrides) > 0
             except Exception as e:
@@ -686,7 +724,8 @@ def get_all_feature_flags(
                     )
                     team_id_label = label_for_team_id_to_track(team_id)
                     FLAG_HASH_KEY_WRITES_COUNTER.labels(
-                        team_id=team_id_label, successful_write=writing_hash_key_override
+                        team_id=team_id_label,
+                        successful_write=writing_hash_key_override,
                     ).inc()
                 except Exception as e:
                     # If the database is in read-only mode, we can't handle experience continuity flags,
@@ -695,7 +734,9 @@ def get_all_feature_flags(
                     # For this case, and for any other case, do not error out on decide, just continue assuming continuity couldn't happen.
                     # At the same time, don't set db down, because the read-replica might still be up.
                     handle_feature_flag_exception(
-                        e, "[Feature Flags] Error while setting feature flag hash key overrides", set_healthcheck=False
+                        e,
+                        "[Feature Flags] Error while setting feature flag hash key overrides",
+                        set_healthcheck=False,
                     )
 
     # This is the read-path for experience continuity. We need to get the overrides, and to do that, we get the person_id.
@@ -783,14 +824,24 @@ def set_feature_flag_hash_key_overrides(team_id: int, distinct_ids: List[str], h
                 # We don't want to return an error response for `/decide` just because of this.
                 # There can be cases where it's a different override (like a person on two different browser sending the same request at the same time),
                 # but we don't care about that case because first override wins.
-                cursor.execute(query, {"team_id": team_id, "distinct_ids": tuple(distinct_ids), "hash_key_override": hash_key_override})  # type: ignore
+                cursor.execute(
+                    query,
+                    {
+                        "team_id": team_id,
+                        "distinct_ids": tuple(distinct_ids),  # type: ignore
+                        "hash_key_override": hash_key_override,
+                    },
+                )
                 return cursor.rowcount > 0
 
         except IntegrityError as e:
             if "violates foreign key constraint" in str(e) and retry < max_retries - 1:
                 # This can happen if a person is deleted while we're trying to add overrides for it.
                 # This is the only case when we retry.
-                logger.info("Retrying set_feature_flag_hash_key_overrides due to person deletion", exc_info=True)
+                logger.info(
+                    "Retrying set_feature_flag_hash_key_overrides due to person deletion",
+                    exc_info=True,
+                )
                 time.sleep(retry_delay)
             else:
                 raise e
diff --git a/posthog/models/feature_flag/permissions.py b/posthog/models/feature_flag/permissions.py
index 3df6cc1fe16b4..95d39636c4c07 100644
--- a/posthog/models/feature_flag/permissions.py
+++ b/posthog/models/feature_flag/permissions.py
@@ -22,7 +22,8 @@ def can_user_edit_feature_flag(request, feature_flag):
         all_role_memberships = request.user.role_memberships.select_related("role").all()
         try:
             feature_flag_resource_access = OrganizationResourceAccess.objects.get(
-                organization=request.user.organization, resource=OrganizationResourceAccess.Resources.FEATURE_FLAGS
+                organization=request.user.organization,
+                resource=OrganizationResourceAccess.Resources.FEATURE_FLAGS,
             )
             if feature_flag_resource_access.access_level >= OrganizationResourceAccess.AccessLevel.CAN_ALWAYS_EDIT:
                 return True
@@ -30,7 +31,10 @@ def can_user_edit_feature_flag(request, feature_flag):
         except OrganizationResourceAccess.DoesNotExist:
             org_level = OrganizationResourceAccess.AccessLevel.CAN_ALWAYS_EDIT
 
-        role_level = max([membership.role.feature_flags_access_level for membership in all_role_memberships], default=0)
+        role_level = max(
+            [membership.role.feature_flags_access_level for membership in all_role_memberships],
+            default=0,
+        )
 
         if role_level == 0:
             final_level = org_level
diff --git a/posthog/models/feature_flag/user_blast_radius.py b/posthog/models/feature_flag/user_blast_radius.py
index 317c12e8a18ac..5843e3513e6b1 100644
--- a/posthog/models/feature_flag/user_blast_radius.py
+++ b/posthog/models/feature_flag/user_blast_radius.py
@@ -9,15 +9,17 @@
 from posthog.models.team.team import Team
 
 
-def get_user_blast_radius(team: Team, feature_flag_condition: dict, group_type_index: Optional[GroupTypeIndex] = None):
-
+def get_user_blast_radius(
+    team: Team,
+    feature_flag_condition: dict,
+    group_type_index: Optional[GroupTypeIndex] = None,
+):
     from posthog.queries.person_query import PersonQuery
 
     # No rollout % calculations here, since it makes more sense to compute that on the frontend
     properties = feature_flag_condition.get("properties") or []
 
     if group_type_index is not None:
-
         try:
             from ee.clickhouse.queries.groups_join_query import GroupsJoinQuery
         except Exception:
diff --git a/posthog/models/feedback/survey.py b/posthog/models/feedback/survey.py
index 13938222d317e..b8a91b0b92527 100644
--- a/posthog/models/feedback/survey.py
+++ b/posthog/models/feedback/survey.py
@@ -16,7 +16,10 @@ class Meta:
         constraints = [models.UniqueConstraint(fields=["team", "name"], name="unique survey name for team")]
 
     team: models.ForeignKey = models.ForeignKey(
-        "posthog.Team", on_delete=models.CASCADE, related_name="surveys", related_query_name="survey"
+        "posthog.Team",
+        on_delete=models.CASCADE,
+        related_name="surveys",
+        related_query_name="survey",
     )
     name: models.CharField = models.CharField(max_length=400)
     description: models.TextField = models.TextField(blank=True)
@@ -57,7 +60,12 @@ class Meta:
 @mutable_receiver([post_save, post_delete], sender=Survey)
 def update_surveys_opt_in(sender, instance, **kwargs):
     active_surveys_count = (
-        Survey.objects.filter(team_id=instance.team_id, start_date__isnull=False, end_date__isnull=True, archived=False)
+        Survey.objects.filter(
+            team_id=instance.team_id,
+            start_date__isnull=False,
+            end_date__isnull=True,
+            archived=False,
+        )
         .exclude(type="api")
         .count()
     )
diff --git a/posthog/models/filters/base_filter.py b/posthog/models/filters/base_filter.py
index 193c71f574b50..8b86de9b23129 100644
--- a/posthog/models/filters/base_filter.py
+++ b/posthog/models/filters/base_filter.py
@@ -40,7 +40,12 @@ def __init__(
             elif request.data and request.data.get(PROPERTIES):
                 properties = request.data[PROPERTIES]
 
-            data = {**request.GET.dict(), **request.data, **(data if data else {}), **({PROPERTIES: properties})}
+            data = {
+                **request.GET.dict(),
+                **request.data,
+                **(data if data else {}),
+                **({PROPERTIES: properties}),
+            }
         elif data is None:
             raise ValueError("You need to define either a data dict or a request")
 
@@ -50,7 +55,8 @@ def __init__(
 
         # Set the HogQL context for the request
         self.hogql_context = self.kwargs.get(
-            "hogql_context", HogQLContext(within_non_hogql_query=True, team_id=self.team.pk if self.team else None)
+            "hogql_context",
+            HogQLContext(within_non_hogql_query=True, team_id=self.team.pk if self.team else None),
         )
         if self.team:
             self.hogql_context.person_on_events_mode = self.team.person_on_events_mode
@@ -77,7 +83,8 @@ def toJSON(self):
     def shallow_clone(self, overrides: Dict[str, Any]):
         "Clone the filter's data while sharing the HogQL context"
         return type(self)(
-            data={**self._data, **overrides}, **{**self.kwargs, "team": self.team, "hogql_context": self.hogql_context}
+            data={**self._data, **overrides},
+            **{**self.kwargs, "team": self.team, "hogql_context": self.hogql_context},
         )
 
     def query_tags(self) -> Dict[str, Any]:
diff --git a/posthog/models/filters/mixins/common.py b/posthog/models/filters/mixins/common.py
index bbb727407c6be..ae50d71f30656 100644
--- a/posthog/models/filters/mixins/common.py
+++ b/posthog/models/filters/mixins/common.py
@@ -50,7 +50,12 @@
 )
 from posthog.models.entity import Entity, ExclusionEntity, MathType
 from posthog.models.filters.mixins.base import BaseParamMixin, BreakdownType
-from posthog.models.filters.mixins.utils import cached_property, include_dict, include_query_tags, process_bool
+from posthog.models.filters.mixins.utils import (
+    cached_property,
+    include_dict,
+    include_query_tags,
+    process_bool,
+)
 from posthog.models.filters.utils import GroupTypeIndex, validate_group_type_index
 from posthog.utils import DEFAULT_DATE_FROM_DAYS, relative_date_parse_with_delta_mapping
 
@@ -239,7 +244,10 @@ def breakdown_group_type_index(self) -> Optional[GroupTypeIndex]:
     @include_dict
     def breakdown_type_and_group_to_dict(self):
         if self.breakdown_type == "group":
-            return {BREAKDOWN_TYPE: self.breakdown_type, BREAKDOWN_GROUP_TYPE_INDEX: self.breakdown_group_type_index}
+            return {
+                BREAKDOWN_TYPE: self.breakdown_type,
+                BREAKDOWN_GROUP_TYPE_INDEX: self.breakdown_group_type_index,
+            }
         elif self.breakdown_type:
             return {BREAKDOWN_TYPE: self.breakdown_type}
         else:
@@ -343,7 +351,11 @@ def date_from(self) -> Optional[datetime.datetime]:
             if self._date_from == "all":
                 return None
             elif isinstance(self._date_from, str):
-                date, delta_mapping = relative_date_parse_with_delta_mapping(self._date_from, self.team.timezone_info, always_truncate=True)  # type: ignore
+                date, delta_mapping = relative_date_parse_with_delta_mapping(
+                    self._date_from,
+                    self.team.timezone_info,  # type: ignore
+                    always_truncate=True,
+                )
                 self.date_from_delta_mapping = delta_mapping
                 return date
             else:
@@ -361,7 +373,11 @@ def date_to(self) -> datetime.datetime:
             if isinstance(self._date_to, str):
                 try:
                     return datetime.datetime.strptime(self._date_to, "%Y-%m-%d").replace(
-                        hour=23, minute=59, second=59, microsecond=999999, tzinfo=ZoneInfo("UTC")
+                        hour=23,
+                        minute=59,
+                        second=59,
+                        microsecond=999999,
+                        tzinfo=ZoneInfo("UTC"),
                     )
                 except ValueError:
                     try:
@@ -369,7 +385,11 @@ def date_to(self) -> datetime.datetime:
                             tzinfo=ZoneInfo("UTC")
                         )
                     except ValueError:
-                        date, delta_mapping = relative_date_parse_with_delta_mapping(self._date_to, self.team.timezone_info, always_truncate=True)  # type: ignore
+                        date, delta_mapping = relative_date_parse_with_delta_mapping(
+                            self._date_to,
+                            self.team.timezone_info,  # type: ignore
+                            always_truncate=True,
+                        )
                         self.date_to_delta_mapping = delta_mapping
                         return date
             else:
diff --git a/posthog/models/filters/mixins/funnel.py b/posthog/models/filters/mixins/funnel.py
index 4c13029ec0fb6..91312a5030478 100644
--- a/posthog/models/filters/mixins/funnel.py
+++ b/posthog/models/filters/mixins/funnel.py
@@ -264,7 +264,11 @@ class FunnelTrendsPersonsMixin(BaseParamMixin):
     @cached_property
     def entrance_period_start(self) -> Optional[datetime.datetime]:
         entrance_period_start_raw = self._data.get(ENTRANCE_PERIOD_START)
-        return relative_date_parse(entrance_period_start_raw, self.team.timezone_info) if entrance_period_start_raw else None  # type: ignore
+        return (
+            relative_date_parse(entrance_period_start_raw, self.team.timezone_info)  # type: ignore
+            if entrance_period_start_raw
+            else None
+        )
 
     @cached_property
     def drop_off(self) -> Optional[bool]:
diff --git a/posthog/models/filters/mixins/property.py b/posthog/models/filters/mixins/property.py
index 5812967c035e2..7ca409d4897d1 100644
--- a/posthog/models/filters/mixins/property.py
+++ b/posthog/models/filters/mixins/property.py
@@ -5,7 +5,11 @@
 
 from posthog.constants import PROPERTIES, PropertyOperatorType
 from posthog.models.filters.mixins.base import BaseParamMixin
-from posthog.models.filters.mixins.utils import cached_property, include_dict, include_query_tags
+from posthog.models.filters.mixins.utils import (
+    cached_property,
+    include_dict,
+    include_query_tags,
+)
 from posthog.models.property import Property, PropertyGroup
 
 
@@ -82,7 +86,10 @@ def _parse_properties(self, properties: Optional[Any]) -> List[Property]:
             key_split = key.split("__")
             ret.append(
                 Property(
-                    key=key_split[0], value=value, operator=key_split[1] if len(key_split) > 1 else None, type="event"
+                    key=key_split[0],
+                    value=value,
+                    operator=key_split[1] if len(key_split) > 1 else None,
+                    type="event",
                 )
             )
         return ret
@@ -90,7 +97,8 @@ def _parse_properties(self, properties: Optional[Any]) -> List[Property]:
     def _parse_property_group(self, group: Optional[Dict]) -> PropertyGroup:
         if group and "type" in group and "values" in group:
             return PropertyGroup(
-                PropertyOperatorType(group["type"].upper()), self._parse_property_group_list(group["values"])
+                PropertyOperatorType(group["type"].upper()),
+                self._parse_property_group_list(group["values"]),
             )
 
         return PropertyGroup(PropertyOperatorType.AND, cast(List[Property], []))
diff --git a/posthog/models/filters/mixins/retention.py b/posthog/models/filters/mixins/retention.py
index 53146bf62a7b3..c2b55f3d30e2e 100644
--- a/posthog/models/filters/mixins/retention.py
+++ b/posthog/models/filters/mixins/retention.py
@@ -17,7 +17,11 @@
     TREND_FILTER_TYPE_EVENTS,
 )
 from posthog.models.entity import Entity
-from posthog.models.filters.mixins.common import BaseParamMixin, DateMixin, EntitiesMixin
+from posthog.models.filters.mixins.common import (
+    BaseParamMixin,
+    DateMixin,
+    EntitiesMixin,
+)
 from posthog.models.filters.mixins.utils import cached_property, include_dict
 from posthog.utils import relative_date_parse
 
diff --git a/posthog/models/filters/mixins/simplify.py b/posthog/models/filters/mixins/simplify.py
index 4afdc5dec64cf..4735a95e6a7d6 100644
--- a/posthog/models/filters/mixins/simplify.py
+++ b/posthog/models/filters/mixins/simplify.py
@@ -38,16 +38,23 @@ def simplify(self: T, team: "Team", **kwargs) -> T:
         updated_entities = {}
         if hasattr(result, "entities_to_dict"):
             for entity_type, entities in result.entities_to_dict().items():
-                updated_entities[entity_type] = [self._simplify_entity(team, entity_type, entity, **kwargs) for entity in entities]  # type: ignore
+                updated_entities[entity_type] = [
+                    self._simplify_entity(team, entity_type, entity, **kwargs) for entity in entities  # type: ignore
+                ]
 
         from posthog.models.property.util import clear_excess_levels
 
-        prop_group = clear_excess_levels(self._simplify_property_group(team, result.property_groups, **kwargs), skip=True)  # type: ignore
+        prop_group = clear_excess_levels(
+            self._simplify_property_group(team, result.property_groups, **kwargs),  # type: ignore
+            skip=True,
+        )
         prop_group = prop_group.to_dict()  # type: ignore
 
         new_group_props = []
         if getattr(result, "aggregation_group_type_index", None) is not None:
-            new_group_props.append(self._group_set_property(cast(int, result.aggregation_group_type_index)).to_dict())  # type: ignore
+            new_group_props.append(
+                self._group_set_property(cast(int, result.aggregation_group_type_index)).to_dict()  # type: ignore
+            )
 
         if new_group_props:
             new_group = {"type": "AND", "values": new_group_props}
@@ -56,7 +63,11 @@ def simplify(self: T, team: "Team", **kwargs) -> T:
         return result.shallow_clone({**updated_entities, "properties": prop_group})
 
     def _simplify_entity(
-        self, team: "Team", entity_type: Literal["events", "actions", "exclusions"], entity_params: Dict, **kwargs
+        self,
+        team: "Team",
+        entity_type: Literal["events", "actions", "exclusions"],
+        entity_params: Dict,
+        **kwargs,
     ) -> Dict:
         from posthog.models.entity import Entity, ExclusionEntity
 
diff --git a/posthog/models/filters/mixins/test/test_interval.py b/posthog/models/filters/mixins/test/test_interval.py
index efeb33e3479d7..d47adfc6b3e81 100644
--- a/posthog/models/filters/mixins/test/test_interval.py
+++ b/posthog/models/filters/mixins/test/test_interval.py
@@ -26,10 +26,13 @@ def test_filter_interval_success(filter, expected_interval):
 @pytest.mark.parametrize(
     "filter,expected_error_message",
     [
-        (Filter(data={"interval": "foo"}), "Interval foo does not belong to SUPPORTED_INTERVAL_TYPES!"),
+        (
+            Filter(data={"interval": "foo"}),
+            "Interval foo does not belong to SUPPORTED_INTERVAL_TYPES!",
+        ),
         (Filter(data={"interval": 123}), "Interval must be a string!"),
     ],
 )
 def test_filter_interval_errors(filter, expected_error_message):
     with pytest.raises(ValueError, match=expected_error_message):
-        filter.interval
+        filter.interval  # noqa: B018
diff --git a/posthog/models/filters/mixins/test/test_property.py b/posthog/models/filters/mixins/test/test_property.py
index e1e250b5916a4..8f8b7c56721e2 100644
--- a/posthog/models/filters/mixins/test/test_property.py
+++ b/posthog/models/filters/mixins/test/test_property.py
@@ -13,7 +13,13 @@ def test_property_group_multi_level_parsing():
             "properties": {
                 "type": "AND",
                 "values": [
-                    {"type": "AND", "values": [{"key": "attr", "value": "val_1"}, {"key": "attr_2", "value": "val_2"}]},
+                    {
+                        "type": "AND",
+                        "values": [
+                            {"key": "attr", "value": "val_1"},
+                            {"key": "attr_2", "value": "val_2"},
+                        ],
+                    },
                     {"type": "OR", "values": [{"key": "attr", "value": "val_2"}]},
                 ],
             }
@@ -42,7 +48,10 @@ def test_property_group_simple_parsing():
         data={
             "properties": {
                 "type": "AND",
-                "values": [{"key": "attr", "value": "val_1"}, {"key": "attr_2", "value": "val_2"}],
+                "values": [
+                    {"key": "attr", "value": "val_1"},
+                    {"key": "attr_2", "value": "val_2"},
+                ],
             }
         }
     )
@@ -64,22 +73,23 @@ def test_property_group_empty_parsing():
 
 
 def test_property_group_invalid_parsing():
-
     filter = Filter(
         data={
             "properties": {
                 "type": "XaND",
-                "values": [{"key": "attr", "value": "val_1"}, {"key": "attr_2", "value": "val_2"}],
+                "values": [
+                    {"key": "attr", "value": "val_1"},
+                    {"key": "attr_2", "value": "val_2"},
+                ],
             }
         }
     )
 
     with pytest.raises(ValidationError):
-        filter.property_groups
+        filter.property_groups  # noqa: B018
 
 
 def test_property_group_includes_unhomogenous_groups():
-
     filter = Filter(
         data={
             "properties": {
@@ -95,7 +105,7 @@ def test_property_group_includes_unhomogenous_groups():
     )
 
     with pytest.raises(ValidationError):
-        filter.property_groups
+        filter.property_groups  # noqa: B018
 
 
 def test_property_multi_level_to_dict():
@@ -104,7 +114,13 @@ def test_property_multi_level_to_dict():
             "properties": {
                 "type": "AND",
                 "values": [
-                    {"type": "AND", "values": [{"key": "attr", "value": "val_1"}, {"key": "attr_2", "value": "val_2"}]},
+                    {
+                        "type": "AND",
+                        "values": [
+                            {"key": "attr", "value": "val_1"},
+                            {"key": "attr_2", "value": "val_2"},
+                        ],
+                    },
                     {"type": "OR", "values": [{"key": "attr", "value": "val_2"}]},
                 ],
             }
@@ -121,7 +137,10 @@ def test_property_multi_level_to_dict():
                     {"key": "attr_2", "value": "val_2", "type": "event"},
                 ],
             },
-            {"type": "OR", "values": [{"key": "attr", "value": "val_2", "type": "event"}]},
+            {
+                "type": "OR",
+                "values": [{"key": "attr", "value": "val_2", "type": "event"}],
+            },
         ],
     }
 
@@ -131,7 +150,10 @@ def test_property_group_simple_to_dict():
         data={
             "properties": {
                 "type": "AND",
-                "values": [{"key": "attr", "value": "val_1"}, {"key": "attr_2", "value": "val_2"}],
+                "values": [
+                    {"key": "attr", "value": "val_1"},
+                    {"key": "attr_2", "value": "val_2"},
+                ],
             }
         }
     )
@@ -149,7 +171,13 @@ def test_property_group_simple_json_parsing():
     filter = Filter(
         data={
             "properties": json.dumps(
-                {"type": "AND", "values": [{"key": "attr", "value": "val_1"}, {"key": "attr_2", "value": "val_2"}]}
+                {
+                    "type": "AND",
+                    "values": [
+                        {"key": "attr", "value": "val_1"},
+                        {"key": "attr_2", "value": "val_2"},
+                    ],
+                }
             )
         }
     )
@@ -173,7 +201,10 @@ def test_property_group_multi_level_json_parsing():
                     "values": [
                         {
                             "type": "AND",
-                            "values": [{"key": "attr", "value": "val_1"}, {"key": "attr_2", "value": "val_2"}],
+                            "values": [
+                                {"key": "attr", "value": "val_1"},
+                                {"key": "attr_2", "value": "val_2"},
+                            ],
                         },
                         {"type": "OR", "values": [{"key": "attr", "value": "val_2"}]},
                     ],
diff --git a/posthog/models/filters/mixins/utils.py b/posthog/models/filters/mixins/utils.py
index 2d224ca98a716..a297cdcfa6320 100644
--- a/posthog/models/filters/mixins/utils.py
+++ b/posthog/models/filters/mixins/utils.py
@@ -5,6 +5,7 @@
 
 T = TypeVar("T")
 
+
 # can't use cached_property directly from functools because of 3.7 compatibilty
 def cached_property(func: Callable[..., T]) -> T:
     return property(lru_cache(maxsize=1)(func))  # type: ignore
diff --git a/posthog/models/filters/path_filter.py b/posthog/models/filters/path_filter.py
index 9fe71d5d6d16b..4373092b91520 100644
--- a/posthog/models/filters/path_filter.py
+++ b/posthog/models/filters/path_filter.py
@@ -17,7 +17,11 @@
     SampleMixin,
     SearchMixin,
 )
-from .mixins.funnel import FunnelCorrelationMixin, FunnelPersonsStepMixin, FunnelWindowMixin
+from .mixins.funnel import (
+    FunnelCorrelationMixin,
+    FunnelPersonsStepMixin,
+    FunnelWindowMixin,
+)
 from .mixins.groups import GroupsAggregationMixin
 from .mixins.interval import IntervalMixin
 from .mixins.paths import (
@@ -76,7 +80,12 @@ class PathFilter(
     BaseFilter,
     SampleMixin,
 ):
-    def __init__(self, data: Optional[Dict[str, Any]] = None, request: Optional[Request] = None, **kwargs) -> None:
+    def __init__(
+        self,
+        data: Optional[Dict[str, Any]] = None,
+        request: Optional[Request] = None,
+        **kwargs,
+    ) -> None:
         if data:
             data["insight"] = INSIGHT_PATHS
         else:
diff --git a/posthog/models/filters/retention_filter.py b/posthog/models/filters/retention_filter.py
index cd767606a6dd1..9cc3e8d0c7a08 100644
--- a/posthog/models/filters/retention_filter.py
+++ b/posthog/models/filters/retention_filter.py
@@ -18,7 +18,11 @@
 from .mixins.funnel import FunnelCorrelationMixin
 from .mixins.groups import GroupsAggregationMixin
 from .mixins.property import PropertyMixin
-from .mixins.retention import EntitiesDerivedMixin, RetentionDateDerivedMixin, RetentionTypeMixin
+from .mixins.retention import (
+    EntitiesDerivedMixin,
+    RetentionDateDerivedMixin,
+    RetentionTypeMixin,
+)
 from .mixins.simplify import SimplifyFilterMixin
 from .mixins.utils import cached_property, include_dict
 
diff --git a/posthog/models/filters/stickiness_filter.py b/posthog/models/filters/stickiness_filter.py
index dbabdd5e6897a..4674c4ceeb3d9 100644
--- a/posthog/models/filters/stickiness_filter.py
+++ b/posthog/models/filters/stickiness_filter.py
@@ -1,6 +1,11 @@
 from typing import TYPE_CHECKING, Any, Callable, Dict, Optional, Union
 
-from django.db.models.functions.datetime import TruncDay, TruncHour, TruncMonth, TruncWeek
+from django.db.models.functions.datetime import (
+    TruncDay,
+    TruncHour,
+    TruncMonth,
+    TruncWeek,
+)
 from rest_framework.exceptions import ValidationError
 from rest_framework.request import Request
 
@@ -55,7 +60,12 @@ class StickinessFilter(
     get_earliest_timestamp: Optional[Callable]
     team: "Team"
 
-    def __init__(self, data: Optional[Dict[str, Any]] = None, request: Optional[Request] = None, **kwargs) -> None:
+    def __init__(
+        self,
+        data: Optional[Dict[str, Any]] = None,
+        request: Optional[Request] = None,
+        **kwargs,
+    ) -> None:
         if data:
             data["insight"] = INSIGHT_STICKINESS
         else:
diff --git a/posthog/models/filters/test/test_filter.py b/posthog/models/filters/test/test_filter.py
index 3113cc3598000..d7f60b149b93b 100644
--- a/posthog/models/filters/test/test_filter.py
+++ b/posthog/models/filters/test/test_filter.py
@@ -60,7 +60,12 @@ def test_to_dict(self):
 
     def test_simplify_test_accounts(self):
         self.team.test_account_filters = [
-            {"key": "email", "value": "@posthog.com", "operator": "not_icontains", "type": "person"}
+            {
+                "key": "email",
+                "value": "@posthog.com",
+                "operator": "not_icontains",
+                "type": "person",
+            }
         ]
         self.team.save()
 
@@ -70,7 +75,12 @@ def test_simplify_test_accounts(self):
 
         self.assertEqual(
             filter.properties_to_dict(),
-            {"properties": {"type": "AND", "values": [{"key": "attr", "value": "some_val", "type": "event"}]}},
+            {
+                "properties": {
+                    "type": "AND",
+                    "values": [{"key": "attr", "value": "some_val", "type": "event"}],
+                }
+            },
         )
         self.assertTrue(filter.is_simplified)
 
@@ -85,10 +95,18 @@ def test_simplify_test_accounts(self):
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "email", "value": "@posthog.com", "operator": "not_icontains", "type": "person"}
+                                {
+                                    "key": "email",
+                                    "value": "@posthog.com",
+                                    "operator": "not_icontains",
+                                    "type": "person",
+                                }
                             ],
                         },
-                        {"type": "AND", "values": [{"key": "attr", "value": "some_val", "type": "event"}]},
+                        {
+                            "type": "AND",
+                            "values": [{"key": "attr", "value": "some_val", "type": "event"}],
+                        },
                     ],
                 }
             },
@@ -104,10 +122,18 @@ def test_simplify_test_accounts(self):
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "email", "value": "@posthog.com", "operator": "not_icontains", "type": "person"}
+                                {
+                                    "key": "email",
+                                    "value": "@posthog.com",
+                                    "operator": "not_icontains",
+                                    "type": "person",
+                                }
                             ],
                         },
-                        {"type": "AND", "values": [{"key": "attr", "value": "some_val", "type": "event"}]},
+                        {
+                            "type": "AND",
+                            "values": [{"key": "attr", "value": "some_val", "type": "event"}],
+                        },
                     ],
                 }
             },
@@ -117,27 +143,61 @@ def test_simplify_test_accounts(self):
 def property_to_Q_test_factory(filter_persons: Callable, person_factory):
     class TestPropertiesToQ(BaseTest):
         def test_simple_persons(self):
-            person_factory(team_id=self.team.pk, distinct_ids=["person1"], properties={"url": "https://whatever.com"})
+            person_factory(
+                team_id=self.team.pk,
+                distinct_ids=["person1"],
+                properties={"url": "https://whatever.com"},
+            )
             person_factory(team_id=self.team.pk, distinct_ids=["person2"], properties={"url": 1})
-            person_factory(team_id=self.team.pk, distinct_ids=["person3"], properties={"url": {"bla": "bla"}})
+            person_factory(
+                team_id=self.team.pk,
+                distinct_ids=["person3"],
+                properties={"url": {"bla": "bla"}},
+            )
             person_factory(team_id=self.team.pk, distinct_ids=["person4"])
 
-            filter = Filter(data={"properties": [{"type": "person", "key": "url", "value": "https://whatever.com"}]})
+            filter = Filter(
+                data={
+                    "properties": [
+                        {
+                            "type": "person",
+                            "key": "url",
+                            "value": "https://whatever.com",
+                        }
+                    ]
+                }
+            )
 
             results = filter_persons(filter, self.team)
             self.assertEqual(len(results), 1)
 
         def test_multiple_equality_persons(self):
-            person_factory(team_id=self.team.pk, distinct_ids=["person1"], properties={"url": "https://whatever.com"})
+            person_factory(
+                team_id=self.team.pk,
+                distinct_ids=["person1"],
+                properties={"url": "https://whatever.com"},
+            )
             person_factory(team_id=self.team.pk, distinct_ids=["person2"], properties={"url": 1})
-            person_factory(team_id=self.team.pk, distinct_ids=["person3"], properties={"url": {"bla": "bla"}})
+            person_factory(
+                team_id=self.team.pk,
+                distinct_ids=["person3"],
+                properties={"url": {"bla": "bla"}},
+            )
             person_factory(team_id=self.team.pk, distinct_ids=["person4"])
-            person_factory(team_id=self.team.pk, distinct_ids=["person5"], properties={"url": "https://example.com"})
+            person_factory(
+                team_id=self.team.pk,
+                distinct_ids=["person5"],
+                properties={"url": "https://example.com"},
+            )
 
             filter = Filter(
                 data={
                     "properties": [
-                        {"type": "person", "key": "url", "value": ["https://whatever.com", "https://example.com"]}
+                        {
+                            "type": "person",
+                            "key": "url",
+                            "value": ["https://whatever.com", "https://example.com"],
+                        }
                     ]
                 }
             )
@@ -147,7 +207,15 @@ def test_multiple_equality_persons(self):
 
         def test_incomplete_data(self):
             filter = Filter(
-                data={"properties": [{"key": "$current_url", "operator": "not_icontains", "type": "event"}]}
+                data={
+                    "properties": [
+                        {
+                            "key": "$current_url",
+                            "operator": "not_icontains",
+                            "type": "event",
+                        }
+                    ]
+                }
             )
             self.assertListEqual(filter.property_groups.values, [])
 
@@ -156,21 +224,60 @@ def test_numerical_person_properties(self):
             person_factory(team_id=self.team.pk, distinct_ids=["p2"], properties={"$a_number": 5})
             person_factory(team_id=self.team.pk, distinct_ids=["p3"], properties={"$a_number": 6})
 
-            filter = Filter(data={"properties": [{"type": "person", "key": "$a_number", "value": 4, "operator": "gt"}]})
+            filter = Filter(
+                data={
+                    "properties": [
+                        {
+                            "type": "person",
+                            "key": "$a_number",
+                            "value": 4,
+                            "operator": "gt",
+                        }
+                    ]
+                }
+            )
             self.assertEqual(len(filter_persons(filter, self.team)), 2)
 
             filter = Filter(data={"properties": [{"type": "person", "key": "$a_number", "value": 5}]})
             self.assertEqual(len(filter_persons(filter, self.team)), 1)
 
-            filter = Filter(data={"properties": [{"type": "person", "key": "$a_number", "value": 6, "operator": "lt"}]})
+            filter = Filter(
+                data={
+                    "properties": [
+                        {
+                            "type": "person",
+                            "key": "$a_number",
+                            "value": 6,
+                            "operator": "lt",
+                        }
+                    ]
+                }
+            )
             self.assertEqual(len(filter_persons(filter, self.team)), 2)
 
         def test_contains_persons(self):
-            person_factory(team_id=self.team.pk, distinct_ids=["p1"], properties={"url": "https://whatever.com"})
-            person_factory(team_id=self.team.pk, distinct_ids=["p2"], properties={"url": "https://example.com"})
+            person_factory(
+                team_id=self.team.pk,
+                distinct_ids=["p1"],
+                properties={"url": "https://whatever.com"},
+            )
+            person_factory(
+                team_id=self.team.pk,
+                distinct_ids=["p2"],
+                properties={"url": "https://example.com"},
+            )
 
             filter = Filter(
-                data={"properties": [{"type": "person", "key": "url", "value": "whatever", "operator": "icontains"}]}
+                data={
+                    "properties": [
+                        {
+                            "type": "person",
+                            "key": "url",
+                            "value": "whatever",
+                            "operator": "icontains",
+                        }
+                    ]
+                }
             )
 
             results = filter_persons(filter, self.team)
@@ -179,49 +286,106 @@ def test_contains_persons(self):
         def test_regex_persons(self):
             p1_uuid = str(
                 person_factory(
-                    team_id=self.team.pk, distinct_ids=["p1"], properties={"url": "https://whatever.com"}
+                    team_id=self.team.pk,
+                    distinct_ids=["p1"],
+                    properties={"url": "https://whatever.com"},
                 ).uuid
             )
             p2_uuid = str(person_factory(team_id=self.team.pk, distinct_ids=["p2"]).uuid)
 
             filter = Filter(
-                data={"properties": [{"type": "person", "key": "url", "value": r"\.com$", "operator": "regex"}]}
+                data={
+                    "properties": [
+                        {
+                            "type": "person",
+                            "key": "url",
+                            "value": r"\.com$",
+                            "operator": "regex",
+                        }
+                    ]
+                }
             )
             results = filter_persons(filter, self.team)
             self.assertCountEqual(results, [p1_uuid])
 
             filter = Filter(
-                data={"properties": [{"type": "person", "key": "url", "value": r"\.eee$", "operator": "not_regex"}]}
+                data={
+                    "properties": [
+                        {
+                            "type": "person",
+                            "key": "url",
+                            "value": r"\.eee$",
+                            "operator": "not_regex",
+                        }
+                    ]
+                }
             )
             results = filter_persons(filter, self.team)
             self.assertCountEqual(results, [p1_uuid, p2_uuid])
 
         def test_invalid_regex_persons(self):
-            person_factory(team_id=self.team.pk, distinct_ids=["p1"], properties={"url": "https://whatever.com"})
-            person_factory(team_id=self.team.pk, distinct_ids=["p2"], properties={"url": "https://example.com"})
+            person_factory(
+                team_id=self.team.pk,
+                distinct_ids=["p1"],
+                properties={"url": "https://whatever.com"},
+            )
+            person_factory(
+                team_id=self.team.pk,
+                distinct_ids=["p2"],
+                properties={"url": "https://example.com"},
+            )
 
             filter = Filter(
-                data={"properties": [{"type": "person", "key": "url", "value": r"?*", "operator": "regex"}]}
+                data={
+                    "properties": [
+                        {
+                            "type": "person",
+                            "key": "url",
+                            "value": r"?*",
+                            "operator": "regex",
+                        }
+                    ]
+                }
             )
             self.assertEqual(len(filter_persons(filter, self.team)), 0)
 
             filter = Filter(
-                data={"properties": [{"type": "person", "key": "url", "value": r"?*", "operator": "not_regex"}]}
+                data={
+                    "properties": [
+                        {
+                            "type": "person",
+                            "key": "url",
+                            "value": r"?*",
+                            "operator": "not_regex",
+                        }
+                    ]
+                }
             )
             self.assertEqual(len(filter_persons(filter, self.team)), 0)
 
         def test_is_not_persons(self):
-            person_factory(team_id=self.team.pk, distinct_ids=["p1"], properties={"url": "https://whatever.com"})
+            person_factory(
+                team_id=self.team.pk,
+                distinct_ids=["p1"],
+                properties={"url": "https://whatever.com"},
+            )
             p2_uuid = str(
                 person_factory(
-                    team_id=self.team.pk, distinct_ids=["p2"], properties={"url": "https://example.com"}
+                    team_id=self.team.pk,
+                    distinct_ids=["p2"],
+                    properties={"url": "https://example.com"},
                 ).uuid
             )
 
             filter = Filter(
                 data={
                     "properties": [
-                        {"type": "person", "key": "url", "value": "https://whatever.com", "operator": "is_not"}
+                        {
+                            "type": "person",
+                            "key": "url",
+                            "value": "https://whatever.com",
+                            "operator": "is_not",
+                        }
                     ]
                 }
             )
@@ -229,10 +393,16 @@ def test_is_not_persons(self):
             self.assertCountEqual(results, [p2_uuid])
 
         def test_does_not_contain_persons(self):
-            person_factory(team_id=self.team.pk, distinct_ids=["p1"], properties={"url": "https://whatever.com"})
+            person_factory(
+                team_id=self.team.pk,
+                distinct_ids=["p1"],
+                properties={"url": "https://whatever.com"},
+            )
             p2_uuid = str(
                 person_factory(
-                    team_id=self.team.pk, distinct_ids=["p2"], properties={"url": "https://example.com"}
+                    team_id=self.team.pk,
+                    distinct_ids=["p2"],
+                    properties={"url": "https://example.com"},
                 ).uuid
             )
             p3_uuid = str(person_factory(team_id=self.team.pk, distinct_ids=["p3"]).uuid)
@@ -241,7 +411,12 @@ def test_does_not_contain_persons(self):
             filter = Filter(
                 data={
                     "properties": [
-                        {"type": "person", "key": "url", "value": "whatever.com", "operator": "not_icontains"}
+                        {
+                            "type": "person",
+                            "key": "url",
+                            "value": "whatever.com",
+                            "operator": "not_icontains",
+                        }
                     ]
                 }
             )
@@ -256,12 +431,21 @@ def test_multiple_persons(self):
                     properties={"url": "https://whatever.com", "another_key": "value"},
                 ).uuid
             )
-            person_factory(team_id=self.team.pk, distinct_ids=["p2"], properties={"url": "https://whatever.com"})
+            person_factory(
+                team_id=self.team.pk,
+                distinct_ids=["p2"],
+                properties={"url": "https://whatever.com"},
+            )
 
             filter = Filter(
                 data={
                     "properties": [
-                        {"type": "person", "key": "url", "value": "whatever.com", "operator": "icontains"},
+                        {
+                            "type": "person",
+                            "key": "url",
+                            "value": "whatever.com",
+                            "operator": "icontains",
+                        },
                         {"type": "person", "key": "another_key", "value": "value"},
                     ]
                 }
@@ -271,7 +455,11 @@ def test_multiple_persons(self):
 
         def test_boolean_filters_persons(self):
             p1_uuid = str(
-                person_factory(team_id=self.team.pk, distinct_ids=["p1"], properties={"is_first_user": True}).uuid
+                person_factory(
+                    team_id=self.team.pk,
+                    distinct_ids=["p1"],
+                    properties={"is_first_user": True},
+                ).uuid
             )
             person_factory(team_id=self.team.pk, distinct_ids=["p2"])
 
@@ -281,29 +469,62 @@ def test_boolean_filters_persons(self):
 
         def test_is_not_set_and_is_set_persons(self):
             p1_uuid = str(
-                person_factory(team_id=self.team.pk, distinct_ids=["p1"], properties={"is_first_user": True}).uuid
+                person_factory(
+                    team_id=self.team.pk,
+                    distinct_ids=["p1"],
+                    properties={"is_first_user": True},
+                ).uuid
             )
             p2_uuid = str(person_factory(team_id=self.team.pk, distinct_ids=["p2"]).uuid)
 
             filter = Filter(
-                data={"properties": [{"type": "person", "key": "is_first_user", "value": "", "operator": "is_set"}]}
+                data={
+                    "properties": [
+                        {
+                            "type": "person",
+                            "key": "is_first_user",
+                            "value": "",
+                            "operator": "is_set",
+                        }
+                    ]
+                }
             )
             results = filter_persons(filter, self.team)
             self.assertEqual(results, [p1_uuid])
 
             filter = Filter(
-                data={"properties": [{"type": "person", "key": "is_first_user", "value": "", "operator": "is_not_set"}]}
+                data={
+                    "properties": [
+                        {
+                            "type": "person",
+                            "key": "is_first_user",
+                            "value": "",
+                            "operator": "is_not_set",
+                        }
+                    ]
+                }
             )
             results = filter_persons(filter, self.team)
             self.assertEqual(results, [p2_uuid])
 
         def test_is_not_true_false_persons(self):
-            person_factory(team_id=self.team.pk, distinct_ids=["p1"], properties={"is_first_user": True})
+            person_factory(
+                team_id=self.team.pk,
+                distinct_ids=["p1"],
+                properties={"is_first_user": True},
+            )
             p2_uuid = str(person_factory(team_id=self.team.pk, distinct_ids=["p2"]).uuid)
 
             filter = Filter(
                 data={
-                    "properties": [{"type": "person", "key": "is_first_user", "value": ["true"], "operator": "is_not"}]
+                    "properties": [
+                        {
+                            "type": "person",
+                            "key": "is_first_user",
+                            "value": ["true"],
+                            "operator": "is_not",
+                        }
+                    ]
                 }
             )
             results = filter_persons(filter, self.team)
@@ -312,15 +533,26 @@ def test_is_not_true_false_persons(self):
         def test_is_date_before_persons(self):
             p1_uuid = str(
                 person_factory(
-                    team_id=self.team.pk, distinct_ids=["p1"], properties={"some-timestamp": "2022-03-01"}
+                    team_id=self.team.pk,
+                    distinct_ids=["p1"],
+                    properties={"some-timestamp": "2022-03-01"},
                 ).uuid
             )
-            person_factory(team_id=self.team.pk, distinct_ids=["p2"], properties={"some-timestamp": "2022-05-01"})
+            person_factory(
+                team_id=self.team.pk,
+                distinct_ids=["p2"],
+                properties={"some-timestamp": "2022-05-01"},
+            )
 
             filter = Filter(
                 data={
                     "properties": [
-                        {"type": "person", "key": "some-timestamp", "value": "2022-04-01", "operator": "is_date_before"}
+                        {
+                            "type": "person",
+                            "key": "some-timestamp",
+                            "value": "2022-04-01",
+                            "operator": "is_date_before",
+                        }
                     ]
                 }
             )
@@ -348,14 +580,25 @@ def test_json_object(self):
             self.assertEqual(results, [str(p1_uuid.uuid)])
 
         def test_filter_out_team_members_persons(self):
-            person_factory(team_id=self.team.pk, distinct_ids=["team_member"], properties={"email": "test@posthog.com"})
+            person_factory(
+                team_id=self.team.pk,
+                distinct_ids=["team_member"],
+                properties={"email": "test@posthog.com"},
+            )
             p2_uuid = str(
                 person_factory(
-                    team_id=self.team.pk, distinct_ids=["random_user"], properties={"email": "test@gmail.com"}
+                    team_id=self.team.pk,
+                    distinct_ids=["random_user"],
+                    properties={"email": "test@gmail.com"},
                 ).uuid
             )
             self.team.test_account_filters = [
-                {"key": "email", "value": "@posthog.com", "operator": "not_icontains", "type": "person"}
+                {
+                    "key": "email",
+                    "value": "@posthog.com",
+                    "operator": "not_icontains",
+                    "type": "person",
+                }
             ]
             self.team.save()
             filter = Filter(data={FILTER_TEST_ACCOUNTS: True}, team=self.team)
@@ -373,7 +616,9 @@ def _filter_persons(filter: Filter, team: Team):
     return [str(uuid) for uuid in persons.values_list("uuid", flat=True)]
 
 
-class TestDjangoPropertiesToQ(property_to_Q_test_factory(_filter_persons, _create_person), QueryMatchingTest):  # type: ignore
+class TestDjangoPropertiesToQ(
+    property_to_Q_test_factory(_filter_persons, _create_person), QueryMatchingTest
+):  # type: ignore
     @snapshot_postgres_queries
     def test_array_property_as_string_on_persons(self):
         Person.objects.create(
@@ -388,7 +633,16 @@ def test_array_property_as_string_on_persons(self):
 
         # some idiosyncracies on how this works, but we shouldn't error out on this
         filter = Filter(
-            data={"properties": [{"type": "person", "key": "urls", "operator": "icontains", "value": '["abcd"]'}]}
+            data={
+                "properties": [
+                    {
+                        "type": "person",
+                        "key": "urls",
+                        "operator": "icontains",
+                        "value": '["abcd"]',
+                    }
+                ]
+            }
         )
 
         persons = Person.objects.filter(property_group_to_Q(filter.property_groups))
@@ -401,7 +655,9 @@ def test_array_property_as_string_on_persons(self):
     def test_person_cohort_properties(self):
         person1_distinct_id = "person1"
         person1 = Person.objects.create(
-            team=self.team, distinct_ids=[person1_distinct_id], properties={"$some_prop": 1}
+            team=self.team,
+            distinct_ids=[person1_distinct_id],
+            properties={"$some_prop": 1},
         )
         cohort1 = Cohort.objects.create(team=self.team, groups=[{"properties": {"$some_prop": 1}}], name="cohort1")
         cohort1.people.add(person1)
@@ -410,7 +666,10 @@ def test_person_cohort_properties(self):
 
         with self.assertNumQueries(2):
             matched_person = (
-                Person.objects.filter(team_id=self.team.pk, persondistinctid__distinct_id=person1_distinct_id)
+                Person.objects.filter(
+                    team_id=self.team.pk,
+                    persondistinctid__distinct_id=person1_distinct_id,
+                )
                 .filter(properties_to_Q(filter.property_groups.flat))
                 .exists()
             )
@@ -419,7 +678,9 @@ def test_person_cohort_properties(self):
     def test_person_cohort_properties_with_zero_value(self):
         person1_distinct_id = "person1"
         person1 = Person.objects.create(
-            team=self.team, distinct_ids=[person1_distinct_id], properties={"$some_prop": 0}
+            team=self.team,
+            distinct_ids=[person1_distinct_id],
+            properties={"$some_prop": 0},
         )
         cohort1 = Cohort.objects.create(team=self.team, groups=[{"properties": {"$some_prop": 0}}], name="cohort1")
         cohort1.people.add(person1)
@@ -428,7 +689,10 @@ def test_person_cohort_properties_with_zero_value(self):
 
         with self.assertNumQueries(2):
             matched_person = (
-                Person.objects.filter(team_id=self.team.pk, persondistinctid__distinct_id=person1_distinct_id)
+                Person.objects.filter(
+                    team_id=self.team.pk,
+                    persondistinctid__distinct_id=person1_distinct_id,
+                )
                 .filter(properties_to_Q(filter.property_groups.flat))
                 .exists()
             )
@@ -436,7 +700,11 @@ def test_person_cohort_properties_with_zero_value(self):
 
     def test_person_cohort_properties_with_negation(self):
         person1_distinct_id = "example_id"
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"$some_prop": "matches"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"$some_prop": "matches"},
+        )
 
         user_in = Cohort.objects.create(
             team=self.team,
@@ -447,7 +715,11 @@ def test_person_cohort_properties_with_negation(self):
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "$some_prop", "value": "matches", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "matches",
+                                    "type": "person",
+                                },
                             ],
                         }
                     ],
@@ -464,7 +736,11 @@ def test_person_cohort_properties_with_negation(self):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$bad_prop", "value": "nomatchihope", "type": "person"},
+                                {
+                                    "key": "$bad_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
                             ],
                         },
                     ],
@@ -501,14 +777,28 @@ def test_person_cohort_properties_with_negation(self):
 
         with self.assertNumQueries(4):
             matched_person = (
-                Person.objects.filter(team_id=self.team.pk, persondistinctid__distinct_id=person1_distinct_id)
+                Person.objects.filter(
+                    team_id=self.team.pk,
+                    persondistinctid__distinct_id=person1_distinct_id,
+                )
                 .filter(properties_to_Q(filter.property_groups.flat))
                 .exists()
             )
         self.assertTrue(matched_person)
 
     def test_group_property_filters_direct(self):
-        filter = Filter(data={"properties": [{"key": "some_prop", "value": 5, "type": "group", "group_type_index": 1}]})
+        filter = Filter(
+            data={
+                "properties": [
+                    {
+                        "key": "some_prop",
+                        "value": 5,
+                        "type": "group",
+                        "group_type_index": 1,
+                    }
+                ]
+            }
+        )
         query_filter = properties_to_Q(filter.property_groups.flat)
         self.assertEqual(
             query_filter,
@@ -543,9 +833,17 @@ def filter_persons_with_property_group(
 
 class TestDjangoPropertyGroupToQ(BaseTest, QueryMatchingTest):
     def test_simple_property_group_to_q(self):
-        _create_person(team_id=self.team.pk, distinct_ids=["person1"], properties={"url": "https://whatever.com"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person1"],
+            properties={"url": "https://whatever.com"},
+        )
         _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"url": 1})
-        _create_person(team_id=self.team.pk, distinct_ids=["person3"], properties={"url": {"bla": "bla"}})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person3"],
+            properties={"url": {"bla": "bla"}},
+        )
         _create_person(team_id=self.team.pk, distinct_ids=["person4"])
 
         filter = Filter(
@@ -553,7 +851,11 @@ def test_simple_property_group_to_q(self):
                 "properties": {
                     "type": "OR",
                     "values": [
-                        {"type": "person", "key": "url", "value": "https://whatever.com"},
+                        {
+                            "type": "person",
+                            "key": "url",
+                            "value": "https://whatever.com",
+                        },
                         {"type": "person", "key": "url", "value": 1},
                     ],
                 }
@@ -566,10 +868,20 @@ def test_simple_property_group_to_q(self):
 
     def test_multiple_properties_property_group_to_q(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["person1"], properties={"url": "https://whatever.com", "bla": 1}
+            team_id=self.team.pk,
+            distinct_ids=["person1"],
+            properties={"url": "https://whatever.com", "bla": 1},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person2"],
+            properties={"url": 1, "bla": 2},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person3"],
+            properties={"url": {"bla": "bla"}, "bla": 3},
         )
-        _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"url": 1, "bla": 2})
-        _create_person(team_id=self.team.pk, distinct_ids=["person3"], properties={"url": {"bla": "bla"}, "bla": 3})
         _create_person(team_id=self.team.pk, distinct_ids=["person4"])
 
         filter = Filter(
@@ -577,7 +889,11 @@ def test_multiple_properties_property_group_to_q(self):
                 "properties": {
                     "type": "OR",
                     "values": [
-                        {"type": "person", "key": "url", "value": "https://whatever.com"},
+                        {
+                            "type": "person",
+                            "key": "url",
+                            "value": "https://whatever.com",
+                        },
                         {"type": "person", "key": "bla", "value": 1},
                     ],
                 }
@@ -590,10 +906,20 @@ def test_multiple_properties_property_group_to_q(self):
 
     def test_nested_property_group_to_q(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["person1"], properties={"url": "https://whatever.com", "bla": 1}
+            team_id=self.team.pk,
+            distinct_ids=["person1"],
+            properties={"url": "https://whatever.com", "bla": 1},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person2"],
+            properties={"url": 1, "bla": 2},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person3"],
+            properties={"url": {"bla": "bla"}, "bla": 3},
         )
-        _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"url": 1, "bla": 2})
-        _create_person(team_id=self.team.pk, distinct_ids=["person3"], properties={"url": {"bla": "bla"}, "bla": 3})
         _create_person(team_id=self.team.pk, distinct_ids=["person4"])
 
         filter = Filter(
@@ -604,11 +930,18 @@ def test_nested_property_group_to_q(self):
                         {
                             "type": "AND",
                             "values": [
-                                {"type": "person", "key": "url", "value": "https://whatever.com"},
+                                {
+                                    "type": "person",
+                                    "key": "url",
+                                    "value": "https://whatever.com",
+                                },
                                 {"type": "person", "key": "bla", "value": 1},
                             ],
                         },
-                        {"type": "AND", "values": [{"type": "person", "key": "bla", "value": 3}]},
+                        {
+                            "type": "AND",
+                            "values": [{"type": "person", "key": "bla", "value": 3}],
+                        },
                     ],
                 }
             }
@@ -620,10 +953,20 @@ def test_nested_property_group_to_q(self):
 
     def test_property_group_to_q_with_property_overrides(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["person1"], properties={"url": "https://whatever.com", "bla": 1}
+            team_id=self.team.pk,
+            distinct_ids=["person1"],
+            properties={"url": "https://whatever.com", "bla": 1},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person2"],
+            properties={"url": 1, "bla": 2},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person3"],
+            properties={"url": {"bla": "bla"}, "bla": 3},
         )
-        _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"url": 1, "bla": 2})
-        _create_person(team_id=self.team.pk, distinct_ids=["person3"], properties={"url": {"bla": "bla"}, "bla": 3})
         _create_person(team_id=self.team.pk, distinct_ids=["person4"])
 
         filter = Filter(
@@ -634,11 +977,18 @@ def test_property_group_to_q_with_property_overrides(self):
                         {
                             "type": "AND",
                             "values": [
-                                {"type": "person", "key": "url", "value": "https://whatever.com"},
+                                {
+                                    "type": "person",
+                                    "key": "url",
+                                    "value": "https://whatever.com",
+                                },
                                 {"type": "person", "key": "bla", "value": 1},
                             ],
                         },
-                        {"type": "AND", "values": [{"type": "person", "key": "bla", "value": 3}]},
+                        {
+                            "type": "AND",
+                            "values": [{"type": "person", "key": "bla", "value": 3}],
+                        },
                     ],
                 }
             }
@@ -651,10 +1001,20 @@ def test_property_group_to_q_with_property_overrides(self):
     @snapshot_postgres_queries
     def test_property_group_to_q_with_cohorts(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["person1"], properties={"url": "https://whatever.com", "bla": 1}
+            team_id=self.team.pk,
+            distinct_ids=["person1"],
+            properties={"url": "https://whatever.com", "bla": 1},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person2"],
+            properties={"url": 1, "bla": 2},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person3"],
+            properties={"url": {"bla": "bla"}, "bla": 3},
         )
-        _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"url": 1, "bla": 2})
-        _create_person(team_id=self.team.pk, distinct_ids=["person3"], properties={"url": {"bla": "bla"}, "bla": 3})
         _create_person(team_id=self.team.pk, distinct_ids=["person4"])
 
         cohort1 = Cohort.objects.create(
@@ -679,12 +1039,19 @@ def test_property_group_to_q_with_cohorts(self):
                         {
                             "type": "AND",
                             "values": [
-                                {"type": "person", "key": "url", "value": "https://whatever.com"},
+                                {
+                                    "type": "person",
+                                    "key": "url",
+                                    "value": "https://whatever.com",
+                                },
                                 {"type": "person", "key": "bla", "value": 1},
                                 {"type": "cohort", "key": "id", "value": cohort1.pk},
                             ],
                         },
-                        {"type": "AND", "values": [{"type": "person", "key": "bla", "value": 3}]},
+                        {
+                            "type": "AND",
+                            "values": [{"type": "person", "key": "bla", "value": 3}],
+                        },
                     ],
                 }
             }
@@ -696,12 +1063,36 @@ def test_property_group_to_q_with_cohorts(self):
 
     @snapshot_postgres_queries
     def test_property_group_to_q_with_negation_cohorts(self):
-        _create_person(team_id=self.team.pk, distinct_ids=["person1"], properties={"bla": 1, "other": 1})
-        _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"bla": 2, "other": 1})
-        _create_person(team_id=self.team.pk, distinct_ids=["person3"], properties={"bla": 3, "other": 2})
-        _create_person(team_id=self.team.pk, distinct_ids=["person4"], properties={"bla": 4, "other": 1})
-        _create_person(team_id=self.team.pk, distinct_ids=["person5"], properties={"bla": 5, "other": 1})
-        _create_person(team_id=self.team.pk, distinct_ids=["person6"], properties={"bla": 6, "other": 1})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person1"],
+            properties={"bla": 1, "other": 1},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person2"],
+            properties={"bla": 2, "other": 1},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person3"],
+            properties={"bla": 3, "other": 2},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person4"],
+            properties={"bla": 4, "other": 1},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person5"],
+            properties={"bla": 5, "other": 1},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person6"],
+            properties={"bla": 6, "other": 1},
+        )
 
         cohort1 = Cohort.objects.create(
             team=self.team,
@@ -750,8 +1141,18 @@ def test_property_group_to_q_with_negation_cohorts(self):
                 "properties": {
                     "type": "AND",
                     "values": [
-                        {"type": "cohort", "key": "id", "value": cohort1.pk, "negation": True},
-                        {"type": "cohort", "key": "id", "value": cohort2.pk, "negation": True},
+                        {
+                            "type": "cohort",
+                            "key": "id",
+                            "value": cohort1.pk,
+                            "negation": True,
+                        },
+                        {
+                            "type": "cohort",
+                            "key": "id",
+                            "value": cohort2.pk,
+                            "negation": True,
+                        },
                         {"type": "cohort", "key": "id", "value": cohort3.pk},
                     ],
                 }
@@ -777,10 +1178,20 @@ def test_property_group_to_q_with_negation_cohorts(self):
     @snapshot_postgres_queries
     def test_property_group_to_q_with_cohorts_no_match(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["person1"], properties={"url": "https://whatever.com", "bla": 1}
+            team_id=self.team.pk,
+            distinct_ids=["person1"],
+            properties={"url": "https://whatever.com", "bla": 1},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person2"],
+            properties={"url": 1, "bla": 2},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person3"],
+            properties={"url": {"bla": "bla"}, "bla": 3},
         )
-        _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"url": 1, "bla": 2})
-        _create_person(team_id=self.team.pk, distinct_ids=["person3"], properties={"url": {"bla": "bla"}, "bla": 3})
         _create_person(team_id=self.team.pk, distinct_ids=["person4"])
 
         cohort1 = Cohort.objects.create(
@@ -805,12 +1216,19 @@ def test_property_group_to_q_with_cohorts_no_match(self):
                         {
                             "type": "AND",
                             "values": [
-                                {"type": "person", "key": "url", "value": "https://whatever.com"},
+                                {
+                                    "type": "person",
+                                    "key": "url",
+                                    "value": "https://whatever.com",
+                                },
                                 {"type": "person", "key": "bla", "value": 1},
                                 {"type": "cohort", "key": "id", "value": cohort1.pk},
                             ],
                         },
-                        {"type": "AND", "values": [{"type": "person", "key": "bla", "value": 3}]},
+                        {
+                            "type": "AND",
+                            "values": [{"type": "person", "key": "bla", "value": 3}],
+                        },
                     ],
                 }
             }
@@ -822,13 +1240,27 @@ def test_property_group_to_q_with_cohorts_no_match(self):
 
     def test_property_group_to_q_with_behavioural_cohort(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["person1"], properties={"url": "https://whatever.com", "bla": 1}
+            team_id=self.team.pk,
+            distinct_ids=["person1"],
+            properties={"url": "https://whatever.com", "bla": 1},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person2"],
+            properties={"url": 1, "bla": 2},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person3"],
+            properties={"url": {"bla": "bla"}, "bla": 3},
         )
-        _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"url": 1, "bla": 2})
-        _create_person(team_id=self.team.pk, distinct_ids=["person3"], properties={"url": {"bla": "bla"}, "bla": 3})
         _create_person(team_id=self.team.pk, distinct_ids=["person4"])
 
-        cohort2 = Cohort.objects.create(team=self.team, groups=[{"event_id": "$pageview", "days": 7}], name="cohort2")
+        cohort2 = Cohort.objects.create(
+            team=self.team,
+            groups=[{"event_id": "$pageview", "days": 7}],
+            name="cohort2",
+        )
 
         filter = Filter(
             data={
@@ -838,12 +1270,19 @@ def test_property_group_to_q_with_behavioural_cohort(self):
                         {
                             "type": "AND",
                             "values": [
-                                {"type": "person", "key": "url", "value": "https://whatever.com"},
+                                {
+                                    "type": "person",
+                                    "key": "url",
+                                    "value": "https://whatever.com",
+                                },
                                 {"type": "person", "key": "bla", "value": 1},
                                 {"type": "cohort", "key": "id", "value": cohort2.pk},
                             ],
                         },
-                        {"type": "AND", "values": [{"type": "person", "key": "bla", "value": 3}]},
+                        {
+                            "type": "AND",
+                            "values": [{"type": "person", "key": "bla", "value": 3}],
+                        },
                     ],
                 }
             }
diff --git a/posthog/models/filters/test/test_lifecycle_filter.py b/posthog/models/filters/test/test_lifecycle_filter.py
index 8bf5d904c66f4..9273a12e654d1 100644
--- a/posthog/models/filters/test/test_lifecycle_filter.py
+++ b/posthog/models/filters/test/test_lifecycle_filter.py
@@ -64,4 +64,7 @@ def test_filter_properties(self):
             },
         )
         self.assertEqual(filter.lifecycle_type, lifecycle_type)
-        self.assertEqual(filter.target_date, relative_date_parse(target_date, self.team.timezone_info))
+        self.assertEqual(
+            filter.target_date,
+            relative_date_parse(target_date, self.team.timezone_info),
+        )
diff --git a/posthog/models/filters/utils.py b/posthog/models/filters/utils.py
index 7c2f75331bc74..0b31b209afa69 100644
--- a/posthog/models/filters/utils.py
+++ b/posthog/models/filters/utils.py
@@ -33,19 +33,31 @@ def get_filter(team, data: dict = {}, request: Optional[Request] = None):
     if insight == INSIGHT_RETENTION:
         return RetentionFilter(data={**data, "insight": INSIGHT_RETENTION}, request=request, team=team)
     elif insight == INSIGHT_STICKINESS or (insight == INSIGHT_TRENDS and data.get("shown_as") == "Stickiness"):
-        return StickinessFilter(data=data, request=request, team=team, get_earliest_timestamp=earliest_timestamp_func)
+        return StickinessFilter(
+            data=data,
+            request=request,
+            team=team,
+            get_earliest_timestamp=earliest_timestamp_func,
+        )
     elif insight == INSIGHT_PATHS:
         return PathFilter(data={**data, "insight": INSIGHT_PATHS}, request=request, team=team)
     elif insight == INSIGHT_FUNNELS:
         return Filter(
-            data={**data, **(request.data if request else {}), "insight": INSIGHT_FUNNELS}, request=request, team=team
+            data={
+                **data,
+                **(request.data if request else {}),
+                "insight": INSIGHT_FUNNELS,
+            },
+            request=request,
+            team=team,
         )
     return Filter(data=data, request=request, team=team)
 
 
 def validate_group_type_index(param_name: str, value: Any, required=False) -> Optional[GroupTypeIndex]:
     error = ValidationError(
-        f"{param_name} is required to be at least 0 and less than {GROUP_TYPES_LIMIT}", code="invalid"
+        f"{param_name} is required to be at least 0 and less than {GROUP_TYPES_LIMIT}",
+        code="invalid",
     )
 
     if required and value is None:
diff --git a/posthog/models/group/sql.py b/posthog/models/group/sql.py
index 2eb5222859729..41b9e72cebcbb 100644
--- a/posthog/models/group/sql.py
+++ b/posthog/models/group/sql.py
@@ -36,7 +36,10 @@
 )
 
 KAFKA_GROUPS_TABLE_SQL = lambda: GROUPS_TABLE_BASE_SQL.format(
-    table_name="kafka_" + GROUPS_TABLE, cluster=CLICKHOUSE_CLUSTER, engine=kafka_engine(KAFKA_GROUPS), extra_fields=""
+    table_name="kafka_" + GROUPS_TABLE,
+    cluster=CLICKHOUSE_CLUSTER,
+    engine=kafka_engine(KAFKA_GROUPS),
+    extra_fields="",
 )
 
 # You must include the database here because of a bug in clickhouse
diff --git a/posthog/models/group/util.py b/posthog/models/group/util.py
index fa3520dc9912c..427c883a2e920 100644
--- a/posthog/models/group/util.py
+++ b/posthog/models/group/util.py
@@ -60,7 +60,15 @@ def create_group(
     else:
         timestamp = timestamp.astimezone(ZoneInfo("UTC"))
 
-    raw_create_group_ch(team_id, group_type_index, group_key, properties, timestamp, timestamp=timestamp, sync=sync)
+    raw_create_group_ch(
+        team_id,
+        group_type_index,
+        group_key,
+        properties,
+        timestamp,
+        timestamp=timestamp,
+        sync=sync,
+    )
     group = Group.objects.create(
         team_id=team_id,
         group_type_index=group_type_index,
@@ -73,7 +81,9 @@ def create_group(
 
 
 def get_aggregation_target_field(
-    aggregation_group_type_index: Optional[GroupTypeIndex], event_table_alias: str, default: str
+    aggregation_group_type_index: Optional[GroupTypeIndex],
+    event_table_alias: str,
+    default: str,
 ) -> str:
     if aggregation_group_type_index is not None:
         return f'{event_table_alias}."$group_{aggregation_group_type_index}"'
diff --git a/posthog/models/group_type_mapping.py b/posthog/models/group_type_mapping.py
index 80ebdebfdeaf6..ed4a19164f4fb 100644
--- a/posthog/models/group_type_mapping.py
+++ b/posthog/models/group_type_mapping.py
@@ -7,9 +7,13 @@ class GroupTypeMapping(models.Model):
     class Meta:
         constraints = [
             models.UniqueConstraint(fields=["team", "group_type"], name="unique group types for team"),
-            models.UniqueConstraint(fields=["team", "group_type_index"], name="unique event column indexes for team"),
+            models.UniqueConstraint(
+                fields=["team", "group_type_index"],
+                name="unique event column indexes for team",
+            ),
             models.CheckConstraint(
-                check=models.Q(group_type_index__lte=5), name="group_type_index is less than or equal 5"
+                check=models.Q(group_type_index__lte=5),
+                name="group_type_index is less than or equal 5",
             ),
         ]
 
diff --git a/posthog/models/ingestion_warnings/sql.py b/posthog/models/ingestion_warnings/sql.py
index 55a631a0835c0..6f3023744f51f 100644
--- a/posthog/models/ingestion_warnings/sql.py
+++ b/posthog/models/ingestion_warnings/sql.py
@@ -1,7 +1,11 @@
 from django.conf import settings
 
 from posthog.clickhouse.kafka_engine import KAFKA_COLUMNS_WITH_PARTITION, kafka_engine
-from posthog.clickhouse.table_engines import Distributed, MergeTreeEngine, ReplicationScheme
+from posthog.clickhouse.table_engines import (
+    Distributed,
+    MergeTreeEngine,
+    ReplicationScheme,
+)
 from posthog.kafka_client.topics import KAFKA_INGESTION_WARNINGS
 
 INGESTION_WARNINGS_TABLE_BASE_SQL = """
diff --git a/posthog/models/insight.py b/posthog/models/insight.py
index 1c5d168ed7b5b..a3057cdb11c7d 100644
--- a/posthog/models/insight.py
+++ b/posthog/models/insight.py
@@ -52,12 +52,20 @@ class Insight(models.Model):
     refresh_attempt: models.IntegerField = models.IntegerField(null=True, blank=True)
     last_modified_at: models.DateTimeField = models.DateTimeField(default=timezone.now)
     last_modified_by: models.ForeignKey = models.ForeignKey(
-        "User", on_delete=models.SET_NULL, null=True, blank=True, related_name="modified_insights"
+        "User",
+        on_delete=models.SET_NULL,
+        null=True,
+        blank=True,
+        related_name="modified_insights",
     )
 
     # DEPRECATED: using the new "dashboards" relation instead
     dashboard: models.ForeignKey = models.ForeignKey(
-        "Dashboard", related_name="items", on_delete=models.CASCADE, null=True, blank=True
+        "Dashboard",
+        related_name="items",
+        on_delete=models.CASCADE,
+        null=True,
+        blank=True,
     )
     # DEPRECATED: on dashboard_insight now
     layouts: models.JSONField = models.JSONField(default=dict)
@@ -75,7 +83,11 @@ class Insight(models.Model):
     deprecated_tags: ArrayField = ArrayField(models.CharField(max_length=32), null=True, blank=True, default=list)
     # DEPRECATED: now using app-wide tagging model. See EnterpriseTaggedItem
     deprecated_tags_v2: ArrayField = ArrayField(
-        models.CharField(max_length=32), null=True, blank=True, default=None, db_column="tags"
+        models.CharField(max_length=32),
+        null=True,
+        blank=True,
+        default=None,
+        db_column="tags",
     )
 
     # Changing these fields materially alters the Insight, so these count for the "last_modified_*" fields
@@ -141,7 +153,10 @@ def dashboard_filters(self, dashboard: Optional[Dashboard] = None):
                 elif self.filters.get("properties", {}).get("type"):
                     filters["properties"] = {
                         "type": "AND",
-                        "values": [self.filters["properties"], {"type": "AND", "values": dashboard_properties}],
+                        "values": [
+                            self.filters["properties"],
+                            {"type": "AND", "values": dashboard_properties},
+                        ],
                     }
                 elif not self.filters.get("properties"):
                     filters["properties"] = dashboard_properties
@@ -157,7 +172,9 @@ def dashboard_filters(self, dashboard: Optional[Dashboard] = None):
     def dashboard_query(self, dashboard: Optional[Dashboard]) -> Optional[dict]:
         if not dashboard or not self.query:
             return self.query
-        from posthog.hogql_queries.apply_dashboard_filters import apply_dashboard_filters
+        from posthog.hogql_queries.apply_dashboard_filters import (
+            apply_dashboard_filters,
+        )
 
         return apply_dashboard_filters(self.query, dashboard.filters, self.team)
 
@@ -184,7 +201,9 @@ def generate_insight_cache_key(insight: Insight, dashboard: Optional[Dashboard])
             dashboard_filters = dashboard.filters if dashboard else None
 
             if dashboard_filters:
-                from posthog.hogql_queries.apply_dashboard_filters import apply_dashboard_filters
+                from posthog.hogql_queries.apply_dashboard_filters import (
+                    apply_dashboard_filters,
+                )
 
                 q = apply_dashboard_filters(insight.query, dashboard_filters, insight.team)
             else:
diff --git a/posthog/models/insight_caching_state.py b/posthog/models/insight_caching_state.py
index 2c1382b637efd..9e6abc0b7b5a8 100644
--- a/posthog/models/insight_caching_state.py
+++ b/posthog/models/insight_caching_state.py
@@ -15,15 +15,24 @@ class Meta:
         indexes = [models.Index(fields=["cache_key"], name="filter_by_cache_key_idx")]
         constraints = [
             UniqueConstraintByExpression(
-                name="unique_insight_tile_idx", expression="(insight_id, coalesce(dashboard_tile_id, -1))"
+                name="unique_insight_tile_idx",
+                expression="(insight_id, coalesce(dashboard_tile_id, -1))",
             )
         ]
 
     team: models.ForeignKey = models.ForeignKey(Team, on_delete=models.CASCADE)
 
-    insight = models.ForeignKey("posthog.Insight", on_delete=models.CASCADE, related_name="caching_states", null=False)
+    insight = models.ForeignKey(
+        "posthog.Insight",
+        on_delete=models.CASCADE,
+        related_name="caching_states",
+        null=False,
+    )
     dashboard_tile = models.ForeignKey(
-        "posthog.DashboardTile", on_delete=models.CASCADE, related_name="caching_states", null=True
+        "posthog.DashboardTile",
+        on_delete=models.CASCADE,
+        related_name="caching_states",
+        null=True,
     )
     cache_key: models.CharField = models.CharField(max_length=400, null=False, blank=False)
 
@@ -67,7 +76,11 @@ def sync_dashboard_updated(sender, instance: Dashboard, **kwargs):
     from posthog.celery import sync_insight_caching_state
 
     update_fields = kwargs.get("update_fields")
-    if update_fields in [frozenset({"filters_hash"}), frozenset({"last_refresh"}), frozenset({"last_accessed_at"})]:
+    if update_fields in [
+        frozenset({"filters_hash"}),
+        frozenset({"last_refresh"}),
+        frozenset({"last_accessed_at"}),
+    ]:
         return
 
     for tile_id in DashboardTile.objects.filter(dashboard=instance).values_list("pk", flat=True):
diff --git a/posthog/models/integration.py b/posthog/models/integration.py
index 55ed06232445a..8ce1c9d6ef7c7 100644
--- a/posthog/models/integration.py
+++ b/posthog/models/integration.py
@@ -106,7 +106,11 @@ def integration_from_slack_response(cls, team_id: str, created_by: User, params:
         integration, created = Integration.objects.update_or_create(
             team_id=team_id,
             kind="slack",
-            defaults={"config": config, "sensitive_config": sensitive_config, "created_by": created_by},
+            defaults={
+                "config": config,
+                "sensitive_config": sensitive_config,
+                "created_by": created_by,
+            },
         )
 
         return integration
@@ -147,6 +151,12 @@ def validate_request(cls, request: Request):
     @classmethod
     @cache_for(timedelta(minutes=5))
     def slack_config(cls):
-        config = get_instance_settings(["SLACK_APP_CLIENT_ID", "SLACK_APP_CLIENT_SECRET", "SLACK_APP_SIGNING_SECRET"])
+        config = get_instance_settings(
+            [
+                "SLACK_APP_CLIENT_ID",
+                "SLACK_APP_CLIENT_SECRET",
+                "SLACK_APP_SIGNING_SECRET",
+            ]
+        )
 
         return config
diff --git a/posthog/models/messaging.py b/posthog/models/messaging.py
index c1a787e30d309..5514f98baccb2 100644
--- a/posthog/models/messaging.py
+++ b/posthog/models/messaging.py
@@ -31,4 +31,7 @@ class MessagingRecord(UUIDModel):
     created_at: models.DateTimeField = models.DateTimeField(auto_now_add=True)
 
     class Meta:
-        unique_together = ("email_hash", "campaign_key")  # can only send campaign once to each email
+        unique_together = (
+            "email_hash",
+            "campaign_key",
+        )  # can only send campaign once to each email
diff --git a/posthog/models/notebook/notebook.py b/posthog/models/notebook/notebook.py
index 490645909df26..ec61ab1c22ed0 100644
--- a/posthog/models/notebook/notebook.py
+++ b/posthog/models/notebook/notebook.py
@@ -19,7 +19,11 @@ class Notebook(UUIDModel):
     created_by: models.ForeignKey = models.ForeignKey("User", on_delete=models.SET_NULL, null=True, blank=True)
     last_modified_at: models.DateTimeField = models.DateTimeField(default=timezone.now)
     last_modified_by: models.ForeignKey = models.ForeignKey(
-        "User", on_delete=models.SET_NULL, null=True, blank=True, related_name="modified_notebooks"
+        "User",
+        on_delete=models.SET_NULL,
+        null=True,
+        blank=True,
+        related_name="modified_notebooks",
     )
 
     class Meta:
diff --git a/posthog/models/organization.py b/posthog/models/organization.py
index cc4c07568312e..700fea47658f1 100644
--- a/posthog/models/organization.py
+++ b/posthog/models/organization.py
@@ -24,7 +24,12 @@
 from posthog.cloud_utils import is_cloud
 from posthog.constants import MAX_SLUG_LENGTH, AvailableFeature
 from posthog.email import is_email_available
-from posthog.models.utils import LowercaseSlugField, UUIDModel, create_with_slug, sane_repr
+from posthog.models.utils import (
+    LowercaseSlugField,
+    UUIDModel,
+    create_with_slug,
+    sane_repr,
+)
 from posthog.redis import get_client
 from posthog.utils import absolute_uri
 
@@ -56,7 +61,11 @@ def create(self, *args: Any, **kwargs: Any):
         return create_with_slug(super().create, *args, **kwargs)
 
     def bootstrap(
-        self, user: Optional["User"], *, team_fields: Optional[Dict[str, Any]] = None, **kwargs
+        self,
+        user: Optional["User"],
+        *,
+        team_fields: Optional[Dict[str, Any]] = None,
+        **kwargs,
     ) -> Tuple["Organization", Optional["OrganizationMembership"], "Team"]:
         """Instead of doing the legwork of creating an organization yourself, delegate the details with bootstrap."""
         from .team import Team  # Avoiding circular import
@@ -67,7 +76,9 @@ def bootstrap(
             organization_membership: Optional[OrganizationMembership] = None
             if user is not None:
                 organization_membership = OrganizationMembership.objects.create(
-                    organization=organization, user=user, level=OrganizationMembership.Level.OWNER
+                    organization=organization,
+                    user=user,
+                    level=OrganizationMembership.Level.OWNER,
                 )
                 user.current_organization = organization
                 user.organization = user.current_organization  # Update cached property
@@ -111,7 +122,7 @@ class PluginsAccessLevel(models.IntegerChoices):
     slug: LowercaseSlugField = LowercaseSlugField(unique=True, max_length=MAX_SLUG_LENGTH)
     created_at: models.DateTimeField = models.DateTimeField(auto_now_add=True)
     updated_at: models.DateTimeField = models.DateTimeField(auto_now=True)
-    plugins_access_level: models.PositiveSmallIntegerField = models.PositiveSmallIntegerField(
+    plugins_access_level: (models.PositiveSmallIntegerField) = models.PositiveSmallIntegerField(
         default=PluginsAccessLevel.CONFIG,
         choices=PluginsAccessLevel.choices,
     )
@@ -222,8 +233,14 @@ def organization_about_to_be_created(sender, instance: Organization, raw, using,
 def ensure_available_features_sync(sender, instance: Organization, **kwargs):
     updated_fields = kwargs.get("update_fields") or []
     if "available_features" in updated_fields:
-        logger.info("Notifying plugin-server to reset available features cache.", {"organization_id": instance.id})
-        get_client().publish("reset-available-features-cache", json.dumps({"organization_id": str(instance.id)}))
+        logger.info(
+            "Notifying plugin-server to reset available features cache.",
+            {"organization_id": instance.id},
+        )
+        get_client().publish(
+            "reset-available-features-cache",
+            json.dumps({"organization_id": str(instance.id)}),
+        )
 
 
 class OrganizationMembership(UUIDModel):
@@ -235,7 +252,10 @@ class Level(models.IntegerChoices):
         OWNER = 15, "owner"
 
     organization: models.ForeignKey = models.ForeignKey(
-        "posthog.Organization", on_delete=models.CASCADE, related_name="memberships", related_query_name="membership"
+        "posthog.Organization",
+        on_delete=models.CASCADE,
+        related_name="memberships",
+        related_query_name="membership",
     )
     user: models.ForeignKey = models.ForeignKey(
         "posthog.User",
@@ -251,9 +271,14 @@ class Level(models.IntegerChoices):
 
     class Meta:
         constraints = [
-            models.UniqueConstraint(fields=["organization_id", "user_id"], name="unique_organization_membership"),
             models.UniqueConstraint(
-                fields=["organization_id"], condition=models.Q(level=15), name="only_one_owner_per_organization"
+                fields=["organization_id", "user_id"],
+                name="unique_organization_membership",
+            ),
+            models.UniqueConstraint(
+                fields=["organization_id"],
+                condition=models.Q(level=15),
+                name="only_one_owner_per_organization",
             ),
         ]
 
@@ -261,7 +286,9 @@ def __str__(self):
         return str(self.Level(self.level))
 
     def validate_update(
-        self, membership_being_updated: "OrganizationMembership", new_level: Optional[Level] = None
+        self,
+        membership_being_updated: "OrganizationMembership",
+        new_level: Optional[Level] = None,
     ) -> None:
         if new_level is not None:
             if membership_being_updated.id == self.id:
@@ -290,7 +317,10 @@ def validate_update(
 
 class OrganizationInvite(UUIDModel):
     organization: models.ForeignKey = models.ForeignKey(
-        "posthog.Organization", on_delete=models.CASCADE, related_name="invites", related_query_name="invite"
+        "posthog.Organization",
+        on_delete=models.CASCADE,
+        related_name="invites",
+        related_query_name="invite",
     )
     target_email: models.EmailField = models.EmailField(null=True, db_index=True)
     first_name: models.CharField = models.CharField(max_length=30, blank=True, default="")
@@ -326,7 +356,8 @@ def validate(
 
         if self.is_expired():
             raise exceptions.ValidationError(
-                "This invite has expired. Please ask your admin for a new one.", code="expired"
+                "This invite has expired. Please ask your admin for a new one.",
+                code="expired",
             )
 
         if user is None and User.objects.filter(email=invite_email).exists():
@@ -334,7 +365,8 @@ def validate(
 
         if OrganizationMembership.objects.filter(organization=self.organization, user=user).exists():
             raise exceptions.ValidationError(
-                "You already are a member of this organization.", code="user_already_member"
+                "You already are a member of this organization.",
+                code="user_already_member",
             )
 
         if OrganizationMembership.objects.filter(
@@ -352,7 +384,12 @@ def use(self, user: "User", *, prevalidated: bool = False) -> None:
         if is_email_available(with_absolute_urls=True) and self.organization.is_member_join_email_enabled:
             from posthog.tasks.email import send_member_join
 
-            send_member_join.apply_async(kwargs={"invitee_uuid": user.uuid, "organization_id": self.organization_id})
+            send_member_join.apply_async(
+                kwargs={
+                    "invitee_uuid": user.uuid,
+                    "organization_id": self.organization_id,
+                }
+            )
         OrganizationInvite.objects.filter(target_email__iexact=self.target_email).delete()
 
     def is_expired(self) -> bool:
diff --git a/posthog/models/performance/sql.py b/posthog/models/performance/sql.py
index 14c5b1763cc08..31914e858b9b9 100644
--- a/posthog/models/performance/sql.py
+++ b/posthog/models/performance/sql.py
@@ -1,7 +1,16 @@
 """https://developer.mozilla.org/en-US/docs/Web/API/PerformanceEntry"""
 from posthog import settings
-from posthog.clickhouse.kafka_engine import KAFKA_COLUMNS_WITH_PARTITION, STORAGE_POLICY, kafka_engine, ttl_period
-from posthog.clickhouse.table_engines import Distributed, MergeTreeEngine, ReplicationScheme
+from posthog.clickhouse.kafka_engine import (
+    KAFKA_COLUMNS_WITH_PARTITION,
+    STORAGE_POLICY,
+    kafka_engine,
+    ttl_period,
+)
+from posthog.clickhouse.table_engines import (
+    Distributed,
+    MergeTreeEngine,
+    ReplicationScheme,
+)
 from posthog.kafka_client.topics import KAFKA_PERFORMANCE_EVENTS
 
 """
diff --git a/posthog/models/person/person.py b/posthog/models/person/person.py
index b2b3bb3e36725..cae5e450fa766 100644
--- a/posthog/models/person/person.py
+++ b/posthog/models/person/person.py
@@ -66,7 +66,10 @@ def split_person(self, main_distinct_id: Optional[str], max_splits: Optional[int
                     pdi.version = (pdi.version or 0) + 1
                     pdi.save(update_fields=["version", "person_id"])
 
-                from posthog.models.person.util import create_person, create_person_distinct_id
+                from posthog.models.person.util import (
+                    create_person,
+                    create_person_distinct_id,
+                )
 
                 create_person_distinct_id(
                     team_id=self.team_id,
@@ -75,7 +78,11 @@ def split_person(self, main_distinct_id: Optional[str], max_splits: Optional[int
                     is_deleted=False,
                     version=pdi.version,
                 )
-                create_person(team_id=self.team_id, uuid=str(person.uuid), version=person.version or 0)
+                create_person(
+                    team_id=self.team_id,
+                    uuid=str(person.uuid),
+                    version=person.version or 0,
+                )
 
     objects = PersonManager()
     created_at: models.DateTimeField = models.DateTimeField(auto_now_add=True, blank=True)
@@ -138,7 +145,10 @@ class PersonOverride(models.Model):
 
     class Meta:
         constraints = [
-            models.UniqueConstraint(fields=["team", "old_person_id"], name="unique override per old_person_id"),
+            models.UniqueConstraint(
+                fields=["team", "old_person_id"],
+                name="unique override per old_person_id",
+            ),
             models.CheckConstraint(
                 check=~Q(old_person_id__exact=F("override_person_id")),
                 name="old_person_id_different_from_override_person_id",
diff --git a/posthog/models/person/sql.py b/posthog/models/person/sql.py
index 61088e6c03761..ffb80869b9e9a 100644
--- a/posthog/models/person/sql.py
+++ b/posthog/models/person/sql.py
@@ -2,7 +2,11 @@
 from posthog.clickhouse.indexes import index_by_kafka_timestamp
 from posthog.clickhouse.kafka_engine import KAFKA_COLUMNS, STORAGE_POLICY, kafka_engine
 from posthog.clickhouse.table_engines import CollapsingMergeTree, ReplacingMergeTree
-from posthog.kafka_client.topics import KAFKA_PERSON, KAFKA_PERSON_DISTINCT_ID, KAFKA_PERSON_UNIQUE_ID
+from posthog.kafka_client.topics import (
+    KAFKA_PERSON,
+    KAFKA_PERSON_DISTINCT_ID,
+    KAFKA_PERSON_UNIQUE_ID,
+)
 from posthog.settings import CLICKHOUSE_CLUSTER, CLICKHOUSE_DATABASE
 
 TRUNCATE_PERSON_TABLE_SQL = f"TRUNCATE TABLE IF EXISTS person ON CLUSTER '{CLICKHOUSE_CLUSTER}'"
@@ -48,7 +52,10 @@
 )
 
 KAFKA_PERSONS_TABLE_SQL = lambda: PERSONS_TABLE_BASE_SQL.format(
-    table_name="kafka_" + PERSONS_TABLE, cluster=CLICKHOUSE_CLUSTER, engine=kafka_engine(KAFKA_PERSON), extra_fields=""
+    table_name="kafka_" + PERSONS_TABLE,
+    cluster=CLICKHOUSE_CLUSTER,
+    engine=kafka_engine(KAFKA_PERSON),
+    extra_fields="",
 )
 
 # You must include the database here because of a bug in clickhouse
@@ -154,7 +161,9 @@
 _offset
 FROM {database}.kafka_{table_name}
 """.format(
-    table_name=PERSONS_DISTINCT_ID_TABLE, cluster=CLICKHOUSE_CLUSTER, database=CLICKHOUSE_DATABASE
+    table_name=PERSONS_DISTINCT_ID_TABLE,
+    cluster=CLICKHOUSE_CLUSTER,
+    database=CLICKHOUSE_DATABASE,
 )
 
 #
@@ -216,7 +225,9 @@
 _partition
 FROM {database}.kafka_{table_name}
 """.format(
-    table_name=PERSON_DISTINCT_ID2_TABLE, cluster=CLICKHOUSE_CLUSTER, database=CLICKHOUSE_DATABASE
+    table_name=PERSON_DISTINCT_ID2_TABLE,
+    cluster=CLICKHOUSE_CLUSTER,
+    database=CLICKHOUSE_DATABASE,
 )
 
 #
diff --git a/posthog/models/person/util.py b/posthog/models/person/util.py
index 9af13bc6e9d05..7e8afc3db5e78 100644
--- a/posthog/models/person/util.py
+++ b/posthog/models/person/util.py
@@ -13,7 +13,11 @@
 
 from posthog.client import sync_execute
 from posthog.kafka_client.client import ClickhouseProducer
-from posthog.kafka_client.topics import KAFKA_PERSON, KAFKA_PERSON_DISTINCT_ID, KAFKA_PERSON_OVERRIDES
+from posthog.kafka_client.topics import (
+    KAFKA_PERSON,
+    KAFKA_PERSON_DISTINCT_ID,
+    KAFKA_PERSON_OVERRIDES,
+)
 from posthog.models.person import Person, PersonDistinctId
 from posthog.models.person.sql import (
     BULK_INSERT_PERSON_DISTINCT_ID2,
@@ -53,12 +57,22 @@ def person_distinct_id_created(sender, instance: PersonDistinctId, created, **kw
 
     @receiver(post_delete, sender=Person)
     def person_deleted(sender, instance: Person, **kwargs):
-        _delete_person(instance.team.id, instance.uuid, int(instance.version or 0), instance.created_at, sync=True)
+        _delete_person(
+            instance.team.id,
+            instance.uuid,
+            int(instance.version or 0),
+            instance.created_at,
+            sync=True,
+        )
 
     @receiver(post_delete, sender=PersonDistinctId)
     def person_distinct_id_deleted(sender, instance: PersonDistinctId, **kwargs):
         _delete_ch_distinct_id(
-            instance.team.pk, instance.person.uuid, instance.distinct_id, instance.version or 0, sync=True
+            instance.team.pk,
+            instance.person.uuid,
+            instance.distinct_id,
+            instance.version or 0,
+            sync=True,
         )
 
     try:
@@ -83,7 +97,11 @@ def bulk_create_persons(persons_list: List[Dict]):
         for index, person in enumerate(inserted):
             for distinct_id in persons_list[index]["distinct_ids"]:
                 distinct_ids.append(
-                    PersonDistinctId(person_id=person.pk, distinct_id=distinct_id, team_id=person.team_id)
+                    PersonDistinctId(
+                        person_id=person.pk,
+                        distinct_id=distinct_id,
+                        team_id=person.team_id,
+                    )
                 )
                 distinct_id_inserts.append(f"('{distinct_id}', '{person.uuid}', {person.team_id}, 0, 0, now(), 0, 0)")
                 person_mapping[distinct_id] = person
@@ -96,7 +114,10 @@ def bulk_create_persons(persons_list: List[Dict]):
 
         PersonDistinctId.objects.bulk_create(distinct_ids)
         sync_execute(INSERT_PERSON_BULK_SQL + ", ".join(person_inserts), flush=False)
-        sync_execute(BULK_INSERT_PERSON_DISTINCT_ID2 + ", ".join(distinct_id_inserts), flush=False)
+        sync_execute(
+            BULK_INSERT_PERSON_DISTINCT_ID2 + ", ".join(distinct_id_inserts),
+            flush=False,
+        )
 
         return person_mapping
 
@@ -147,7 +168,12 @@ def create_person(
 
 
 def create_person_distinct_id(
-    team_id: int, distinct_id: str, person_id: str, version=0, is_deleted: bool = False, sync: bool = False
+    team_id: int,
+    distinct_id: str,
+    person_id: str,
+    version=0,
+    is_deleted: bool = False,
+    sync: bool = False,
 ) -> None:
     p = ClickhouseProducer()
     p.produce(
@@ -191,7 +217,9 @@ def create_person_override(
 
 def get_persons_by_distinct_ids(team_id: int, distinct_ids: List[str]) -> QuerySet:
     return Person.objects.filter(
-        team_id=team_id, persondistinctid__team_id=team_id, persondistinctid__distinct_id__in=distinct_ids
+        team_id=team_id,
+        persondistinctid__team_id=team_id,
+        persondistinctid__distinct_id__in=distinct_ids,
     )
 
 
@@ -208,7 +236,11 @@ def delete_person(person: Person, sync: bool = False) -> None:
 
 
 def _delete_person(
-    team_id: int, uuid: UUID, version: int, created_at: Optional[datetime.datetime] = None, sync: bool = False
+    team_id: int,
+    uuid: UUID,
+    version: int,
+    created_at: Optional[datetime.datetime] = None,
+    sync: bool = False,
 ) -> None:
     create_person(
         uuid=str(uuid),
diff --git a/posthog/models/person_overrides/sql.py b/posthog/models/person_overrides/sql.py
index 853988495f639..c518db6de0e11 100644
--- a/posthog/models/person_overrides/sql.py
+++ b/posthog/models/person_overrides/sql.py
@@ -14,7 +14,11 @@
 from django.conf import settings
 
 from posthog.kafka_client.topics import KAFKA_PERSON_OVERRIDE
-from posthog.settings.data_stores import CLICKHOUSE_CLUSTER, CLICKHOUSE_DATABASE, KAFKA_HOSTS
+from posthog.settings.data_stores import (
+    CLICKHOUSE_CLUSTER,
+    CLICKHOUSE_DATABASE,
+    KAFKA_HOSTS,
+)
 
 PERSON_OVERRIDES_CREATE_TABLE_SQL = f"""
     CREATE TABLE IF NOT EXISTS `{CLICKHOUSE_DATABASE}`.`person_overrides`
diff --git a/posthog/models/personal_api_key.py b/posthog/models/personal_api_key.py
index 7d42679a627a4..8692654e3861a 100644
--- a/posthog/models/personal_api_key.py
+++ b/posthog/models/personal_api_key.py
@@ -29,5 +29,9 @@ class PersonalAPIKey(models.Model):
 
     # DEPRECATED: personal API keys are now specifically personal, without team affiliation
     team = models.ForeignKey(
-        "posthog.Team", on_delete=models.SET_NULL, related_name="personal_api_keys+", null=True, blank=True
+        "posthog.Team",
+        on_delete=models.SET_NULL,
+        related_name="personal_api_keys+",
+        null=True,
+        blank=True,
     )
diff --git a/posthog/models/plugin.py b/posthog/models/plugin.py
index 0f055f9d68c49..b8787dd3df344 100644
--- a/posthog/models/plugin.py
+++ b/posthog/models/plugin.py
@@ -135,12 +135,24 @@ def install(self, **kwargs) -> "Plugin":
 class Plugin(models.Model):
     class PluginType(models.TextChoices):
         LOCAL = "local", "local"  # url starts with "file:"
-        CUSTOM = "custom", "custom"  # github or npm url downloaded as zip or tar.gz into field "archive"
-        REPOSITORY = "repository", "repository"  # same, but originating from our plugins.json repository
-        SOURCE = "source", "source"  # coded inside the browser (versioned via plugin_source_version)
+        CUSTOM = (
+            "custom",
+            "custom",
+        )  # github or npm url downloaded as zip or tar.gz into field "archive"
+        REPOSITORY = (
+            "repository",
+            "repository",
+        )  # same, but originating from our plugins.json repository
+        SOURCE = (
+            "source",
+            "source",
+        )  # coded inside the browser (versioned via plugin_source_version)
 
     organization: models.ForeignKey = models.ForeignKey(
-        "posthog.Organization", on_delete=models.CASCADE, related_name="plugins", related_query_name="plugin"
+        "posthog.Organization",
+        on_delete=models.CASCADE,
+        related_name="plugins",
+        related_query_name="plugin",
     )
     plugin_type: models.CharField = models.CharField(
         max_length=200, null=True, blank=True, choices=PluginType.choices, default=None
@@ -240,7 +252,10 @@ class PluginAttachment(models.Model):
 class PluginStorage(models.Model):
     class Meta:
         constraints = [
-            models.UniqueConstraint(fields=["plugin_config_id", "key"], name="posthog_unique_plugin_storage_key")
+            models.UniqueConstraint(
+                fields=["plugin_config_id", "key"],
+                name="posthog_unique_plugin_storage_key",
+            )
         ]
 
     plugin_config: models.ForeignKey = models.ForeignKey("PluginConfig", on_delete=models.CASCADE)
@@ -266,7 +281,10 @@ class PluginSourceFileManager(models.Manager):
     def sync_from_plugin_archive(
         self, plugin: Plugin, plugin_json_parsed: Optional[Dict[str, Any]] = None
     ) -> Tuple[
-        "PluginSourceFile", Optional["PluginSourceFile"], Optional["PluginSourceFile"], Optional["PluginSourceFile"]
+        "PluginSourceFile",
+        Optional["PluginSourceFile"],
+        Optional["PluginSourceFile"],
+        Optional["PluginSourceFile"],
     ]:
         """Create PluginSourceFile objects from a plugin that has an archive.
 
@@ -281,7 +299,12 @@ def sync_from_plugin_archive(
         plugin_json_instance, _ = PluginSourceFile.objects.update_or_create(
             plugin=plugin,
             filename="plugin.json",
-            defaults={"source": plugin_json, "transpiled": None, "status": None, "error": None},
+            defaults={
+                "source": plugin_json,
+                "transpiled": None,
+                "status": None,
+                "error": None,
+            },
         )
         # Save frontend.tsx
         frontend_tsx_instance: Optional["PluginSourceFile"] = None
@@ -289,7 +312,12 @@ def sync_from_plugin_archive(
             frontend_tsx_instance, _ = PluginSourceFile.objects.update_or_create(
                 plugin=plugin,
                 filename="frontend.tsx",
-                defaults={"source": frontend_tsx, "transpiled": None, "status": None, "error": None},
+                defaults={
+                    "source": frontend_tsx,
+                    "transpiled": None,
+                    "status": None,
+                    "error": None,
+                },
             )
         else:
             filenames_to_delete.append("frontend.tsx")
@@ -299,7 +327,12 @@ def sync_from_plugin_archive(
             site_ts_instance, _ = PluginSourceFile.objects.update_or_create(
                 plugin=plugin,
                 filename="site.ts",
-                defaults={"source": site_ts, "transpiled": None, "status": None, "error": None},
+                defaults={
+                    "source": site_ts,
+                    "transpiled": None,
+                    "status": None,
+                    "error": None,
+                },
             )
         else:
             filenames_to_delete.append("site.ts")
@@ -311,7 +344,12 @@ def sync_from_plugin_archive(
             index_ts_instance, _ = PluginSourceFile.objects.update_or_create(
                 plugin=plugin,
                 filename="index.ts",
-                defaults={"source": index_ts, "transpiled": None, "status": None, "error": None},
+                defaults={
+                    "source": index_ts,
+                    "transpiled": None,
+                    "status": None,
+                    "error": None,
+                },
             )
         else:
             filenames_to_delete.append("index.ts")
@@ -319,7 +357,12 @@ def sync_from_plugin_archive(
         PluginSourceFile.objects.filter(plugin=plugin, filename__in=filenames_to_delete).delete()
         # Trigger plugin server reload and code transpilation
         plugin.save()
-        return plugin_json_instance, index_ts_instance, frontend_tsx_instance, site_ts_instance
+        return (
+            plugin_json_instance,
+            index_ts_instance,
+            frontend_tsx_instance,
+            site_ts_instance,
+        )
 
 
 class PluginSourceFile(UUIDModel):
@@ -431,7 +474,8 @@ def preinstall_plugins_for_new_organization(sender, instance: Organization, crea
                 )
             except Exception as e:
                 print(
-                    f"⚠️ Cannot preinstall plugin from {plugin_url}, skipping it for organization {instance.name}:\n", e
+                    f"⚠️ Cannot preinstall plugin from {plugin_url}, skipping it for organization {instance.name}:\n",
+                    e,
                 )
 
 
@@ -439,7 +483,6 @@ def preinstall_plugins_for_new_organization(sender, instance: Organization, crea
 def enable_preinstalled_plugins_for_new_team(sender, instance: Team, created: bool, **kwargs):
     if created and can_configure_plugins(instance.organization):
         for order, preinstalled_plugin in enumerate(Plugin.objects.filter(is_preinstalled=True)):
-
             PluginConfig.objects.create(
                 team=instance,
                 plugin=preinstalled_plugin,
diff --git a/posthog/models/prompt/prompt.py b/posthog/models/prompt/prompt.py
index 74d55a0f43354..2d975a54b3e1a 100644
--- a/posthog/models/prompt/prompt.py
+++ b/posthog/models/prompt/prompt.py
@@ -4,7 +4,6 @@
 
 
 class Prompt(models.Model):
-
     step: models.IntegerField = models.IntegerField()
     type: models.CharField = models.CharField(max_length=200)  # tooltip, modal, etc
     title: models.CharField = models.CharField(max_length=200)
diff --git a/posthog/models/property/property.py b/posthog/models/property/property.py
index ff57e46b77e21..3b2b2decbc574 100644
--- a/posthog/models/property/property.py
+++ b/posthog/models/property/property.py
@@ -78,7 +78,12 @@ class BehavioralPropertyType(str, Enum):
 PropertyIdentifier = Tuple[PropertyName, PropertyType, Optional[GroupTypeIndex]]
 
 NEGATED_OPERATORS = ["is_not", "not_icontains", "not_regex", "is_not_set"]
-CLICKHOUSE_ONLY_PROPERTY_TYPES = ["static-cohort", "precalculated-cohort", "behavioral", "recording"]
+CLICKHOUSE_ONLY_PROPERTY_TYPES = [
+    "static-cohort",
+    "precalculated-cohort",
+    "behavioral",
+    "recording",
+]
 
 VALIDATE_PROP_TYPES = {
     "event": ["key", "value"],
@@ -95,7 +100,13 @@ class BehavioralPropertyType(str, Enum):
 }
 
 VALIDATE_BEHAVIORAL_PROP_TYPES = {
-    BehavioralPropertyType.PERFORMED_EVENT: ["key", "value", "event_type", "time_value", "time_interval"],
+    BehavioralPropertyType.PERFORMED_EVENT: [
+        "key",
+        "value",
+        "event_type",
+        "time_value",
+        "time_interval",
+    ],
     BehavioralPropertyType.PERFORMED_EVENT_MULTIPLE: [
         "key",
         "value",
@@ -104,7 +115,13 @@ class BehavioralPropertyType(str, Enum):
         "time_interval",
         "operator_value",
     ],
-    BehavioralPropertyType.PERFORMED_EVENT_FIRST_TIME: ["key", "value", "event_type", "time_value", "time_interval"],
+    BehavioralPropertyType.PERFORMED_EVENT_FIRST_TIME: [
+        "key",
+        "value",
+        "event_type",
+        "time_value",
+        "time_interval",
+    ],
     BehavioralPropertyType.PERFORMED_EVENT_SEQUENCE: [
         "key",
         "value",
@@ -282,7 +299,11 @@ class PropertyGroup:
     type: PropertyOperatorType
     values: Union[List[Property], List["PropertyGroup"]]
 
-    def __init__(self, type: PropertyOperatorType, values: Union[List[Property], List["PropertyGroup"]]) -> None:
+    def __init__(
+        self,
+        type: PropertyOperatorType,
+        values: Union[List[Property], List["PropertyGroup"]],
+    ) -> None:
         self.type = type
         self.values = values
 
@@ -310,7 +331,10 @@ def to_dict(self):
         if not self.values:
             return {}
 
-        return {"type": self.type.value, "values": [prop.to_dict() for prop in self.values]}
+        return {
+            "type": self.type.value,
+            "values": [prop.to_dict() for prop in self.values],
+        }
 
     def __repr__(self):
         params_repr = ", ".join(f"{repr(prop)}" for prop in self.values)
diff --git a/posthog/models/property/util.py b/posthog/models/property/util.py
index 18368ac082f5d..b353eb11bb141 100644
--- a/posthog/models/property/util.py
+++ b/posthog/models/property/util.py
@@ -17,7 +17,10 @@
 
 from posthog.clickhouse.client.escape import escape_param_for_clickhouse
 from posthog.clickhouse.kafka_engine import trim_quotes_expr
-from posthog.clickhouse.materialized_columns import TableWithProperties, get_materialized_columns
+from posthog.clickhouse.materialized_columns import (
+    TableWithProperties,
+    get_materialized_columns,
+)
 from posthog.constants import PropertyOperatorType
 from posthog.hogql import ast
 from posthog.hogql.hogql import HogQLContext
@@ -36,7 +39,10 @@
 )
 from posthog.models.event import Selector
 from posthog.models.group.sql import GET_GROUP_IDS_BY_PROPERTY_SQL
-from posthog.models.person.sql import GET_DISTINCT_IDS_BY_PERSON_ID_FILTER, GET_DISTINCT_IDS_BY_PROPERTY_SQL
+from posthog.models.person.sql import (
+    GET_DISTINCT_IDS_BY_PERSON_ID_FILTER,
+    GET_DISTINCT_IDS_BY_PROPERTY_SQL,
+)
 from posthog.models.property import (
     NEGATED_OPERATORS,
     OperatorType,
@@ -177,13 +183,19 @@ def parse_prop_clauses(
             else:
                 if person_properties_mode == PersonPropertiesMode.USING_SUBQUERY:
                     person_id_query, cohort_filter_params = format_filter_query(
-                        cohort, idx, hogql_context, custom_match_field=person_id_joined_alias
+                        cohort,
+                        idx,
+                        hogql_context,
+                        custom_match_field=person_id_joined_alias,
                     )
                     params = {**params, **cohort_filter_params}
                     final.append(f"{property_operator} {table_formatted}distinct_id IN ({person_id_query})")
                 else:
                     person_id_query, cohort_filter_params = format_cohort_subquery(
-                        cohort, idx, hogql_context, custom_match_field=f"{person_id_joined_alias}"
+                        cohort,
+                        idx,
+                        hogql_context,
+                        custom_match_field=f"{person_id_joined_alias}",
                     )
                     params = {**params, **cohort_filter_params}
                     final.append(f"{property_operator} {person_id_query}")
@@ -236,7 +248,8 @@ def parse_prop_clauses(
                 final.append(
                     " {property_operator} {table_name}distinct_id IN ({filter_query})".format(
                         filter_query=GET_DISTINCT_IDS_BY_PROPERTY_SQL.format(
-                            filters=filter_query, GET_TEAM_PERSON_DISTINCT_IDS=get_team_distinct_ids_query(team_id)
+                            filters=filter_query,
+                            GET_TEAM_PERSON_DISTINCT_IDS=get_team_distinct_ids_query(team_id),
                         ),
                         table_name=table_formatted,
                         property_operator=property_operator,
@@ -270,7 +283,10 @@ def parse_prop_clauses(
             params.update(filter_params)
         elif prop.type == "element":
             query, filter_params = filter_element(
-                cast(StringMatching, prop.key), prop.value, operator=prop.operator, prepend="{}_".format(prepend)
+                cast(StringMatching, prop.key),
+                prop.value,
+                operator=prop.operator,
+                prepend="{}_".format(prepend),
             )
             if query:
                 final.append(f"{property_operator} {query}")
@@ -278,7 +294,10 @@ def parse_prop_clauses(
         elif (
             prop.type == "group"
             and person_properties_mode
-            in [PersonPropertiesMode.DIRECT_ON_EVENTS, PersonPropertiesMode.DIRECT_ON_EVENTS_WITH_POE_V2]
+            in [
+                PersonPropertiesMode.DIRECT_ON_EVENTS,
+                PersonPropertiesMode.DIRECT_ON_EVENTS_WITH_POE_V2,
+            ]
             and groups_on_events_querying_enabled()
         ):
             group_column = f"group{prop.group_type_index}_properties"
@@ -308,7 +327,11 @@ def parse_prop_clauses(
             else:
                 # :TRICKY: offer groups support for queries which don't support automatically joining with groups table yet (e.g. lifecycle)
                 filter_query, filter_params = prop_filter_json_extract(
-                    prop, idx, prepend, prop_var=f"group_properties", allow_denormalized_props=False
+                    prop,
+                    idx,
+                    prepend,
+                    prop_var=f"group_properties",
+                    allow_denormalized_props=False,
                 )
                 group_type_index_var = f"{prepend}_group_type_index_{idx}"
                 groups_subquery = GET_GROUP_IDS_BY_PROPERTY_SQL.format(
@@ -335,7 +358,8 @@ def parse_prop_clauses(
             else:
                 # :TODO: (performance) Avoid subqueries whenever possible, use joins instead
                 subquery = GET_DISTINCT_IDS_BY_PERSON_ID_FILTER.format(
-                    filters=filter_query, GET_TEAM_PERSON_DISTINCT_IDS=get_team_distinct_ids_query(team_id)
+                    filters=filter_query,
+                    GET_TEAM_PERSON_DISTINCT_IDS=get_team_distinct_ids_query(team_id),
                 )
                 final.append(f"{property_operator} {table_formatted}distinct_id IN ({subquery})")
             params.update(filter_params)
@@ -415,28 +439,46 @@ def prop_filter_json_extract(
     params: Dict[str, Any] = {}
 
     if operator == "is_not":
-        params = {"k{}_{}".format(prepend, idx): prop.key, "v{}_{}".format(prepend, idx): box_value(prop.value)}
+        params = {
+            "k{}_{}".format(prepend, idx): prop.key,
+            "v{}_{}".format(prepend, idx): box_value(prop.value),
+        }
         return (
             " {property_operator} NOT has(%(v{prepend}_{idx})s, {left})".format(
-                idx=idx, prepend=prepend, left=property_expr, property_operator=property_operator
+                idx=idx,
+                prepend=prepend,
+                left=property_expr,
+                property_operator=property_operator,
             ),
             params,
         )
     elif operator == "icontains":
         value = "%{}%".format(prop.value)
-        params = {"k{}_{}".format(prepend, idx): prop.key, "v{}_{}".format(prepend, idx): value}
+        params = {
+            "k{}_{}".format(prepend, idx): prop.key,
+            "v{}_{}".format(prepend, idx): value,
+        }
         return (
             " {property_operator} {left} ILIKE %(v{prepend}_{idx})s".format(
-                idx=idx, prepend=prepend, left=property_expr, property_operator=property_operator
+                idx=idx,
+                prepend=prepend,
+                left=property_expr,
+                property_operator=property_operator,
             ),
             params,
         )
     elif operator == "not_icontains":
         value = "%{}%".format(prop.value)
-        params = {"k{}_{}".format(prepend, idx): prop.key, "v{}_{}".format(prepend, idx): value}
+        params = {
+            "k{}_{}".format(prepend, idx): prop.key,
+            "v{}_{}".format(prepend, idx): value,
+        }
         return (
             " {property_operator} NOT ({left} ILIKE %(v{prepend}_{idx})s)".format(
-                idx=idx, prepend=prepend, left=property_expr, property_operator=property_operator
+                idx=idx,
+                prepend=prepend,
+                left=property_expr,
+                property_operator=property_operator,
             ),
             params,
         )
@@ -445,7 +487,10 @@ def prop_filter_json_extract(
             # If OR'ing, shouldn't be a problem since nothing will match this specific clause
             return f"{property_operator} 1 = 2", {}
 
-        params = {"k{}_{}".format(prepend, idx): prop.key, "v{}_{}".format(prepend, idx): prop.value}
+        params = {
+            "k{}_{}".format(prepend, idx): prop.key,
+            "v{}_{}".format(prepend, idx): prop.value,
+        }
 
         return (
             " {property_operator} {regex_function}({left}, %(v{prepend}_{idx})s)".format(
@@ -458,7 +503,10 @@ def prop_filter_json_extract(
             params,
         )
     elif operator == "is_set":
-        params = {"k{}_{}".format(prepend, idx): prop.key, "v{}_{}".format(prepend, idx): prop.value}
+        params = {
+            "k{}_{}".format(prepend, idx): prop.key,
+            "v{}_{}".format(prepend, idx): prop.value,
+        }
         if is_denormalized:
             return (
                 " {property_operator} notEmpty({left})".format(left=property_expr, property_operator=property_operator),
@@ -466,12 +514,18 @@ def prop_filter_json_extract(
             )
         return (
             " {property_operator} JSONHas({prop_var}, %(k{prepend}_{idx})s)".format(
-                idx=idx, prepend=prepend, prop_var=prop_var, property_operator=property_operator
+                idx=idx,
+                prepend=prepend,
+                prop_var=prop_var,
+                property_operator=property_operator,
             ),
             params,
         )
     elif operator == "is_not_set":
-        params = {"k{}_{}".format(prepend, idx): prop.key, "v{}_{}".format(prepend, idx): prop.value}
+        params = {
+            "k{}_{}".format(prepend, idx): prop.key,
+            "v{}_{}".format(prepend, idx): prop.value,
+        }
         if is_denormalized:
             return (
                 " {property_operator} empty({left})".format(left=property_expr, property_operator=property_operator),
@@ -479,7 +533,11 @@ def prop_filter_json_extract(
             )
         return (
             " {property_operator} (isNull({left}) OR NOT JSONHas({prop_var}, %(k{prepend}_{idx})s))".format(
-                idx=idx, prepend=prepend, prop_var=prop_var, left=property_expr, property_operator=property_operator
+                idx=idx,
+                prepend=prepend,
+                prop_var=prop_var,
+                left=property_expr,
+                property_operator=property_operator,
             ),
             params,
         )
@@ -496,7 +554,10 @@ def prop_filter_json_extract(
             parseDateTimeBestEffortOrNull(substring({property_expr}, 1, 10))
         )) = %({prop_value_param_key})s"""
 
-        return (query, {"k{}_{}".format(prepend, idx): prop.key, prop_value_param_key: prop.value})
+        return (
+            query,
+            {"k{}_{}".format(prepend, idx): prop.key, prop_value_param_key: prop.value},
+        )
     elif operator == "is_date_after":
         # TODO introducing duplication in these branches now rather than refactor too early
         assert isinstance(prop.value, str)
@@ -518,7 +579,10 @@ def prop_filter_json_extract(
 
         query = f"""{property_operator} {first_of_date_or_timestamp} > {adjusted_value}"""
 
-        return (query, {"k{}_{}".format(prepend, idx): prop.key, prop_value_param_key: prop.value})
+        return (
+            query,
+            {"k{}_{}".format(prepend, idx): prop.key, prop_value_param_key: prop.value},
+        )
     elif operator == "is_date_before":
         # TODO introducing duplication in these branches now rather than refactor too early
         assert isinstance(prop.value, str)
@@ -528,11 +592,17 @@ def prop_filter_json_extract(
         first_of_date_or_timestamp = f"coalesce({try_parse_as_date},{try_parse_as_timestamp})"
         query = f"""{property_operator} {first_of_date_or_timestamp} < %({prop_value_param_key})s"""
 
-        return (query, {"k{}_{}".format(prepend, idx): prop.key, prop_value_param_key: prop.value})
+        return (
+            query,
+            {"k{}_{}".format(prepend, idx): prop.key, prop_value_param_key: prop.value},
+        )
     elif operator in ["gt", "lt", "gte", "lte"]:
         count_operator = get_count_operator(operator)
 
-        params = {"k{}_{}".format(prepend, idx): prop.key, "v{}_{}".format(prepend, idx): prop.value}
+        params = {
+            "k{}_{}".format(prepend, idx): prop.key,
+            "v{}_{}".format(prepend, idx): prop.value,
+        }
         extract_property_expr = trim_quotes_expr(f"replaceRegexpAll({property_expr}, ' ', '')")
         return (
             f" {property_operator} toFloat64OrNull({extract_property_expr}) {count_operator} %(v{prepend}_{idx})s",
@@ -547,10 +617,17 @@ def prop_filter_json_extract(
             }
         else:
             clause = " {property_operator} has(%(v{prepend}_{idx})s, {left})"
-            params = {"k{}_{}".format(prepend, idx): prop.key, "v{}_{}".format(prepend, idx): box_value(prop.value)}
+            params = {
+                "k{}_{}".format(prepend, idx): prop.key,
+                "v{}_{}".format(prepend, idx): box_value(prop.value),
+            }
         return (
             clause.format(
-                left=property_expr, idx=idx, prepend=prepend, prop_var=prop_var, property_operator=property_operator
+                left=property_expr,
+                idx=idx,
+                prepend=prepend,
+                prop_var=prop_var,
+                property_operator=property_operator,
             ),
             params,
         )
@@ -664,7 +741,10 @@ def get_property_string_expr(
         and (property_name, materialised_table_column) in materialized_columns
         and ("group" not in materialised_table_column or groups_on_events_querying_enabled())
     ):
-        return f'{table_string}"{materialized_columns[(property_name, materialised_table_column)]}"', True
+        return (
+            f'{table_string}"{materialized_columns[(property_name, materialised_table_column)]}"',
+            True,
+        )
 
     return trim_quotes_expr(f"JSONExtractRaw({table_string}{column}, {var})"), False
 
@@ -731,7 +811,10 @@ def filter_element(
         raise ValueError(f'Invalid element filtering key "{key}"')
 
     if combination_conditions:
-        return f"{'NOT ' if operator in NEGATED_OPERATORS else ''}({' OR '.join(combination_conditions)})", params
+        return (
+            f"{'NOT ' if operator in NEGATED_OPERATORS else ''}({' OR '.join(combination_conditions)})",
+            params,
+        )
     else:
         # If there are no values to filter by, this either matches nothing (for non-negated operators like "equals"),
         # or everything (for negated operators like "doesn't equal")
@@ -837,7 +920,10 @@ def get_session_property_filter_statement(prop: Property, idx: int, prepend: str
         value = f"session_duration_value{prepend}_{idx}"
 
         operator = get_count_operator(prop.operator)
-        return (f"{SessionQuery.SESSION_TABLE_ALIAS}.session_duration {operator} %({value})s", {value: duration})
+        return (
+            f"{SessionQuery.SESSION_TABLE_ALIAS}.session_duration {operator} %({value})s",
+            {value: duration},
+        )
 
     else:
         raise exceptions.ValidationError(f"Property '{prop.key}' is not allowed in session property filters.")
diff --git a/posthog/models/property_definition.py b/posthog/models/property_definition.py
index b295229a8cfcd..7747a17c71820 100644
--- a/posthog/models/property_definition.py
+++ b/posthog/models/property_definition.py
@@ -16,7 +16,10 @@ class PropertyType(models.TextChoices):
 
 class PropertyFormat(models.TextChoices):
     UnixTimestamp = "unix_timestamp", "Unix Timestamp in seconds"
-    UnixTimestampMilliseconds = "unix_timestamp_milliseconds", "Unix Timestamp in milliseconds"
+    UnixTimestampMilliseconds = (
+        "unix_timestamp_milliseconds",
+        "Unix Timestamp in milliseconds",
+    )
     ISO8601Date = "YYYY-MM-DDThh:mm:ssZ", "YYYY-MM-DDThh:mm:ssZ"
     FullDate = "YYYY-MM-DD hh:mm:ss", "YYYY-MM-DD hh:mm:ss"
     FullDateIncreasing = "DD-MM-YYYY hh:mm:ss", "DD-MM-YYYY hh:mm:ss"
@@ -33,7 +36,10 @@ class Type(models.IntegerChoices):
         GROUP = 3, "group"
 
     team: models.ForeignKey = models.ForeignKey(
-        Team, on_delete=models.CASCADE, related_name="property_definitions", related_query_name="team"
+        Team,
+        on_delete=models.CASCADE,
+        related_name="property_definitions",
+        related_query_name="team",
     )
     name: models.CharField = models.CharField(max_length=400)
     is_numerical: models.BooleanField = models.BooleanField(
@@ -45,7 +51,7 @@ class Type(models.IntegerChoices):
     # :TRICKY: May be null for historical events
     type: models.PositiveSmallIntegerField = models.PositiveSmallIntegerField(default=Type.EVENT, choices=Type.choices)
     # Only populated for `Type.GROUP`
-    group_type_index: models.PositiveSmallIntegerField = models.PositiveSmallIntegerField(null=True)
+    group_type_index: (models.PositiveSmallIntegerField) = models.PositiveSmallIntegerField(null=True)
 
     # DEPRECATED
     property_type_format = models.CharField(
@@ -76,15 +82,19 @@ class Meta:
             models.Index(fields=["team_id", "type", "is_numerical"]),
         ] + [
             GinIndex(
-                name="index_property_definition_name", fields=["name"], opclasses=["gin_trgm_ops"]
+                name="index_property_definition_name",
+                fields=["name"],
+                opclasses=["gin_trgm_ops"],
             )  # To speed up DB-based fuzzy searching
         ]
         constraints = [
             models.CheckConstraint(
-                name="property_type_is_valid", check=models.Q(property_type__in=PropertyType.values)
+                name="property_type_is_valid",
+                check=models.Q(property_type__in=PropertyType.values),
             ),
             models.CheckConstraint(
-                name="group_type_index_set", check=~models.Q(type=3) | models.Q(group_type_index__isnull=False)
+                name="group_type_index_set",
+                check=~models.Q(type=3) | models.Q(group_type_index__isnull=False),
             ),
             UniqueConstraintByExpression(
                 name="posthog_propertydefinition_uniq",
diff --git a/posthog/models/sharing_configuration.py b/posthog/models/sharing_configuration.py
index 7dcdcb7e8f2b9..44cc70cbb7be4 100644
--- a/posthog/models/sharing_configuration.py
+++ b/posthog/models/sharing_configuration.py
@@ -26,7 +26,11 @@ class SharingConfiguration(models.Model):
 
     enabled: models.BooleanField = models.BooleanField(default=False)
     access_token: models.CharField = models.CharField(
-        max_length=400, null=True, blank=True, default=get_default_access_token, unique=True
+        max_length=400,
+        null=True,
+        blank=True,
+        default=get_default_access_token,
+        unique=True,
     )
 
     def can_access_object(self, obj: models.Model):
diff --git a/posthog/models/subscription.py b/posthog/models/subscription.py
index e291f7c1b0490..3680155f7df27 100644
--- a/posthog/models/subscription.py
+++ b/posthog/models/subscription.py
@@ -92,7 +92,10 @@ def __init__(self, *args, **kwargs):
     interval: models.IntegerField = models.IntegerField(default=1)
     count: models.IntegerField = models.IntegerField(null=True)
     byweekday: ArrayField = ArrayField(
-        models.CharField(max_length=10, choices=SubscriptionByWeekDay.choices), null=True, blank=True, default=None
+        models.CharField(max_length=10, choices=SubscriptionByWeekDay.choices),
+        null=True,
+        blank=True,
+        default=None,
     )
     bysetpos: models.IntegerField = models.IntegerField(null=True)
     start_date: models.DateTimeField = models.DateTimeField()
@@ -141,7 +144,9 @@ def url(self):
     def resource_info(self) -> Optional[SubscriptionResourceInfo]:
         if self.insight:
             return SubscriptionResourceInfo(
-                "Insight", f"{self.insight.name or self.insight.derived_name}", self.insight.url
+                "Insight",
+                f"{self.insight.name or self.insight.derived_name}",
+                self.insight.url,
             )
         elif self.dashboard:
             return SubscriptionResourceInfo("Dashboard", self.dashboard.name, self.dashboard.url)
@@ -151,14 +156,25 @@ def resource_info(self) -> Optional[SubscriptionResourceInfo]:
     @property
     def summary(self):
         try:
-            human_frequency = {"daily": "day", "weekly": "week", "monthly": "month", "yearly": "year"}[self.frequency]
+            human_frequency = {
+                "daily": "day",
+                "weekly": "week",
+                "monthly": "month",
+                "yearly": "year",
+            }[self.frequency]
             if self.interval > 1:
                 human_frequency = f"{human_frequency}s"
 
             summary = f"sent every {str(self.interval) + ' ' if self.interval > 1 else ''}{human_frequency}"
 
             if self.byweekday and self.bysetpos:
-                human_bysetpos = {1: "first", 2: "second", 3: "third", 4: "fourth", -1: "last"}[self.bysetpos]
+                human_bysetpos = {
+                    1: "first",
+                    2: "second",
+                    3: "third",
+                    4: "fourth",
+                    -1: "last",
+                }[self.bysetpos]
                 summary += (
                     f" on the {human_bysetpos} {self.byweekday[0].capitalize() if len(self.byweekday) == 1 else 'day'}"
                 )
diff --git a/posthog/models/tagged_item.py b/posthog/models/tagged_item.py
index 3d6b73383aaf8..4c55c4a663791 100644
--- a/posthog/models/tagged_item.py
+++ b/posthog/models/tagged_item.py
@@ -6,7 +6,14 @@
 
 from posthog.models.utils import UUIDModel
 
-RELATED_OBJECTS = ("dashboard", "insight", "event_definition", "property_definition", "action", "feature_flag")
+RELATED_OBJECTS = (
+    "dashboard",
+    "insight",
+    "event_definition",
+    "property_definition",
+    "action",
+    "feature_flag",
+)
 
 
 # Checks that exactly one object field is populated
@@ -14,7 +21,10 @@ def build_check(related_objects: Iterable[str]):
     built_check_list: List[Union[Q, Q]] = []
     for field in related_objects:
         built_check_list.append(
-            Q(*[(f"{other_field}__isnull", other_field != field) for other_field in related_objects], _connector="AND")
+            Q(
+                *[(f"{other_field}__isnull", other_field != field) for other_field in related_objects],
+                _connector="AND",
+            )
         )
     return Q(*built_check_list, _connector="OR")
 
@@ -23,7 +33,9 @@ def build_check(related_objects: Iterable[str]):
 # uniqueness across null columns.
 def build_partial_uniqueness_constraint(field: str):
     return UniqueConstraint(
-        fields=["tag", field], name=f"unique_{field}_tagged_item", condition=Q((f"{field}__isnull", False))
+        fields=["tag", field],
+        name=f"unique_{field}_tagged_item",
+        condition=Q((f"{field}__isnull", False)),
     )
 
 
@@ -47,22 +59,46 @@ class TaggedItem(UUIDModel):
     # When adding a new taggeditem-model relationship, make sure to add the foreign key field and append field name to
     # the `RELATED_OBJECTS` tuple above.
     dashboard: models.ForeignKey = models.ForeignKey(
-        "Dashboard", on_delete=models.CASCADE, null=True, blank=True, related_name="tagged_items"
+        "Dashboard",
+        on_delete=models.CASCADE,
+        null=True,
+        blank=True,
+        related_name="tagged_items",
     )
     insight: models.ForeignKey = models.ForeignKey(
-        "Insight", on_delete=models.CASCADE, null=True, blank=True, related_name="tagged_items"
+        "Insight",
+        on_delete=models.CASCADE,
+        null=True,
+        blank=True,
+        related_name="tagged_items",
     )
     event_definition: models.ForeignKey = models.ForeignKey(
-        "EventDefinition", on_delete=models.CASCADE, null=True, blank=True, related_name="tagged_items"
+        "EventDefinition",
+        on_delete=models.CASCADE,
+        null=True,
+        blank=True,
+        related_name="tagged_items",
     )
     property_definition: models.ForeignKey = models.ForeignKey(
-        "PropertyDefinition", on_delete=models.CASCADE, null=True, blank=True, related_name="tagged_items"
+        "PropertyDefinition",
+        on_delete=models.CASCADE,
+        null=True,
+        blank=True,
+        related_name="tagged_items",
     )
     action: models.ForeignKey = models.ForeignKey(
-        "Action", on_delete=models.CASCADE, null=True, blank=True, related_name="tagged_items"
+        "Action",
+        on_delete=models.CASCADE,
+        null=True,
+        blank=True,
+        related_name="tagged_items",
     )
     feature_flag: models.ForeignKey = models.ForeignKey(
-        "FeatureFlag", on_delete=models.CASCADE, null=True, blank=True, related_name="tagged_items"
+        "FeatureFlag",
+        on_delete=models.CASCADE,
+        null=True,
+        blank=True,
+        related_name="tagged_items",
     )
 
     class Meta:
diff --git a/posthog/models/team/team.py b/posthog/models/team/team.py
index 4cd9ae773fdeb..bc458807b56a4 100644
--- a/posthog/models/team/team.py
+++ b/posthog/models/team/team.py
@@ -7,7 +7,11 @@
 import pytz
 from django.conf import settings
 from django.contrib.postgres.fields import ArrayField
-from django.core.validators import MinLengthValidator, MaxValueValidator, MinValueValidator
+from django.core.validators import (
+    MinLengthValidator,
+    MaxValueValidator,
+    MinValueValidator,
+)
 from django.db import models
 from django.db.models.signals import post_delete, post_save
 from zoneinfo import ZoneInfo
@@ -20,7 +24,11 @@
 from posthog.models.filters.utils import GroupTypeIndex
 from posthog.models.instance_setting import get_instance_setting
 from posthog.models.signals import mutable_receiver
-from posthog.models.utils import UUIDClassicModel, generate_random_token_project, sane_repr
+from posthog.models.utils import (
+    UUIDClassicModel,
+    generate_random_token_project,
+    sane_repr,
+)
 from posthog.settings.utils import get_list
 from posthog.utils import GenericEmails, PersonOnEventsMode
 
@@ -66,7 +74,12 @@ def set_test_account_filters(self, organization: Optional[Any]) -> List:
                 example_email = re.search(r"@[\w.]+", example_emails[0])
                 if example_email:
                     return [
-                        {"key": "email", "operator": "not_icontains", "value": example_email.group(), "type": "person"}
+                        {
+                            "key": "email",
+                            "operator": "not_icontains",
+                            "value": example_email.group(),
+                            "type": "person",
+                        }
                     ] + filters
         return filters
 
@@ -126,7 +139,10 @@ def clickhouse_mode(self) -> str:
 
 class Team(UUIDClassicModel):
     organization: models.ForeignKey = models.ForeignKey(
-        "posthog.Organization", on_delete=models.CASCADE, related_name="teams", related_query_name="team"
+        "posthog.Organization",
+        on_delete=models.CASCADE,
+        related_name="teams",
+        related_query_name="team",
     )
     api_token: models.CharField = models.CharField(
         max_length=200,
@@ -136,7 +152,9 @@ class Team(UUIDClassicModel):
     )
     app_urls: ArrayField = ArrayField(models.CharField(max_length=200, null=True), default=list, blank=True)
     name: models.CharField = models.CharField(
-        max_length=200, default="Default Project", validators=[MinLengthValidator(1, "Project must have a name!")]
+        max_length=200,
+        default="Default Project",
+        validators=[MinLengthValidator(1, "Project must have a name!")],
     )
     slack_incoming_webhook: models.CharField = models.CharField(max_length=500, null=True, blank=True)
     created_at: models.DateTimeField = models.DateTimeField(auto_now_add=True)
@@ -157,8 +175,10 @@ class Team(UUIDClassicModel):
         decimal_places=2,
         validators=[MinValueValidator(Decimal(0)), MaxValueValidator(Decimal(1))],
     )
-    session_recording_minimum_duration_milliseconds: models.IntegerField = models.IntegerField(
-        null=True, blank=True, validators=[MinValueValidator(0), MaxValueValidator(15000)]
+    session_recording_minimum_duration_milliseconds: (models.IntegerField) = models.IntegerField(
+        null=True,
+        blank=True,
+        validators=[MinValueValidator(0), MaxValueValidator(15000)],
     )
     session_recording_linked_flag: models.JSONField = models.JSONField(null=True, blank=True)
     capture_console_log_opt_in: models.BooleanField = models.BooleanField(null=True, blank=True)
@@ -185,7 +205,11 @@ class Team(UUIDClassicModel):
     recording_domains: ArrayField = ArrayField(models.CharField(max_length=200, null=True), blank=True, null=True)
 
     primary_dashboard: models.ForeignKey = models.ForeignKey(
-        "posthog.Dashboard", on_delete=models.SET_NULL, null=True, related_name="primary_dashboard_teams", blank=True
+        "posthog.Dashboard",
+        on_delete=models.SET_NULL,
+        null=True,
+        related_name="primary_dashboard_teams",
+        blank=True,
     )  # Dashboard shown on project homepage
 
     # Generic field for storing any team-specific context that is more temporary in nature and thus
@@ -233,7 +257,10 @@ def person_on_events_mode(self) -> PersonOnEventsMode:
 
         if self._person_on_events_querying_enabled:
             # also tag person_on_events_enabled for legacy compatibility
-            tag_queries(person_on_events_enabled=True, person_on_events_mode=PersonOnEventsMode.V1_ENABLED)
+            tag_queries(
+                person_on_events_enabled=True,
+                person_on_events_mode=PersonOnEventsMode.V1_ENABLED,
+            )
             return PersonOnEventsMode.V1_ENABLED
 
         return PersonOnEventsMode.DISABLED
@@ -259,7 +286,10 @@ def _person_on_events_querying_enabled(self) -> bool:
                 str(self.uuid),
                 groups={"organization": str(self.organization_id)},
                 group_properties={
-                    "organization": {"id": str(self.organization_id), "created_at": self.organization.created_at}
+                    "organization": {
+                        "id": str(self.organization_id),
+                        "created_at": self.organization.created_at,
+                    }
                 },
                 only_evaluate_locally=True,
                 send_feature_flag_events=False,
@@ -280,7 +310,10 @@ def _person_on_events_v2_querying_enabled(self) -> bool:
                 str(self.uuid),
                 groups={"organization": str(self.organization_id)},
                 group_properties={
-                    "organization": {"id": str(self.organization_id), "created_at": self.organization.created_at}
+                    "organization": {
+                        "id": str(self.organization_id),
+                        "created_at": self.organization.created_at,
+                    }
                 },
                 only_evaluate_locally=True,
                 send_feature_flag_events=False,
diff --git a/posthog/models/team/util.py b/posthog/models/team/util.py
index b2fa36b1430dd..ccaa249c559bf 100644
--- a/posthog/models/team/util.py
+++ b/posthog/models/team/util.py
@@ -49,6 +49,7 @@ def delete_batch_exports(team_ids: List[int]):
 
 can_enable_actor_on_events = False
 
+
 # :TRICKY: Avoid overly eagerly checking whether the migration is complete.
 # We instead cache negative responses for a minute and a positive one forever.
 def actor_on_events_ready() -> bool:
diff --git a/posthog/models/test/test_activity_logging.py b/posthog/models/test/test_activity_logging.py
index ebe161d5e3986..e7f3ed4c13663 100644
--- a/posthog/models/test/test_activity_logging.py
+++ b/posthog/models/test/test_activity_logging.py
@@ -13,6 +13,33 @@ def test_dict_changes_between(self):
 
         self.assertEqual(len(changes), 3)
 
-        self.assertIn(Change(type="Plugin", action="changed", field="change_field", before="foo", after="bar"), changes)
-        self.assertIn(Change(type="Plugin", action="created", field="new_field", before=None, after="bar"), changes)
-        self.assertIn(Change(type="Plugin", action="deleted", field="delete_field", before="foo", after=None), changes)
+        self.assertIn(
+            Change(
+                type="Plugin",
+                action="changed",
+                field="change_field",
+                before="foo",
+                after="bar",
+            ),
+            changes,
+        )
+        self.assertIn(
+            Change(
+                type="Plugin",
+                action="created",
+                field="new_field",
+                before=None,
+                after="bar",
+            ),
+            changes,
+        )
+        self.assertIn(
+            Change(
+                type="Plugin",
+                action="deleted",
+                field="delete_field",
+                before="foo",
+                after=None,
+            ),
+            changes,
+        )
diff --git a/posthog/models/test/test_async_deletion_model.py b/posthog/models/test/test_async_deletion_model.py
index c1f94dc825ed0..abb057fd6b9fa 100644
--- a/posthog/models/test/test_async_deletion_model.py
+++ b/posthog/models/test/test_async_deletion_model.py
@@ -35,7 +35,10 @@ def setUp(self):
     @snapshot_clickhouse_queries
     def test_mark_team_deletions_done(self):
         deletion = AsyncDeletion.objects.create(
-            deletion_type=DeletionType.Team, team_id=self.teams[0].pk, key=str(self.teams[0].pk), created_by=self.user
+            deletion_type=DeletionType.Team,
+            team_id=self.teams[0].pk,
+            key=str(self.teams[0].pk),
+            created_by=self.user,
         )
 
         AsyncEventDeletion().mark_deletions_done()
@@ -48,7 +51,10 @@ def test_mark_deletions_done_team_when_not_done(self):
         _create_event(event_uuid=uuid4(), event="event1", team=self.teams[0], distinct_id="1")
 
         deletion = AsyncDeletion.objects.create(
-            deletion_type=DeletionType.Team, team_id=self.teams[0].pk, key=str(self.teams[0].pk), created_by=self.user
+            deletion_type=DeletionType.Team,
+            team_id=self.teams[0].pk,
+            key=str(self.teams[0].pk),
+            created_by=self.user,
         )
 
         AsyncEventDeletion().mark_deletions_done()
@@ -58,11 +64,26 @@ def test_mark_deletions_done_team_when_not_done(self):
 
     @snapshot_clickhouse_queries
     def test_mark_deletions_done_person(self):
-        _create_event(event_uuid=uuid4(), event="event1", team=self.teams[0], distinct_id="1", person_id=uuid2)
-        _create_event(event_uuid=uuid4(), event="event1", team=self.teams[1], distinct_id="1", person_id=uuid)
+        _create_event(
+            event_uuid=uuid4(),
+            event="event1",
+            team=self.teams[0],
+            distinct_id="1",
+            person_id=uuid2,
+        )
+        _create_event(
+            event_uuid=uuid4(),
+            event="event1",
+            team=self.teams[1],
+            distinct_id="1",
+            person_id=uuid,
+        )
 
         deletion = AsyncDeletion.objects.create(
-            deletion_type=DeletionType.Person, team_id=self.teams[0].pk, key=str(uuid), created_by=self.user
+            deletion_type=DeletionType.Person,
+            team_id=self.teams[0].pk,
+            key=str(uuid),
+            created_by=self.user,
         )
 
         AsyncEventDeletion().mark_deletions_done()
@@ -72,10 +93,19 @@ def test_mark_deletions_done_person(self):
 
     @snapshot_clickhouse_queries
     def test_mark_deletions_done_person_when_not_done(self):
-        _create_event(event_uuid=uuid4(), event="event1", team=self.teams[0], distinct_id="1", person_id=uuid)
+        _create_event(
+            event_uuid=uuid4(),
+            event="event1",
+            team=self.teams[0],
+            distinct_id="1",
+            person_id=uuid,
+        )
 
         deletion = AsyncDeletion.objects.create(
-            deletion_type=DeletionType.Person, team_id=self.teams[0].pk, key=str(uuid), created_by=self.user
+            deletion_type=DeletionType.Person,
+            team_id=self.teams[0].pk,
+            key=str(uuid),
+            created_by=self.user,
         )
 
         AsyncEventDeletion().mark_deletions_done()
@@ -86,13 +116,25 @@ def test_mark_deletions_done_person_when_not_done(self):
     @snapshot_clickhouse_queries
     def test_mark_deletions_done_groups(self):
         _create_event(
-            event_uuid=uuid4(), event="event1", team=self.teams[0], distinct_id="1", properties={"$group_1": "foo"}
+            event_uuid=uuid4(),
+            event="event1",
+            team=self.teams[0],
+            distinct_id="1",
+            properties={"$group_1": "foo"},
         )
         _create_event(
-            event_uuid=uuid4(), event="event1", team=self.teams[0], distinct_id="1", properties={"$group_0": "bar"}
+            event_uuid=uuid4(),
+            event="event1",
+            team=self.teams[0],
+            distinct_id="1",
+            properties={"$group_0": "bar"},
         )
         _create_event(
-            event_uuid=uuid4(), event="event1", team=self.teams[1], distinct_id="1", properties={"$group_0": "foo"}
+            event_uuid=uuid4(),
+            event="event1",
+            team=self.teams[1],
+            distinct_id="1",
+            properties={"$group_0": "foo"},
         )
 
         deletion = AsyncDeletion.objects.create(
@@ -111,7 +153,11 @@ def test_mark_deletions_done_groups(self):
     @snapshot_clickhouse_queries
     def test_mark_deletions_done_groups_when_not_done(self):
         _create_event(
-            event_uuid=uuid4(), event="event1", team=self.teams[0], distinct_id="1", properties={"$group_0": "foo"}
+            event_uuid=uuid4(),
+            event="event1",
+            team=self.teams[0],
+            distinct_id="1",
+            properties={"$group_0": "foo"},
         )
 
         deletion = AsyncDeletion.objects.create(
@@ -132,7 +178,10 @@ def test_delete_teams(self):
         _create_event(event_uuid=uuid4(), event="event1", team=self.teams[0], distinct_id="1")
 
         AsyncDeletion.objects.create(
-            deletion_type=DeletionType.Team, team_id=self.teams[0].pk, key=str(self.teams[0].pk), created_by=self.user
+            deletion_type=DeletionType.Team,
+            team_id=self.teams[0].pk,
+            key=str(self.teams[0].pk),
+            created_by=self.user,
         )
 
         AsyncEventDeletion().run()
@@ -144,7 +193,10 @@ def test_delete_teams_unrelated(self):
         _create_event(event_uuid=uuid4(), event="event1", team=self.teams[1], distinct_id="1")
 
         AsyncDeletion.objects.create(
-            deletion_type=DeletionType.Team, team_id=self.teams[0].pk, key=str(self.teams[0].pk), created_by=self.user
+            deletion_type=DeletionType.Team,
+            team_id=self.teams[0].pk,
+            key=str(self.teams[0].pk),
+            created_by=self.user,
         )
 
         AsyncEventDeletion().run()
@@ -153,10 +205,19 @@ def test_delete_teams_unrelated(self):
 
     @snapshot_clickhouse_alter_queries
     def test_delete_person(self):
-        _create_event(event_uuid=uuid4(), event="event1", team=self.teams[0], distinct_id="1", person_id=uuid)
+        _create_event(
+            event_uuid=uuid4(),
+            event="event1",
+            team=self.teams[0],
+            distinct_id="1",
+            person_id=uuid,
+        )
 
         AsyncDeletion.objects.create(
-            deletion_type=DeletionType.Person, team_id=self.teams[0].pk, key=str(uuid), created_by=self.user
+            deletion_type=DeletionType.Person,
+            team_id=self.teams[0].pk,
+            key=str(uuid),
+            created_by=self.user,
         )
 
         AsyncEventDeletion().run()
@@ -165,11 +226,26 @@ def test_delete_person(self):
 
     @snapshot_clickhouse_alter_queries
     def test_delete_person_unrelated(self):
-        _create_event(event_uuid=uuid4(), event="event1", team=self.teams[0], distinct_id="1", person_id=uuid2)
-        _create_event(event_uuid=uuid4(), event="event1", team=self.teams[1], distinct_id="1", person_id=uuid)
+        _create_event(
+            event_uuid=uuid4(),
+            event="event1",
+            team=self.teams[0],
+            distinct_id="1",
+            person_id=uuid2,
+        )
+        _create_event(
+            event_uuid=uuid4(),
+            event="event1",
+            team=self.teams[1],
+            distinct_id="1",
+            person_id=uuid,
+        )
 
         AsyncDeletion.objects.create(
-            deletion_type=DeletionType.Person, team_id=self.teams[0].pk, key=str(uuid), created_by=self.user
+            deletion_type=DeletionType.Person,
+            team_id=self.teams[0].pk,
+            key=str(uuid),
+            created_by=self.user,
         )
 
         AsyncEventDeletion().run()
@@ -179,7 +255,11 @@ def test_delete_person_unrelated(self):
     @snapshot_clickhouse_alter_queries
     def test_delete_group(self):
         _create_event(
-            event_uuid=uuid4(), event="event1", team=self.teams[0], distinct_id="1", properties={"$group_0": "foo"}
+            event_uuid=uuid4(),
+            event="event1",
+            team=self.teams[0],
+            distinct_id="1",
+            properties={"$group_0": "foo"},
         )
 
         AsyncDeletion.objects.create(
@@ -197,13 +277,25 @@ def test_delete_group(self):
     @snapshot_clickhouse_alter_queries
     def test_delete_group_unrelated(self):
         _create_event(
-            event_uuid=uuid4(), event="event1", team=self.teams[0], distinct_id="1", properties={"$group_1": "foo"}
+            event_uuid=uuid4(),
+            event="event1",
+            team=self.teams[0],
+            distinct_id="1",
+            properties={"$group_1": "foo"},
         )
         _create_event(
-            event_uuid=uuid4(), event="event1", team=self.teams[0], distinct_id="1", properties={"$group_0": "bar"}
+            event_uuid=uuid4(),
+            event="event1",
+            team=self.teams[0],
+            distinct_id="1",
+            properties={"$group_0": "bar"},
         )
         _create_event(
-            event_uuid=uuid4(), event="event1", team=self.teams[1], distinct_id="1", properties={"$group_0": "foo"}
+            event_uuid=uuid4(),
+            event="event1",
+            team=self.teams[1],
+            distinct_id="1",
+            properties={"$group_0": "foo"},
         )
 
         AsyncDeletion.objects.create(
@@ -222,7 +314,12 @@ def test_delete_group_unrelated(self):
     def test_delete_auxilary_models_via_team(self):
         create_person(team_id=self.teams[0].pk, properties={"x": 0}, version=0, uuid=uuid)
         create_person_distinct_id(self.teams[0].pk, "0", uuid)
-        create_group(team_id=self.teams[0].pk, group_type_index=0, group_key="org:5", properties={})
+        create_group(
+            team_id=self.teams[0].pk,
+            group_type_index=0,
+            group_key="org:5",
+            properties={},
+        )
         insert_static_cohort([uuid4()], 0, self.teams[0])
         self._insert_cohortpeople_row(self.teams[0], uuid4(), 3)
         create_plugin_log_entry(
@@ -236,7 +333,10 @@ def test_delete_auxilary_models_via_team(self):
         )
 
         AsyncDeletion.objects.create(
-            deletion_type=DeletionType.Team, team_id=self.teams[0].pk, key=str(self.teams[0].pk), created_by=self.user
+            deletion_type=DeletionType.Team,
+            team_id=self.teams[0].pk,
+            key=str(self.teams[0].pk),
+            created_by=self.user,
         )
         AsyncEventDeletion().run()
 
@@ -252,7 +352,12 @@ def test_delete_auxilary_models_via_team(self):
     def test_delete_auxilary_models_via_team_unrelated(self):
         create_person(team_id=self.teams[1].pk, properties={"x": 0}, version=0, uuid=uuid)
         create_person_distinct_id(self.teams[1].pk, "0", uuid)
-        create_group(team_id=self.teams[1].pk, group_type_index=0, group_key="org:5", properties={})
+        create_group(
+            team_id=self.teams[1].pk,
+            group_type_index=0,
+            group_key="org:5",
+            properties={},
+        )
         insert_static_cohort([uuid4()], 0, self.teams[1])
         self._insert_cohortpeople_row(self.teams[1], uuid4(), 3)
         create_plugin_log_entry(
@@ -266,7 +371,10 @@ def test_delete_auxilary_models_via_team_unrelated(self):
         )
 
         AsyncDeletion.objects.create(
-            deletion_type=DeletionType.Team, team_id=self.teams[0].pk, key=str(self.teams[0].pk), created_by=self.user
+            deletion_type=DeletionType.Team,
+            team_id=self.teams[0].pk,
+            key=str(self.teams[0].pk),
+            created_by=self.user,
         )
         AsyncEventDeletion().run()
 
@@ -284,7 +392,10 @@ def test_delete_cohortpeople(self):
         self._insert_cohortpeople_row(team, uuid4(), cohort_id)
 
         AsyncDeletion.objects.create(
-            deletion_type=DeletionType.Cohort_full, team_id=team.pk, key=str(cohort_id) + "_0", created_by=self.user
+            deletion_type=DeletionType.Cohort_full,
+            team_id=team.pk,
+            key=str(cohort_id) + "_0",
+            created_by=self.user,
         )
         AsyncCohortDeletion().run()
 
@@ -298,7 +409,10 @@ def test_delete_cohortpeople_version(self):
         self._insert_cohortpeople_row(team, uuid4(), cohort_id, 3)
 
         AsyncDeletion.objects.create(
-            deletion_type=DeletionType.Cohort_stale, team_id=team.pk, key=str(cohort_id) + "_3", created_by=self.user
+            deletion_type=DeletionType.Cohort_stale,
+            team_id=team.pk,
+            key=str(cohort_id) + "_3",
+            created_by=self.user,
         )
         AsyncCohortDeletion().run()
 
@@ -314,5 +428,10 @@ def _insert_cohortpeople_row(self, team: Team, person_id: UUID, cohort_id: int,
             INSERT INTO cohortpeople (person_id, cohort_id, team_id, sign, version)
             VALUES (%(person_id)s, %(cohort_id)s, %(team_id)s, 1, %(version)s)
             """,
-            {"person_id": str(person_id), "cohort_id": cohort_id, "team_id": team.pk, "version": version},
+            {
+                "person_id": str(person_id),
+                "cohort_id": cohort_id,
+                "team_id": team.pk,
+                "version": version,
+            },
         )
diff --git a/posthog/models/test/test_dashboard_tile_model.py b/posthog/models/test/test_dashboard_tile_model.py
index fe88e813c1181..be13ba06975c3 100644
--- a/posthog/models/test/test_dashboard_tile_model.py
+++ b/posthog/models/test/test_dashboard_tile_model.py
@@ -5,7 +5,11 @@
 from django.db.utils import IntegrityError
 
 from posthog.models.dashboard import Dashboard
-from posthog.models.dashboard_tile import DashboardTile, Text, get_tiles_ordered_by_position
+from posthog.models.dashboard_tile import (
+    DashboardTile,
+    Text,
+    get_tiles_ordered_by_position,
+)
 from posthog.models.exported_asset import ExportedAsset
 from posthog.models.insight import Insight
 from posthog.test.base import APIBaseTest
@@ -60,7 +64,6 @@ def test_cannot_add_a_tile_with_insight_and_text_on_validation(self) -> None:
             DashboardTile.objects.create(dashboard=self.dashboard, insight=insight, text=text)
 
     def test_cannot_set_caching_data_for_text_tiles(self) -> None:
-
         tile_fields: List[Dict] = [
             {"filters_hash": "123"},
             {"refreshing": True},
diff --git a/posthog/models/test/test_entity_model.py b/posthog/models/test/test_entity_model.py
index 55d0de18fc01a..c11e5bd99e9fd 100644
--- a/posthog/models/test/test_entity_model.py
+++ b/posthog/models/test/test_entity_model.py
@@ -1,6 +1,10 @@
 from django.test import TestCase
 
-from posthog.models.entity import TREND_FILTER_TYPE_ACTIONS, TREND_FILTER_TYPE_EVENTS, Entity
+from posthog.models.entity import (
+    TREND_FILTER_TYPE_ACTIONS,
+    TREND_FILTER_TYPE_EVENTS,
+    Entity,
+)
 
 
 class TestEntity(TestCase):
@@ -16,7 +20,11 @@ def test_inclusion(self):
                 "type": TREND_FILTER_TYPE_EVENTS,
                 "properties": [
                     {"key": "email", "value": "test@posthog.com", "type": "person"},
-                    {"key": "current_url", "value": "test@posthog.com", "type": "element"},
+                    {
+                        "key": "current_url",
+                        "value": "test@posthog.com",
+                        "type": "element",
+                    },
                 ],
             }
         )
@@ -24,7 +32,13 @@ def test_inclusion(self):
             {
                 "id": "e1",
                 "type": TREND_FILTER_TYPE_EVENTS,
-                "properties": [{"key": "current_url", "value": "test@posthog.com", "type": "element"}],
+                "properties": [
+                    {
+                        "key": "current_url",
+                        "value": "test@posthog.com",
+                        "type": "element",
+                    }
+                ],
             }
         )
 
@@ -38,7 +52,11 @@ def test_inclusion_unordered(self):
                 "type": TREND_FILTER_TYPE_EVENTS,
                 "properties": [
                     {"key": "browser", "value": "chrome", "type": "person"},
-                    {"key": "current_url", "value": "test@posthog.com", "type": "element"},
+                    {
+                        "key": "current_url",
+                        "value": "test@posthog.com",
+                        "type": "element",
+                    },
                     {"key": "email", "value": "test@posthog.com", "type": "person"},
                 ],
             }
@@ -47,7 +65,13 @@ def test_inclusion_unordered(self):
             {
                 "id": "e1",
                 "type": TREND_FILTER_TYPE_EVENTS,
-                "properties": [{"key": "current_url", "value": "test@posthog.com", "type": "element"}],
+                "properties": [
+                    {
+                        "key": "current_url",
+                        "value": "test@posthog.com",
+                        "type": "element",
+                    }
+                ],
             }
         )
 
@@ -55,7 +79,6 @@ def test_inclusion_unordered(self):
         self.assertFalse(entity1.is_superset(entity2))
 
     def test_equality_with_ids(self):
-
         entity1 = Entity({"id": "e1", "type": TREND_FILTER_TYPE_ACTIONS})
         entity2 = Entity({"id": "e1", "type": TREND_FILTER_TYPE_ACTIONS})
 
@@ -83,7 +106,11 @@ def test_equality_with_simple_properties(self):
                 "type": TREND_FILTER_TYPE_EVENTS,
                 "properties": [
                     {"key": "email", "value": "test@posthog.com", "type": "person"},
-                    {"key": "current_url", "value": "test@posthog.com", "type": "element"},
+                    {
+                        "key": "current_url",
+                        "value": "test@posthog.com",
+                        "type": "element",
+                    },
                 ],
             }
         )
@@ -92,7 +119,11 @@ def test_equality_with_simple_properties(self):
                 "id": "e1",
                 "type": TREND_FILTER_TYPE_EVENTS,
                 "properties": [
-                    {"key": "current_url", "value": "test@posthog.com", "type": "element"},
+                    {
+                        "key": "current_url",
+                        "value": "test@posthog.com",
+                        "type": "element",
+                    },
                     {"key": "email", "value": "test@posthog.com", "type": "person"},
                 ],
             }
@@ -105,7 +136,11 @@ def test_equality_with_simple_properties(self):
                 "id": "e1",
                 "type": TREND_FILTER_TYPE_EVENTS,
                 "properties": [
-                    {"key": "current$url", "value": "test@posthog.com", "type": "element"},
+                    {
+                        "key": "current$url",
+                        "value": "test@posthog.com",
+                        "type": "element",
+                    },
                     {"key": "email", "value": "test@posthog.com", "type": "person"},
                 ],
             }
@@ -120,8 +155,18 @@ def test_equality_with_complex_operator_properties(self):
                 "type": TREND_FILTER_TYPE_EVENTS,
                 "properties": [
                     {"key": "count", "operator": "lt", "value": 12, "type": "element"},
-                    {"key": "email", "operator": "in", "value": ["a, b"], "type": "person"},
-                    {"key": "selector", "value": [".btn"], "operator": "exact", "type": "element"},
+                    {
+                        "key": "email",
+                        "operator": "in",
+                        "value": ["a, b"],
+                        "type": "person",
+                    },
+                    {
+                        "key": "selector",
+                        "value": [".btn"],
+                        "operator": "exact",
+                        "type": "element",
+                    },
                     {"key": "test_prop", "value": 1.2, "operator": "gt"},
                 ],
             }
@@ -133,8 +178,18 @@ def test_equality_with_complex_operator_properties(self):
                 "properties": [
                     {"key": "test_prop", "value": 1.20, "operator": "gt"},
                     {"key": "count", "operator": "lt", "value": 12, "type": "element"},
-                    {"key": "selector", "value": [".btn"], "operator": "exact", "type": "element"},
-                    {"key": "email", "operator": "in", "value": ["a, b"], "type": "person"},
+                    {
+                        "key": "selector",
+                        "value": [".btn"],
+                        "operator": "exact",
+                        "type": "element",
+                    },
+                    {
+                        "key": "email",
+                        "operator": "in",
+                        "value": ["a, b"],
+                        "type": "person",
+                    },
                 ],
             }
         )
@@ -149,8 +204,18 @@ def test_equality_with_complex_operator_properties(self):
                 "properties": [
                     {"key": "test_prop", "value": 1.200, "operator": "gt"},
                     {"key": "count", "operator": "lt", "value": 12, "type": "element"},
-                    {"key": "selector", "value": [".btn"], "operator": "exact", "type": "element"},
-                    {"key": "email", "operator": "in", "value": ["a, b"], "type": "person"},
+                    {
+                        "key": "selector",
+                        "value": [".btn"],
+                        "operator": "exact",
+                        "type": "element",
+                    },
+                    {
+                        "key": "email",
+                        "operator": "in",
+                        "value": ["a, b"],
+                        "type": "person",
+                    },
                 ],
             }
         )
@@ -164,8 +229,18 @@ def test_equality_with_complex_operator_properties(self):
                 "properties": [
                     {"key": "test_prop", "value": 1.2001, "operator": "gt"},
                     {"key": "count", "operator": "lt", "value": 12, "type": "element"},
-                    {"key": "selector", "value": [".btn"], "operator": "exact", "type": "element"},
-                    {"key": "email", "operator": "in", "value": ["a, b"], "type": "person"},
+                    {
+                        "key": "selector",
+                        "value": [".btn"],
+                        "operator": "exact",
+                        "type": "element",
+                    },
+                    {
+                        "key": "email",
+                        "operator": "in",
+                        "value": ["a, b"],
+                        "type": "person",
+                    },
                 ],
             }
         )
@@ -173,9 +248,19 @@ def test_equality_with_complex_operator_properties(self):
         self.assertFalse(entity1.equals(entity2))
 
     def test_equality_with_old_style_and_new_style_properties(self):
-        entity1 = Entity({"id": "e1", "type": TREND_FILTER_TYPE_EVENTS, "properties": {"key": "value"}})
+        entity1 = Entity(
+            {
+                "id": "e1",
+                "type": TREND_FILTER_TYPE_EVENTS,
+                "properties": {"key": "value"},
+            }
+        )
         entity2 = Entity(
-            {"id": "e1", "type": TREND_FILTER_TYPE_EVENTS, "properties": [{"key": "key", "value": "value"}]}
+            {
+                "id": "e1",
+                "type": TREND_FILTER_TYPE_EVENTS,
+                "properties": [{"key": "key", "value": "value"}],
+            }
         )
 
         self.assertTrue(entity1.equals(entity2))
diff --git a/posthog/models/test/test_event_model.py b/posthog/models/test/test_event_model.py
index d5343e9141949..8c0f2ab8994b3 100644
--- a/posthog/models/test/test_event_model.py
+++ b/posthog/models/test/test_event_model.py
@@ -20,7 +20,10 @@ def test_filter_with_selector_direct_decendant_ordering(self):
                 self.team,
                 [
                     {"event": "$autocapture", "selector": "div > div > a"},
-                    {"event": "$autocapture", "selector": "div > a.somethingthatdoesntexist"},
+                    {
+                        "event": "$autocapture",
+                        "selector": "div > a.somethingthatdoesntexist",
+                    },
                 ],
             )
 
@@ -28,7 +31,10 @@ def test_filter_with_selector_direct_decendant_ordering(self):
 
         def test_filter_with_selector_nth_child(self):
             all_events = self._setup_action_selector_events()
-            action = _create_action(self.team, [{"event": "$autocapture", "selector": "div > a:nth-child(2)"}])
+            action = _create_action(
+                self.team,
+                [{"event": "$autocapture", "selector": "div > a:nth-child(2)"}],
+            )
 
             self.assertActionEventsMatch(action, [all_events[1]])
 
@@ -58,7 +64,13 @@ def _setup_action_selector_events(self):
                 team=self.team,
                 distinct_id="whatever",
                 elements=[
-                    Element(tag_name="a", href="/a-url", nth_child=1, nth_of_type=0, attr_class=["one-class"]),
+                    Element(
+                        tag_name="a",
+                        href="/a-url",
+                        nth_child=1,
+                        nth_of_type=0,
+                        attr_class=["one-class"],
+                    ),
                     Element(tag_name="button", nth_child=0, nth_of_type=0),
                     Element(tag_name="div", nth_child=0, nth_of_type=0),
                     Element(tag_name="div", nth_child=0, nth_of_type=0, attr_id="nested"),
@@ -126,14 +138,30 @@ def test_with_normal_filters(self):
                 team=self.team,
                 event="$autocapture",
                 distinct_id="whatever",
-                elements=[Element(tag_name="a", href="/a-url", text="some_text", nth_child=0, nth_of_type=0)],
+                elements=[
+                    Element(
+                        tag_name="a",
+                        href="/a-url",
+                        text="some_text",
+                        nth_child=0,
+                        nth_of_type=0,
+                    )
+                ],
             )
 
             event2_uuid = _create_event(
                 team=self.team,
                 event="$autocapture",
                 distinct_id="whatever2",
-                elements=[Element(tag_name="a", href="/a-url", text="some_text", nth_child=0, nth_of_type=0)],
+                elements=[
+                    Element(
+                        tag_name="a",
+                        href="/a-url",
+                        text="some_text",
+                        nth_child=0,
+                        nth_of_type=0,
+                    )
+                ],
             )
 
             event3_uuid = _create_event(
@@ -141,9 +169,20 @@ def test_with_normal_filters(self):
                 event="$autocapture",
                 distinct_id="whatever",
                 elements=[
-                    Element(tag_name="a", href="/a-url-2", text="some_other_text", nth_child=0, nth_of_type=0),
+                    Element(
+                        tag_name="a",
+                        href="/a-url-2",
+                        text="some_other_text",
+                        nth_child=0,
+                        nth_of_type=0,
+                    ),
                     # make sure elements don't get double counted if they're part of the same event
-                    Element(tag_name="div", text="some_other_text", nth_child=0, nth_of_type=0),
+                    Element(
+                        tag_name="div",
+                        text="some_other_text",
+                        nth_child=0,
+                        nth_of_type=0,
+                    ),
                 ],
             )
 
@@ -152,9 +191,20 @@ def test_with_normal_filters(self):
                 event="$autocapture",
                 distinct_id="whatever2",
                 elements=[
-                    Element(tag_name="a", href="/a-url-2", text="some_other_text", nth_child=0, nth_of_type=0),
+                    Element(
+                        tag_name="a",
+                        href="/a-url-2",
+                        text="some_other_text",
+                        nth_child=0,
+                        nth_of_type=0,
+                    ),
                     # make sure elements don't get double counted if they're part of the same event
-                    Element(tag_name="div", text="some_other_text", nth_child=0, nth_of_type=0),
+                    Element(
+                        tag_name="div",
+                        text="some_other_text",
+                        nth_child=0,
+                        nth_of_type=0,
+                    ),
                 ],
             )
 
@@ -163,13 +213,29 @@ def test_with_normal_filters(self):
                 team=team2,
                 event="$autocapture",
                 distinct_id="whatever2",
-                elements=[Element(tag_name="a", href="/a-url", text="some_other_text", nth_child=0, nth_of_type=0)],
+                elements=[
+                    Element(
+                        tag_name="a",
+                        href="/a-url",
+                        text="some_other_text",
+                        nth_child=0,
+                        nth_of_type=0,
+                    )
+                ],
             )
             _create_event(
                 team=team2,
                 event="$autocapture",
                 distinct_id="whatever2",
-                elements=[Element(tag_name="a", href="/a-url-2", text="some_other_text", nth_child=0, nth_of_type=0)],
+                elements=[
+                    Element(
+                        tag_name="a",
+                        href="/a-url-2",
+                        text="some_other_text",
+                        nth_child=0,
+                        nth_of_type=0,
+                    )
+                ],
             )
 
             events = _get_events_for_action(action1)
@@ -184,14 +250,26 @@ def test_with_href_contains(self):
 
             action1 = Action.objects.create(team=self.team)
             ActionStep.objects.create(
-                event="$autocapture", action=action1, href="/a-url", href_matching="contains", selector="a"
+                event="$autocapture",
+                action=action1,
+                href="/a-url",
+                href_matching="contains",
+                selector="a",
             )
 
             event1_uuid = _create_event(
                 team=self.team,
                 event="$autocapture",
                 distinct_id="whatever",
-                elements=[Element(tag_name="a", href="/a-url", text="some_text", nth_child=0, nth_of_type=0)],
+                elements=[
+                    Element(
+                        tag_name="a",
+                        href="/a-url",
+                        text="some_text",
+                        nth_child=0,
+                        nth_of_type=0,
+                    )
+                ],
             )
 
             event2_uuid = _create_event(
@@ -199,7 +277,13 @@ def test_with_href_contains(self):
                 event="$autocapture",
                 distinct_id="whatever2",
                 elements=[
-                    Element(tag_name="a", href="https://google.com/a-url", text="some_text", nth_child=0, nth_of_type=0)
+                    Element(
+                        tag_name="a",
+                        href="https://google.com/a-url",
+                        text="some_text",
+                        nth_child=0,
+                        nth_of_type=0,
+                    )
                 ],
             )
 
@@ -208,9 +292,20 @@ def test_with_href_contains(self):
                 event="$autocapture",
                 distinct_id="whatever",
                 elements=[
-                    Element(tag_name="a", href="/a-url-2", text="some_other_text", nth_child=0, nth_of_type=0),
+                    Element(
+                        tag_name="a",
+                        href="/a-url-2",
+                        text="some_other_text",
+                        nth_child=0,
+                        nth_of_type=0,
+                    ),
                     # make sure elements don't get double counted if they're part of the same event
-                    Element(tag_name="div", text="some_other_text", nth_child=0, nth_of_type=0),
+                    Element(
+                        tag_name="div",
+                        text="some_other_text",
+                        nth_child=0,
+                        nth_of_type=0,
+                    ),
                 ],
             )
 
@@ -219,9 +314,20 @@ def test_with_href_contains(self):
                 event="$autocapture",
                 distinct_id="whatever2",
                 elements=[
-                    Element(tag_name="a", href="/b-url", text="some_other_text", nth_child=0, nth_of_type=0),
+                    Element(
+                        tag_name="a",
+                        href="/b-url",
+                        text="some_other_text",
+                        nth_child=0,
+                        nth_of_type=0,
+                    ),
                     # make sure elements don't get double counted if they're part of the same event
-                    Element(tag_name="div", text="some_other_text", nth_child=0, nth_of_type=0),
+                    Element(
+                        tag_name="div",
+                        text="some_other_text",
+                        nth_child=0,
+                        nth_of_type=0,
+                    ),
                 ],
             )
 
@@ -234,7 +340,12 @@ def test_with_href_contains(self):
         def test_with_class(self):
             _create_person(distinct_ids=["whatever"], team=self.team)
             action1 = Action.objects.create(team=self.team)
-            ActionStep.objects.create(event="$autocapture", action=action1, selector="a.nav-link.active", tag_name="a")
+            ActionStep.objects.create(
+                event="$autocapture",
+                action=action1,
+                selector="a.nav-link.active",
+                tag_name="a",
+            )
             event1_uuid = _create_event(
                 event="$autocapture",
                 team=self.team,
@@ -250,7 +361,10 @@ def test_with_class(self):
                 event="$autocapture",
                 team=self.team,
                 distinct_id="whatever",
-                elements=[Element(tag_name="span", attr_class=None), Element(tag_name="a", attr_class=None)],
+                elements=[
+                    Element(tag_name="span", attr_class=None),
+                    Element(tag_name="a", attr_class=None),
+                ],
             )
 
             events = _get_events_for_action(action1)
@@ -260,7 +374,12 @@ def test_with_class(self):
         def test_with_class_with_escaped_symbols(self):
             _create_person(distinct_ids=["whatever"], team=self.team)
             action1 = Action.objects.create(team=self.team)
-            ActionStep.objects.create(event="$autocapture", action=action1, selector="a.na\\v-link:b@ld", tag_name="a")
+            ActionStep.objects.create(
+                event="$autocapture",
+                action=action1,
+                selector="a.na\\v-link:b@ld",
+                tag_name="a",
+            )
             event1_uuid = _create_event(
                 event="$autocapture",
                 team=self.team,
@@ -279,7 +398,10 @@ def test_with_class_with_escaped_slashes(self):
             _create_person(distinct_ids=["whatever"], team=self.team)
             action1 = Action.objects.create(team=self.team)
             ActionStep.objects.create(
-                event="$autocapture", action=action1, selector="a.na\\\\\\v-link:b@ld", tag_name="a"
+                event="$autocapture",
+                action=action1,
+                selector="a.na\\\\\\v-link:b@ld",
+                tag_name="a",
             )
             event1_uuid = _create_event(
                 event="$autocapture",
@@ -323,15 +445,28 @@ def test_filter_events_by_url(self):
             ActionStep.objects.create(event="$autocapture", action=action1, href="/a-url-2")
 
             action2 = Action.objects.create(team=self.team)
-            ActionStep.objects.create(event="$autocapture", action=action2, url="123", url_matching=ActionStep.CONTAINS)
+            ActionStep.objects.create(
+                event="$autocapture",
+                action=action2,
+                url="123",
+                url_matching=ActionStep.CONTAINS,
+            )
 
             action3 = Action.objects.create(team=self.team)
             ActionStep.objects.create(
-                event="$autocapture", action=action3, url="https://posthog.com/%/123", url_matching=ActionStep.CONTAINS
+                event="$autocapture",
+                action=action3,
+                url="https://posthog.com/%/123",
+                url_matching=ActionStep.CONTAINS,
             )
 
             action4 = Action.objects.create(team=self.team)
-            ActionStep.objects.create(event="$autocapture", action=action4, url="/123$", url_matching=ActionStep.REGEX)
+            ActionStep.objects.create(
+                event="$autocapture",
+                action=action4,
+                url="/123$",
+                url_matching=ActionStep.REGEX,
+            )
 
             _create_event(team=self.team, distinct_id="whatever", event="$autocapture")
             event2_uuid = _create_event(
@@ -339,7 +474,14 @@ def test_filter_events_by_url(self):
                 team=self.team,
                 distinct_id="whatever",
                 properties={"$current_url": "https://posthog.com/feedback/123"},
-                elements=[Element(tag_name="div", text="some_other_text", nth_child=0, nth_of_type=0)],
+                elements=[
+                    Element(
+                        tag_name="div",
+                        text="some_other_text",
+                        nth_child=0,
+                        nth_of_type=0,
+                    )
+                ],
             )
 
             events = _get_events_for_action(action1)
@@ -360,7 +502,12 @@ def test_filter_events_by_url(self):
 
         def test_person_with_different_distinct_id(self):
             action_watch_movie = Action.objects.create(team=self.team, name="watched movie")
-            ActionStep.objects.create(action=action_watch_movie, tag_name="a", href="/movie", event="$autocapture")
+            ActionStep.objects.create(
+                action=action_watch_movie,
+                tag_name="a",
+                href="/movie",
+                event="$autocapture",
+            )
 
             _create_person(distinct_ids=["anonymous_user", "is_now_signed_up"], team=self.team)
             _create_event(
@@ -396,13 +543,19 @@ def test_no_person_leakage_from_other_teams(self):
             self.assertEqual(events[0].distinct_id, "anonymous_user")
 
         def test_person_property(self):
-            _create_person(team=self.team, distinct_ids=["person1"], properties={"$browser": "Chrome"})
+            _create_person(
+                team=self.team,
+                distinct_ids=["person1"],
+                properties={"$browser": "Chrome"},
+            )
             _create_person(team=self.team, distinct_ids=["person2"])
             _create_event(event="$pageview", distinct_id="person1", team=self.team)
             _create_event(event="$pageview", distinct_id="person2", team=self.team)
             action = Action.objects.create(name="pageview", team=self.team)
             ActionStep.objects.create(
-                action=action, event="$pageview", properties=[{"key": "$browser", "value": "Chrome", "type": "person"}]
+                action=action,
+                event="$pageview",
+                properties=[{"key": "$browser", "value": "Chrome", "type": "person"}],
             )
             events = _get_events_for_action(action)
             self.assertEqual(len(events), 1)
@@ -482,7 +635,10 @@ def test_selector_attribute(self):
         self.assertEqual(selector1.parts[0].direct_descendant, False)
         self.assertEqual(selector1.parts[0].unique_order, 0)
 
-        self.assertEqual(selector1.parts[1].data, {"tag_name": "div", "attributes__attr__data-id": "5"})
+        self.assertEqual(
+            selector1.parts[1].data,
+            {"tag_name": "div", "attributes__attr__data-id": "5"},
+        )
         self.assertEqual(selector1.parts[1].direct_descendant, True)
         self.assertEqual(selector1.parts[1].unique_order, 0)
 
@@ -518,7 +674,10 @@ def test_class(self):
         self.assertEqual(selector1.parts[0].direct_descendant, False)
         self.assertEqual(selector1.parts[0].unique_order, 0)
 
-        self.assertEqual(selector1.parts[1].data, {"tag_name": "div", "attr_class__contains": ["classone", "classtwo"]})
+        self.assertEqual(
+            selector1.parts[1].data,
+            {"tag_name": "div", "attr_class__contains": ["classone", "classtwo"]},
+        )
         self.assertEqual(selector1.parts[1].direct_descendant, True)
         self.assertEqual(selector1.parts[1].unique_order, 0)
 
diff --git a/posthog/models/test/test_exported_asset_model.py b/posthog/models/test/test_exported_asset_model.py
index 40337c6c50635..f17808caadd54 100644
--- a/posthog/models/test/test_exported_asset_model.py
+++ b/posthog/models/test/test_exported_asset_model.py
@@ -68,7 +68,10 @@ def test_delete_expired_assets(self) -> None:
 
         ExportedAsset.delete_expired_assets()
 
-        assert list(ExportedAsset.objects.all()) == [asset_that_is_not_expired, asset_that_has_no_expiry]
+        assert list(ExportedAsset.objects.all()) == [
+            asset_that_is_not_expired,
+            asset_that_has_no_expiry,
+        ]
         assert list(ExportedAsset.objects_including_ttl_deleted.all()) == [
             asset_that_is_not_expired,
             asset_that_has_no_expiry,
diff --git a/posthog/models/test/test_insight_caching_state.py b/posthog/models/test/test_insight_caching_state.py
index 65b4086f9443f..2727d67f582f6 100644
--- a/posthog/models/test/test_insight_caching_state.py
+++ b/posthog/models/test/test_insight_caching_state.py
@@ -2,7 +2,13 @@
 
 from django.utils.timezone import now
 
-from posthog.models import Dashboard, DashboardTile, Insight, InsightCachingState, SharingConfiguration
+from posthog.models import (
+    Dashboard,
+    DashboardTile,
+    Insight,
+    InsightCachingState,
+    SharingConfiguration,
+)
 from posthog.models.signals import mute_selected_signals
 from posthog.test.base import BaseTest
 
diff --git a/posthog/models/test/test_insight_model.py b/posthog/models/test/test_insight_model.py
index 08d82d0a416ac..2519b8a79cb0a 100644
--- a/posthog/models/test/test_insight_model.py
+++ b/posthog/models/test/test_insight_model.py
@@ -102,7 +102,8 @@ def test_dashboard_with_date_from_changes_filters_hash(self) -> None:
     def test_query_hash_matches_same_query_source(self) -> None:
         insight_with_query_at_top_level = Insight.objects.create(team=self.team, query={"kind": "EventsQuery"})
         insight_with_query_in_source = Insight.objects.create(
-            team=self.team, query={"kind": "DataTable", "source": {"kind": "EventsQuery"}}
+            team=self.team,
+            query={"kind": "DataTable", "source": {"kind": "EventsQuery"}},
         )
 
         filters_hash_one = generate_insight_cache_key(insight_with_query_at_top_level, None)
@@ -141,25 +142,37 @@ def test_dashboard_with_query_insight_and_filters(self) -> None:
                 # test that query filters are equal when there are no dashboard filters
                 {"dateRange": {"date_from": "-14d", "date_to": "-7d"}},
                 {},
-                {"dateRange": {"date_from": "-14d", "date_to": "-7d"}, "properties": None},
+                {
+                    "dateRange": {"date_from": "-14d", "date_to": "-7d"},
+                    "properties": None,
+                },
             ),
             (
                 # test that dashboard filters are used when there are no query filters
                 {},
                 {"date_from": "-14d", "date_to": "-7d"},
-                {"dateRange": {"date_from": "-14d", "date_to": "-7d"}, "properties": None},
+                {
+                    "dateRange": {"date_from": "-14d", "date_to": "-7d"},
+                    "properties": None,
+                },
             ),
             (
                 # test that dashboard filters take priority
                 {"dateRange": {"date_from": "-2d", "date_to": "-1d"}},
                 {"date_from": "-4d", "date_to": "-3d"},
-                {"dateRange": {"date_from": "-4d", "date_to": "-3d"}, "properties": None},
+                {
+                    "dateRange": {"date_from": "-4d", "date_to": "-3d"},
+                    "properties": None,
+                },
             ),
             (
                 # test that dashboard filters take priority, even if only one value is set, the other is set to None
                 {"dateRange": {"date_from": "-14d", "date_to": "-7d"}},
                 {"date_from": "all"},
-                {"dateRange": {"date_from": "all", "date_to": None}, "properties": None},
+                {
+                    "dateRange": {"date_from": "all", "date_to": None},
+                    "properties": None,
+                },
             ),
             (
                 # test that if no filters are set then none are outputted
@@ -171,13 +184,19 @@ def test_dashboard_with_query_insight_and_filters(self) -> None:
                 # test that properties from the query are used when there are no dashboard properties
                 {"properties": [browser_equals_firefox]},
                 {},
-                {"dateRange": {"date_from": None, "date_to": None}, "properties": [browser_equals_firefox]},
+                {
+                    "dateRange": {"date_from": None, "date_to": None},
+                    "properties": [browser_equals_firefox],
+                },
             ),
             (
                 # test that properties from the dashboard are used when there are no query properties
                 {},
                 {"properties": [browser_equals_chrome]},
-                {"dateRange": {"date_from": None, "date_to": None}, "properties": [browser_equals_chrome]},
+                {
+                    "dateRange": {"date_from": None, "date_to": None},
+                    "properties": [browser_equals_chrome],
+                },
             ),
             (
                 # test that properties are merged when set in both query and dashboard
diff --git a/posthog/models/test/test_organization_model.py b/posthog/models/test/test_organization_model.py
index 0f9c29904e4ab..f140dcc862f26 100644
--- a/posthog/models/test/test_organization_model.py
+++ b/posthog/models/test/test_organization_model.py
@@ -29,16 +29,19 @@ def test_plugins_are_preinstalled_on_self_hosted(self, mock_get):
         with self.is_cloud(False):
             with self.settings(PLUGINS_PREINSTALLED_URLS=["https://github.com/PostHog/helloworldplugin/"]):
                 new_org, _, _ = Organization.objects.bootstrap(
-                    self.user, plugins_access_level=Organization.PluginsAccessLevel.INSTALL
+                    self.user,
+                    plugins_access_level=Organization.PluginsAccessLevel.INSTALL,
                 )
 
         self.assertEqual(Plugin.objects.filter(organization=new_org, is_preinstalled=True).count(), 1)
         self.assertEqual(
-            Plugin.objects.filter(organization=new_org, is_preinstalled=True).get().name, "helloworldplugin"
+            Plugin.objects.filter(organization=new_org, is_preinstalled=True).get().name,
+            "helloworldplugin",
         )
         self.assertEqual(mock_get.call_count, 2)
         mock_get.assert_any_call(
-            f"https://github.com/PostHog/helloworldplugin/archive/{HELLO_WORLD_PLUGIN_GITHUB_ZIP[0]}.zip", headers={}
+            f"https://github.com/PostHog/helloworldplugin/archive/{HELLO_WORLD_PLUGIN_GITHUB_ZIP[0]}.zip",
+            headers={},
         )
 
     @mock.patch("requests.get", side_effect=mocked_plugin_requests_get)
@@ -46,7 +49,8 @@ def test_plugins_are_not_preinstalled_on_cloud(self, mock_get):
         with self.is_cloud(True):
             with self.settings(PLUGINS_PREINSTALLED_URLS=["https://github.com/PostHog/helloworldplugin/"]):
                 new_org, _, _ = Organization.objects.bootstrap(
-                    self.user, plugins_access_level=Organization.PluginsAccessLevel.INSTALL
+                    self.user,
+                    plugins_access_level=Organization.PluginsAccessLevel.INSTALL,
                 )
 
         self.assertEqual(Plugin.objects.filter(organization=new_org, is_preinstalled=True).count(), 0)
diff --git a/posthog/models/test/test_person_override_model.py b/posthog/models/test/test_person_override_model.py
index e3365adaf524a..13f3b0a8511ab 100644
--- a/posthog/models/test/test_person_override_model.py
+++ b/posthog/models/test/test_person_override_model.py
@@ -416,7 +416,13 @@ def create_connection(alias=DEFAULT_DB_ALIAS):
 
 
 def _merge_people(
-    team, cursor, old_person_uuid, override_person_uuid, oldest_event, can_lock_event=None, done_event=None
+    team,
+    cursor,
+    old_person_uuid,
+    override_person_uuid,
+    oldest_event,
+    can_lock_event=None,
+    done_event=None,
 ):
     """
     Merge two people together, using the override_person_id as the canonical
@@ -592,7 +598,13 @@ def test_person_override_allow_consecutive_merges(people, team, oldest_event):
 
     with create_connection() as second_cursor:
         second_cursor.execute("BEGIN")
-        _merge_people(team, second_cursor, override_person.uuid, new_override_person.uuid, oldest_event)
+        _merge_people(
+            team,
+            second_cursor,
+            override_person.uuid,
+            new_override_person.uuid,
+            oldest_event,
+        )
         second_cursor.execute("COMMIT")
 
     assert [_[0] for _ in PersonOverrideMapping.objects.all().values_list("uuid")] == [
@@ -648,12 +660,24 @@ def test_person_override_disallows_concurrent_merge(people, team, oldest_event):
         done_t2_event = Event()
         t1 = Thread(
             target=_merge_people,
-            args=(team, first_cursor, old_person.uuid, override_person.uuid, oldest_event),
+            args=(
+                team,
+                first_cursor,
+                old_person.uuid,
+                override_person.uuid,
+                oldest_event,
+            ),
             kwargs={"can_lock_event": can_lock_event, "done_event": done_t1_event},
         )
         t2 = Thread(
             target=_merge_people,
-            args=(team, second_cursor, override_person.uuid, new_override_person.uuid, oldest_event),
+            args=(
+                team,
+                second_cursor,
+                override_person.uuid,
+                new_override_person.uuid,
+                oldest_event,
+            ),
             kwargs={"done_event": done_t2_event},
         )
         t1.start()
@@ -708,12 +732,24 @@ def test_person_override_disallows_concurrent_merge_different_order(people, team
         done_t2_event = Event()
         t1 = Thread(
             target=_merge_people,
-            args=(team, first_cursor, old_person.uuid, override_person.uuid, oldest_event),
+            args=(
+                team,
+                first_cursor,
+                old_person.uuid,
+                override_person.uuid,
+                oldest_event,
+            ),
             kwargs={"done_event": done_t1_event},
         )
         t2 = Thread(
             target=_merge_people,
-            args=(team, second_cursor, override_person.uuid, new_override_person.uuid, oldest_event),
+            args=(
+                team,
+                second_cursor,
+                override_person.uuid,
+                new_override_person.uuid,
+                oldest_event,
+            ),
             kwargs={"can_lock_event": can_lock_event, "done_event": done_t2_event},
         )
         t1.start()
diff --git a/posthog/models/test/test_subscription_model.py b/posthog/models/test/test_subscription_model.py
index bc9bf583e6f15..8552d8bca795a 100644
--- a/posthog/models/test/test_subscription_model.py
+++ b/posthog/models/test/test_subscription_model.py
@@ -80,7 +80,12 @@ def test_generating_token(self):
         token = get_unsubscribe_token(subscription, "test2@posthog.com")
         assert token.startswith("ey")
 
-        info = jwt.decode(token, "not-so-secret", audience=PosthogJwtAudience.UNSUBSCRIBE.value, algorithms=["HS256"])
+        info = jwt.decode(
+            token,
+            "not-so-secret",
+            audience=PosthogJwtAudience.UNSUBSCRIBE.value,
+            algorithms=["HS256"],
+        )
 
         assert info["id"] == subscription.id
         assert info["email"] == "test2@posthog.com"
@@ -137,7 +142,10 @@ def test_unsubscribe_deletes_subscription_if_last_subscriber(self):
     def test_complex_rrule_configuration(self):
         # Equivalent to last monday and wednesday of every other month
         subscription = self._create_insight_subscription(
-            interval=2, frequency="monthly", bysetpos=-1, byweekday=["wednesday", "friday"]
+            interval=2,
+            frequency="monthly",
+            bysetpos=-1,
+            byweekday=["wednesday", "friday"],
         )
 
         # Last wed or fri of 01.22 is Wed 28th
@@ -156,7 +164,15 @@ def test_should_work_for_nth_days(self):
             interval=1,
             frequency="monthly",
             bysetpos=3,
-            byweekday=["monday", "tuesday", "wednesday", "thursday", "friday", "saturday", "sunday"],
+            byweekday=[
+                "monday",
+                "tuesday",
+                "wednesday",
+                "thursday",
+                "friday",
+                "saturday",
+                "sunday",
+            ],
         )
         subscription.save()
         assert subscription.next_delivery_date == datetime(2022, 1, 3, 0, 0).replace(tzinfo=ZoneInfo("UTC"))
@@ -185,7 +201,15 @@ def test_subscription_summary(self):
         subscription = self._create_insight_subscription(
             interval=1,
             frequency="monthly",
-            byweekday=["monday", "tuesday", "wednesday", "thursday", "friday", "saturday", "sunday"],
+            byweekday=[
+                "monday",
+                "tuesday",
+                "wednesday",
+                "thursday",
+                "friday",
+                "saturday",
+                "sunday",
+            ],
             bysetpos=3,
         )
         assert subscription.summary == "sent every month on the third day"
diff --git a/posthog/models/test/test_user_model.py b/posthog/models/test/test_user_model.py
index 7b805157266f7..fe26931522eac 100644
--- a/posthog/models/test/test_user_model.py
+++ b/posthog/models/test/test_user_model.py
@@ -12,7 +12,10 @@ def test_create_user_with_distinct_id(self):
     def test_analytics_metadata(self):
         # One org, one team, anonymized
         organization, team, user = User.objects.bootstrap(
-            organization_name="Test Org", email="test_org@posthog.com", password="12345678", anonymize_data=True
+            organization_name="Test Org",
+            email="test_org@posthog.com",
+            password="12345678",
+            anonymize_data=True,
         )
 
         with self.is_cloud(True):
diff --git a/posthog/models/uploaded_media.py b/posthog/models/uploaded_media.py
index 0a25f452495f1..0161b71beb4f6 100644
--- a/posthog/models/uploaded_media.py
+++ b/posthog/models/uploaded_media.py
@@ -35,11 +35,19 @@ def get_absolute_url(self) -> str:
 
     @classmethod
     def save_content(
-        cls, team: Team, created_by: User, file_name: str, content_type: str, content: bytes
+        cls,
+        team: Team,
+        created_by: User,
+        file_name: str,
+        content_type: str,
+        content: bytes,
     ) -> Optional["UploadedMedia"]:
         try:
             media = UploadedMedia.objects.create(
-                team=team, created_by=created_by, file_name=file_name, content_type=content_type
+                team=team,
+                created_by=created_by,
+                file_name=file_name,
+                content_type=content_type,
             )
             if settings.OBJECT_STORAGE_ENABLED:
                 save_content_to_object_storage(media, content)
@@ -54,7 +62,11 @@ def save_content(
         except ObjectStorageError as ose:
             capture_exception(ose)
             logger.error(
-                "uploaded_media.object-storage-error", file_name=file_name, team=team.pk, exception=ose, exc_info=True
+                "uploaded_media.object-storage-error",
+                file_name=file_name,
+                team=team.pk,
+                exception=ose,
+                exc_info=True,
             )
             return None
 
diff --git a/posthog/models/user.py b/posthog/models/user.py
index b385f4b0fc8ab..423936747e2cc 100644
--- a/posthog/models/user.py
+++ b/posthog/models/user.py
@@ -78,7 +78,11 @@ def bootstrap(
             organization_fields.setdefault("name", organization_name)
             organization = Organization.objects.create(**organization_fields)
             user = self.create_user(
-                email=email, password=password, first_name=first_name, is_staff=is_staff, **user_fields
+                email=email,
+                password=password,
+                first_name=first_name,
+                is_staff=is_staff,
+                **user_fields,
             )
             if create_team:
                 team = create_team(organization, user)
@@ -129,7 +133,10 @@ class User(AbstractUser, UUIDClassicModel):
     TOOLBAR_CHOICES = [(DISABLED, DISABLED), (TOOLBAR, TOOLBAR)]
 
     current_organization = models.ForeignKey(
-        "posthog.Organization", models.SET_NULL, null=True, related_name="users_currently+"
+        "posthog.Organization",
+        models.SET_NULL,
+        null=True,
+        related_name="users_currently+",
     )
     current_team = models.ForeignKey("posthog.Team", models.SET_NULL, null=True, related_name="teams_currently+")
     email = models.EmailField(_("email address"), unique=True)
@@ -168,7 +175,8 @@ def teams(self):
         """
         teams = Team.objects.filter(organization__members=self)
         if Organization.objects.filter(
-            members=self, available_features__contains=[AvailableFeature.PROJECT_BASED_PERMISSIONING]
+            members=self,
+            available_features__contains=[AvailableFeature.PROJECT_BASED_PERMISSIONING],
         ).exists():
             try:
                 from ee.models import ExplicitTeamMembership
@@ -210,7 +218,10 @@ def team(self) -> Optional[Team]:
         return self.current_team
 
     def join(
-        self, *, organization: Organization, level: OrganizationMembership.Level = OrganizationMembership.Level.MEMBER
+        self,
+        *,
+        organization: Organization,
+        level: OrganizationMembership.Level = OrganizationMembership.Level.MEMBER,
     ) -> OrganizationMembership:
         with transaction.atomic():
             membership = OrganizationMembership.objects.create(user=self, organization=organization, level=level)
diff --git a/posthog/models/user_scene_personalisation.py b/posthog/models/user_scene_personalisation.py
index cf4d3c6ed724f..8b745f67a6808 100644
--- a/posthog/models/user_scene_personalisation.py
+++ b/posthog/models/user_scene_personalisation.py
@@ -8,10 +8,17 @@ class UserScenePersonalisation(UUIDModel):
     dashboard: models.ForeignKey = models.ForeignKey("Dashboard", on_delete=models.CASCADE, null=True, blank=True)
     team: models.ForeignKey = models.ForeignKey("Team", on_delete=models.CASCADE, null=True, blank=True)
     user: models.ForeignKey = models.ForeignKey(
-        "User", on_delete=models.CASCADE, null=True, blank=True, related_name="scene_personalisation"
+        "User",
+        on_delete=models.CASCADE,
+        null=True,
+        blank=True,
+        related_name="scene_personalisation",
     )
 
     class Meta:
         constraints = [
-            models.UniqueConstraint(fields=["team", "user", "scene"], name="posthog_unique_scene_personalisation")
+            models.UniqueConstraint(
+                fields=["team", "user", "scene"],
+                name="posthog_unique_scene_personalisation",
+            )
         ]
diff --git a/posthog/models/utils.py b/posthog/models/utils.py
index 0452084be4c4d..b00a87eb881c5 100644
--- a/posthog/models/utils.py
+++ b/posthog/models/utils.py
@@ -78,7 +78,7 @@ def get_series(cls, unix_time_ms: int) -> int:
 
     @classmethod
     def is_valid_uuid(cls, candidate: Any) -> bool:
-        if type(candidate) != str:
+        if not isinstance(candidate, str):
             return False
         hex = candidate.replace("urn:", "").replace("uuid:", "")
         hex = hex.strip("{}").replace("-", "")
@@ -205,7 +205,9 @@ def create_with_slug(create_func: Callable[..., T], default_slug: str = "", *arg
 
 
 def get_deferred_field_set_for_model(
-    model: Type[models.Model], fields_not_deferred: Set[str] = set(), field_prefix: str = ""
+    model: Type[models.Model],
+    fields_not_deferred: Set[str] = set(),
+    field_prefix: str = "",
 ) -> Set[str]:
     """Return a set of field names to be deferred for a given model. Used with `.defer()` after `select_related`
 
diff --git a/posthog/permissions.py b/posthog/permissions.py
index 2a6339601cd9a..229a69a311b50 100644
--- a/posthog/permissions.py
+++ b/posthog/permissions.py
@@ -119,7 +119,6 @@ class OrganizationAdminWritePermissions(BasePermission):
     message = "Your organization access level is insufficient."
 
     def has_permission(self, request: Request, view) -> bool:
-
         if request.method in SAFE_METHODS:
             return True
 
@@ -136,7 +135,6 @@ def has_permission(self, request: Request, view) -> bool:
         )
 
     def has_object_permission(self, request: Request, view, object: Model) -> bool:
-
         if request.method in SAFE_METHODS:
             return True
 
@@ -156,7 +154,7 @@ class TeamMemberAccessPermission(BasePermission):
 
     def has_permission(self, request, view) -> bool:
         try:
-            view.team
+            view.team  # noqa: B018
         except Team.DoesNotExist:
             return True  # This will be handled as a 404 in the viewset
         requesting_level = view.user_permissions.current_team.effective_membership_level
diff --git a/posthog/plugins/site.py b/posthog/plugins/site.py
index 18b1dcbc947a4..9cb2b3023f80e 100644
--- a/posthog/plugins/site.py
+++ b/posthog/plugins/site.py
@@ -32,7 +32,13 @@ def get_transpiled_site_source(id: int, token: str) -> Optional[WebJsSource]:
             plugin__pluginsourcefile__filename="site.ts",
             plugin__pluginsourcefile__status=PluginSourceFile.Status.TRANSPILED,
         )
-        .values_list("id", "plugin__pluginsourcefile__transpiled", "web_token", "plugin__config_schema", "config")
+        .values_list(
+            "id",
+            "plugin__pluginsourcefile__transpiled",
+            "web_token",
+            "plugin__config_schema",
+            "config",
+        )
         .first()
     )
 
@@ -53,7 +59,13 @@ def get_decide_site_apps(team: "Team", using_database: str = "default") -> List[
             plugin__pluginsourcefile__filename="site.ts",
             plugin__pluginsourcefile__status=PluginSourceFile.Status.TRANSPILED,
         )
-        .values_list("id", "web_token", "plugin__pluginsourcefile__updated_at", "plugin__updated_at", "updated_at")
+        .values_list(
+            "id",
+            "web_token",
+            "plugin__pluginsourcefile__updated_at",
+            "plugin__updated_at",
+            "updated_at",
+        )
         .all()
     )
 
diff --git a/posthog/plugins/test/mock.py b/posthog/plugins/test/mock.py
index 91c2a473e7b42..04c61b17cf063 100644
--- a/posthog/plugins/test/mock.py
+++ b/posthog/plugins/test/mock.py
@@ -45,19 +45,34 @@ def ok(self):
 
     if args[0] == "https://api.github.com/repos/PostHog/posthog/commits?sha=&path=":
         return MockJSONResponse(
-            [{"sha": "MOCKLATESTCOMMIT", "html_url": "https://www.github.com/PostHog/posthog/commit/MOCKLATESTCOMMIT"}],
+            [
+                {
+                    "sha": "MOCKLATESTCOMMIT",
+                    "html_url": "https://www.github.com/PostHog/posthog/commit/MOCKLATESTCOMMIT",
+                }
+            ],
             200,
         )
 
     if args[0] == "https://api.github.com/repos/PostHog/posthog/commits?sha=main&path=":
         return MockJSONResponse(
-            [{"sha": "MOCKLATESTCOMMIT", "html_url": "https://www.github.com/PostHog/posthog/commit/MOCKLATESTCOMMIT"}],
+            [
+                {
+                    "sha": "MOCKLATESTCOMMIT",
+                    "html_url": "https://www.github.com/PostHog/posthog/commit/MOCKLATESTCOMMIT",
+                }
+            ],
             200,
         )
 
     if args[0] == "https://api.github.com/repos/PostHog/posthog/commits?sha=main&path=test/path/in/repo":
         return MockJSONResponse(
-            [{"sha": "MOCKLATESTCOMMIT", "html_url": "https://www.github.com/PostHog/posthog/commit/MOCKLATESTCOMMIT"}],
+            [
+                {
+                    "sha": "MOCKLATESTCOMMIT",
+                    "html_url": "https://www.github.com/PostHog/posthog/commit/MOCKLATESTCOMMIT",
+                }
+            ],
             200,
         )
 
diff --git a/posthog/plugins/test/test_utils.py b/posthog/plugins/test/test_utils.py
index d597db91017c5..d2f971073d481 100644
--- a/posthog/plugins/test/test_utils.py
+++ b/posthog/plugins/test/test_utils.py
@@ -41,7 +41,10 @@ def test_parse_github_urls(self, mock_get):
         self.assertEqual(parsed_url["tag"], "MOCKLATESTCOMMIT")
         self.assertEqual(parsed_url.get("path", None), None)
         self.assertEqual(mock_get.call_count, 1)
-        mock_get.assert_called_with("https://api.github.com/repos/PostHog/posthog/commits?sha=&path=", headers={})
+        mock_get.assert_called_with(
+            "https://api.github.com/repos/PostHog/posthog/commits?sha=&path=",
+            headers={},
+        )
         mock_get.reset_mock()
 
         parsed_url = parse_url("https://github.com/PostHog/posthog/tree/82c9218ee40f561b7f37a22d6b6a0ca82887ee3e")
@@ -54,7 +57,8 @@ def test_parse_github_urls(self, mock_get):
         mock_get.reset_mock()
 
         parsed_url = parse_url(
-            "https://github.com/PostHog/posthog/tree/82c9218ee40f561b7f37a22d6b6a0ca82887ee3e", get_latest_if_none=True
+            "https://github.com/PostHog/posthog/tree/82c9218ee40f561b7f37a22d6b6a0ca82887ee3e",
+            get_latest_if_none=True,
         )
         self.assertEqual(parsed_url["type"], "github")
         self.assertEqual(parsed_url["user"], "PostHog")
@@ -83,11 +87,15 @@ def test_parse_github_urls(self, mock_get):
         self.assertEqual(parsed_url["tag"], "MOCKLATESTCOMMIT")
         self.assertEqual(parsed_url.get("path", None), None)
         self.assertEqual(mock_get.call_count, 1)
-        mock_get.assert_called_with("https://api.github.com/repos/PostHog/posthog/commits?sha=main&path=", headers={})
+        mock_get.assert_called_with(
+            "https://api.github.com/repos/PostHog/posthog/commits?sha=main&path=",
+            headers={},
+        )
         mock_get.reset_mock()
 
         parsed_url = parse_url(
-            "https://github.com/PostHog/posthog/tree/main/test/path/in/repo", get_latest_if_none=True
+            "https://github.com/PostHog/posthog/tree/main/test/path/in/repo",
+            get_latest_if_none=True,
         )
         self.assertEqual(parsed_url["type"], "github")
         self.assertEqual(parsed_url["user"], "PostHog")
@@ -96,7 +104,8 @@ def test_parse_github_urls(self, mock_get):
         self.assertEqual(parsed_url["path"], "test/path/in/repo")
         self.assertEqual(mock_get.call_count, 1)
         mock_get.assert_called_with(
-            "https://api.github.com/repos/PostHog/posthog/commits?sha=main&path=test/path/in/repo", headers={}
+            "https://api.github.com/repos/PostHog/posthog/commits?sha=main&path=test/path/in/repo",
+            headers={},
         )
         mock_get.reset_mock()
 
@@ -165,14 +174,18 @@ def test_parse_github_urls(self, mock_get):
         self.assertEqual(mock_get.call_count, 0)
         mock_get.reset_mock()
 
-        parsed_url = parse_url("https://github.com/PostHog/posthog?private_token=TOKEN", get_latest_if_none=True)
+        parsed_url = parse_url(
+            "https://github.com/PostHog/posthog?private_token=TOKEN",
+            get_latest_if_none=True,
+        )
         self.assertEqual(parsed_url["type"], "github")
         self.assertEqual(parsed_url["user"], "PostHog")
         self.assertEqual(parsed_url["repo"], "posthog")
         self.assertEqual(parsed_url["tag"], "MOCKLATESTCOMMIT")
         self.assertEqual(parsed_url.get("path", None), None)
         mock_get.assert_called_with(
-            "https://api.github.com/repos/PostHog/posthog/commits?sha=&path=", headers={"Authorization": "Bearer TOKEN"}
+            "https://api.github.com/repos/PostHog/posthog/commits?sha=&path=",
+            headers={"Authorization": "Bearer TOKEN"},
         )
         self.assertEqual(mock_get.call_count, 1)
         mock_get.reset_mock()
@@ -205,7 +218,10 @@ def test_parse_github_urls(self, mock_get):
             self.assertEqual(mock_get.call_count, 1)
             mock_get.reset_mock()
 
-            parsed_url = parse_url("https://github.com/PostHog/posthog?private_token=TOKEN", get_latest_if_none=True)
+            parsed_url = parse_url(
+                "https://github.com/PostHog/posthog?private_token=TOKEN",
+                get_latest_if_none=True,
+            )
             self.assertEqual(parsed_url["type"], "github")
             self.assertEqual(parsed_url["user"], "PostHog")
             self.assertEqual(parsed_url["repo"], "posthog")
@@ -233,34 +249,47 @@ def test_parse_gitlab_urls(self, mock_get):
         self.assertEqual(parsed_url.get("private_token", None), None)
         self.assertEqual(mock_get.call_count, 1)
         mock_get.assert_called_with(
-            "https://gitlab.com/api/v4/projects/mariusandra%2Fhelloworldplugin/repository/commits", headers={}
+            "https://gitlab.com/api/v4/projects/mariusandra%2Fhelloworldplugin/repository/commits",
+            headers={},
         )
 
         parsed_url = parse_url(
             "https://gitlab.com/gitlab-org/gl-openshift/openshift-demos/openshift-custom-pipeline/-/tree/master"
         )
-        self.assertEqual(parsed_url["project"], "gitlab-org/gl-openshift/openshift-demos/openshift-custom-pipeline")
+        self.assertEqual(
+            parsed_url["project"],
+            "gitlab-org/gl-openshift/openshift-demos/openshift-custom-pipeline",
+        )
         self.assertEqual(parsed_url["tag"], "master")
         self.assertEqual(mock_get.call_count, 1)
 
         parsed_url = parse_url(
             "https://gitlab.com/gitlab-org/gl-openshift/openshift-demos/openshift-custom-pipeline/-/tree/2b6494bdf8ad35073aafe36ca8a1bdfaf3dc72d1"
         )
-        self.assertEqual(parsed_url["project"], "gitlab-org/gl-openshift/openshift-demos/openshift-custom-pipeline")
+        self.assertEqual(
+            parsed_url["project"],
+            "gitlab-org/gl-openshift/openshift-demos/openshift-custom-pipeline",
+        )
         self.assertEqual(parsed_url["tag"], "2b6494bdf8ad35073aafe36ca8a1bdfaf3dc72d1")
         self.assertEqual(mock_get.call_count, 1)
 
         parsed_url = parse_url(
             "https://gitlab.com/gitlab-org/gl-openshift/openshift-demos/openshift-custom-pipeline/-/commit/2b6494bdf8ad35073aafe36ca8a1bdfaf3dc72d1"
         )
-        self.assertEqual(parsed_url["project"], "gitlab-org/gl-openshift/openshift-demos/openshift-custom-pipeline")
+        self.assertEqual(
+            parsed_url["project"],
+            "gitlab-org/gl-openshift/openshift-demos/openshift-custom-pipeline",
+        )
         self.assertEqual(parsed_url["tag"], "2b6494bdf8ad35073aafe36ca8a1bdfaf3dc72d1")
         self.assertEqual(mock_get.call_count, 1)
 
         parsed_url = parse_url(
             "https://gitlab.com/gitlab-org/gl-openshift/openshift-demos/openshift-custom-pipeline/-/archive/master/openshift-custom-pipeline-master.zip"
         )
-        self.assertEqual(parsed_url["project"], "gitlab-org/gl-openshift/openshift-demos/openshift-custom-pipeline")
+        self.assertEqual(
+            parsed_url["project"],
+            "gitlab-org/gl-openshift/openshift-demos/openshift-custom-pipeline",
+        )
         self.assertEqual(parsed_url["tag"], "master")
         self.assertEqual(mock_get.call_count, 1)
 
@@ -273,7 +302,8 @@ def test_parse_gitlab_urls(self, mock_get):
         self.assertEqual(mock_get.call_count, 1)
 
         parsed_url = parse_url(
-            "https://gitlab.com/mariusandra/helloworldplugin?private_token=PRIVATE", get_latest_if_none=True
+            "https://gitlab.com/mariusandra/helloworldplugin?private_token=PRIVATE",
+            get_latest_if_none=True,
         )
         self.assertEqual(parsed_url["type"], "gitlab")
         self.assertEqual(parsed_url["project"], "mariusandra/helloworldplugin")
@@ -288,7 +318,10 @@ def test_parse_gitlab_urls(self, mock_get):
         parsed_url = parse_url(
             "https://gitlab.com/gitlab-org/gl-openshift/openshift-demos/openshift-custom-pipeline/-/commit/2b6494bdf8ad35073aafe36ca8a1bdfaf3dc72d1?private_token=PRIVATE"
         )
-        self.assertEqual(parsed_url["project"], "gitlab-org/gl-openshift/openshift-demos/openshift-custom-pipeline")
+        self.assertEqual(
+            parsed_url["project"],
+            "gitlab-org/gl-openshift/openshift-demos/openshift-custom-pipeline",
+        )
         self.assertEqual(parsed_url["tag"], "2b6494bdf8ad35073aafe36ca8a1bdfaf3dc72d1")
         self.assertEqual(parsed_url["private_token"], "PRIVATE")
         self.assertEqual(mock_get.call_count, 2)
@@ -296,7 +329,8 @@ def test_parse_gitlab_urls(self, mock_get):
         # default global token
         with self.settings(GITLAB_TOKEN="MY_GITLAB_TOKEN"):
             parsed_url = parse_url(
-                "https://gitlab.com/mariusandra/helloworldplugin?private_token=PRIVATE", get_latest_if_none=True
+                "https://gitlab.com/mariusandra/helloworldplugin?private_token=PRIVATE",
+                get_latest_if_none=True,
             )
             self.assertEqual(parsed_url["type"], "gitlab")
             self.assertEqual(parsed_url["project"], "mariusandra/helloworldplugin")
@@ -308,7 +342,10 @@ def test_parse_gitlab_urls(self, mock_get):
                 headers={"Authorization": "Bearer PRIVATE"},
             )
 
-            parsed_url = parse_url("https://gitlab.com/mariusandra/helloworldplugin", get_latest_if_none=True)
+            parsed_url = parse_url(
+                "https://gitlab.com/mariusandra/helloworldplugin",
+                get_latest_if_none=True,
+            )
             self.assertEqual(parsed_url["type"], "gitlab")
             self.assertEqual(parsed_url["project"], "mariusandra/helloworldplugin")
             self.assertEqual(parsed_url["tag"], "ff78cbe1d70316055c610a962a8355a4616d874b")
@@ -332,14 +369,20 @@ def test_parse_npm_urls(self, mock_get):
         self.assertEqual(parsed_url.get("tag", None), None)
         self.assertEqual(mock_get.call_count, 0)
 
-        parsed_url = parse_url("https://www.npmjs.com/package/posthog-helloworld-plugin", get_latest_if_none=True)
+        parsed_url = parse_url(
+            "https://www.npmjs.com/package/posthog-helloworld-plugin",
+            get_latest_if_none=True,
+        )
         self.assertEqual(parsed_url["type"], "npm")
         self.assertEqual(parsed_url["pkg"], "posthog-helloworld-plugin")
         self.assertEqual(parsed_url["tag"], "MOCK")
         self.assertEqual(mock_get.call_count, 1)
         mock_get.assert_called_with("https://registry.npmjs.org/posthog-helloworld-plugin/latest", headers={})
 
-        parsed_url = parse_url("https://www.npmjs.com/package/@posthog/helloworldplugin", get_latest_if_none=True)
+        parsed_url = parse_url(
+            "https://www.npmjs.com/package/@posthog/helloworldplugin",
+            get_latest_if_none=True,
+        )
         self.assertEqual(parsed_url["type"], "npm")
         self.assertEqual(parsed_url["pkg"], "@posthog/helloworldplugin")
         self.assertEqual(parsed_url["tag"], "MOCK")
@@ -359,7 +402,8 @@ def test_parse_npm_urls(self, mock_get):
         self.assertEqual(mock_get.call_count, 2)
 
         parsed_url = parse_url(
-            "https://www.npmjs.com/package/posthog-helloworld-plugin/v/0.0.0", get_latest_if_none=True
+            "https://www.npmjs.com/package/posthog-helloworld-plugin/v/0.0.0",
+            get_latest_if_none=True,
         )
         self.assertEqual(parsed_url["type"], "npm")
         self.assertEqual(parsed_url["pkg"], "posthog-helloworld-plugin")
@@ -368,7 +412,8 @@ def test_parse_npm_urls(self, mock_get):
 
         # private tokens
         parsed_url = parse_url(
-            "https://www.npmjs.com/package/posthog-helloworld-plugin?private_token=TOKEN", get_latest_if_none=True
+            "https://www.npmjs.com/package/posthog-helloworld-plugin?private_token=TOKEN",
+            get_latest_if_none=True,
         )
         self.assertEqual(parsed_url["type"], "npm")
         self.assertEqual(parsed_url["pkg"], "posthog-helloworld-plugin")
@@ -376,7 +421,8 @@ def test_parse_npm_urls(self, mock_get):
         self.assertEqual(parsed_url["private_token"], "TOKEN")
         self.assertEqual(mock_get.call_count, 3)
         mock_get.assert_called_with(
-            "https://registry.npmjs.org/posthog-helloworld-plugin/latest", headers={"Authorization": "Bearer TOKEN"}
+            "https://registry.npmjs.org/posthog-helloworld-plugin/latest",
+            headers={"Authorization": "Bearer TOKEN"},
         )
 
         parsed_url = parse_url("https://www.npmjs.com/package/posthog-helloworld-plugin/v/0.0.0?private_token=TOKEN")
@@ -396,7 +442,8 @@ def test_parse_npm_urls(self, mock_get):
         # default global token
         with self.settings(NPM_TOKEN="MY_NPM_TOKEN"):
             parsed_url = parse_url(
-                "https://www.npmjs.com/package/posthog-helloworld-plugin?private_token=TOKEN", get_latest_if_none=True
+                "https://www.npmjs.com/package/posthog-helloworld-plugin?private_token=TOKEN",
+                get_latest_if_none=True,
             )
             self.assertEqual(parsed_url["type"], "npm")
             self.assertEqual(parsed_url["pkg"], "posthog-helloworld-plugin")
@@ -404,10 +451,14 @@ def test_parse_npm_urls(self, mock_get):
             self.assertEqual(parsed_url["private_token"], "TOKEN")
             self.assertEqual(mock_get.call_count, 4)
             mock_get.assert_called_with(
-                "https://registry.npmjs.org/posthog-helloworld-plugin/latest", headers={"Authorization": "Bearer TOKEN"}
+                "https://registry.npmjs.org/posthog-helloworld-plugin/latest",
+                headers={"Authorization": "Bearer TOKEN"},
             )
 
-            parsed_url = parse_url("https://www.npmjs.com/package/posthog-helloworld-plugin", get_latest_if_none=True)
+            parsed_url = parse_url(
+                "https://www.npmjs.com/package/posthog-helloworld-plugin",
+                get_latest_if_none=True,
+            )
             self.assertEqual(parsed_url["type"], "npm")
             self.assertEqual(parsed_url["pkg"], "posthog-helloworld-plugin")
             self.assertEqual(parsed_url["tag"], "MOCK")
@@ -488,8 +539,14 @@ def test_download_plugin_archive_github(self, mock_get):
             "https://github.com/PostHog/helloworldplugin/archive/f5a9ea85adaafe7c99014b7e8e0982c447631d54.zip",
             headers={},
         )
-        self.assertEqual(zip_file.getinfo("helloworldplugin-imageless-version/index.js").CRC, 1913611967)
-        self.assertEqual(zip_file.getinfo("helloworldplugin-imageless-version/plugin.json").CRC, 2713501883)
+        self.assertEqual(
+            zip_file.getinfo("helloworldplugin-imageless-version/index.js").CRC,
+            1913611967,
+        )
+        self.assertEqual(
+            zip_file.getinfo("helloworldplugin-imageless-version/plugin.json").CRC,
+            2713501883,
+        )
 
     def test_download_plugin_archive_gitlab(self, mock_get):
         plugin_gitlab = download_plugin_archive(
@@ -542,7 +599,8 @@ def test_download_plugin_archive_npm(self, mock_get):
         self.assertEqual(plugin_npm_tgz, base64.b64decode(HELLO_WORLD_PLUGIN_NPM_TGZ[1]))
         self.assertEqual(mock_get.call_count, 1)
         mock_get.assert_called_with(
-            "https://registry.npmjs.org/posthog-helloworld-plugin/-/posthog-helloworld-plugin-0.0.0.tgz", headers={}
+            "https://registry.npmjs.org/posthog-helloworld-plugin/-/posthog-helloworld-plugin-0.0.0.tgz",
+            headers={},
         )
 
         plugin_npm_tgz = download_plugin_archive(
@@ -576,21 +634,24 @@ def test_download_plugin_archive_npm(self, mock_get):
 
     def test_get_file_from_archive(self, mock_get):
         plugin_json_zip = cast(
-            dict, get_file_from_archive(base64.b64decode(HELLO_WORLD_PLUGIN_GITHUB_ZIP[1]), "plugin.json")
+            dict,
+            get_file_from_archive(base64.b64decode(HELLO_WORLD_PLUGIN_GITHUB_ZIP[1]), "plugin.json"),
         )
         self.assertEqual(plugin_json_zip["name"], "helloworldplugin")
         self.assertEqual(plugin_json_zip["url"], "https://github.com/PostHog/helloworldplugin")
         self.assertEqual(plugin_json_zip["description"], "Greet the World and Foo a Bar, JS edition!")
 
         plugin_json_zip = cast(
-            dict, get_file_from_archive(base64.b64decode(HELLO_WORLD_PLUGIN_GITLAB_ZIP[1]), "plugin.json")
+            dict,
+            get_file_from_archive(base64.b64decode(HELLO_WORLD_PLUGIN_GITLAB_ZIP[1]), "plugin.json"),
         )
         self.assertEqual(plugin_json_zip["name"], "hellojsplugin")
         self.assertEqual(plugin_json_zip["url"], "https://github.com/PosthHog/helloworldplugin")
         self.assertEqual(plugin_json_zip["description"], "Greet the World and Foo a Bar, JS edition!")
 
         plugin_json_tgz = cast(
-            dict, get_file_from_archive(base64.b64decode(HELLO_WORLD_PLUGIN_NPM_TGZ[1]), "plugin.json")
+            dict,
+            get_file_from_archive(base64.b64decode(HELLO_WORLD_PLUGIN_NPM_TGZ[1]), "plugin.json"),
         )
         self.assertEqual(plugin_json_tgz["name"], "helloworldplugin")
         self.assertEqual(plugin_json_tgz["url"], "https://github.com/PostHog/helloworldplugin")
diff --git a/posthog/plugins/utils.py b/posthog/plugins/utils.py
index 9ce8d867acbc4..45eeb5ca94843 100644
--- a/posthog/plugins/utils.py
+++ b/posthog/plugins/utils.py
@@ -47,7 +47,10 @@ def parse_github_url(url: str, get_latest_if_none=False) -> Optional[Dict[str, O
                 parsed["tag"] = "refs/tags/{}".format(parsed["tag"])
             elif not re.match(r"^[a-f0-9]{40}$", parsed["tag"] or ""):
                 commits_url = "https://api.github.com/repos/{}/{}/commits?sha={}&path={}".format(
-                    parsed["user"], parsed["repo"], parsed["tag"] or "", parsed["path"] or ""
+                    parsed["user"],
+                    parsed["repo"],
+                    parsed["tag"] or "",
+                    parsed["path"] or "",
                 )
                 commits = requests.get(commits_url, headers=headers).json()
 
@@ -95,7 +98,8 @@ def parse_gitlab_url(url: str, get_latest_if_none=False) -> Optional[Dict[str, O
         parsed["tag"] = path.split("/")[1]
 
     parsed["root_url"] = "https://gitlab.com/{}{}".format(
-        parsed["project"], "?private_token={}".format(private_token) if private_token else ""
+        parsed["project"],
+        "?private_token={}".format(private_token) if private_token else "",
     )
 
     if get_latest_if_none and not parsed["tag"]:
@@ -115,7 +119,9 @@ def parse_gitlab_url(url: str, get_latest_if_none=False) -> Optional[Dict[str, O
 
     if parsed["tag"]:
         parsed["tagged_url"] = "https://gitlab.com/{}/-/tree/{}{}".format(
-            parsed["project"], parsed["tag"], "?private_token={}".format(private_token) if private_token else ""
+            parsed["project"],
+            parsed["tag"],
+            "?private_token={}".format(private_token) if private_token else "",
         )
 
     return parsed
@@ -124,7 +130,8 @@ def parse_gitlab_url(url: str, get_latest_if_none=False) -> Optional[Dict[str, O
 def parse_npm_url(url: str, get_latest_if_none=False) -> Optional[Dict[str, Optional[str]]]:
     url, private_token = split_url_and_private_token(url)
     match = re.search(
-        r"^https?://(?:www\.)?npmjs\.com/package/([@a-z0-9_-]+(/[a-z0-9_-]+)?)?/?(v/([A-Za-z0-9_.-]+)/?|)$", url
+        r"^https?://(?:www\.)?npmjs\.com/package/([@a-z0-9_-]+(/[a-z0-9_-]+)?)?/?(v/([A-Za-z0-9_.-]+)/?|)$",
+        url,
     )
     if not match:
         return None
@@ -136,19 +143,25 @@ def parse_npm_url(url: str, get_latest_if_none=False) -> Optional[Dict[str, Opti
     }
 
     parsed["root_url"] = "https://www.npmjs.com/package/{}{}".format(
-        parsed["pkg"], "?private_token={}".format(private_token) if private_token else ""
+        parsed["pkg"],
+        "?private_token={}".format(private_token) if private_token else "",
     )
     if get_latest_if_none and not parsed["tag"]:
         try:
             token = private_token or settings.NPM_TOKEN
             headers = {"Authorization": "Bearer {}".format(token)} if token else {}
-            details = requests.get("https://registry.npmjs.org/{}/latest".format(parsed["pkg"]), headers=headers).json()
+            details = requests.get(
+                "https://registry.npmjs.org/{}/latest".format(parsed["pkg"]),
+                headers=headers,
+            ).json()
             parsed["tag"] = details["version"]
         except Exception:
             raise Exception("Could not get latest version for: {}".format(url))
     if parsed["tag"]:
         parsed["tagged_url"] = "https://www.npmjs.com/package/{}/v/{}{}".format(
-            parsed["pkg"], parsed["tag"], "?private_token={}".format(private_token) if private_token else ""
+            parsed["pkg"],
+            parsed["tag"],
+            "?private_token={}".format(private_token) if private_token else "",
         )
     return parsed
 
@@ -184,7 +197,9 @@ def download_plugin_archive(url: str, tag: Optional[str] = None) -> bytes:
         if not (tag or parsed_url.get("tag", None)):
             raise Exception("No GitHub tag given!")
         url = "https://github.com/{user}/{repo}/archive/{tag}.zip".format(
-            user=parsed_url["user"], repo=parsed_url["repo"], tag=tag or parsed_url["tag"]
+            user=parsed_url["user"],
+            repo=parsed_url["repo"],
+            tag=tag or parsed_url["tag"],
         )
         token = parsed_url["private_token"] or settings.GITHUB_TOKEN
         if token:
@@ -259,9 +274,9 @@ def get_file_from_zip_archive(archive: bytes, filename: str, *, json_parse: bool
         file_bytes = reader.read()
         if json_parse:
             return json.loads(file_bytes)
-        if type(file_bytes) == bytes:
+        if isinstance(file_bytes, bytes):
             return file_bytes.decode("utf-8")
-        return str(file_bytes)
+        return str(file_bytes)  # type: ignore
 
 
 def get_file_from_tgz_archive(archive: bytes, filename, *, json_parse: bool) -> Any:
diff --git a/posthog/queries/actor_base_query.py b/posthog/queries/actor_base_query.py
index 706829dfba191..396c216f9c01d 100644
--- a/posthog/queries/actor_base_query.py
+++ b/posthog/queries/actor_base_query.py
@@ -96,7 +96,7 @@ def is_aggregating_by_groups(self) -> bool:
 
     def get_actors(
         self,
-    ) -> Tuple[Union[QuerySet[Person], QuerySet[Group]], Union[List[SerializedGroup], List[SerializedPerson]], int]:
+    ) -> Tuple[Union[QuerySet[Person], QuerySet[Group]], Union[List[SerializedGroup], List[SerializedPerson]], int,]:
         """Get actors in data model and dict formats. Builds query and executes"""
         self._filter.team = self._team
         query, params = self.actor_query()
@@ -109,13 +109,20 @@ def get_actors(
         )
         actors, serialized_actors = self.get_actors_from_result(raw_result)
 
-        if hasattr(self._filter, "include_recordings") and self._filter.include_recordings and self._filter.insight in [INSIGHT_PATHS, INSIGHT_TRENDS, INSIGHT_FUNNELS]:  # type: ignore
+        if (
+            hasattr(self._filter, "include_recordings")
+            and self._filter.include_recordings  # type: ignore
+            and self._filter.insight in [INSIGHT_PATHS, INSIGHT_TRENDS, INSIGHT_FUNNELS]
+        ):
             serialized_actors = self.add_matched_recordings_to_serialized_actors(serialized_actors, raw_result)
 
         return actors, serialized_actors, len(raw_result)
 
     def query_for_session_ids_with_recordings(
-        self, session_ids: Set[str], date_from: datetime | None, date_to: datetime | None
+        self,
+        session_ids: Set[str],
+        date_from: datetime | None,
+        date_to: datetime | None,
     ) -> Set[str]:
         """Filters a list of session_ids to those that actually have recordings"""
         query = """
@@ -154,7 +161,9 @@ def query_for_session_ids_with_recordings(
         return {row[0] for row in raw_result}
 
     def add_matched_recordings_to_serialized_actors(
-        self, serialized_actors: Union[List[SerializedGroup], List[SerializedPerson]], raw_result
+        self,
+        serialized_actors: Union[List[SerializedGroup], List[SerializedPerson]],
+        raw_result,
     ) -> Union[List[SerializedGroup], List[SerializedPerson]]:
         all_session_ids = set()
 
@@ -172,7 +181,9 @@ def add_matched_recordings_to_serialized_actors(
         # Prune out deleted recordings
         session_ids_with_deleted_recordings = set(
             SessionRecording.objects.filter(
-                team=self._team, session_id__in=session_ids_with_all_recordings, deleted=True
+                team=self._team,
+                session_id__in=session_ids_with_all_recordings,
+                deleted=True,
             ).values_list("session_id", flat=True)
         )
         session_ids_with_recordings = session_ids_with_all_recordings.difference(session_ids_with_deleted_recordings)
@@ -206,7 +217,7 @@ def add_matched_recordings_to_serialized_actors(
 
     def get_actors_from_result(
         self, raw_result
-    ) -> Tuple[Union[QuerySet[Person], QuerySet[Group]], Union[List[SerializedGroup], List[SerializedPerson]]]:
+    ) -> Tuple[Union[QuerySet[Person], QuerySet[Group]], Union[List[SerializedGroup], List[SerializedPerson]],]:
         actors: Union[QuerySet[Person], QuerySet[Group]]
         serialized_actors: Union[List[SerializedGroup], List[SerializedPerson]]
 
@@ -215,7 +226,10 @@ def get_actors_from_result(
 
         if self.is_aggregating_by_groups:
             actors, serialized_actors = get_groups(
-                self._team.pk, cast(int, self.aggregation_group_type_index), actor_ids, value_per_actor_id
+                self._team.pk,
+                cast(int, self.aggregation_group_type_index),
+                actor_ids,
+                value_per_actor_id,
             )
         else:
             actors, serialized_actors = get_people(self._team, actor_ids, value_per_actor_id)
@@ -223,13 +237,19 @@ def get_actors_from_result(
         if self.ACTOR_VALUES_INCLUDED:
             # We fetched actors from Postgres in get_groups/get_people, so `ORDER BY actor_value DESC` no longer holds
             # We need .sort() to restore this order
-            serialized_actors.sort(key=lambda actor: cast(float, actor["value_at_data_point"]), reverse=True)
+            serialized_actors.sort(
+                key=lambda actor: cast(float, actor["value_at_data_point"]),
+                reverse=True,
+            )
 
         return actors, serialized_actors
 
 
 def get_groups(
-    team_id: int, group_type_index: int, group_ids: List[Any], value_per_actor_id: Optional[Dict[str, float]] = None
+    team_id: int,
+    group_type_index: int,
+    group_ids: List[Any],
+    value_per_actor_id: Optional[Dict[str, float]] = None,
 ) -> Tuple[QuerySet[Group], List[SerializedGroup]]:
     """Get groups from raw SQL results in data model and dict formats"""
     groups: QuerySet[Group] = Group.objects.filter(
@@ -239,7 +259,10 @@ def get_groups(
 
 
 def get_people(
-    team: Team, people_ids: List[Any], value_per_actor_id: Optional[Dict[str, float]] = None, distinct_id_limit=1000
+    team: Team,
+    people_ids: List[Any],
+    value_per_actor_id: Optional[Dict[str, float]] = None,
+    distinct_id_limit=1000,
 ) -> Tuple[QuerySet[Person], List[SerializedPerson]]:
     """Get people from raw SQL results in data model and dict formats"""
     distinct_id_subquery = Subquery(
@@ -263,7 +286,9 @@ def get_people(
 
 
 def serialize_people(
-    team: Team, data: Union[QuerySet[Person], List[Person]], value_per_actor_id: Optional[Dict[str, float]] = None
+    team: Team,
+    data: Union[QuerySet[Person], List[Person]],
+    value_per_actor_id: Optional[Dict[str, float]] = None,
 ) -> List[SerializedPerson]:
     from posthog.api.person import get_person_name
 
diff --git a/posthog/queries/app_metrics/app_metrics.py b/posthog/queries/app_metrics/app_metrics.py
index e6c36b799ff1e..26f91f626ec0b 100644
--- a/posthog/queries/app_metrics/app_metrics.py
+++ b/posthog/queries/app_metrics/app_metrics.py
@@ -13,7 +13,10 @@
 from posthog.models.event.util import format_clickhouse_timestamp
 from posthog.models.filters.mixins.base import IntervalType
 from posthog.models.team.team import Team
-from posthog.queries.app_metrics.serializers import AppMetricsErrorsRequestSerializer, AppMetricsRequestSerializer
+from posthog.queries.app_metrics.serializers import (
+    AppMetricsErrorsRequestSerializer,
+    AppMetricsRequestSerializer,
+)
 from posthog.queries.util import format_ch_timestamp, get_time_in_seconds_for_period
 from posthog.utils import relative_date_parse
 
@@ -27,7 +30,10 @@ def __init__(self, team: Team):
     def run(self):
         results = sync_execute(
             self.QUERY,
-            {"team_id": self.team.pk, "from_date": format_clickhouse_timestamp(datetime.now() - timedelta(hours=24))},
+            {
+                "team_id": self.team.pk,
+                "from_date": format_clickhouse_timestamp(datetime.now() - timedelta(hours=24)),
+            },
         )
         return dict(results)
 
@@ -80,7 +86,9 @@ def query(self):
     @property
     def date_from(self):
         return relative_date_parse(
-            self.filter.validated_data.get("date_from"), self.team.timezone_info, always_truncate=True
+            self.filter.validated_data.get("date_from"),
+            self.team.timezone_info,
+            always_truncate=True,
         )
 
     @property
@@ -121,7 +129,12 @@ def run(self):
 class AppMetricsErrorDetailsQuery:
     QUERY = QUERY_APP_METRICS_ERROR_DETAILS
 
-    def __init__(self, team: Team, plugin_config_id: int, filter: AppMetricsErrorsRequestSerializer):
+    def __init__(
+        self,
+        team: Team,
+        plugin_config_id: int,
+        filter: AppMetricsErrorsRequestSerializer,
+    ):
         self.team = team
         self.plugin_config_id = plugin_config_id
         self.filter = filter
diff --git a/posthog/queries/app_metrics/historical_exports.py b/posthog/queries/app_metrics/historical_exports.py
index 484f01546001b..cbf22d480156b 100644
--- a/posthog/queries/app_metrics/historical_exports.py
+++ b/posthog/queries/app_metrics/historical_exports.py
@@ -7,7 +7,10 @@
 from posthog.models.activity_logging.activity_log import ActivityLog
 from posthog.models.plugin import PluginStorage
 from posthog.models.team.team import Team
-from posthog.queries.app_metrics.app_metrics import AppMetricsErrorsQuery, AppMetricsQuery
+from posthog.queries.app_metrics.app_metrics import (
+    AppMetricsErrorsQuery,
+    AppMetricsQuery,
+)
 from posthog.queries.app_metrics.serializers import AppMetricsRequestSerializer
 
 
diff --git a/posthog/queries/app_metrics/test/test_app_metrics.py b/posthog/queries/app_metrics/test/test_app_metrics.py
index affe411457116..95eeb13bc09f4 100644
--- a/posthog/queries/app_metrics/test/test_app_metrics.py
+++ b/posthog/queries/app_metrics/test/test_app_metrics.py
@@ -15,7 +15,10 @@
     AppMetricsQuery,
     TeamPluginsDeliveryRateQuery,
 )
-from posthog.queries.app_metrics.serializers import AppMetricsErrorsRequestSerializer, AppMetricsRequestSerializer
+from posthog.queries.app_metrics.serializers import (
+    AppMetricsErrorsRequestSerializer,
+    AppMetricsRequestSerializer,
+)
 from posthog.test.base import BaseTest, ClickhouseTestMixin, snapshot_clickhouse_queries
 from posthog.utils import cast_timestamp_or_now
 
@@ -100,7 +103,11 @@ def test_query_delivery_rate(self):
     @freeze_time("2021-12-05T13:23:00Z")
     def test_ignores_out_of_bound_metrics(self):
         create_app_metric(
-            team_id=-1, category="processEvent", plugin_config_id=3, timestamp="2021-12-05T00:10:00Z", successes=5
+            team_id=-1,
+            category="processEvent",
+            plugin_config_id=3,
+            timestamp="2021-12-05T00:10:00Z",
+            successes=5,
         )
         create_app_metric(
             team_id=self.team.pk,
@@ -269,7 +276,11 @@ def test_ignores_unrelated_data(self):
         # Negative examples
         # Different team
         create_app_metric(
-            team_id=-1, category="processEvent", plugin_config_id=3, timestamp="2021-12-05T13:10:00Z", failures=1
+            team_id=-1,
+            category="processEvent",
+            plugin_config_id=3,
+            timestamp="2021-12-05T13:10:00Z",
+            failures=1,
         )
         # Different pluginConfigId
         create_app_metric(
@@ -544,7 +555,9 @@ def test_error_details_query(self):
         )
 
         filter = make_filter(
-            serializer_klass=AppMetricsErrorsRequestSerializer, category="processEvent", error_type="SomeError"
+            serializer_klass=AppMetricsErrorsRequestSerializer,
+            category="processEvent",
+            error_type="SomeError",
         )
         results = AppMetricsErrorDetailsQuery(self.team, 3, filter).run()
 
@@ -679,7 +692,9 @@ def test_ignores_unrelated_data(self):
         )
 
         filter = make_filter(
-            serializer_klass=AppMetricsErrorsRequestSerializer, category="processEvent", error_type="SomeError"
+            serializer_klass=AppMetricsErrorsRequestSerializer,
+            category="processEvent",
+            error_type="SomeError",
         )
         results = AppMetricsErrorDetailsQuery(self.team, 3, filter).run()
 
diff --git a/posthog/queries/app_metrics/test/test_historical_exports.py b/posthog/queries/app_metrics/test/test_historical_exports.py
index 2e9ffcb41a7bb..6bed36981931c 100644
--- a/posthog/queries/app_metrics/test/test_historical_exports.py
+++ b/posthog/queries/app_metrics/test/test_historical_exports.py
@@ -8,9 +8,17 @@
 from posthog.models.plugin import Plugin, PluginConfig, PluginStorage
 from posthog.models.team.team import Team
 from posthog.models.utils import UUIDT
-from posthog.queries.app_metrics.historical_exports import historical_export_metrics, historical_exports_activity
+from posthog.queries.app_metrics.historical_exports import (
+    historical_export_metrics,
+    historical_exports_activity,
+)
 from posthog.queries.app_metrics.test.test_app_metrics import create_app_metric
-from posthog.test.base import BaseTest, ClickhouseTestMixin, snapshot_clickhouse_queries, snapshot_postgres_queries
+from posthog.test.base import (
+    BaseTest,
+    ClickhouseTestMixin,
+    snapshot_clickhouse_queries,
+    snapshot_postgres_queries,
+)
 
 SAMPLE_PAYLOAD = {"dateRange": ["2021-06-10", "2022-06-12"], "parallelism": 1}
 
@@ -32,12 +40,18 @@ def test_historical_exports_activity_for_not_finished_export(self):
             activity="job_triggered",
             detail=Detail(
                 name="Some export plugin",
-                trigger=Trigger(job_type="Export historical events V2", job_id="1234", payload=SAMPLE_PAYLOAD),
+                trigger=Trigger(
+                    job_type="Export historical events V2",
+                    job_id="1234",
+                    payload=SAMPLE_PAYLOAD,
+                ),
             ),
         )
 
         PluginStorage.objects.create(
-            plugin_config_id=self.plugin_config.pk, key="EXPORT_COORDINATION", value=json.dumps({"progress": 0.33})
+            plugin_config_id=self.plugin_config.pk,
+            key="EXPORT_COORDINATION",
+            value=json.dumps({"progress": 0.33}),
         )
 
         activities = historical_exports_activity(self.team.pk, self.plugin_config.pk)
@@ -61,7 +75,11 @@ def test_historical_exports_activity_for_finished_export(self):
                 activity="job_triggered",
                 detail=Detail(
                     name="Some export plugin",
-                    trigger=Trigger(job_type="Export historical events V2", job_id="1234", payload=SAMPLE_PAYLOAD),
+                    trigger=Trigger(
+                        job_type="Export historical events V2",
+                        job_id="1234",
+                        payload=SAMPLE_PAYLOAD,
+                    ),
                 ),
             )
         with freeze_time("2021-08-25T13:00:00Z"):
@@ -69,7 +87,11 @@ def test_historical_exports_activity_for_finished_export(self):
                 activity="export_success",
                 detail=Detail(
                     name="Some export plugin",
-                    trigger=Trigger(job_type="Export historical events V2", job_id="1234", payload={}),
+                    trigger=Trigger(
+                        job_type="Export historical events V2",
+                        job_id="1234",
+                        payload={},
+                    ),
                 ),
             )
 
@@ -95,7 +117,11 @@ def test_historical_exports_activity_for_failed_export(self):
                 activity="job_triggered",
                 detail=Detail(
                     name="Some export plugin",
-                    trigger=Trigger(job_type="Export historical events V2", job_id="1234", payload=SAMPLE_PAYLOAD),
+                    trigger=Trigger(
+                        job_type="Export historical events V2",
+                        job_id="1234",
+                        payload=SAMPLE_PAYLOAD,
+                    ),
                 ),
             )
         with freeze_time("2021-08-25T13:00:00Z"):
@@ -104,7 +130,9 @@ def test_historical_exports_activity_for_failed_export(self):
                 detail=Detail(
                     name="Some export plugin",
                     trigger=Trigger(
-                        job_type="Export historical events V2", job_id="1234", payload={"failure_reason": "foobar"}
+                        job_type="Export historical events V2",
+                        job_id="1234",
+                        payload={"failure_reason": "foobar"},
                     ),
                 ),
             )
@@ -130,7 +158,11 @@ def test_historical_exports_activity_ignores_unrelated_entries(self):
             activity="job_triggered",
             detail=Detail(
                 name="Some export plugin",
-                trigger=Trigger(job_type="Export historical events V2", job_id="1234", payload=SAMPLE_PAYLOAD),
+                trigger=Trigger(
+                    job_type="Export historical events V2",
+                    job_id="1234",
+                    payload=SAMPLE_PAYLOAD,
+                ),
             ),
         )
 
@@ -192,7 +224,9 @@ def test_historical_exports_orders_activity_by_created_at(self):
                     detail=Detail(
                         name="Some export plugin",
                         trigger=Trigger(
-                            job_type="Export historical events V2", job_id=str(hour), payload=SAMPLE_PAYLOAD
+                            job_type="Export historical events V2",
+                            job_id=str(hour),
+                            payload=SAMPLE_PAYLOAD,
                         ),
                     ),
                 )
@@ -218,7 +252,11 @@ def test_historical_export_metrics(self):
                 activity="job_triggered",
                 detail=Detail(
                     name="Some export plugin",
-                    trigger=Trigger(job_type="Export historical events V2", job_id="1234", payload=SAMPLE_PAYLOAD),
+                    trigger=Trigger(
+                        job_type="Export historical events V2",
+                        job_id="1234",
+                        payload=SAMPLE_PAYLOAD,
+                    ),
                 ),
             )
         with freeze_time("2021-08-25T05:00:00Z"):
@@ -226,7 +264,11 @@ def test_historical_export_metrics(self):
                 activity="export_success",
                 detail=Detail(
                     name="Some export plugin",
-                    trigger=Trigger(job_type="Export historical events V2", job_id="1234", payload={}),
+                    trigger=Trigger(
+                        job_type="Export historical events V2",
+                        job_id="1234",
+                        payload={},
+                    ),
                 ),
             )
 
@@ -276,7 +318,11 @@ def test_historical_export_metrics(self):
                     "successes": [0, 102, 0, 10, 0, 0, 0],
                     "successes_on_retry": [0, 0, 0, 0, 0, 0, 0],
                     "failures": [0, 0, 2, 0, 0, 0, 0],
-                    "totals": {"successes": 112, "successes_on_retry": 0, "failures": 2},
+                    "totals": {
+                        "successes": 112,
+                        "successes_on_retry": 0,
+                        "failures": 2,
+                    },
                 },
                 "summary": {
                     "duration": 4 * 60 * 60,
diff --git a/posthog/queries/base.py b/posthog/queries/base.py
index 57ff555c2dcc8..f03e6723ac72e 100644
--- a/posthog/queries/base.py
+++ b/posthog/queries/base.py
@@ -19,7 +19,11 @@
 from posthog.models.cohort import Cohort, CohortPeople
 from posthog.models.filters.filter import Filter
 from posthog.models.filters.path_filter import PathFilter
-from posthog.models.property import CLICKHOUSE_ONLY_PROPERTY_TYPES, Property, PropertyGroup
+from posthog.models.property import (
+    CLICKHOUSE_ONLY_PROPERTY_TYPES,
+    Property,
+    PropertyGroup,
+)
 from posthog.models.property.property import OperatorType, ValueT
 from posthog.models.team import Team
 from posthog.queries.util import convert_to_datetime_aware
@@ -181,9 +185,12 @@ def match_property(property: Property, override_property_values: Dict[str, Any])
 
 
 def empty_or_null_with_value_q(
-    column: str, key: str, operator: Optional[OperatorType], value: ValueT, negated: bool = False
+    column: str,
+    key: str,
+    operator: Optional[OperatorType],
+    value: ValueT,
+    negated: bool = False,
 ) -> Q:
-
     if operator == "exact" or operator is None:
         value_as_given = Property._parse_value(value)
         value_as_coerced_to_number = Property._parse_value(value, convert_to_number=True)
@@ -220,13 +227,11 @@ def property_to_Q(
     cohorts_cache: Optional[Dict[int, Cohort]] = None,
     using_database: str = "default",
 ) -> Q:
-
     if property.type in CLICKHOUSE_ONLY_PROPERTY_TYPES:
         raise ValueError(f"property_to_Q: type is not supported: {repr(property.type)}")
 
     value = property._parse_value(property.value)
     if property.type == "cohort":
-
         cohort_id = int(cast(Union[str, int], value))
         if cohorts_cache is not None:
             if cohorts_cache.get(cohort_id) is None:
@@ -239,14 +244,23 @@ def property_to_Q(
             return Q(
                 Exists(
                     CohortPeople.objects.using(using_database)
-                    .filter(cohort_id=cohort_id, person_id=OuterRef("id"), cohort__id=cohort_id)
+                    .filter(
+                        cohort_id=cohort_id,
+                        person_id=OuterRef("id"),
+                        cohort__id=cohort_id,
+                    )
                     .only("id")
                 )
             )
         else:
             # :TRICKY: This has potential to create an infinite loop if the cohort is recursive.
             # But, this shouldn't happen because we check for cyclic cohorts on creation.
-            return property_group_to_Q(cohort.properties, override_property_values, cohorts_cache, using_database)
+            return property_group_to_Q(
+                cohort.properties,
+                override_property_values,
+                cohorts_cache,
+                using_database,
+            )
 
     # short circuit query if key exists in override_property_values
     if property.key in override_property_values and property.operator != "is_not_set":
@@ -277,7 +291,11 @@ def property_to_Q(
         return Q(pk=-1)
     if isinstance(property.operator, str) and property.operator.startswith("not_"):
         return empty_or_null_with_value_q(
-            column, property.key, cast(OperatorType, property.operator[4:]), value, negated=True
+            column,
+            property.key,
+            cast(OperatorType, property.operator[4:]),
+            value,
+            negated=True,
         )
 
     if property.operator in ("is_date_after", "is_date_before"):
@@ -294,7 +312,6 @@ def property_group_to_Q(
     cohorts_cache: Optional[Dict[int, Cohort]] = None,
     using_database: str = "default",
 ) -> Q:
-
     filters = Q()
 
     if not property_group or len(property_group.values) == 0:
@@ -303,7 +320,10 @@ def property_group_to_Q(
     if isinstance(property_group.values[0], PropertyGroup):
         for group in property_group.values:
             group_filter = property_group_to_Q(
-                cast(PropertyGroup, group), override_property_values, cohorts_cache, using_database
+                cast(PropertyGroup, group),
+                override_property_values,
+                cohorts_cache,
+                using_database,
             )
             if property_group.type == PropertyOperatorType.OR:
                 filters |= group_filter
diff --git a/posthog/queries/breakdown_props.py b/posthog/queries/breakdown_props.py
index 9d0ccf80db32e..a7a320e8e5dfa 100644
--- a/posthog/queries/breakdown_props.py
+++ b/posthog/queries/breakdown_props.py
@@ -2,7 +2,12 @@
 
 from django.forms import ValidationError
 
-from posthog.constants import BREAKDOWN_TYPES, MONTHLY_ACTIVE, WEEKLY_ACTIVE, PropertyOperatorType
+from posthog.constants import (
+    BREAKDOWN_TYPES,
+    MONTHLY_ACTIVE,
+    WEEKLY_ACTIVE,
+    PropertyOperatorType,
+)
 from posthog.hogql.hogql import HogQLContext
 from posthog.models.cohort import Cohort
 from posthog.models.cohort.util import format_filter_query
@@ -26,7 +31,10 @@
 from posthog.queries.person_query import PersonQuery
 from posthog.queries.query_date_range import QueryDateRange
 from posthog.session_recordings.queries.session_query import SessionQuery
-from posthog.queries.trends.sql import HISTOGRAM_ELEMENTS_ARRAY_OF_KEY_SQL, TOP_ELEMENTS_ARRAY_OF_KEY_SQL
+from posthog.queries.trends.sql import (
+    HISTOGRAM_ELEMENTS_ARRAY_OF_KEY_SQL,
+    TOP_ELEMENTS_ARRAY_OF_KEY_SQL,
+)
 from posthog.queries.util import PersonPropertiesMode
 from posthog.utils import PersonOnEventsMode
 
@@ -98,7 +106,10 @@ def get_breakdown_prop_values(
         )
 
         person_query = PersonQuery(
-            filter, team.pk, column_optimizer=column_optimizer, entity=entity if not use_all_funnel_entities else None
+            filter,
+            team.pk,
+            column_optimizer=column_optimizer,
+            entity=entity if not use_all_funnel_entities else None,
         )
         if person_properties_mode == PersonPropertiesMode.DIRECT_ON_EVENTS_WITH_POE_V2:
             person_join_clauses = PERSON_OVERRIDES_JOIN_SQL.format(
@@ -160,7 +171,10 @@ def get_breakdown_prop_values(
         filter.hogql_context,
         filter.breakdown_normalize_url,
         direct_on_events=person_properties_mode
-        in [PersonPropertiesMode.DIRECT_ON_EVENTS, PersonPropertiesMode.DIRECT_ON_EVENTS_WITH_POE_V2],
+        in [
+            PersonPropertiesMode.DIRECT_ON_EVENTS,
+            PersonPropertiesMode.DIRECT_ON_EVENTS_WITH_POE_V2,
+        ],
         cast_as_float=filter.using_histogram,
     )
 
@@ -269,7 +283,11 @@ def _to_value_expression(
             value_expression = translate_hogql(cast(str, breakdown), hogql_context)
     else:
         value_expression = get_single_or_multi_property_string_expr(
-            breakdown, table="events", query_alias=None, column="properties", normalize_url=breakdown_normalize_url
+            breakdown,
+            table="events",
+            query_alias=None,
+            column="properties",
+            normalize_url=breakdown_normalize_url,
         )
 
     if cast_as_float:
diff --git a/posthog/queries/cohort_query.py b/posthog/queries/cohort_query.py
index ec1a1d7f9efff..1c1b697bfc222 100644
--- a/posthog/queries/cohort_query.py
+++ b/posthog/queries/cohort_query.py
@@ -1,6 +1,8 @@
 from posthog.settings import EE_AVAILABLE
 
 if EE_AVAILABLE:
-    from ee.clickhouse.queries.enterprise_cohort_query import EnterpriseCohortQuery as CohortQuery
+    from ee.clickhouse.queries.enterprise_cohort_query import (
+        EnterpriseCohortQuery as CohortQuery,
+    )
 else:
     from posthog.queries.foss_cohort_query import FOSSCohortQuery as CohortQuery  # type: ignore
diff --git a/posthog/queries/column_optimizer/column_optimizer.py b/posthog/queries/column_optimizer/column_optimizer.py
index 2d49afeeaf8dd..f1952e500c169 100644
--- a/posthog/queries/column_optimizer/column_optimizer.py
+++ b/posthog/queries/column_optimizer/column_optimizer.py
@@ -2,7 +2,9 @@
 from posthog.settings import EE_AVAILABLE
 
 if EE_AVAILABLE:
-    from ee.clickhouse.queries.column_optimizer import EnterpriseColumnOptimizer as ColumnOptimizer
+    from ee.clickhouse.queries.column_optimizer import (
+        EnterpriseColumnOptimizer as ColumnOptimizer,
+    )
 else:
     from posthog.queries.column_optimizer.foss_column_optimizer import (  # type: ignore
         FOSSColumnOptimizer as ColumnOptimizer,
diff --git a/posthog/queries/column_optimizer/foss_column_optimizer.py b/posthog/queries/column_optimizer/foss_column_optimizer.py
index 104f3cd000137..19487a7cb5de4 100644
--- a/posthog/queries/column_optimizer/foss_column_optimizer.py
+++ b/posthog/queries/column_optimizer/foss_column_optimizer.py
@@ -4,7 +4,10 @@
 
 from posthog.clickhouse.materialized_columns import ColumnName, get_materialized_columns
 from posthog.constants import TREND_FILTER_TYPE_ACTIONS, FunnelCorrelationType
-from posthog.models.action.util import get_action_tables_and_properties, uses_elements_chain
+from posthog.models.action.util import (
+    get_action_tables_and_properties,
+    uses_elements_chain,
+)
 from posthog.models.entity import Entity
 from posthog.models.filters import Filter
 from posthog.models.filters.mixins.utils import cached_property
@@ -13,7 +16,11 @@
 from posthog.models.filters.retention_filter import RetentionFilter
 from posthog.models.filters.stickiness_filter import StickinessFilter
 from posthog.models.filters.utils import GroupTypeIndex
-from posthog.models.property import PropertyIdentifier, PropertyType, TableWithProperties
+from posthog.models.property import (
+    PropertyIdentifier,
+    PropertyType,
+    TableWithProperties,
+)
 from posthog.models.property.util import box_value, extract_tables_and_properties
 from posthog.queries.property_optimizer import PropertyOptimizer
 
@@ -27,7 +34,13 @@ class FOSSColumnOptimizer:
 
     def __init__(
         self,
-        filter: Union[Filter, PathFilter, RetentionFilter, StickinessFilter, PropertiesTimelineFilter],
+        filter: Union[
+            Filter,
+            PathFilter,
+            RetentionFilter,
+            StickinessFilter,
+            PropertiesTimelineFilter,
+        ],
         team_id: int,
     ):
         self.filter = filter
@@ -53,7 +66,10 @@ def person_columns_to_query(self) -> Set[ColumnName]:
         return self.columns_to_query("person", set(self.used_properties_with_type("person")))
 
     def columns_to_query(
-        self, table: TableWithProperties, used_properties: Set[PropertyIdentifier], table_column: str = "properties"
+        self,
+        table: TableWithProperties,
+        used_properties: Set[PropertyIdentifier],
+        table_column: str = "properties",
     ) -> Set[ColumnName]:
         "Transforms a list of property names to what columns are needed for that query"
 
@@ -119,12 +135,24 @@ def properties_used_in_filter(self) -> TCounter[PropertyIdentifier]:
                 boxed_breakdown = box_value(self.filter.breakdown)
                 for b in boxed_breakdown:
                     if isinstance(b, str):
-                        counter[(b, self.filter.breakdown_type, self.filter.breakdown_group_type_index)] += 1
+                        counter[
+                            (
+                                b,
+                                self.filter.breakdown_type,
+                                self.filter.breakdown_group_type_index,
+                            )
+                        ] += 1
 
             # If we have a breakdowns attribute then make sure we pull in everything we
             # need to calculate it
             for breakdown in self.filter.breakdowns or []:
-                counter[(breakdown["property"], breakdown["type"], self.filter.breakdown_group_type_index)] += 1
+                counter[
+                    (
+                        breakdown["property"],
+                        breakdown["type"],
+                        self.filter.breakdown_group_type_index,
+                    )
+                ] += 1
 
         # Both entities and funnel exclusions can contain nested property filters
         for entity in self.entities_used_in_filter():
@@ -147,7 +175,6 @@ def properties_used_in_filter(self) -> TCounter[PropertyIdentifier]:
             and self.filter.correlation_type == FunnelCorrelationType.PROPERTIES
             and self.filter.correlation_property_names
         ):
-
             for prop_value in self.filter.correlation_property_names:
                 counter[(prop_value, "person", None)] += 1
 
@@ -157,7 +184,11 @@ def used_properties_with_type(self, property_type: PropertyType) -> TCounter[Pro
         return Counter(
             {
                 (name, type, group_type_index): count
-                for (name, type, group_type_index), count in self.properties_used_in_filter.items()
+                for (
+                    name,
+                    type,
+                    group_type_index,
+                ), count in self.properties_used_in_filter.items()
                 if type == property_type
             }
         )
diff --git a/posthog/queries/event_query/event_query.py b/posthog/queries/event_query/event_query.py
index 9be4dc1a2fbd2..5018892060873 100644
--- a/posthog/queries/event_query/event_query.py
+++ b/posthog/queries/event_query/event_query.py
@@ -47,7 +47,12 @@ class EventQuery(metaclass=ABCMeta):
     def __init__(
         self,
         filter: Union[
-            Filter, PathFilter, RetentionFilter, StickinessFilter, SessionRecordingsFilter, PropertiesTimelineFilter
+            Filter,
+            PathFilter,
+            RetentionFilter,
+            StickinessFilter,
+            SessionRecordingsFilter,
+            PropertiesTimelineFilter,
         ],
         team: Team,
         round_interval=False,
@@ -68,7 +73,10 @@ def __init__(
         self._extra_event_properties = extra_event_properties
         self._column_optimizer = ColumnOptimizer(self._filter, self._team_id)
         self._extra_person_fields = extra_person_fields
-        self.params: Dict[str, Any] = {"team_id": self._team_id, "timezone": team.timezone}
+        self.params: Dict[str, Any] = {
+            "team_id": self._team_id,
+            "timezone": team.timezone,
+        }
 
         self._should_join_distinct_ids = should_join_distinct_ids
         self._should_join_persons = should_join_persons
@@ -183,7 +191,12 @@ def _does_cohort_need_persons(self, prop: Property) -> bool:
     def _person_query(self) -> PersonQuery:
         if isinstance(self._filter, PropertiesTimelineFilter):
             raise Exception("Properties Timeline never needs person query")
-        return PersonQuery(self._filter, self._team_id, self._column_optimizer, extra_fields=self._extra_person_fields)
+        return PersonQuery(
+            self._filter,
+            self._team_id,
+            self._column_optimizer,
+            extra_fields=self._extra_person_fields,
+        )
 
     def _get_person_query(self) -> Tuple[str, Dict]:
         if self._should_join_persons:
@@ -205,7 +218,11 @@ def _get_groups_query(self) -> Tuple[str, Dict]:
     def _sessions_query(self) -> SessionQuery:
         if isinstance(self._filter, PropertiesTimelineFilter):
             raise Exception("Properties Timeline never needs sessions query")
-        return SessionQuery(filter=self._filter, team=self._team, session_id_alias=self._session_id_alias)
+        return SessionQuery(
+            filter=self._filter,
+            team=self._team,
+            session_id_alias=self._session_id_alias,
+        )
 
     def _get_sessions_query(self) -> Tuple[str, Dict]:
         if self._should_join_sessions:
diff --git a/posthog/queries/foss_cohort_query.py b/posthog/queries/foss_cohort_query.py
index b9fc8511b6301..e6005abab632a 100644
--- a/posthog/queries/foss_cohort_query.py
+++ b/posthog/queries/foss_cohort_query.py
@@ -5,9 +5,19 @@
 from posthog.models import Filter, Team
 from posthog.models.action import Action
 from posthog.models.cohort import Cohort
-from posthog.models.cohort.util import format_static_cohort_query, get_count_operator, get_entity_query
+from posthog.models.cohort.util import (
+    format_static_cohort_query,
+    get_count_operator,
+    get_entity_query,
+)
 from posthog.models.filters.mixins.utils import cached_property
-from posthog.models.property import BehavioralPropertyType, OperatorInterval, Property, PropertyGroup, PropertyName
+from posthog.models.property import (
+    BehavioralPropertyType,
+    OperatorInterval,
+    Property,
+    PropertyGroup,
+    PropertyName,
+)
 from posthog.models.property.util import prop_filter_json_extract
 from posthog.queries.event_query import EventQuery
 from posthog.queries.util import PersonPropertiesMode
@@ -17,7 +27,14 @@
 Event = Tuple[str, Union[str, int]]
 
 
-INTERVAL_TO_SECONDS = {"minute": 60, "hour": 3600, "day": 86400, "week": 604800, "month": 2592000, "year": 31536000}
+INTERVAL_TO_SECONDS = {
+    "minute": 60,
+    "hour": 3600,
+    "day": 86400,
+    "week": 604800,
+    "month": 2592000,
+    "year": 31536000,
+}
 
 
 def relative_date_to_seconds(date: Tuple[Optional[int], Union[OperatorInterval, None]]):
@@ -101,7 +118,6 @@ def if_condition(condition: str, true_res: str, false_res: str) -> str:
 
 
 class FOSSCohortQuery(EventQuery):
-
     BEHAVIOR_QUERY_ALIAS = "behavior_query"
     FUNNEL_QUERY_ALIAS = "funnel_query"
     SEQUENCE_FIELD_ALIAS = "steps"
@@ -205,7 +221,13 @@ def _unwrap(property_group: PropertyGroup, negate_group: bool = False) -> Proper
                                 new_property_group_list.append(
                                     PropertyGroup(
                                         type=PropertyOperatorType.AND,
-                                        values=[Property(key="fake_key_01r2ho", value=0, type="person")],
+                                        values=[
+                                            Property(
+                                                key="fake_key_01r2ho",
+                                                value=0,
+                                                type="person",
+                                            )
+                                        ],
                                     )
                                 )
                         else:
@@ -228,7 +250,6 @@ def _unwrap(property_group: PropertyGroup, negate_group: bool = False) -> Proper
 
     # Implemented in /ee
     def get_query(self) -> Tuple[str, Dict[str, Any]]:
-
         if not self._outer_property_groups:
             # everything is pushed down, no behavioral stuff to do
             # thus, use personQuery directly
@@ -240,7 +261,11 @@ def get_query(self) -> Tuple[str, Dict[str, Any]]:
 
         subq = []
 
-        behavior_subquery, behavior_subquery_params, behavior_query_alias = self._get_behavior_subquery()
+        (
+            behavior_subquery,
+            behavior_subquery_params,
+            behavior_query_alias,
+        ) = self._get_behavior_subquery()
         subq.append((behavior_subquery, behavior_query_alias))
         self.params.update(behavior_subquery_params)
 
@@ -302,7 +327,6 @@ def _get_behavior_subquery(self) -> Tuple[str, Dict[str, Any], str]:
 
         query, params = "", {}
         if self._should_join_behavioral_query:
-
             _fields = [
                 f"{self.DISTINCT_ID_TABLE_ALIAS if self._person_on_events_mode == PersonOnEventsMode.DISABLED else self.EVENT_TABLE_ALIAS}.person_id AS person_id"
             ]
@@ -328,7 +352,12 @@ def _get_behavior_subquery(self) -> Tuple[str, Dict[str, Any], str]:
 
             query, params = (
                 query,
-                {"team_id": self._team_id, event_param_name: self._events, **date_params, **person_prop_params},
+                {
+                    "team_id": self._team_id,
+                    event_param_name: self._events,
+                    **date_params,
+                    **person_prop_params,
+                },
             )
 
         return query, params, self.BEHAVIOR_QUERY_ALIAS
@@ -389,7 +418,6 @@ def build_conditions(prop: Optional[Union[PropertyGroup, Property]], prepend="le
 
     # Implemented in /ee
     def _get_condition_for_property(self, prop: Property, prepend: str, idx: int) -> Tuple[str, Dict[str, Any]]:
-
         res: str = ""
         params: Dict[str, Any] = {}
 
@@ -412,7 +440,12 @@ def _get_condition_for_property(self, prop: Property, prepend: str, idx: int) ->
     def get_person_condition(self, prop: Property, prepend: str, idx: int) -> Tuple[str, Dict[str, Any]]:
         if self._outer_property_groups and len(self._outer_property_groups.flat):
             return prop_filter_json_extract(
-                prop, idx, prepend, prop_var="person_props", allow_denormalized_props=True, property_operator=""
+                prop,
+                idx,
+                prepend,
+                prop_var="person_props",
+                allow_denormalized_props=True,
+                property_operator="",
             )
         else:
             return "", {}
@@ -440,7 +473,10 @@ def get_performed_event_condition(self, prop: Property, prepend: str, idx: int)
         self._fields.append(field)
 
         # Negation is handled in the where clause to ensure the right result if a full join occurs where the joined person did not perform the event
-        return f"{'NOT' if prop.negation else ''} {column_name}", {f"{date_param}": date_value, **entity_params}
+        return f"{'NOT' if prop.negation else ''} {column_name}", {
+            f"{date_param}": date_value,
+            **entity_params,
+        }
 
     def get_performed_event_multiple(self, prop: Property, prepend: str, idx: int) -> Tuple[str, Dict[str, Any]]:
         event = (prop.event_type, prop.key)
@@ -461,7 +497,11 @@ def get_performed_event_multiple(self, prop: Property, prepend: str, idx: int) -
         # Negation is handled in the where clause to ensure the right result if a full join occurs where the joined person did not perform the event
         return (
             f"{'NOT' if prop.negation else ''} {column_name}",
-            {f"{operator_value_param}": count, f"{date_param}": date_value, **entity_params},
+            {
+                f"{operator_value_param}": count,
+                f"{date_param}": date_value,
+                **entity_params,
+            },
         )
 
     def _determine_should_join_distinct_ids(self) -> None:
@@ -497,7 +537,10 @@ def _validate_negations(self) -> None:
         pass
 
     def _get_entity(
-        self, event: Tuple[Optional[str], Optional[Union[int, str]]], prepend: str, idx: int
+        self,
+        event: Tuple[Optional[str], Optional[Union[int, str]]],
+        prepend: str,
+        idx: int,
     ) -> Tuple[str, Dict[str, Any]]:
         res: str = ""
         params: Dict[str, Any] = {}
@@ -508,12 +551,20 @@ def _get_entity(
         if event[0] == "actions":
             self._add_action(int(event[1]))
             res, params = get_entity_query(
-                None, int(event[1]), self._team_id, f"{prepend}_entity_{idx}", self._filter.hogql_context
+                None,
+                int(event[1]),
+                self._team_id,
+                f"{prepend}_entity_{idx}",
+                self._filter.hogql_context,
             )
         elif event[0] == "events":
             self._add_event(str(event[1]))
             res, params = get_entity_query(
-                str(event[1]), None, self._team_id, f"{prepend}_entity_{idx}", self._filter.hogql_context
+                str(event[1]),
+                None,
+                self._team_id,
+                f"{prepend}_entity_{idx}",
+                self._filter.hogql_context,
             )
         else:
             raise ValueError(f"Event type must be 'events' or 'actions'")
diff --git a/posthog/queries/funnels/base.py b/posthog/queries/funnels/base.py
index 32cfadf4abd1e..8ac25880932a7 100644
--- a/posthog/queries/funnels/base.py
+++ b/posthog/queries/funnels/base.py
@@ -76,7 +76,10 @@ def __init__(
 
         if self._filter.funnel_window_days:
             self._filter = self._filter.shallow_clone(
-                {FUNNEL_WINDOW_INTERVAL: self._filter.funnel_window_days, FUNNEL_WINDOW_INTERVAL_UNIT: "day"}
+                {
+                    FUNNEL_WINDOW_INTERVAL: self._filter.funnel_window_days,
+                    FUNNEL_WINDOW_INTERVAL_UNIT: "day",
+                }
             )
 
         if not self._filter.limit:
@@ -308,7 +311,6 @@ def _get_timestamp_selects(self) -> Tuple[str, str]:
             target_step -= 1
 
         if self._include_preceding_timestamp:
-
             if target_step == 0:
                 raise ValueError("Cannot request preceding step timestamp if target funnel step is the first step")
 
@@ -391,7 +393,6 @@ def _get_exclusion_condition(self):
             return ""
 
     def _get_sorting_condition(self, curr_index: int, max_steps: int):
-
         if curr_index == 1:
             return "1"
 
@@ -414,7 +415,11 @@ def _get_sorting_condition(self, curr_index: int, max_steps: int):
         return f"if({' AND '.join(conditions)}, {curr_index}, {self._get_sorting_condition(curr_index - 1, max_steps)})"
 
     def _get_inner_event_query(
-        self, entities=None, entity_name="events", skip_entity_filter=False, skip_step_filter=False
+        self,
+        entities=None,
+        entity_name="events",
+        skip_entity_filter=False,
+        skip_step_filter=False,
     ) -> str:
         entities_to_use = entities or self._filter.entities
 
@@ -444,7 +449,12 @@ def _get_inner_event_query(
             all_step_cols.extend(step_cols)
 
         for exclusion_id, entity in enumerate(self._filter.exclusions):
-            step_cols = self._get_step_col(entity, entity.funnel_from_step, entity_name, f"exclusion_{exclusion_id}_")
+            step_cols = self._get_step_col(
+                entity,
+                entity.funnel_from_step,
+                entity_name,
+                f"exclusion_{exclusion_id}_",
+            )
             # every exclusion entity has the form: exclusion_<id>_step_i & timestamp exclusion_<id>_latest_i
             # where i is the starting step for exclusion on that entity
             all_step_cols.extend(step_cols)
@@ -715,7 +725,6 @@ def _get_breakdown_select_prop(self) -> str:
 
         self.params.update({"breakdown": self._filter.breakdown})
         if self._filter.breakdown_type == "person":
-
             if self._team.person_on_events_mode != PersonOnEventsMode.DISABLED:
                 basic_prop_selector = get_single_or_multi_property_string_expr(
                     self._filter.breakdown,
@@ -727,7 +736,10 @@ def _get_breakdown_select_prop(self) -> str:
                 )
             else:
                 basic_prop_selector = get_single_or_multi_property_string_expr(
-                    self._filter.breakdown, table="person", query_alias="prop_basic", column="person_props"
+                    self._filter.breakdown,
+                    table="person",
+                    query_alias="prop_basic",
+                    column="person_props",
                 )
         elif self._filter.breakdown_type == "event":
             basic_prop_selector = get_single_or_multi_property_string_expr(
@@ -756,7 +768,10 @@ def _get_breakdown_select_prop(self) -> str:
             else:
                 properties_field = f"group_properties_{self._filter.breakdown_group_type_index}"
                 expression, _ = get_property_string_expr(
-                    table="groups", property_name=self._filter.breakdown, var="%(breakdown)s", column=properties_field
+                    table="groups",
+                    property_name=self._filter.breakdown,
+                    var="%(breakdown)s",
+                    column=properties_field,
                 )
             basic_prop_selector = f"{expression} AS prop_basic"
         elif self._filter.breakdown_type == "hogql":
@@ -789,7 +804,6 @@ def _get_breakdown_select_prop(self) -> str:
             BreakdownAttributionType.FIRST_TOUCH,
             BreakdownAttributionType.LAST_TOUCH,
         ]:
-
             prop_conditional = (
                 "notEmpty(arrayFilter(x -> notEmpty(x), prop))"
                 if self._query_has_array_breakdown()
@@ -833,7 +847,10 @@ def _get_breakdown_conditions(self) -> Optional[str]:
         if self._filter.breakdown:
             use_all_funnel_entities = (
                 self._filter.breakdown_attribution_type
-                in [BreakdownAttributionType.FIRST_TOUCH, BreakdownAttributionType.LAST_TOUCH]
+                in [
+                    BreakdownAttributionType.FIRST_TOUCH,
+                    BreakdownAttributionType.LAST_TOUCH,
+                ]
                 or self._filter.funnel_order_type == FunnelOrderType.UNORDERED
             )
             first_entity = self._filter.entities[0]
@@ -860,7 +877,11 @@ def _get_breakdown_conditions(self) -> Optional[str]:
     def _get_breakdown_prop(self, group_remaining=False) -> str:
         if self._filter.breakdown:
             other_aggregation = "['Other']" if self._query_has_array_breakdown() else "'Other'"
-            if group_remaining and self._filter.breakdown_type in ["person", "event", "group"]:
+            if group_remaining and self._filter.breakdown_type in [
+                "person",
+                "event",
+                "group",
+            ]:
                 return f", if(has(%(breakdown_values)s, prop), prop, {other_aggregation}) as prop"
             else:
                 # Cohorts don't have "Other" aggregation
diff --git a/posthog/queries/funnels/funnel.py b/posthog/queries/funnels/funnel.py
index 79f0c69898214..e1ac23f00d637 100644
--- a/posthog/queries/funnels/funnel.py
+++ b/posthog/queries/funnels/funnel.py
@@ -111,7 +111,6 @@ def get_comparison_cols(self, level_index: int, max_steps: int):
         return ", ".join(cols)
 
     def build_step_subquery(self, level_index: int, max_steps: int, event_names_alias: str = "events"):
-
         if level_index >= max_steps:
             return f"""
             SELECT
diff --git a/posthog/queries/funnels/funnel_event_query.py b/posthog/queries/funnels/funnel_event_query.py
index be41ec9116bf8..dad407abffa0d 100644
--- a/posthog/queries/funnels/funnel_event_query.py
+++ b/posthog/queries/funnels/funnel_event_query.py
@@ -21,7 +21,9 @@ def get_query(
         # Aggregating by group
         if self._filter.aggregation_group_type_index is not None:
             aggregation_target = get_aggregation_target_field(
-                self._filter.aggregation_group_type_index, self.EVENT_TABLE_ALIAS, self._person_id_alias
+                self._filter.aggregation_group_type_index,
+                self.EVENT_TABLE_ALIAS,
+                self._person_id_alias,
             )
 
         # Aggregating by HogQL
diff --git a/posthog/queries/funnels/funnel_persons.py b/posthog/queries/funnels/funnel_persons.py
index 5153473857eba..5cebef5fb7dcd 100644
--- a/posthog/queries/funnels/funnel_persons.py
+++ b/posthog/queries/funnels/funnel_persons.py
@@ -15,7 +15,11 @@ class ClickhouseFunnelActors(ClickhouseFunnel, ActorBaseQuery):
     def aggregation_group_type_index(self):
         return self._filter.aggregation_group_type_index
 
-    def actor_query(self, limit_actors: Optional[bool] = True, extra_fields: Optional[List[str]] = None):
+    def actor_query(
+        self,
+        limit_actors: Optional[bool] = True,
+        extra_fields: Optional[List[str]] = None,
+    ):
         extra_fields_string = ", ".join([self._get_timestamp_outer_select()] + (extra_fields or []))
         return (
             FUNNEL_PERSONS_BY_STEP_SQL.format(
diff --git a/posthog/queries/funnels/funnel_strict.py b/posthog/queries/funnels/funnel_strict.py
index dd5c4db883437..38b5d3a4c6a09 100644
--- a/posthog/queries/funnels/funnel_strict.py
+++ b/posthog/queries/funnels/funnel_strict.py
@@ -18,7 +18,6 @@ def get_query(self):
         """
 
     def get_step_counts_query(self):
-
         steps_per_person_query = self.get_step_counts_without_aggregation_query()
         max_steps = len(self._filter.entities)
         breakdown_clause = self._get_breakdown_prop()
diff --git a/posthog/queries/funnels/funnel_strict_persons.py b/posthog/queries/funnels/funnel_strict_persons.py
index 716c27608eb3b..cca6f8e598dc8 100644
--- a/posthog/queries/funnels/funnel_strict_persons.py
+++ b/posthog/queries/funnels/funnel_strict_persons.py
@@ -15,7 +15,11 @@ class ClickhouseFunnelStrictActors(ClickhouseFunnelStrict, ActorBaseQuery):
     def aggregation_group_type_index(self):
         return self._filter.aggregation_group_type_index
 
-    def actor_query(self, limit_actors: Optional[bool] = True, extra_fields: Optional[List[str]] = None):
+    def actor_query(
+        self,
+        limit_actors: Optional[bool] = True,
+        extra_fields: Optional[List[str]] = None,
+    ):
         extra_fields_string = ", ".join([self._get_timestamp_outer_select()] + (extra_fields or []))
         return (
             FUNNEL_PERSONS_BY_STEP_SQL.format(
diff --git a/posthog/queries/funnels/funnel_trends.py b/posthog/queries/funnels/funnel_trends.py
index 3c6bbca8b79a1..d67b24ae78bbc 100644
--- a/posthog/queries/funnels/funnel_trends.py
+++ b/posthog/queries/funnels/funnel_trends.py
@@ -55,13 +55,11 @@ class ClickhouseFunnelTrends(ClickhouseFunnelBase):
     QUERY_TYPE = "funnel_trends"
 
     def __init__(self, filter: Filter, team: Team) -> None:
-
         super().__init__(filter, team)
 
         self.funnel_order = get_funnel_order_class(filter)(filter, team)
 
     def _exec_query(self):
-
         return self._summarize_data(super()._exec_query())
 
     def get_step_counts_without_aggregation_query(
@@ -97,7 +95,11 @@ def get_query(self) -> str:
         # Expects multiple rows for same person, first event time, steps taken.
         self.params.update(self.funnel_order.params)
 
-        reached_from_step_count_condition, reached_to_step_count_condition, _ = self.get_steps_reached_conditions()
+        (
+            reached_from_step_count_condition,
+            reached_to_step_count_condition,
+            _,
+        ) = self.get_steps_reached_conditions()
         interval_func = get_interval_func_ch(self._filter.interval)
 
         if self._filter.date_from is None:
@@ -157,10 +159,13 @@ def get_steps_reached_conditions(self) -> Tuple[str, str, str]:
         reached_to_step_count_condition = f"steps_completed >= {to_step+1}"
         # Those who dropped off
         did_not_reach_to_step_count_condition = f"{reached_from_step_count_condition} AND steps_completed < {to_step+1}"
-        return reached_from_step_count_condition, reached_to_step_count_condition, did_not_reach_to_step_count_condition
+        return (
+            reached_from_step_count_condition,
+            reached_to_step_count_condition,
+            did_not_reach_to_step_count_condition,
+        )
 
     def _summarize_data(self, results):
-
         breakdown_clause = self._get_breakdown_prop()
 
         summary = []
@@ -185,7 +190,6 @@ def _summarize_data(self, results):
         return summary
 
     def _format_results(self, summary):
-
         if self._filter.breakdown:
             grouper = lambda row: row["breakdown_value"]
             sorted_data = sorted(summary, key=grouper)
diff --git a/posthog/queries/funnels/funnel_trends_persons.py b/posthog/queries/funnels/funnel_trends_persons.py
index 46f2a9f1bf7df..0f4391eb041e4 100644
--- a/posthog/queries/funnels/funnel_trends_persons.py
+++ b/posthog/queries/funnels/funnel_trends_persons.py
@@ -50,7 +50,11 @@ def actor_query(self, limit_actors: Optional[bool] = True):
         # Expects multiple rows for same person, first event time, steps taken.
         self.params.update(self.funnel_order.params)
 
-        _, reached_to_step_count_condition, did_not_reach_to_step_count_condition = self.get_steps_reached_conditions()
+        (
+            _,
+            reached_to_step_count_condition,
+            did_not_reach_to_step_count_condition,
+        ) = self.get_steps_reached_conditions()
 
         return (
             FUNNEL_PERSONS_BY_STEP_SQL.format(
diff --git a/posthog/queries/funnels/funnel_unordered.py b/posthog/queries/funnels/funnel_unordered.py
index e72abdf40c220..ac3a6d939b09f 100644
--- a/posthog/queries/funnels/funnel_unordered.py
+++ b/posthog/queries/funnels/funnel_unordered.py
@@ -54,7 +54,6 @@ def _serialize_step(
         }
 
     def get_query(self):
-
         max_steps = len(self._filter.entities)
 
         for exclusion in self._filter.exclusions:
@@ -70,7 +69,6 @@ def get_query(self):
         """
 
     def get_step_counts_query(self):
-
         max_steps = len(self._filter.entities)
 
         union_query = self.get_step_counts_without_aggregation_query()
@@ -140,7 +138,6 @@ def _get_step_times(self, max_steps: int):
         return f", {formatted}" if formatted else ""
 
     def get_sorting_condition(self, max_steps: int):
-
         conditions = []
 
         event_times_elements = []
diff --git a/posthog/queries/funnels/funnel_unordered_persons.py b/posthog/queries/funnels/funnel_unordered_persons.py
index 972a8b9ec7f7c..334798c990208 100644
--- a/posthog/queries/funnels/funnel_unordered_persons.py
+++ b/posthog/queries/funnels/funnel_unordered_persons.py
@@ -22,7 +22,11 @@ def _get_funnel_person_step_events(self):
             return ", array() as matching_events"
         return ""
 
-    def actor_query(self, limit_actors: Optional[bool] = True, extra_fields: Optional[List[str]] = None):
+    def actor_query(
+        self,
+        limit_actors: Optional[bool] = True,
+        extra_fields: Optional[List[str]] = None,
+    ):
         extra_fields_string = ", ".join([self._get_timestamp_outer_select()] + (extra_fields or []))
         return (
             FUNNEL_PERSONS_BY_STEP_SQL.format(
diff --git a/posthog/queries/funnels/test/breakdown_cases.py b/posthog/queries/funnels/test/breakdown_cases.py
index 0a1e46331f90e..9f8fd74785f63 100644
--- a/posthog/queries/funnels/test/breakdown_cases.py
+++ b/posthog/queries/funnels/test/breakdown_cases.py
@@ -8,7 +8,11 @@
 from posthog.models.filters import Filter
 from posthog.queries.breakdown_props import ALL_USERS_COHORT_ID
 from posthog.queries.funnels.funnel_unordered import ClickhouseFunnelUnordered
-from posthog.test.base import APIBaseTest, also_test_with_materialized_columns, snapshot_clickhouse_queries
+from posthog.test.base import (
+    APIBaseTest,
+    also_test_with_materialized_columns,
+    snapshot_clickhouse_queries,
+)
 from posthog.test.test_journeys import journeys_for
 
 
@@ -46,7 +50,10 @@ def funnel_result(step: FunnelStepResult, order: int) -> Dict[str, Any]:
                     "breakdown": step.breakdown,
                     "breakdown_value": step.breakdown,
                     **(
-                        {"action_id": None, "name": f"Completed {order+1} step{'s' if order > 0 else ''}"}
+                        {
+                            "action_id": None,
+                            "name": f"Completed {order+1} step{'s' if order > 0 else ''}",
+                        }
                         if Funnel == ClickhouseFunnelUnordered
                         else {}
                     ),
@@ -60,9 +67,12 @@ def funnel_result(step: FunnelStepResult, order: int) -> Dict[str, Any]:
 
         @also_test_with_materialized_columns(["$browser", "$browser_version"])
         def test_funnel_step_multi_property_breakdown_event(self):
-
             filters = {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -79,36 +89,60 @@ def test_funnel_step_multi_property_breakdown_event(self):
                     {
                         "event": "sign up",
                         "timestamp": datetime(2020, 1, 1, 12),
-                        "properties": {"key": "val", "$browser": "Chrome", "$browser_version": 95},
+                        "properties": {
+                            "key": "val",
+                            "$browser": "Chrome",
+                            "$browser_version": 95,
+                        },
                     },
                     {
                         "event": "play movie",
                         "timestamp": datetime(2020, 1, 1, 13),
-                        "properties": {"key": "val", "$browser": "Chrome", "$browser_version": 95},
+                        "properties": {
+                            "key": "val",
+                            "$browser": "Chrome",
+                            "$browser_version": 95,
+                        },
                     },
                     {
                         "event": "buy",
                         "timestamp": datetime(2020, 1, 1, 15),
-                        "properties": {"key": "val", "$browser": "Chrome", "$browser_version": 95},
+                        "properties": {
+                            "key": "val",
+                            "$browser": "Chrome",
+                            "$browser_version": 95,
+                        },
                     },
                 ],
                 "person2": [
                     {
                         "event": "sign up",
                         "timestamp": datetime(2020, 1, 2, 14),
-                        "properties": {"key": "val", "$browser": "Safari", "$browser_version": 15},
+                        "properties": {
+                            "key": "val",
+                            "$browser": "Safari",
+                            "$browser_version": 15,
+                        },
                     },
                     {
                         "event": "play movie",
                         "timestamp": datetime(2020, 1, 2, 16),
-                        "properties": {"key": "val", "$browser": "Safari", "$browser_version": 15},
+                        "properties": {
+                            "key": "val",
+                            "$browser": "Safari",
+                            "$browser_version": 15,
+                        },
                     },
                 ],
                 "person3": [
                     {
                         "event": "sign up",
                         "timestamp": datetime(2020, 1, 2, 14),
-                        "properties": {"key": "val", "$browser": "Safari", "$browser_version": 14},
+                        "properties": {
+                            "key": "val",
+                            "$browser": "Safari",
+                            "$browser_version": 14,
+                        },
                     }
                 ],
             }
@@ -126,7 +160,10 @@ def test_funnel_step_multi_property_breakdown_event(self):
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, ["Safari", "14"]), [people["person3"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, ["Safari", "14"]),
+                [people["person3"].uuid],
+            )
             self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, ["Safari", "14"]), [])
 
             self._assert_funnel_breakdown_result_is_correct(
@@ -143,8 +180,14 @@ def test_funnel_step_multi_property_breakdown_event(self):
                     FunnelStepResult(name="buy", breakdown=["Safari", "15"], count=0),
                 ],
             )
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, ["Safari", "15"]), [people["person2"].uuid])
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, ["Safari", "15"]), [people["person2"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, ["Safari", "15"]),
+                [people["person2"].uuid],
+            )
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2, ["Safari", "15"]),
+                [people["person2"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[2],
@@ -166,14 +209,23 @@ def test_funnel_step_multi_property_breakdown_event(self):
                     ),
                 ],
             )
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, ["Chrome", "95"]), [people["person1"].uuid])
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, ["Chrome", "95"]), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, ["Chrome", "95"]),
+                [people["person1"].uuid],
+            )
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2, ["Chrome", "95"]),
+                [people["person1"].uuid],
+            )
 
         @also_test_with_materialized_columns(["$browser"])
         def test_funnel_step_breakdown_event_with_string_only_breakdown(self):
-
             filters = {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -248,8 +300,14 @@ def test_funnel_step_breakdown_event_with_string_only_breakdown(self):
                     ),
                 ],
             )
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "Chrome"), [people["person1"].uuid])
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, "Chrome"), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "Chrome"),
+                [people["person1"].uuid],
+            )
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2, "Chrome"),
+                [people["person1"].uuid],
+            )
             self._assert_funnel_breakdown_result_is_correct(
                 result[1],
                 [
@@ -266,15 +324,22 @@ def test_funnel_step_breakdown_event_with_string_only_breakdown(self):
             )
 
             self.assertCountEqual(
-                self._get_actor_ids_at_step(filter, 1, "Safari"), [people["person2"].uuid, people["person3"].uuid]
+                self._get_actor_ids_at_step(filter, 1, "Safari"),
+                [people["person2"].uuid, people["person3"].uuid],
+            )
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2, "Safari"),
+                [people["person2"].uuid],
             )
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, "Safari"), [people["person2"].uuid])
 
         @also_test_with_materialized_columns(["$browser"])
         def test_funnel_step_breakdown_event(self):
-
             filters = {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -349,8 +414,14 @@ def test_funnel_step_breakdown_event(self):
                     ),
                 ],
             )
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "Chrome"), [people["person1"].uuid])
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, "Chrome"), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "Chrome"),
+                [people["person1"].uuid],
+            )
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2, "Chrome"),
+                [people["person1"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[1],
@@ -368,15 +439,22 @@ def test_funnel_step_breakdown_event(self):
             )
 
             self.assertCountEqual(
-                self._get_actor_ids_at_step(filter, 1, "Safari"), [people["person2"].uuid, people["person3"].uuid]
+                self._get_actor_ids_at_step(filter, 1, "Safari"),
+                [people["person2"].uuid, people["person3"].uuid],
+            )
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2, "Safari"),
+                [people["person2"].uuid],
             )
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, "Safari"), [people["person2"].uuid])
 
         @also_test_with_materialized_columns(["$browser"])
         def test_funnel_step_breakdown_event_with_other(self):
-
             filters = {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -391,16 +469,28 @@ def test_funnel_step_breakdown_event_with_other(self):
 
             events_by_person = {
                 "person1": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 1, 12), "properties": {"$browser": "Chrome"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 1, 12),
+                        "properties": {"$browser": "Chrome"},
+                    },
                     {
                         "event": "play movie",
                         "timestamp": datetime(2020, 1, 1, 13),
                         "properties": {"$browser": "Chrome"},
                     },
-                    {"event": "buy", "timestamp": datetime(2020, 1, 1, 15), "properties": {"$browser": "Chrome"}},
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 1, 15),
+                        "properties": {"$browser": "Chrome"},
+                    },
                 ],
                 "person2": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Safari"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "Safari"},
+                    },
                     {
                         "event": "play movie",
                         "timestamp": datetime(2020, 1, 2, 16),
@@ -408,10 +498,18 @@ def test_funnel_step_breakdown_event_with_other(self):
                     },
                 ],
                 "person3": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Safari"}}
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "Safari"},
+                    }
                 ],
                 "person4": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "random"}}
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "random"},
+                    }
                 ],
                 "person5": [
                     {
@@ -443,9 +541,13 @@ def test_funnel_step_breakdown_event_with_other(self):
             )
 
             self.assertCountEqual(
-                self._get_actor_ids_at_step(filter, 1, "Safari"), [people["person2"].uuid, people["person3"].uuid]
+                self._get_actor_ids_at_step(filter, 1, "Safari"),
+                [people["person2"].uuid, people["person3"].uuid],
+            )
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2, "Safari"),
+                [people["person2"].uuid],
             )
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, "Safari"), [people["person2"].uuid])
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[0],
@@ -470,15 +572,25 @@ def test_funnel_step_breakdown_event_with_other(self):
 
             self.assertCountEqual(
                 self._get_actor_ids_at_step(filter, 1, "Other"),
-                [people["person1"].uuid, people["person4"].uuid, people["person5"].uuid],
+                [
+                    people["person1"].uuid,
+                    people["person4"].uuid,
+                    people["person5"].uuid,
+                ],
+            )
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2, "Other"),
+                [people["person1"].uuid],
             )
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, "Other"), [people["person1"].uuid])
 
         @also_test_with_materialized_columns(["$browser"])
         def test_funnel_step_breakdown_event_no_type(self):
-
             filters = {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -491,16 +603,28 @@ def test_funnel_step_breakdown_event_no_type(self):
 
             events_by_person = {
                 "person1": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 1, 12), "properties": {"$browser": "Chrome"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 1, 12),
+                        "properties": {"$browser": "Chrome"},
+                    },
                     {
                         "event": "play movie",
                         "timestamp": datetime(2020, 1, 1, 13),
                         "properties": {"$browser": "Chrome"},
                     },
-                    {"event": "buy", "timestamp": datetime(2020, 1, 1, 15), "properties": {"$browser": "Chrome"}},
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 1, 15),
+                        "properties": {"$browser": "Chrome"},
+                    },
                 ],
                 "person2": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Safari"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "Safari"},
+                    },
                     {
                         "event": "play movie",
                         "timestamp": datetime(2020, 1, 2, 16),
@@ -508,7 +632,11 @@ def test_funnel_step_breakdown_event_no_type(self):
                     },
                 ],
                 "person3": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Safari"}}
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "Safari"},
+                    }
                 ],
             }
 
@@ -537,8 +665,14 @@ def test_funnel_step_breakdown_event_no_type(self):
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "Chrome"), [people["person1"].uuid])
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, "Chrome"), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "Chrome"),
+                [people["person1"].uuid],
+            )
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2, "Chrome"),
+                [people["person1"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[1],
@@ -556,15 +690,22 @@ def test_funnel_step_breakdown_event_no_type(self):
             )
 
             self.assertCountEqual(
-                self._get_actor_ids_at_step(filter, 1, "Safari"), [people["person2"].uuid, people["person3"].uuid]
+                self._get_actor_ids_at_step(filter, 1, "Safari"),
+                [people["person2"].uuid, people["person3"].uuid],
+            )
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2, "Safari"),
+                [people["person2"].uuid],
             )
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, "Safari"), [people["person2"].uuid])
 
         @also_test_with_materialized_columns(person_properties=["$browser"])
         def test_funnel_step_breakdown_person(self):
-
             filters = {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -576,8 +717,16 @@ def test_funnel_step_breakdown_person(self):
             filter = Filter(data=filters)
             funnel = Funnel(filter, self.team)
 
-            person1 = _create_person(distinct_ids=["person1"], team_id=self.team.pk, properties={"$browser": "Chrome"})
-            person2 = _create_person(distinct_ids=["person2"], team_id=self.team.pk, properties={"$browser": "Safari"})
+            person1 = _create_person(
+                distinct_ids=["person1"],
+                team_id=self.team.pk,
+                properties={"$browser": "Chrome"},
+            )
+            person2 = _create_person(
+                distinct_ids=["person2"],
+                team_id=self.team.pk,
+                properties={"$browser": "Safari"},
+            )
 
             peoples_journeys = {
                 "person1": [
@@ -638,9 +787,12 @@ def test_funnel_step_breakdown_person(self):
 
         @also_test_with_materialized_columns(["some_breakdown_val"])
         def test_funnel_step_breakdown_limit(self):
-
             filters = {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -684,9 +836,12 @@ def test_funnel_step_breakdown_limit(self):
 
         @also_test_with_materialized_columns(["some_breakdown_val"])
         def test_funnel_step_custom_breakdown_limit_with_nulls(self):
-
             filters = {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -738,9 +893,12 @@ def test_funnel_step_custom_breakdown_limit_with_nulls(self):
 
         @also_test_with_materialized_columns(["some_breakdown_val"])
         def test_funnel_step_custom_breakdown_limit_with_nulls_included(self):
-
             filters = {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -797,7 +955,6 @@ def test_funnel_step_custom_breakdown_limit_with_nulls_included(self):
 
         @also_test_with_materialized_columns(["$browser"])
         def test_funnel_step_breakdown_event_single_person_multiple_breakdowns(self):
-
             filters = {
                 "events": [{"id": "sign up", "order": 0}],
                 "insight": INSIGHT_FUNNELS,
@@ -816,11 +973,27 @@ def test_funnel_step_breakdown_event_single_person_multiple_breakdowns(self):
             # event
             events_by_person = {
                 "person1": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 1, 12), "properties": {"$browser": "Chrome"}},
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 1, 13), "properties": {"$browser": "Safari"}},
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 1, 12),
+                        "properties": {"$browser": "Chrome"},
+                    },
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 1, 13),
+                        "properties": {"$browser": "Safari"},
+                    },
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "Mac"},
+                    },
                     # mixed property type!
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 15), "properties": {"$browser": 0}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 15),
+                        "properties": {"$browser": 0},
+                    },
                 ]
             }
             people = journeys_for(events_by_person, self.team)
@@ -835,27 +1008,38 @@ def test_funnel_step_breakdown_event_single_person_multiple_breakdowns(self):
             self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "0"), [people["person1"].uuid])
 
             self._assert_funnel_breakdown_result_is_correct(
-                result[1], [FunnelStepResult(name="sign up", count=1, breakdown=["Chrome"])]
+                result[1],
+                [FunnelStepResult(name="sign up", count=1, breakdown=["Chrome"])],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "Chrome"), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "Chrome"),
+                [people["person1"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
-                result[2], [FunnelStepResult(name="sign up", count=1, breakdown=["Mac"])]
+                result[2],
+                [FunnelStepResult(name="sign up", count=1, breakdown=["Mac"])],
             )
 
             self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "Mac"), [people["person1"].uuid])
 
             self._assert_funnel_breakdown_result_is_correct(
-                result[3], [FunnelStepResult(name="sign up", count=1, breakdown=["Safari"])]
+                result[3],
+                [FunnelStepResult(name="sign up", count=1, breakdown=["Safari"])],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "Safari"), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "Safari"),
+                [people["person1"].uuid],
+            )
 
         def test_funnel_step_breakdown_event_single_person_events_with_multiple_properties(self):
-
             filters = {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -907,7 +1091,10 @@ def test_funnel_step_breakdown_event_single_person_events_with_multiple_properti
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "Chrome"), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "Chrome"),
+                [people["person1"].uuid],
+            )
             self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, "Chrome"), [])
 
             self._assert_funnel_breakdown_result_is_correct(
@@ -924,14 +1111,27 @@ def test_funnel_step_breakdown_event_single_person_events_with_multiple_properti
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "Safari"), [people["person1"].uuid])
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, "Safari"), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "Safari"),
+                [people["person1"].uuid],
+            )
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2, "Safari"),
+                [people["person1"].uuid],
+            )
 
         @also_test_with_materialized_columns(person_properties=["key"], verify_no_jsonextract=False)
         def test_funnel_cohort_breakdown(self):
             # This caused some issues with SQL parsing
-            _create_person(distinct_ids=[f"person1"], team_id=self.team.pk, properties={"key": "value"})
-            people = journeys_for({"person1": [{"event": "sign up", "timestamp": datetime(2020, 1, 2, 12)}]}, self.team)
+            _create_person(
+                distinct_ids=[f"person1"],
+                team_id=self.team.pk,
+                properties={"key": "value"},
+            )
+            people = journeys_for(
+                {"person1": [{"event": "sign up", "timestamp": datetime(2020, 1, 2, 12)}]},
+                self.team,
+            )
 
             cohort = Cohort.objects.create(
                 team=self.team,
@@ -939,7 +1139,11 @@ def test_funnel_cohort_breakdown(self):
                 groups=[{"properties": [{"key": "key", "value": "value", "type": "person"}]}],
             )
             filters = {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -958,15 +1162,25 @@ def test_funnel_cohort_breakdown(self):
             self.assertEqual(result[0][0]["breakdown"], "all users")
             self.assertEqual(len(result[1]), 3)
             self.assertEqual(result[1][0]["breakdown"], "test_cohort")
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, cohort.pk), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, cohort.pk),
+                [people["person1"].uuid],
+            )
             self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, cohort.pk), [])
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, ALL_USERS_COHORT_ID), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, ALL_USERS_COHORT_ID),
+                [people["person1"].uuid],
+            )
             self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, ALL_USERS_COHORT_ID), [])
 
             # non array
             filters = {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -981,11 +1195,13 @@ def test_funnel_cohort_breakdown(self):
             self.assertEqual(len(result[0]), 3)
             self.assertEqual(result[0][0]["breakdown"], "test_cohort")
             self.assertEqual(result[0][0]["breakdown_value"], cohort.pk)
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, cohort.pk), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, cohort.pk),
+                [people["person1"].uuid],
+            )
             self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, cohort.pk), [])
 
         def test_basic_funnel_default_funnel_days_breakdown_event(self):
-
             events_by_person = {
                 "user_1": [
                     {
@@ -1047,7 +1263,11 @@ def test_basic_funnel_default_funnel_days_breakdown_event(self):
             self._assert_funnel_breakdown_result_is_correct(
                 result[0],
                 [
-                    FunnelStepResult(name="user signed up", count=1, breakdown=["https://posthog.com/docs/x"]),
+                    FunnelStepResult(
+                        name="user signed up",
+                        count=1,
+                        breakdown=["https://posthog.com/docs/x"],
+                    ),
                     FunnelStepResult(
                         name="paid",
                         count=1,
@@ -1135,7 +1355,6 @@ def test_basic_funnel_default_funnel_days_breakdown_action(self):
             )
 
         def test_funnel_step_breakdown_with_first_touch_attribution(self):
-
             filters = {
                 "events": [{"id": "sign up", "order": 0}, {"id": "buy", "order": 1}],
                 "insight": INSIGHT_FUNNELS,
@@ -1153,21 +1372,41 @@ def test_funnel_step_breakdown_with_first_touch_attribution(self):
             # event
             events_by_person = {
                 "person1": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 1, 12), "properties": {"$browser": "Chrome"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 1, 12),
+                        "properties": {"$browser": "Chrome"},
+                    },
                     {"event": "buy", "timestamp": datetime(2020, 1, 1, 13)},
                 ],
                 "person2": [
                     {"event": "sign up", "timestamp": datetime(2020, 1, 1, 13)},
-                    {"event": "buy", "timestamp": datetime(2020, 1, 2, 13), "properties": {"$browser": "Safari"}},
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 2, 13),
+                        "properties": {"$browser": "Safari"},
+                    },
                 ],
                 "person3": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "Mac"},
+                    },
                     {"event": "buy", "timestamp": datetime(2020, 1, 2, 15)},
                 ],
                 "person4": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 15), "properties": {"$browser": 0}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 15),
+                        "properties": {"$browser": 0},
+                    },
                     # first touch means alakazam is disregarded
-                    {"event": "buy", "timestamp": datetime(2020, 1, 2, 16), "properties": {"$browser": "alakazam"}},
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 2, 16),
+                        "properties": {"$browser": "alakazam"},
+                    },
                 ],
                 # no properties dude, represented by ''
                 "person5": [
@@ -1187,7 +1426,11 @@ def test_funnel_step_breakdown_with_first_touch_attribution(self):
                 [
                     FunnelStepResult(name="sign up", breakdown=[""], count=1),
                     FunnelStepResult(
-                        name="buy", breakdown=[""], count=1, average_conversion_time=3600, median_conversion_time=3600
+                        name="buy",
+                        breakdown=[""],
+                        count=1,
+                        average_conversion_time=3600,
+                        median_conversion_time=3600,
                     ),
                 ],
             )
@@ -1199,7 +1442,11 @@ def test_funnel_step_breakdown_with_first_touch_attribution(self):
                 [
                     FunnelStepResult(name="sign up", breakdown=["0"], count=1),
                     FunnelStepResult(
-                        name="buy", breakdown=["0"], count=1, average_conversion_time=3600, median_conversion_time=3600
+                        name="buy",
+                        breakdown=["0"],
+                        count=1,
+                        average_conversion_time=3600,
+                        median_conversion_time=3600,
                     ),
                 ],
             )
@@ -1220,7 +1467,10 @@ def test_funnel_step_breakdown_with_first_touch_attribution(self):
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "Chrome"), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "Chrome"),
+                [people["person1"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[3],
@@ -1252,10 +1502,12 @@ def test_funnel_step_breakdown_with_first_touch_attribution(self):
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "Safari"), [people["person2"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "Safari"),
+                [people["person2"].uuid],
+            )
 
         def test_funnel_step_breakdown_with_last_touch_attribution(self):
-
             filters = {
                 "events": [{"id": "sign up", "order": 0}, {"id": "buy", "order": 1}],
                 "insight": INSIGHT_FUNNELS,
@@ -1273,21 +1525,41 @@ def test_funnel_step_breakdown_with_last_touch_attribution(self):
             # event
             events_by_person = {
                 "person1": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 1, 12), "properties": {"$browser": "Chrome"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 1, 12),
+                        "properties": {"$browser": "Chrome"},
+                    },
                     {"event": "buy", "timestamp": datetime(2020, 1, 1, 13)},
                 ],
                 "person2": [
                     {"event": "sign up", "timestamp": datetime(2020, 1, 1, 13)},
-                    {"event": "buy", "timestamp": datetime(2020, 1, 2, 13), "properties": {"$browser": "Safari"}},
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 2, 13),
+                        "properties": {"$browser": "Safari"},
+                    },
                 ],
                 "person3": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "Mac"},
+                    },
                     {"event": "buy", "timestamp": datetime(2020, 1, 2, 15)},
                 ],
                 "person4": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 15), "properties": {"$browser": 0}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 15),
+                        "properties": {"$browser": 0},
+                    },
                     # last touch means 0 is disregarded
-                    {"event": "buy", "timestamp": datetime(2020, 1, 2, 16), "properties": {"$browser": "Alakazam"}},
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 2, 16),
+                        "properties": {"$browser": "Alakazam"},
+                    },
                 ],
                 # no properties dude, represented by ''
                 "person5": [
@@ -1307,7 +1579,11 @@ def test_funnel_step_breakdown_with_last_touch_attribution(self):
                 [
                     FunnelStepResult(name="sign up", breakdown=[""], count=1),
                     FunnelStepResult(
-                        name="buy", breakdown=[""], count=1, average_conversion_time=3600, median_conversion_time=3600
+                        name="buy",
+                        breakdown=[""],
+                        count=1,
+                        average_conversion_time=3600,
+                        median_conversion_time=3600,
                     ),
                 ],
             )
@@ -1328,7 +1604,10 @@ def test_funnel_step_breakdown_with_last_touch_attribution(self):
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "Alakazam"), [people["person4"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "Alakazam"),
+                [people["person4"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[2],
@@ -1344,7 +1623,10 @@ def test_funnel_step_breakdown_with_last_touch_attribution(self):
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "Chrome"), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "Chrome"),
+                [people["person1"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[3],
@@ -1376,10 +1658,12 @@ def test_funnel_step_breakdown_with_last_touch_attribution(self):
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "Safari"), [people["person2"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "Safari"),
+                [people["person2"].uuid],
+            )
 
         def test_funnel_step_breakdown_with_step_attribution(self):
-
             filters = {
                 "events": [{"id": "sign up", "order": 0}, {"id": "buy", "order": 1}],
                 "insight": INSIGHT_FUNNELS,
@@ -1398,21 +1682,41 @@ def test_funnel_step_breakdown_with_step_attribution(self):
             # event
             events_by_person = {
                 "person1": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 1, 12), "properties": {"$browser": "Chrome"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 1, 12),
+                        "properties": {"$browser": "Chrome"},
+                    },
                     {"event": "buy", "timestamp": datetime(2020, 1, 1, 13)},
                 ],
                 "person2": [
                     {"event": "sign up", "timestamp": datetime(2020, 1, 1, 13)},
-                    {"event": "buy", "timestamp": datetime(2020, 1, 2, 13), "properties": {"$browser": "Safari"}},
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 2, 13),
+                        "properties": {"$browser": "Safari"},
+                    },
                 ],
                 "person3": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "Mac"},
+                    },
                     {"event": "buy", "timestamp": datetime(2020, 1, 2, 15)},
                 ],
                 "person4": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 15), "properties": {"$browser": 0}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 15),
+                        "properties": {"$browser": 0},
+                    },
                     # step attribution means alakazam is valid when step = 1
-                    {"event": "buy", "timestamp": datetime(2020, 1, 2, 16), "properties": {"$browser": "alakazam"}},
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 2, 16),
+                        "properties": {"$browser": "alakazam"},
+                    },
                 ],
             }
             people = journeys_for(events_by_person, self.team)
@@ -1427,7 +1731,11 @@ def test_funnel_step_breakdown_with_step_attribution(self):
                 [
                     FunnelStepResult(name="sign up", breakdown=[""], count=1),
                     FunnelStepResult(
-                        name="buy", breakdown=[""], count=1, average_conversion_time=86400, median_conversion_time=86400
+                        name="buy",
+                        breakdown=[""],
+                        count=1,
+                        average_conversion_time=86400,
+                        median_conversion_time=86400,
                     ),
                 ],
             )
@@ -1439,7 +1747,11 @@ def test_funnel_step_breakdown_with_step_attribution(self):
                 [
                     FunnelStepResult(name="sign up", breakdown=["0"], count=1),
                     FunnelStepResult(
-                        name="buy", breakdown=["0"], count=1, average_conversion_time=3600, median_conversion_time=3600
+                        name="buy",
+                        breakdown=["0"],
+                        count=1,
+                        average_conversion_time=3600,
+                        median_conversion_time=3600,
                     ),
                 ],
             )
@@ -1460,7 +1772,10 @@ def test_funnel_step_breakdown_with_step_attribution(self):
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "Chrome"), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "Chrome"),
+                [people["person1"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[3],
@@ -1479,7 +1794,6 @@ def test_funnel_step_breakdown_with_step_attribution(self):
             self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "Mac"), [people["person3"].uuid])
 
         def test_funnel_step_breakdown_with_step_one_attribution(self):
-
             filters = {
                 "events": [{"id": "sign up", "order": 0}, {"id": "buy", "order": 1}],
                 "insight": INSIGHT_FUNNELS,
@@ -1498,21 +1812,41 @@ def test_funnel_step_breakdown_with_step_one_attribution(self):
             # event
             events_by_person = {
                 "person1": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 1, 12), "properties": {"$browser": "Chrome"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 1, 12),
+                        "properties": {"$browser": "Chrome"},
+                    },
                     {"event": "buy", "timestamp": datetime(2020, 1, 1, 13)},
                 ],
                 "person2": [
                     {"event": "sign up", "timestamp": datetime(2020, 1, 1, 13)},
-                    {"event": "buy", "timestamp": datetime(2020, 1, 2, 13), "properties": {"$browser": "Safari"}},
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 2, 13),
+                        "properties": {"$browser": "Safari"},
+                    },
                 ],
                 "person3": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "Mac"},
+                    },
                     {"event": "buy", "timestamp": datetime(2020, 1, 2, 15)},
                 ],
                 "person4": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 15), "properties": {"$browser": 0}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 15),
+                        "properties": {"$browser": 0},
+                    },
                     # step attribution means alakazam is valid when step = 1
-                    {"event": "buy", "timestamp": datetime(2020, 1, 2, 16), "properties": {"$browser": "alakazam"}},
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 2, 16),
+                        "properties": {"$browser": "alakazam"},
+                    },
                 ],
             }
             people = journeys_for(events_by_person, self.team)
@@ -1528,13 +1862,18 @@ def test_funnel_step_breakdown_with_step_one_attribution(self):
                 [
                     FunnelStepResult(name="sign up", breakdown=[""], count=2),
                     FunnelStepResult(
-                        name="buy", breakdown=[""], count=2, average_conversion_time=3600, median_conversion_time=3600
+                        name="buy",
+                        breakdown=[""],
+                        count=2,
+                        average_conversion_time=3600,
+                        median_conversion_time=3600,
                     ),
                 ],
             )
 
             self.assertCountEqual(
-                self._get_actor_ids_at_step(filter, 1, ""), [people["person1"].uuid, people["person3"].uuid]
+                self._get_actor_ids_at_step(filter, 1, ""),
+                [people["person1"].uuid, people["person3"].uuid],
             )
 
             self._assert_funnel_breakdown_result_is_correct(
@@ -1551,7 +1890,10 @@ def test_funnel_step_breakdown_with_step_one_attribution(self):
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "Safari"), [people["person2"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "Safari"),
+                [people["person2"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[2],
@@ -1567,10 +1909,12 @@ def test_funnel_step_breakdown_with_step_one_attribution(self):
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "alakazam"), [people["person4"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "alakazam"),
+                [people["person4"].uuid],
+            )
 
         def test_funnel_step_multiple_breakdown_with_first_touch_attribution(self):
-
             filters = {
                 "events": [{"id": "sign up", "order": 0}, {"id": "buy", "order": 1}],
                 "insight": INSIGHT_FUNNELS,
@@ -1604,8 +1948,16 @@ def test_funnel_step_multiple_breakdown_with_first_touch_attribution(self):
                     },
                 ],
                 "person3": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
-                    {"event": "buy", "timestamp": datetime(2020, 1, 2, 15), "properties": {"$version": "no-mac"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "Mac"},
+                    },
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 2, 15),
+                        "properties": {"$version": "no-mac"},
+                    },
                 ],
                 "person4": [
                     {
@@ -1613,7 +1965,11 @@ def test_funnel_step_multiple_breakdown_with_first_touch_attribution(self):
                         "timestamp": datetime(2020, 1, 2, 15),
                         "properties": {"$browser": 0, "$version": 0},
                     },
-                    {"event": "buy", "timestamp": datetime(2020, 1, 2, 16), "properties": {"$browser": "alakazam"}},
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 2, 16),
+                        "properties": {"$browser": "alakazam"},
+                    },
                 ],
                 # no properties dude, represented by ''
                 "person5": [
@@ -1642,7 +1998,10 @@ def test_funnel_step_multiple_breakdown_with_first_touch_attribution(self):
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, ["", ""]), [people["person5"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, ["", ""]),
+                [people["person5"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[1],
@@ -1657,7 +2016,10 @@ def test_funnel_step_multiple_breakdown_with_first_touch_attribution(self):
                     ),
                 ],
             )
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, ["0", "0"]), [people["person4"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, ["0", "0"]),
+                [people["person4"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[2],
@@ -1673,7 +2035,10 @@ def test_funnel_step_multiple_breakdown_with_first_touch_attribution(self):
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, ["Chrome", "xyz"]), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, ["Chrome", "xyz"]),
+                [people["person1"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[3],
@@ -1689,7 +2054,10 @@ def test_funnel_step_multiple_breakdown_with_first_touch_attribution(self):
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, ["Mac", ""]), [people["person3"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, ["Mac", ""]),
+                [people["person3"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[4],
@@ -1705,10 +2073,12 @@ def test_funnel_step_multiple_breakdown_with_first_touch_attribution(self):
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, ["Safari", "xyz"]), [people["person2"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, ["Safari", "xyz"]),
+                [people["person2"].uuid],
+            )
 
         def test_funnel_step_multiple_breakdown_with_first_touch_attribution_incomplete_funnel(self):
-
             filters = {
                 "events": [{"id": "sign up", "order": 0}, {"id": "buy", "order": 1}],
                 "insight": INSIGHT_FUNNELS,
@@ -1742,7 +2112,11 @@ def test_funnel_step_multiple_breakdown_with_first_touch_attribution_incomplete_
                     },
                 ],
                 "person3": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "Mac"},
+                    },
                     # {"event": "buy", "timestamp": datetime(2020, 1, 2, 15), "properties": {"$version": "no-mac"}},
                 ],
                 "person4": [
@@ -1780,7 +2154,10 @@ def test_funnel_step_multiple_breakdown_with_first_touch_attribution_incomplete_
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, ["", ""]), [people["person5"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, ["", ""]),
+                [people["person5"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[1],
@@ -1789,7 +2166,10 @@ def test_funnel_step_multiple_breakdown_with_first_touch_attribution_incomplete_
                     FunnelStepResult(name="buy", breakdown=["0", "0"], count=0),
                 ],
             )
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, ["0", "0"]), [people["person4"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, ["0", "0"]),
+                [people["person4"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[2],
@@ -1805,7 +2185,10 @@ def test_funnel_step_multiple_breakdown_with_first_touch_attribution_incomplete_
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, ["Chrome", "xyz"]), [people["person1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, ["Chrome", "xyz"]),
+                [people["person1"].uuid],
+            )
 
             self._assert_funnel_breakdown_result_is_correct(
                 result[3],
@@ -1815,7 +2198,10 @@ def test_funnel_step_multiple_breakdown_with_first_touch_attribution_incomplete_
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, ["Mac", ""]), [people["person3"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, ["Mac", ""]),
+                [people["person3"].uuid],
+            )
             self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, ["Mac", ""]), [])
 
             self._assert_funnel_breakdown_result_is_correct(
@@ -1832,10 +2218,12 @@ def test_funnel_step_multiple_breakdown_with_first_touch_attribution_incomplete_
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, ["Safari", "xyz"]), [people["person2"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, ["Safari", "xyz"]),
+                [people["person2"].uuid],
+            )
 
         def test_funnel_step_breakdown_with_step_one_attribution_incomplete_funnel(self):
-
             filters = {
                 "events": [{"id": "sign up", "order": 0}, {"id": "buy", "order": 1}],
                 "insight": INSIGHT_FUNNELS,
@@ -1854,7 +2242,11 @@ def test_funnel_step_breakdown_with_step_one_attribution_incomplete_funnel(self)
             # event
             events_by_person = {
                 "person1": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 1, 12), "properties": {"$browser": "Chrome"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 1, 12),
+                        "properties": {"$browser": "Chrome"},
+                    },
                     {"event": "buy", "timestamp": datetime(2020, 1, 1, 13)},
                 ],
                 "person2": [
@@ -1862,13 +2254,25 @@ def test_funnel_step_breakdown_with_step_one_attribution_incomplete_funnel(self)
                     # {"event": "buy", "timestamp": datetime(2020, 1, 2, 13), "properties": {"$browser": "Safari"}}
                 ],
                 "person3": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "Mac"},
+                    },
                     # {"event": "buy", "timestamp": datetime(2020, 1, 2, 15)}
                 ],
                 "person4": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 15), "properties": {"$browser": 0}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 15),
+                        "properties": {"$browser": 0},
+                    },
                     # step attribution means alakazam is valid when step = 1
-                    {"event": "buy", "timestamp": datetime(2020, 1, 2, 16), "properties": {"$browser": "alakazam"}},
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 2, 16),
+                        "properties": {"$browser": "alakazam"},
+                    },
                 ],
             }
             people = journeys_for(events_by_person, self.team)
@@ -1885,7 +2289,11 @@ def test_funnel_step_breakdown_with_step_one_attribution_incomplete_funnel(self)
                 [
                     FunnelStepResult(name="sign up", breakdown=[""], count=1),
                     FunnelStepResult(
-                        name="buy", breakdown=[""], count=1, average_conversion_time=3600, median_conversion_time=3600
+                        name="buy",
+                        breakdown=[""],
+                        count=1,
+                        average_conversion_time=3600,
+                        median_conversion_time=3600,
                     ),
                 ],
             )
@@ -1906,10 +2314,12 @@ def test_funnel_step_breakdown_with_step_one_attribution_incomplete_funnel(self)
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "alakazam"), [people["person4"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "alakazam"),
+                [people["person4"].uuid],
+            )
 
         def test_funnel_step_non_array_breakdown_with_step_one_attribution_incomplete_funnel(self):
-
             filters = {
                 "events": [{"id": "sign up", "order": 0}, {"id": "buy", "order": 1}],
                 "insight": INSIGHT_FUNNELS,
@@ -1928,7 +2338,11 @@ def test_funnel_step_non_array_breakdown_with_step_one_attribution_incomplete_fu
             # event
             events_by_person = {
                 "person1": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 1, 12), "properties": {"$browser": "Chrome"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 1, 12),
+                        "properties": {"$browser": "Chrome"},
+                    },
                     {"event": "buy", "timestamp": datetime(2020, 1, 1, 13)},
                 ],
                 "person2": [
@@ -1936,13 +2350,25 @@ def test_funnel_step_non_array_breakdown_with_step_one_attribution_incomplete_fu
                     # {"event": "buy", "timestamp": datetime(2020, 1, 2, 13), "properties": {"$browser": "Safari"}}
                 ],
                 "person3": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "Mac"},
+                    },
                     # {"event": "buy", "timestamp": datetime(2020, 1, 2, 15)}
                 ],
                 "person4": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 15), "properties": {"$browser": 0}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 15),
+                        "properties": {"$browser": 0},
+                    },
                     # step attribution means alakazam is valid when step = 1
-                    {"event": "buy", "timestamp": datetime(2020, 1, 2, 16), "properties": {"$browser": "alakazam"}},
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 2, 16),
+                        "properties": {"$browser": "alakazam"},
+                    },
                 ],
             }
             people = journeys_for(events_by_person, self.team)
@@ -1959,7 +2385,11 @@ def test_funnel_step_non_array_breakdown_with_step_one_attribution_incomplete_fu
                 [
                     FunnelStepResult(name="sign up", breakdown=[""], count=1),
                     FunnelStepResult(
-                        name="buy", breakdown=[""], count=1, average_conversion_time=3600, median_conversion_time=3600
+                        name="buy",
+                        breakdown=[""],
+                        count=1,
+                        average_conversion_time=3600,
+                        median_conversion_time=3600,
                     ),
                 ],
             )
@@ -1980,7 +2410,10 @@ def test_funnel_step_non_array_breakdown_with_step_one_attribution_incomplete_fu
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 1, "alakazam"), [people["person4"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 1, "alakazam"),
+                [people["person4"].uuid],
+            )
 
         @snapshot_clickhouse_queries
         def test_funnel_step_multiple_breakdown_snapshot(self):
@@ -2019,8 +2452,16 @@ def test_funnel_step_multiple_breakdown_snapshot(self):
                     },
                 ],
                 "person3": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
-                    {"event": "buy", "timestamp": datetime(2020, 1, 2, 15), "properties": {"$version": "no-mac"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "Mac"},
+                    },
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 2, 15),
+                        "properties": {"$version": "no-mac"},
+                    },
                 ],
                 "person4": [
                     {
@@ -2028,7 +2469,11 @@ def test_funnel_step_multiple_breakdown_snapshot(self):
                         "timestamp": datetime(2020, 1, 2, 15),
                         "properties": {"$browser": 0, "$version": 0},
                     },
-                    {"event": "buy", "timestamp": datetime(2020, 1, 2, 16), "properties": {"$browser": "alakazam"}},
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 2, 16),
+                        "properties": {"$browser": "alakazam"},
+                    },
                 ],
                 # no properties dude, represented by ''
                 "person5": [
@@ -2050,7 +2495,11 @@ def test_funnel_breakdown_correct_breakdown_props_are_chosen(self):
             filters = {
                 "events": [
                     {"id": "sign up", "order": 0},
-                    {"id": "buy", "properties": [{"type": "event", "key": "$version", "value": "xyz"}], "order": 1},
+                    {
+                        "id": "buy",
+                        "properties": [{"type": "event", "key": "$version", "value": "xyz"}],
+                        "order": 1,
+                    },
                 ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
@@ -2072,7 +2521,11 @@ def test_funnel_breakdown_correct_breakdown_props_are_chosen(self):
                         "timestamp": datetime(2020, 1, 1, 12),
                         "properties": {"$browser": "Chrome", "$version": "xyz"},
                     },
-                    {"event": "buy", "timestamp": datetime(2020, 1, 1, 13), "properties": {"$browser": "Chrome"}},
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 1, 13),
+                        "properties": {"$browser": "Chrome"},
+                    },
                     # discarded at step 1 because doesn't meet criteria
                 ],
                 "person2": [
@@ -2084,7 +2537,11 @@ def test_funnel_breakdown_correct_breakdown_props_are_chosen(self):
                     },
                 ],
                 "person3": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "Mac"},
+                    },
                     {
                         "event": "buy",
                         "timestamp": datetime(2020, 1, 2, 15),
@@ -2104,7 +2561,10 @@ def test_funnel_breakdown_correct_breakdown_props_are_chosen(self):
 
             self.assertEqual(len(result), 4)
 
-            self.assertCountEqual([res[0]["breakdown"] for res in result], [["Mac"], ["Chrome"], ["Safari"], [""]])
+            self.assertCountEqual(
+                [res[0]["breakdown"] for res in result],
+                [["Mac"], ["Chrome"], ["Safari"], [""]],
+            )
 
         @snapshot_clickhouse_queries
         def test_funnel_breakdown_correct_breakdown_props_are_chosen_for_step(self):
@@ -2113,7 +2573,11 @@ def test_funnel_breakdown_correct_breakdown_props_are_chosen_for_step(self):
             filters = {
                 "events": [
                     {"id": "sign up", "order": 0},
-                    {"id": "buy", "properties": [{"type": "event", "key": "$version", "value": "xyz"}], "order": 1},
+                    {
+                        "id": "buy",
+                        "properties": [{"type": "event", "key": "$version", "value": "xyz"}],
+                        "order": 1,
+                    },
                 ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
@@ -2136,7 +2600,11 @@ def test_funnel_breakdown_correct_breakdown_props_are_chosen_for_step(self):
                         "timestamp": datetime(2020, 1, 1, 12),
                         "properties": {"$browser": "Chrome", "$version": "xyz"},
                     },
-                    {"event": "buy", "timestamp": datetime(2020, 1, 1, 13), "properties": {"$browser": "Chrome"}},
+                    {
+                        "event": "buy",
+                        "timestamp": datetime(2020, 1, 1, 13),
+                        "properties": {"$browser": "Chrome"},
+                    },
                     # discarded because doesn't meet criteria
                 ],
                 "person2": [
@@ -2148,7 +2616,11 @@ def test_funnel_breakdown_correct_breakdown_props_are_chosen_for_step(self):
                     },
                 ],
                 "person3": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 14),
+                        "properties": {"$browser": "Mac"},
+                    },
                     {
                         "event": "buy",
                         "timestamp": datetime(2020, 1, 2, 15),
@@ -2188,7 +2660,6 @@ def assert_funnel_results_equal(left: List[Dict[str, Any]], right: List[Dict[str
     """
 
     def _filter(steps: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
-
         return [{**step, "converted_people_url": None, "dropped_people_url": None} for step in steps]
 
     assert len(left) == len(right)
@@ -2200,5 +2671,8 @@ def _filter(steps: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
             try:
                 assert item[key] == other[key]
             except AssertionError as e:
-                e.args += (f"failed comparing ${key}", f'Got "{item[key]}" and "{other[key]}"')
+                e.args += (
+                    f"failed comparing ${key}",
+                    f'Got "{item[key]}" and "{other[key]}"',
+                )
                 raise
diff --git a/posthog/queries/funnels/test/conversion_time_cases.py b/posthog/queries/funnels/test/conversion_time_cases.py
index 278dfd989a724..02e8167818373 100644
--- a/posthog/queries/funnels/test/conversion_time_cases.py
+++ b/posthog/queries/funnels/test/conversion_time_cases.py
@@ -34,14 +34,26 @@ def test_funnel_with_multiple_incomplete_tries(self):
                 {
                     "person1": [
                         # person1 completed funnel on 2021-05-01
-                        {"event": "user signed up", "timestamp": datetime(2021, 5, 1, 1)},
+                        {
+                            "event": "user signed up",
+                            "timestamp": datetime(2021, 5, 1, 1),
+                        },
                         {"event": "$pageview", "timestamp": datetime(2021, 5, 1, 2)},
-                        {"event": "something else", "timestamp": datetime(2021, 5, 1, 3)},
+                        {
+                            "event": "something else",
+                            "timestamp": datetime(2021, 5, 1, 3),
+                        },
                         # person1 completed part of funnel on 2021-05-03 and took 2 hours to convert
-                        {"event": "user signed up", "timestamp": datetime(2021, 5, 3, 4)},
+                        {
+                            "event": "user signed up",
+                            "timestamp": datetime(2021, 5, 3, 4),
+                        },
                         {"event": "$pageview", "timestamp": datetime(2021, 5, 3, 5)},
                         # person1 completed part of funnel on 2021-05-04 and took 3 hours to convert
-                        {"event": "user signed up", "timestamp": datetime(2021, 5, 4, 7)},
+                        {
+                            "event": "user signed up",
+                            "timestamp": datetime(2021, 5, 4, 7),
+                        },
                         {"event": "$pageview", "timestamp": datetime(2021, 5, 4, 10)},
                     ]
                 },
@@ -61,7 +73,11 @@ def test_funnel_with_multiple_incomplete_tries(self):
 
         def test_funnel_step_conversion_times(self):
             filters = {
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "insight": INSIGHT_FUNNELS,
                 "date_from": "2020-01-01",
                 "date_to": "2020-01-08",
@@ -121,13 +137,27 @@ def test_funnel_times_with_different_conversion_windows(self):
             people = journeys_for(
                 {
                     "stopped_after_signup1": [
-                        {"event": "user signed up", "timestamp": datetime(2020, 1, 2, 14)},
+                        {
+                            "event": "user signed up",
+                            "timestamp": datetime(2020, 1, 2, 14),
+                        },
                         {"event": "pageview", "timestamp": datetime(2020, 1, 2, 14, 5)},
                     ],
-                    "stopped_after_signup2": [{"event": "user signed up", "timestamp": datetime(2020, 1, 2, 14, 3)}],
+                    "stopped_after_signup2": [
+                        {
+                            "event": "user signed up",
+                            "timestamp": datetime(2020, 1, 2, 14, 3),
+                        }
+                    ],
                     "stopped_after_signup3": [
-                        {"event": "user signed up", "timestamp": datetime(2020, 1, 2, 12)},
-                        {"event": "pageview", "timestamp": datetime(2020, 1, 2, 12, 15)},
+                        {
+                            "event": "user signed up",
+                            "timestamp": datetime(2020, 1, 2, 12),
+                        },
+                        {
+                            "event": "pageview",
+                            "timestamp": datetime(2020, 1, 2, 12, 15),
+                        },
                     ],
                 },
                 self.team,
@@ -149,7 +179,10 @@ def test_funnel_times_with_different_conversion_windows(self):
 
             self.assertCountEqual(
                 self._get_actor_ids_at_step(filter, 2),
-                [people["stopped_after_signup1"].uuid, people["stopped_after_signup3"].uuid],
+                [
+                    people["stopped_after_signup1"].uuid,
+                    people["stopped_after_signup3"].uuid,
+                ],
             )
 
             filter = filter.shallow_clone({"funnel_window_interval": 5, "funnel_window_interval_unit": "minute"})
@@ -171,6 +204,9 @@ def test_funnel_times_with_different_conversion_windows(self):
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2), [people["stopped_after_signup1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2),
+                [people["stopped_after_signup1"].uuid],
+            )
 
     return TestFunnelConversionTime
diff --git a/posthog/queries/funnels/test/test_breakdowns_by_current_url.py b/posthog/queries/funnels/test/test_breakdowns_by_current_url.py
index 098d51ddecddd..bb6673387b64d 100644
--- a/posthog/queries/funnels/test/test_breakdowns_by_current_url.py
+++ b/posthog/queries/funnels/test/test_breakdowns_by_current_url.py
@@ -3,7 +3,11 @@
 
 from posthog.models import Filter
 from posthog.queries.funnels import ClickhouseFunnel
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, snapshot_clickhouse_queries
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    snapshot_clickhouse_queries,
+)
 from posthog.test.test_journeys import journeys_for
 
 
@@ -16,13 +20,19 @@ def setUp(self):
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 1),
-                    "properties": {"$current_url": "https://example.com", "$pathname": ""},
+                    "properties": {
+                        "$current_url": "https://example.com",
+                        "$pathname": "",
+                    },
                 },
                 # trailing question mark
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 2),
-                    "properties": {"$current_url": "https://example.com?", "$pathname": "?"},
+                    "properties": {
+                        "$current_url": "https://example.com?",
+                        "$pathname": "?",
+                    },
                 },
                 {
                     "event": "terminate funnel",
@@ -34,13 +44,19 @@ def setUp(self):
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 1),
-                    "properties": {"$current_url": "https://example.com/", "$pathname": "/"},
+                    "properties": {
+                        "$current_url": "https://example.com/",
+                        "$pathname": "/",
+                    },
                 },
                 # trailing hash
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 2),
-                    "properties": {"$current_url": "https://example.com#", "$pathname": "#"},
+                    "properties": {
+                        "$current_url": "https://example.com#",
+                        "$pathname": "#",
+                    },
                 },
                 {
                     "event": "terminate funnel",
@@ -52,7 +68,10 @@ def setUp(self):
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 1),
-                    "properties": {"$current_url": "https://example.com/home", "$pathname": "/home"},
+                    "properties": {
+                        "$current_url": "https://example.com/home",
+                        "$pathname": "/home",
+                    },
                 },
                 {
                     "event": "terminate funnel",
@@ -64,19 +83,28 @@ def setUp(self):
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 1),
-                    "properties": {"$current_url": "https://example.com/home/", "$pathname": "/home/"},
+                    "properties": {
+                        "$current_url": "https://example.com/home/",
+                        "$pathname": "/home/",
+                    },
                 },
                 # trailing hash
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 2),
-                    "properties": {"$current_url": "https://example.com/home#", "$pathname": "/home#"},
+                    "properties": {
+                        "$current_url": "https://example.com/home#",
+                        "$pathname": "/home#",
+                    },
                 },
                 # all the things
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 3),
-                    "properties": {"$current_url": "https://example.com/home/?#", "$pathname": "/home/?#"},
+                    "properties": {
+                        "$current_url": "https://example.com/home/?#",
+                        "$pathname": "/home/?#",
+                    },
                 },
                 {
                     "event": "terminate funnel",
@@ -92,7 +120,13 @@ def _run(self, extra: Dict = {}, events_extra: Dict = {}):
             Filter(
                 data={
                     "events": [
-                        {"id": "watched movie", "name": "watched movie", "type": "events", "order": 0, **events_extra},
+                        {
+                            "id": "watched movie",
+                            "name": "watched movie",
+                            "type": "events",
+                            "order": 0,
+                            **events_extra,
+                        },
                         {
                             "id": "terminate funnel",
                             "name": "terminate funnel",
@@ -115,12 +149,24 @@ def _run(self, extra: Dict = {}, events_extra: Dict = {}):
 
     @snapshot_clickhouse_queries
     def test_breakdown_by_pathname(self) -> None:
-        response = self._run({"breakdown": "$pathname", "breakdown_type": "event", "breakdown_normalize_url": True})
+        response = self._run(
+            {
+                "breakdown": "$pathname",
+                "breakdown_type": "event",
+                "breakdown_normalize_url": True,
+            }
+        )
 
         actual = []
         for breakdown_value in response:
             for funnel_step in breakdown_value:
-                actual.append((funnel_step["name"], funnel_step["count"], funnel_step["breakdown"]))
+                actual.append(
+                    (
+                        funnel_step["name"],
+                        funnel_step["count"],
+                        funnel_step["breakdown"],
+                    )
+                )
 
         assert actual == [
             ("watched movie", 2, ["/"]),
@@ -131,12 +177,24 @@ def test_breakdown_by_pathname(self) -> None:
 
     @snapshot_clickhouse_queries
     def test_breakdown_by_current_url(self) -> None:
-        response = self._run({"breakdown": "$current_url", "breakdown_type": "event", "breakdown_normalize_url": True})
+        response = self._run(
+            {
+                "breakdown": "$current_url",
+                "breakdown_type": "event",
+                "breakdown_normalize_url": True,
+            }
+        )
 
         actual = []
         for breakdown_value in response:
             for funnel_step in breakdown_value:
-                actual.append((funnel_step["name"], funnel_step["count"], funnel_step["breakdown"]))
+                actual.append(
+                    (
+                        funnel_step["name"],
+                        funnel_step["count"],
+                        funnel_step["breakdown"],
+                    )
+                )
 
         assert actual == [
             ("watched movie", 2, ["https://example.com/home"]),
diff --git a/posthog/queries/funnels/test/test_funnel.py b/posthog/queries/funnels/test/test_funnel.py
index deddf642a4c50..334f0dc9c41c0 100644
--- a/posthog/queries/funnels/test/test_funnel.py
+++ b/posthog/queries/funnels/test/test_funnel.py
@@ -13,8 +13,13 @@
 from posthog.models.filters import Filter
 from posthog.models.instance_setting import get_instance_setting
 from posthog.queries.funnels import ClickhouseFunnel, ClickhouseFunnelActors
-from posthog.queries.funnels.test.breakdown_cases import assert_funnel_results_equal, funnel_breakdown_test_factory
-from posthog.queries.funnels.test.conversion_time_cases import funnel_conversion_time_test_factory
+from posthog.queries.funnels.test.breakdown_cases import (
+    assert_funnel_results_equal,
+    funnel_breakdown_test_factory,
+)
+from posthog.queries.funnels.test.conversion_time_cases import (
+    funnel_conversion_time_test_factory,
+)
 from posthog.test.base import (
     APIBaseTest,
     ClickhouseTestMixin,
@@ -36,12 +41,26 @@ def _create_action(**kwargs):
     return action
 
 
-class TestFunnelBreakdown(ClickhouseTestMixin, funnel_breakdown_test_factory(ClickhouseFunnel, ClickhouseFunnelActors, _create_event, _create_action, _create_person)):  # type: ignore
+class TestFunnelBreakdown(
+    ClickhouseTestMixin,
+    funnel_breakdown_test_factory(  # type: ignore
+        ClickhouseFunnel,
+        ClickhouseFunnelActors,
+        _create_event,
+        _create_action,
+        _create_person,
+    ),
+):
     maxDiff = None
     pass
 
 
-class TestFunnelConversionTime(ClickhouseTestMixin, funnel_conversion_time_test_factory(ClickhouseFunnel, ClickhouseFunnelActors, _create_event, _create_person)):  # type: ignore
+class TestFunnelConversionTime(
+    ClickhouseTestMixin,
+    funnel_conversion_time_test_factory(  # type: ignore
+        ClickhouseFunnel, ClickhouseFunnelActors, _create_event, _create_person
+    ),
+):
     maxDiff = None
     pass
 
@@ -96,10 +115,18 @@ def _single_step_funnel(self, properties=None, filters=None):
         def _basic_funnel(self, properties=None, filters=None):
             action_credit_card = Action.objects.create(team=self.team, name="paid")
             ActionStep.objects.create(
-                action=action_credit_card, event="$autocapture", tag_name="button", text="Pay $10"
+                action=action_credit_card,
+                event="$autocapture",
+                tag_name="button",
+                text="Pay $10",
             )
             action_play_movie = Action.objects.create(team=self.team, name="watched movie")
-            ActionStep.objects.create(action=action_play_movie, event="$autocapture", tag_name="a", href="/movie")
+            ActionStep.objects.create(
+                action=action_play_movie,
+                event="$autocapture",
+                tag_name="a",
+                href="/movie",
+            )
 
             if filters is None:
                 filters = {
@@ -157,7 +184,10 @@ def test_funnel_events(self):
             self._signup_event(distinct_id="stopped_after_pay")
             self._pay_event(distinct_id="stopped_after_pay")
 
-            person_factory(distinct_ids=["had_anonymous_id", "completed_movie"], team_id=self.team.pk)
+            person_factory(
+                distinct_ids=["had_anonymous_id", "completed_movie"],
+                team_id=self.team.pk,
+            )
             self._signup_event(distinct_id="had_anonymous_id")
             self._pay_event(distinct_id="completed_movie")
             self._movie_event(distinct_id="completed_movie")
@@ -193,18 +223,30 @@ def test_funnel_events_with_person_on_events_v2(self):
                 # events
                 stopped_after_signup_person_id = uuid.uuid4()
                 person_factory(distinct_ids=["stopped_after_signup"], team_id=self.team.pk)
-                self._signup_event(distinct_id="stopped_after_signup", person_id=stopped_after_signup_person_id)
+                self._signup_event(
+                    distinct_id="stopped_after_signup",
+                    person_id=stopped_after_signup_person_id,
+                )
 
             with freeze_time("2012-01-01T03:21:36.000Z"):
                 stopped_after_pay_person_id = uuid.uuid4()
                 person_factory(distinct_ids=["stopped_after_pay"], team_id=self.team.pk)
-                self._signup_event(distinct_id="stopped_after_pay", person_id=stopped_after_pay_person_id)
+                self._signup_event(
+                    distinct_id="stopped_after_pay",
+                    person_id=stopped_after_pay_person_id,
+                )
             with freeze_time("2012-01-01T03:21:37.000Z"):
-                self._pay_event(distinct_id="stopped_after_pay", person_id=stopped_after_pay_person_id)
+                self._pay_event(
+                    distinct_id="stopped_after_pay",
+                    person_id=stopped_after_pay_person_id,
+                )
 
             with freeze_time("2012-01-01T03:21:38.000Z"):
                 had_anonymous_id_person_id = uuid.uuid4()
-                person_factory(distinct_ids=["had_anonymous_id", "completed_movie"], team_id=self.team.pk)
+                person_factory(
+                    distinct_ids=["had_anonymous_id", "completed_movie"],
+                    team_id=self.team.pk,
+                )
                 self._signup_event(distinct_id="had_anonymous_id", person_id=had_anonymous_id_person_id)
             with freeze_time("2012-01-01T03:21:39.000Z"):
                 self._pay_event(distinct_id="completed_movie", person_id=had_anonymous_id_person_id)
@@ -243,7 +285,12 @@ def test_funnel_events_with_person_on_events_v2(self):
 
         def test_funnel_with_messed_up_order(self):
             action_play_movie = Action.objects.create(team=self.team, name="watched movie")
-            ActionStep.objects.create(action=action_play_movie, event="$autocapture", tag_name="a", href="/movie")
+            ActionStep.objects.create(
+                action=action_play_movie,
+                event="$autocapture",
+                tag_name="a",
+                href="/movie",
+            )
 
             funnel = self._basic_funnel(
                 filters={
@@ -261,7 +308,10 @@ def test_funnel_with_messed_up_order(self):
             self._signup_event(distinct_id="stopped_after_pay")
             self._movie_event(distinct_id="completed_movie")
 
-            person_factory(distinct_ids=["had_anonymous_id", "completed_movie"], team_id=self.team.pk)
+            person_factory(
+                distinct_ids=["had_anonymous_id", "completed_movie"],
+                team_id=self.team.pk,
+            )
             self._signup_event(distinct_id="had_anonymous_id")
             self._movie_event(distinct_id="completed_movie")
 
@@ -323,7 +373,12 @@ def test_funnel_with_any_event(self):
 
         def test_funnel_with_new_entities_that_mess_up_order(self):
             action_play_movie = Action.objects.create(team=self.team, name="watched movie")
-            ActionStep.objects.create(action=action_play_movie, event="$autocapture", tag_name="a", href="/movie")
+            ActionStep.objects.create(
+                action=action_play_movie,
+                event="$autocapture",
+                tag_name="a",
+                href="/movie",
+            )
 
             funnel = self._basic_funnel(
                 filters={
@@ -345,7 +400,10 @@ def test_funnel_with_new_entities_that_mess_up_order(self):
             self._signup_event(distinct_id="stopped_after_pay")
             self._movie_event(distinct_id="completed_movie")
 
-            person_factory(distinct_ids=["had_anonymous_id", "completed_movie"], team_id=self.team.pk)
+            person_factory(
+                distinct_ids=["had_anonymous_id", "completed_movie"],
+                team_id=self.team.pk,
+            )
             self._signup_event(distinct_id="had_anonymous_id")
             self._movie_event(distinct_id="completed_movie")
 
@@ -405,10 +463,18 @@ def test_funnel_prop_filters(self):
         def test_funnel_prop_filters_per_entity(self):
             action_credit_card = Action.objects.create(team_id=self.team.pk, name="paid")
             ActionStep.objects.create(
-                action=action_credit_card, event="$autocapture", tag_name="button", text="Pay $10"
+                action=action_credit_card,
+                event="$autocapture",
+                tag_name="button",
+                text="Pay $10",
             )
             action_play_movie = Action.objects.create(team_id=self.team.pk, name="watched movie")
-            ActionStep.objects.create(action=action_play_movie, event="$autocapture", tag_name="a", href="/movie")
+            ActionStep.objects.create(
+                action=action_play_movie,
+                event="$autocapture",
+                tag_name="a",
+                href="/movie",
+            )
             filters = {
                 "events": [
                     {
@@ -417,7 +483,11 @@ def test_funnel_prop_filters_per_entity(self):
                         "order": 0,
                         "properties": [
                             {"key": "$browser", "value": "Safari"},
-                            {"key": "$browser", "operator": "is_not", "value": "Chrome"},
+                            {
+                                "key": "$browser",
+                                "operator": "is_not",
+                                "value": "Chrome",
+                            },
                         ],
                     }
                 ],
@@ -440,7 +510,11 @@ def test_funnel_prop_filters_per_entity(self):
             funnel = self._basic_funnel(filters=filters)
 
             # events
-            person_factory(distinct_ids=["with_property"], team_id=self.team.pk, properties={"$browser": "Safari"})
+            person_factory(
+                distinct_ids=["with_property"],
+                team_id=self.team.pk,
+                properties={"$browser": "Safari"},
+            )
             self._signup_event(distinct_id="with_property", properties={"$browser": "Safari"})
             self._pay_event(distinct_id="with_property", properties={"$browser": "Safari"})
             self._movie_event(distinct_id="with_property")
@@ -466,17 +540,31 @@ def test_funnel_prop_filters_per_entity(self):
         def test_funnel_person_prop(self):
             action_credit_card = Action.objects.create(team_id=self.team.pk, name="paid")
             ActionStep.objects.create(
-                action=action_credit_card, event="$autocapture", tag_name="button", text="Pay $10"
+                action=action_credit_card,
+                event="$autocapture",
+                tag_name="button",
+                text="Pay $10",
             )
             action_play_movie = Action.objects.create(team_id=self.team.pk, name="watched movie")
-            ActionStep.objects.create(action=action_play_movie, event="$autocapture", tag_name="a", href="/movie")
+            ActionStep.objects.create(
+                action=action_play_movie,
+                event="$autocapture",
+                tag_name="a",
+                href="/movie",
+            )
             filters = {
                 "events": [
                     {
                         "id": "user signed up",
                         "type": "events",
                         "order": 0,
-                        "properties": [{"key": "email", "value": "hello@posthog.com", "type": "person"}],
+                        "properties": [
+                            {
+                                "key": "email",
+                                "value": "hello@posthog.com",
+                                "type": "person",
+                            }
+                        ],
                     }
                 ],
                 "actions": [
@@ -489,7 +577,9 @@ def test_funnel_person_prop(self):
 
             # events
             person_factory(
-                distinct_ids=["with_property"], team_id=self.team.pk, properties={"email": "hello@posthog.com"}
+                distinct_ids=["with_property"],
+                team_id=self.team.pk,
+                properties={"email": "hello@posthog.com"},
             )
             self._signup_event(distinct_id="with_property")
             self._pay_event(distinct_id="with_property")
@@ -507,18 +597,34 @@ def test_funnel_multiple_actions(self):
             # This test prevents a regression
             person_factory(distinct_ids=["person1"], team_id=self.team.pk)
             event_factory(distinct_id="person1", event="event1", team=self.team)
-            event_factory(distinct_id="person1", event="event2", properties={"test_propX": "a"}, team=self.team)
+            event_factory(
+                distinct_id="person1",
+                event="event2",
+                properties={"test_propX": "a"},
+                team=self.team,
+            )
 
             action1 = Action.objects.create(team_id=self.team.pk, name="event2")
-            ActionStep.objects.create(action=action1, event="event2", properties=[{"key": "test_propX", "value": "a"}])
+            ActionStep.objects.create(
+                action=action1,
+                event="event2",
+                properties=[{"key": "test_propX", "value": "a"}],
+            )
             action2 = Action.objects.create(team_id=self.team.pk, name="event2")
-            ActionStep.objects.create(action=action2, event="event2", properties=[{"key": "test_propX", "value": "c"}])
+            ActionStep.objects.create(
+                action=action2,
+                event="event2",
+                properties=[{"key": "test_propX", "value": "c"}],
+            )
 
             result = Funnel(
                 filter=Filter(
                     data={
                         "events": [{"id": "event1", "order": 0}],
-                        "actions": [{"id": action1.pk, "order": 1}, {"id": action2.pk, "order": 2}],
+                        "actions": [
+                            {"id": action1.pk, "order": 1},
+                            {"id": action2.pk, "order": 2},
+                        ],
                         "insight": INSIGHT_FUNNELS,
                         "funnel_window_days": 14,
                     }
@@ -531,7 +637,11 @@ def test_funnel_multiple_actions(self):
 
         @also_test_with_materialized_columns(person_properties=["email"])
         def test_funnel_filter_test_accounts(self):
-            person_factory(distinct_ids=["person1"], team_id=self.team.pk, properties={"email": "test@posthog.com"})
+            person_factory(
+                distinct_ids=["person1"],
+                team_id=self.team.pk,
+                properties={"email": "test@posthog.com"},
+            )
             person_factory(distinct_ids=["person2"], team_id=self.team.pk)
             event_factory(distinct_id="person1", event="event1", team=self.team)
             event_factory(distinct_id="person2", event="event1", team=self.team)
@@ -551,8 +661,16 @@ def test_funnel_filter_test_accounts(self):
 
         @also_test_with_materialized_columns(person_properties=["email"])
         def test_funnel_with_entity_person_property_filters(self):
-            person_factory(distinct_ids=["person1"], team_id=self.team.pk, properties={"email": "test@posthog.com"})
-            person_factory(distinct_ids=["person2"], team_id=self.team.pk, properties={"email": "another@example.com"})
+            person_factory(
+                distinct_ids=["person1"],
+                team_id=self.team.pk,
+                properties={"email": "test@posthog.com"},
+            )
+            person_factory(
+                distinct_ids=["person2"],
+                team_id=self.team.pk,
+                properties={"email": "another@example.com"},
+            )
             person_factory(distinct_ids=["person3"], team_id=self.team.pk)
             event_factory(distinct_id="person1", event="event1", team=self.team)
             event_factory(distinct_id="person2", event="event1", team=self.team)
@@ -566,7 +684,12 @@ def test_funnel_with_entity_person_property_filters(self):
                                 "id": "event1",
                                 "order": 0,
                                 "properties": [
-                                    {"key": "email", "value": "is_set", "operator": "is_set", "type": "person"}
+                                    {
+                                        "key": "email",
+                                        "value": "is_set",
+                                        "operator": "is_set",
+                                        "type": "person",
+                                    }
                                 ],
                             }
                         ],
@@ -580,8 +703,16 @@ def test_funnel_with_entity_person_property_filters(self):
 
         @also_test_with_materialized_columns(person_properties=["email"], verify_no_jsonextract=False)
         def test_funnel_filter_by_action_with_person_properties(self):
-            person_factory(distinct_ids=["person1"], team_id=self.team.pk, properties={"email": "test@posthog.com"})
-            person_factory(distinct_ids=["person2"], team_id=self.team.pk, properties={"email": "another@example.com"})
+            person_factory(
+                distinct_ids=["person1"],
+                team_id=self.team.pk,
+                properties={"email": "test@posthog.com"},
+            )
+            person_factory(
+                distinct_ids=["person2"],
+                team_id=self.team.pk,
+                properties={"email": "another@example.com"},
+            )
             person_factory(distinct_ids=["person3"], team_id=self.team.pk)
             event_factory(distinct_id="person1", event="event1", team=self.team)
             event_factory(distinct_id="person2", event="event1", team=self.team)
@@ -591,7 +722,14 @@ def test_funnel_filter_by_action_with_person_properties(self):
             ActionStep.objects.create(
                 action=action,
                 event="event1",
-                properties=[{"key": "email", "value": "is_set", "operator": "is_set", "type": "person"}],
+                properties=[
+                    {
+                        "key": "email",
+                        "value": "is_set",
+                        "operator": "is_set",
+                        "type": "person",
+                    }
+                ],
             )
 
             result = Funnel(
@@ -624,9 +762,17 @@ def test_basic_funnel_default_funnel_days(self):
             # event
             _create_person(distinct_ids=["user_1"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="user_1", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id="user_1",
+                timestamp="2020-01-02T14:00:00Z",
+            )
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id="user_1",
+                timestamp="2020-01-10T14:00:00Z",
             )
-            _create_event(team=self.team, event="paid", distinct_id="user_1", timestamp="2020-01-10T14:00:00Z")
 
             result = funnel.run()
 
@@ -653,11 +799,23 @@ def test_basic_funnel_with_repeat_steps(self):
             person1_stopped_after_two_signups = _create_person(
                 distinct_ids=["stopped_after_signup1"], team_id=self.team.pk
             )
-            _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_signup1")
-            _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_signup1")
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="stopped_after_signup1",
+            )
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="stopped_after_signup1",
+            )
 
             person2_stopped_after_signup = _create_person(distinct_ids=["stopped_after_signup2"], team_id=self.team.pk)
-            _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_signup2")
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="stopped_after_signup2",
+            )
 
             result = funnel.run()
             self.assertEqual(result[0]["name"], "user signed up")
@@ -667,16 +825,27 @@ def test_basic_funnel_with_repeat_steps(self):
 
             self.assertCountEqual(
                 self._get_actor_ids_at_step(filter, 1),
-                [person1_stopped_after_two_signups.uuid, person2_stopped_after_signup.uuid],
+                [
+                    person1_stopped_after_two_signups.uuid,
+                    person2_stopped_after_signup.uuid,
+                ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2), [person1_stopped_after_two_signups.uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2),
+                [person1_stopped_after_two_signups.uuid],
+            )
 
         @also_test_with_materialized_columns(["key"])
         def test_basic_funnel_with_derivative_steps(self):
             filters = {
                 "events": [
-                    {"id": "user signed up", "type": "events", "order": 0, "properties": {"key": "val"}},
+                    {
+                        "id": "user signed up",
+                        "type": "events",
+                        "order": 0,
+                        "properties": {"key": "val"},
+                    },
                     {"id": "user signed up", "type": "events", "order": 1},
                 ],
                 "insight": INSIGHT_FUNNELS,
@@ -691,13 +860,23 @@ def test_basic_funnel_with_derivative_steps(self):
                 distinct_ids=["stopped_after_signup1"], team_id=self.team.pk
             )
             _create_event(
-                team=self.team, event="user signed up", distinct_id="stopped_after_signup1", properties={"key": "val"}
+                team=self.team,
+                event="user signed up",
+                distinct_id="stopped_after_signup1",
+                properties={"key": "val"},
+            )
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="stopped_after_signup1",
             )
-            _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_signup1")
 
             person2_stopped_after_signup = _create_person(distinct_ids=["stopped_after_signup2"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="stopped_after_signup2", properties={"key": "val"}
+                team=self.team,
+                event="user signed up",
+                distinct_id="stopped_after_signup2",
+                properties={"key": "val"},
             )
 
             result = funnel.run()
@@ -708,15 +887,24 @@ def test_basic_funnel_with_derivative_steps(self):
 
             self.assertCountEqual(
                 self._get_actor_ids_at_step(filter, 1),
-                [person1_stopped_after_two_signups.uuid, person2_stopped_after_signup.uuid],
+                [
+                    person1_stopped_after_two_signups.uuid,
+                    person2_stopped_after_signup.uuid,
+                ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2), [person1_stopped_after_two_signups.uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2),
+                [person1_stopped_after_two_signups.uuid],
+            )
 
         def test_basic_funnel_with_repeat_step_updated_param(self):
             people = journeys_for(
                 {
-                    "stopped_after_signup1": [{"event": "user signed up"}, {"event": "user signed up"}],
+                    "stopped_after_signup1": [
+                        {"event": "user signed up"},
+                        {"event": "user signed up"},
+                    ],
                     "stopped_after_signup2": [{"event": "user signed up"}],
                 },
                 self.team,
@@ -743,10 +931,16 @@ def test_basic_funnel_with_repeat_step_updated_param(self):
 
             self.assertCountEqual(
                 self._get_actor_ids_at_step(filter, 1),
-                [people["stopped_after_signup1"].uuid, people["stopped_after_signup2"].uuid],
+                [
+                    people["stopped_after_signup1"].uuid,
+                    people["stopped_after_signup2"].uuid,
+                ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2), [people["stopped_after_signup1"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2),
+                [people["stopped_after_signup1"].uuid],
+            )
 
             filters = {
                 "events": [
@@ -792,7 +986,12 @@ def test_funnel_exclusions_full_window(self):
                 "date_from": "2021-05-01 00:00:00",
                 "date_to": "2021-05-14 00:00:00",
                 "exclusions": [
-                    {"id": "x 1 name with numbers 2", "type": "events", "funnel_from_step": 0, "funnel_to_step": 1}
+                    {
+                        "id": "x 1 name with numbers 2",
+                        "type": "events",
+                        "funnel_from_step": 0,
+                        "funnel_to_step": 1,
+                    }
                 ],
             }
             filter = Filter(data=filters)
@@ -801,26 +1000,53 @@ def test_funnel_exclusions_full_window(self):
             # event 1
             person1 = _create_person(distinct_ids=["person1"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person1", timestamp="2021-05-01 01:00:00"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person1",
+                timestamp="2021-05-01 01:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id="person1",
+                timestamp="2021-05-01 02:00:00",
             )
-            _create_event(team=self.team, event="paid", distinct_id="person1", timestamp="2021-05-01 02:00:00")
 
             # event 2
             _create_person(distinct_ids=["person2"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person2", timestamp="2021-05-01 03:00:00"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person2",
+                timestamp="2021-05-01 03:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="x 1 name with numbers 2",
+                distinct_id="person2",
+                timestamp="2021-05-01 03:30:00",
             )
             _create_event(
-                team=self.team, event="x 1 name with numbers 2", distinct_id="person2", timestamp="2021-05-01 03:30:00"
+                team=self.team,
+                event="paid",
+                distinct_id="person2",
+                timestamp="2021-05-01 04:00:00",
             )
-            _create_event(team=self.team, event="paid", distinct_id="person2", timestamp="2021-05-01 04:00:00")
 
             # event 3
             person3 = _create_person(distinct_ids=["person3"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person3", timestamp="2021-05-01 05:00:00"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person3",
+                timestamp="2021-05-01 05:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id="person3",
+                timestamp="2021-05-01 06:00:00",
             )
-            _create_event(team=self.team, event="paid", distinct_id="person3", timestamp="2021-05-01 06:00:00")
 
             result = funnel.run()
             self.assertEqual(len(result), 2)
@@ -845,7 +1071,14 @@ def test_advanced_funnel_exclusions_between_steps(self):
                 "date_from": "2021-05-01 00:00:00",
                 "date_to": "2021-05-14 00:00:00",
                 "insight": INSIGHT_FUNNELS,
-                "exclusions": [{"id": "x", "type": "events", "funnel_from_step": 0, "funnel_to_step": 1}],
+                "exclusions": [
+                    {
+                        "id": "x",
+                        "type": "events",
+                        "funnel_from_step": 0,
+                        "funnel_to_step": 1,
+                    }
+                ],
             }
 
             person1 = _create_person(distinct_ids=["person1"], team_id=self.team.pk)
@@ -853,53 +1086,145 @@ def test_advanced_funnel_exclusions_between_steps(self):
             # this dude is discarded when funnel_from_step = 2
             # this dude is discarded when funnel_from_step = 3
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person1", timestamp="2021-05-01 01:00:00"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person1",
+                timestamp="2021-05-01 01:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="$pageview",
+                distinct_id="person1",
+                timestamp="2021-05-01 02:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="x",
+                distinct_id="person1",
+                timestamp="2021-05-01 03:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="insight viewed",
+                distinct_id="person1",
+                timestamp="2021-05-01 04:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="x",
+                distinct_id="person1",
+                timestamp="2021-05-01 04:30:00",
+            )
+            _create_event(
+                team=self.team,
+                event="invite teammate",
+                distinct_id="person1",
+                timestamp="2021-05-01 05:00:00",
             )
-            _create_event(team=self.team, event="$pageview", distinct_id="person1", timestamp="2021-05-01 02:00:00")
-            _create_event(team=self.team, event="x", distinct_id="person1", timestamp="2021-05-01 03:00:00")
             _create_event(
-                team=self.team, event="insight viewed", distinct_id="person1", timestamp="2021-05-01 04:00:00"
+                team=self.team,
+                event="x",
+                distinct_id="person1",
+                timestamp="2021-05-01 05:30:00",
             )
-            _create_event(team=self.team, event="x", distinct_id="person1", timestamp="2021-05-01 04:30:00")
             _create_event(
-                team=self.team, event="invite teammate", distinct_id="person1", timestamp="2021-05-01 05:00:00"
+                team=self.team,
+                event="pageview2",
+                distinct_id="person1",
+                timestamp="2021-05-01 06:00:00",
             )
-            _create_event(team=self.team, event="x", distinct_id="person1", timestamp="2021-05-01 05:30:00")
-            _create_event(team=self.team, event="pageview2", distinct_id="person1", timestamp="2021-05-01 06:00:00")
 
             person2 = _create_person(distinct_ids=["person2"], team_id=self.team.pk)
             # this dude is discarded when funnel_from_step = 2
             # this dude is discarded when funnel_from_step = 3
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person2", timestamp="2021-05-01 01:00:00"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person2",
+                timestamp="2021-05-01 01:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="$pageview",
+                distinct_id="person2",
+                timestamp="2021-05-01 02:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="insight viewed",
+                distinct_id="person2",
+                timestamp="2021-05-01 04:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="x",
+                distinct_id="person2",
+                timestamp="2021-05-01 04:30:00",
+            )
+            _create_event(
+                team=self.team,
+                event="invite teammate",
+                distinct_id="person2",
+                timestamp="2021-05-01 05:00:00",
             )
-            _create_event(team=self.team, event="$pageview", distinct_id="person2", timestamp="2021-05-01 02:00:00")
             _create_event(
-                team=self.team, event="insight viewed", distinct_id="person2", timestamp="2021-05-01 04:00:00"
+                team=self.team,
+                event="x",
+                distinct_id="person2",
+                timestamp="2021-05-01 05:30:00",
             )
-            _create_event(team=self.team, event="x", distinct_id="person2", timestamp="2021-05-01 04:30:00")
             _create_event(
-                team=self.team, event="invite teammate", distinct_id="person2", timestamp="2021-05-01 05:00:00"
+                team=self.team,
+                event="pageview2",
+                distinct_id="person2",
+                timestamp="2021-05-01 06:00:00",
             )
-            _create_event(team=self.team, event="x", distinct_id="person2", timestamp="2021-05-01 05:30:00")
-            _create_event(team=self.team, event="pageview2", distinct_id="person2", timestamp="2021-05-01 06:00:00")
 
             person3 = _create_person(distinct_ids=["person3"], team_id=self.team.pk)
             # this dude is discarded when funnel_from_step = 0
             # this dude is discarded when funnel_from_step = 3
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person3", timestamp="2021-05-01 01:00:00"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person3",
+                timestamp="2021-05-01 01:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="x",
+                distinct_id="person3",
+                timestamp="2021-05-01 01:30:00",
+            )
+            _create_event(
+                team=self.team,
+                event="$pageview",
+                distinct_id="person3",
+                timestamp="2021-05-01 02:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="insight viewed",
+                distinct_id="person3",
+                timestamp="2021-05-01 04:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="invite teammate",
+                distinct_id="person3",
+                timestamp="2021-05-01 05:00:00",
             )
-            _create_event(team=self.team, event="x", distinct_id="person3", timestamp="2021-05-01 01:30:00")
-            _create_event(team=self.team, event="$pageview", distinct_id="person3", timestamp="2021-05-01 02:00:00")
             _create_event(
-                team=self.team, event="insight viewed", distinct_id="person3", timestamp="2021-05-01 04:00:00"
+                team=self.team,
+                event="x",
+                distinct_id="person3",
+                timestamp="2021-05-01 05:30:00",
             )
             _create_event(
-                team=self.team, event="invite teammate", distinct_id="person3", timestamp="2021-05-01 05:00:00"
+                team=self.team,
+                event="pageview2",
+                distinct_id="person3",
+                timestamp="2021-05-01 06:00:00",
             )
-            _create_event(team=self.team, event="x", distinct_id="person3", timestamp="2021-05-01 05:30:00")
-            _create_event(team=self.team, event="pageview2", distinct_id="person3", timestamp="2021-05-01 06:00:00")
 
             filter = Filter(data=filters)
             funnel = Funnel(filter, self.team)
@@ -914,7 +1239,16 @@ def test_advanced_funnel_exclusions_between_steps(self):
             self.assertCountEqual(self._get_actor_ids_at_step(filter, 1), [person1.uuid, person2.uuid])
 
             filter = filter.shallow_clone(
-                {"exclusions": [{"id": "x", "type": "events", "funnel_from_step": 1, "funnel_to_step": 2}]}
+                {
+                    "exclusions": [
+                        {
+                            "id": "x",
+                            "type": "events",
+                            "funnel_from_step": 1,
+                            "funnel_to_step": 2,
+                        }
+                    ]
+                }
             )
             funnel = Funnel(filter, self.team)
 
@@ -928,7 +1262,16 @@ def test_advanced_funnel_exclusions_between_steps(self):
             self.assertCountEqual(self._get_actor_ids_at_step(filter, 1), [person2.uuid, person3.uuid])
 
             filter = filter.shallow_clone(
-                {"exclusions": [{"id": "x", "type": "events", "funnel_from_step": 2, "funnel_to_step": 3}]}
+                {
+                    "exclusions": [
+                        {
+                            "id": "x",
+                            "type": "events",
+                            "funnel_from_step": 2,
+                            "funnel_to_step": 3,
+                        }
+                    ]
+                }
             )
             funnel = Funnel(filter, self.team)
 
@@ -942,7 +1285,16 @@ def test_advanced_funnel_exclusions_between_steps(self):
             self.assertCountEqual(self._get_actor_ids_at_step(filter, 1), [person3.uuid])
 
             filter = filter.shallow_clone(
-                {"exclusions": [{"id": "x", "type": "events", "funnel_from_step": 3, "funnel_to_step": 4}]}
+                {
+                    "exclusions": [
+                        {
+                            "id": "x",
+                            "type": "events",
+                            "funnel_from_step": 3,
+                            "funnel_to_step": 4,
+                        }
+                    ]
+                }
             )
             funnel = Funnel(filter, self.team)
 
@@ -957,7 +1309,16 @@ def test_advanced_funnel_exclusions_between_steps(self):
 
             #  bigger step window
             filter = filter.shallow_clone(
-                {"exclusions": [{"id": "x", "type": "events", "funnel_from_step": 1, "funnel_to_step": 3}]}
+                {
+                    "exclusions": [
+                        {
+                            "id": "x",
+                            "type": "events",
+                            "funnel_from_step": 1,
+                            "funnel_to_step": 3,
+                        }
+                    ]
+                }
             )
             funnel = Funnel(filter, self.team)
 
@@ -988,7 +1349,10 @@ def test_advanced_funnel_with_repeat_steps(self):
             people = journeys_for(
                 {
                     "stopped_after_signup1": [{"event": "user signed up"}],
-                    "stopped_after_pageview1": [{"event": "user signed up"}, {"event": "$pageview"}],
+                    "stopped_after_pageview1": [
+                        {"event": "user signed up"},
+                        {"event": "$pageview"},
+                    ],
                     "stopped_after_pageview2": [
                         {"event": "user signed up"},
                         {"event": "$pageview"},
@@ -1062,11 +1426,17 @@ def test_advanced_funnel_with_repeat_steps(self):
 
             self.assertCountEqual(
                 self._get_actor_ids_at_step(filter, 4),
-                [people["stopped_after_pageview3"].uuid, people["stopped_after_pageview4"].uuid],
-            )
-
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 5), [people["stopped_after_pageview4"].uuid])
-
+                [
+                    people["stopped_after_pageview3"].uuid,
+                    people["stopped_after_pageview4"].uuid,
+                ],
+            )
+
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 5),
+                [people["stopped_after_pageview4"].uuid],
+            )
+
         def test_advanced_funnel_with_repeat_steps_out_of_order_events(self):
             filters = {
                 "events": [
@@ -1088,45 +1458,85 @@ def test_advanced_funnel_with_repeat_steps_out_of_order_events(self):
                 distinct_ids=["random", "stopped_after_signup1"], team_id=self.team.pk
             )
             _create_event(team=self.team, event="$pageview", distinct_id="random")
-            _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_signup1")
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="stopped_after_signup1",
+            )
 
             person2_stopped_after_one_pageview = _create_person(
                 distinct_ids=["stopped_after_pageview1"], team_id=self.team.pk
             )
-            _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_pageview1")
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="stopped_after_pageview1",
+            )
             _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview1")
 
             person3_stopped_after_two_pageview = _create_person(
                 distinct_ids=["stopped_after_pageview2"], team_id=self.team.pk
             )
             _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview2")
-            _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_pageview2")
-            _create_event(team=self.team, event="blaah blaa", distinct_id="stopped_after_pageview2")
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="stopped_after_pageview2",
+            )
+            _create_event(
+                team=self.team,
+                event="blaah blaa",
+                distinct_id="stopped_after_pageview2",
+            )
             _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview2")
 
             person4_stopped_after_three_pageview = _create_person(
                 distinct_ids=["stopped_after_pageview3"], team_id=self.team.pk
             )
-            _create_event(team=self.team, event="blaah blaa", distinct_id="stopped_after_pageview3")
+            _create_event(
+                team=self.team,
+                event="blaah blaa",
+                distinct_id="stopped_after_pageview3",
+            )
             _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview3")
-            _create_event(team=self.team, event="blaah blaa", distinct_id="stopped_after_pageview3")
+            _create_event(
+                team=self.team,
+                event="blaah blaa",
+                distinct_id="stopped_after_pageview3",
+            )
             _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview3")
-            _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_pageview3")
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="stopped_after_pageview3",
+            )
             _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview3")
 
             person5_stopped_after_many_pageview = _create_person(
                 distinct_ids=["stopped_after_pageview4"], team_id=self.team.pk
             )
-            _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_pageview4")
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="stopped_after_pageview4",
+            )
             _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview4")
-            _create_event(team=self.team, event="blaah blaa", distinct_id="stopped_after_pageview4")
+            _create_event(
+                team=self.team,
+                event="blaah blaa",
+                distinct_id="stopped_after_pageview4",
+            )
             _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview4")
             _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview4")
             _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview4")
 
             _create_person(distinct_ids=["stopped_after_pageview5"], team_id=self.team.pk)
             _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview5")
-            _create_event(team=self.team, event="blaah blaa", distinct_id="stopped_after_pageview5")
+            _create_event(
+                team=self.team,
+                event="blaah blaa",
+                distinct_id="stopped_after_pageview5",
+            )
             _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview5")
             _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview5")
             _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview5")
@@ -1168,19 +1578,34 @@ def test_advanced_funnel_with_repeat_steps_out_of_order_events(self):
                 ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 3), [person5_stopped_after_many_pageview.uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 3),
+                [person5_stopped_after_many_pageview.uuid],
+            )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 4), [person5_stopped_after_many_pageview.uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 4),
+                [person5_stopped_after_many_pageview.uuid],
+            )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 5), [person5_stopped_after_many_pageview.uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 5),
+                [person5_stopped_after_many_pageview.uuid],
+            )
 
         @also_test_with_materialized_columns(["key"])
         def test_funnel_with_actions(self):
-
             sign_up_action = _create_action(
                 name="sign up",
                 team=self.team,
-                properties=[{"key": "key", "type": "event", "value": ["val"], "operator": "exact"}],
+                properties=[
+                    {
+                        "key": "key",
+                        "type": "event",
+                        "value": ["val"],
+                        "operator": "exact",
+                    }
+                ],
             )
 
             filters = {
@@ -1199,15 +1624,24 @@ def test_funnel_with_actions(self):
                 distinct_ids=["stopped_after_signup1"], team_id=self.team.pk
             )
             _create_event(
-                team=self.team, event="sign up", distinct_id="stopped_after_signup1", properties={"key": "val"}
+                team=self.team,
+                event="sign up",
+                distinct_id="stopped_after_signup1",
+                properties={"key": "val"},
             )
             _create_event(
-                team=self.team, event="sign up", distinct_id="stopped_after_signup1", properties={"key": "val"}
+                team=self.team,
+                event="sign up",
+                distinct_id="stopped_after_signup1",
+                properties={"key": "val"},
             )
 
             person2_stopped_after_signup = _create_person(distinct_ids=["stopped_after_signup2"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="sign up", distinct_id="stopped_after_signup2", properties={"key": "val"}
+                team=self.team,
+                event="sign up",
+                distinct_id="stopped_after_signup2",
+                properties={"key": "val"},
             )
 
             result = funnel.run()
@@ -1220,17 +1654,29 @@ def test_funnel_with_actions(self):
             # check ordering of people in first step
             self.assertCountEqual(
                 self._get_actor_ids_at_step(filter, 1),
-                [person1_stopped_after_two_signups.uuid, person2_stopped_after_signup.uuid],
+                [
+                    person1_stopped_after_two_signups.uuid,
+                    person2_stopped_after_signup.uuid,
+                ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2), [person1_stopped_after_two_signups.uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2),
+                [person1_stopped_after_two_signups.uuid],
+            )
 
         def test_funnel_with_different_actions_at_same_time_count_as_converted(self):
-
             sign_up_action = _create_action(
                 name="sign up",
                 team=self.team,
-                properties=[{"key": "key", "type": "event", "value": ["val"], "operator": "exact"}],
+                properties=[
+                    {
+                        "key": "key",
+                        "type": "event",
+                        "value": ["val"],
+                        "operator": "exact",
+                    }
+                ],
             )
 
             filters = {
@@ -1250,17 +1696,26 @@ def test_funnel_with_different_actions_at_same_time_count_as_converted(self):
                     distinct_ids=["stopped_after_signup1"], team_id=self.team.pk
                 )
                 _create_event(
-                    team=self.team, event="sign up", distinct_id="stopped_after_signup1", properties={"key": "val"}
+                    team=self.team,
+                    event="sign up",
+                    distinct_id="stopped_after_signup1",
+                    properties={"key": "val"},
                 )
                 _create_event(
-                    team=self.team, event="$pageview", distinct_id="stopped_after_signup1", properties={"key": "val"}
+                    team=self.team,
+                    event="$pageview",
+                    distinct_id="stopped_after_signup1",
+                    properties={"key": "val"},
                 )
 
                 person2_stopped_after_signup = _create_person(
                     distinct_ids=["stopped_after_signup2"], team_id=self.team.pk
                 )
                 _create_event(
-                    team=self.team, event="sign up", distinct_id="stopped_after_signup2", properties={"key": "val"}
+                    team=self.team,
+                    event="sign up",
+                    distinct_id="stopped_after_signup2",
+                    properties={"key": "val"},
                 )
 
                 result = funnel.run()
@@ -1273,16 +1728,29 @@ def test_funnel_with_different_actions_at_same_time_count_as_converted(self):
                 # check ordering of people in first step
                 self.assertCountEqual(
                     self._get_actor_ids_at_step(filter, 1),
-                    [person1_stopped_after_two_signups.uuid, person2_stopped_after_signup.uuid],
+                    [
+                        person1_stopped_after_two_signups.uuid,
+                        person2_stopped_after_signup.uuid,
+                    ],
                 )
 
-                self.assertCountEqual(self._get_actor_ids_at_step(filter, 2), [person1_stopped_after_two_signups.uuid])
+                self.assertCountEqual(
+                    self._get_actor_ids_at_step(filter, 2),
+                    [person1_stopped_after_two_signups.uuid],
+                )
 
         def test_funnel_with_actions_and_props(self):
             sign_up_action = _create_action(
                 name="sign up",
                 team=self.team,
-                properties=[{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+                properties=[
+                    {
+                        "key": "email",
+                        "operator": "icontains",
+                        "value": ".com",
+                        "type": "person",
+                    }
+                ],
             )
 
             filters = {
@@ -1298,20 +1766,33 @@ def test_funnel_with_actions_and_props(self):
 
             # event
             person1_stopped_after_two_signups = _create_person(
-                distinct_ids=["stopped_after_signup1"], team_id=self.team.pk, properties={"email": "fake@test.com"}
+                distinct_ids=["stopped_after_signup1"],
+                team_id=self.team.pk,
+                properties={"email": "fake@test.com"},
             )
             _create_event(
-                team=self.team, event="sign up", distinct_id="stopped_after_signup1", properties={"key": "val"}
+                team=self.team,
+                event="sign up",
+                distinct_id="stopped_after_signup1",
+                properties={"key": "val"},
             )
             _create_event(
-                team=self.team, event="sign up", distinct_id="stopped_after_signup1", properties={"key": "val"}
+                team=self.team,
+                event="sign up",
+                distinct_id="stopped_after_signup1",
+                properties={"key": "val"},
             )
 
             person2_stopped_after_signup = _create_person(
-                distinct_ids=["stopped_after_signup2"], team_id=self.team.pk, properties={"email": "fake@test.com"}
+                distinct_ids=["stopped_after_signup2"],
+                team_id=self.team.pk,
+                properties={"email": "fake@test.com"},
             )
             _create_event(
-                team=self.team, event="sign up", distinct_id="stopped_after_signup2", properties={"key": "val"}
+                team=self.team,
+                event="sign up",
+                distinct_id="stopped_after_signup2",
+                properties={"key": "val"},
             )
 
             result = funnel.run()
@@ -1324,13 +1805,18 @@ def test_funnel_with_actions_and_props(self):
             # check ordering of people in first step
             self.assertCountEqual(
                 self._get_actor_ids_at_step(filter, 1),
-                [person1_stopped_after_two_signups.uuid, person2_stopped_after_signup.uuid],
+                [
+                    person1_stopped_after_two_signups.uuid,
+                    person2_stopped_after_signup.uuid,
+                ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2), [person1_stopped_after_two_signups.uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2),
+                [person1_stopped_after_two_signups.uuid],
+            )
 
         def test_funnel_with_actions_and_props_with_zero_person_ids(self):
-
             # only a person-on-event test
             if not get_instance_setting("PERSON_ON_EVENTS_ENABLED"):
                 return True
@@ -1338,7 +1824,14 @@ def test_funnel_with_actions_and_props_with_zero_person_ids(self):
             sign_up_action = _create_action(
                 name="sign up",
                 team=self.team,
-                properties=[{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}],
+                properties=[
+                    {
+                        "key": "email",
+                        "operator": "icontains",
+                        "value": ".com",
+                        "type": "person",
+                    }
+                ],
             )
 
             filters = {
@@ -1354,20 +1847,33 @@ def test_funnel_with_actions_and_props_with_zero_person_ids(self):
 
             # event
             person1_stopped_after_two_signups = _create_person(
-                distinct_ids=["stopped_after_signup1"], team_id=self.team.pk, properties={"email": "fake@test.com"}
+                distinct_ids=["stopped_after_signup1"],
+                team_id=self.team.pk,
+                properties={"email": "fake@test.com"},
             )
             _create_event(
-                team=self.team, event="sign up", distinct_id="stopped_after_signup1", properties={"key": "val"}
+                team=self.team,
+                event="sign up",
+                distinct_id="stopped_after_signup1",
+                properties={"key": "val"},
             )
             _create_event(
-                team=self.team, event="sign up", distinct_id="stopped_after_signup1", properties={"key": "val"}
+                team=self.team,
+                event="sign up",
+                distinct_id="stopped_after_signup1",
+                properties={"key": "val"},
             )
 
             person2_stopped_after_signup = _create_person(
-                distinct_ids=["stopped_after_signup2"], team_id=self.team.pk, properties={"email": "fake@test.com"}
+                distinct_ids=["stopped_after_signup2"],
+                team_id=self.team.pk,
+                properties={"email": "fake@test.com"},
             )
             _create_event(
-                team=self.team, event="sign up", distinct_id="stopped_after_signup2", properties={"key": "val"}
+                team=self.team,
+                event="sign up",
+                distinct_id="stopped_after_signup2",
+                properties={"key": "val"},
             )
 
             _create_event(
@@ -1395,19 +1901,31 @@ def test_funnel_with_actions_and_props_with_zero_person_ids(self):
             # check ordering of people in first step
             self.assertCountEqual(
                 self._get_actor_ids_at_step(filter, 1),
-                [person1_stopped_after_two_signups.uuid, person2_stopped_after_signup.uuid],
+                [
+                    person1_stopped_after_two_signups.uuid,
+                    person2_stopped_after_signup.uuid,
+                ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 2), [person1_stopped_after_two_signups.uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 2),
+                [person1_stopped_after_two_signups.uuid],
+            )
 
         @also_test_with_materialized_columns(["key"])
         @skip("Flaky funnel test")
         def test_funnel_with_actions_and_events(self):
-
             sign_up_action = _create_action(
                 name="sign up",
                 team=self.team,
-                properties=[{"key": "key", "type": "event", "value": ["val"], "operator": "exact"}],
+                properties=[
+                    {
+                        "key": "key",
+                        "type": "event",
+                        "value": ["val"],
+                        "operator": "exact",
+                    }
+                ],
             )
 
             filters = {
@@ -1479,7 +1997,10 @@ def test_funnel_with_actions_and_events(self):
 
             person3 = _create_person(distinct_ids=["person3"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person3", timestamp="2021-05-01 00:00:07"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person3",
+                timestamp="2021-05-01 00:00:07",
             )
             _create_event(
                 team=self.team,
@@ -1489,7 +2010,10 @@ def test_funnel_with_actions_and_events(self):
                 timestamp="2021-05-01 00:00:08",
             )
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person3", timestamp="2021-05-01 00:00:09"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person3",
+                timestamp="2021-05-01 00:00:09",
             )
             _create_event(
                 team=self.team,
@@ -1501,7 +2025,10 @@ def test_funnel_with_actions_and_events(self):
 
             person4 = _create_person(distinct_ids=["person4"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person4", timestamp="2021-05-01 00:00:11"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person4",
+                timestamp="2021-05-01 00:00:11",
             )
             _create_event(
                 team=self.team,
@@ -1511,7 +2038,10 @@ def test_funnel_with_actions_and_events(self):
                 timestamp="2021-05-01 00:00:12",
             )
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person4", timestamp="2021-05-01 00:00:13"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person4",
+                timestamp="2021-05-01 00:00:13",
             )
 
             _create_person(distinct_ids=["person5"], team_id=self.team.pk)
@@ -1535,33 +2065,58 @@ def test_funnel_with_actions_and_events(self):
             # check ordering of people in steps
             self.assertCountEqual(
                 self._get_actor_ids_at_step(filter, 1),
-                [person1_stopped_after_two_signups.uuid, person2_stopped_after_signup.uuid, person3.uuid, person4.uuid],
+                [
+                    person1_stopped_after_two_signups.uuid,
+                    person2_stopped_after_signup.uuid,
+                    person3.uuid,
+                    person4.uuid,
+                ],
             )
 
             self.assertCountEqual(
                 self._get_actor_ids_at_step(filter, 2),
-                [person1_stopped_after_two_signups.uuid, person2_stopped_after_signup.uuid, person3.uuid, person4.uuid],
+                [
+                    person1_stopped_after_two_signups.uuid,
+                    person2_stopped_after_signup.uuid,
+                    person3.uuid,
+                    person4.uuid,
+                ],
             )
 
             self.assertCountEqual(
                 self._get_actor_ids_at_step(filter, 3),
-                [person1_stopped_after_two_signups.uuid, person2_stopped_after_signup.uuid, person3.uuid],
+                [
+                    person1_stopped_after_two_signups.uuid,
+                    person2_stopped_after_signup.uuid,
+                    person3.uuid,
+                ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 4), [person1_stopped_after_two_signups.uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 4),
+                [person1_stopped_after_two_signups.uuid],
+            )
 
         @also_test_with_materialized_columns(["$current_url"])
         def test_funnel_with_matching_properties(self):
             filters = {
                 "events": [
                     {"id": "user signed up", "order": 0},
-                    {"id": "$pageview", "order": 1, "properties": {"$current_url": "aloha.com"}},
+                    {
+                        "id": "$pageview",
+                        "order": 1,
+                        "properties": {"$current_url": "aloha.com"},
+                    },
                     {
                         "id": "$pageview",
                         "order": 2,
                         "properties": {"$current_url": "aloha2.com"},
                     },  # different event to above
-                    {"id": "$pageview", "order": 3, "properties": {"$current_url": "aloha2.com"}},
+                    {
+                        "id": "$pageview",
+                        "order": 3,
+                        "properties": {"$current_url": "aloha2.com"},
+                    },
                     {"id": "$pageview", "order": 4},
                 ],
                 "insight": INSIGHT_FUNNELS,
@@ -1577,28 +2132,61 @@ def test_funnel_with_matching_properties(self):
                     "stopped_after_signup1": [{"event": "user signed up"}],
                     "stopped_after_pageview1": [
                         {"event": "user signed up"},
-                        {"event": "$pageview", "properties": {"$current_url": "aloha.com"}},
+                        {
+                            "event": "$pageview",
+                            "properties": {"$current_url": "aloha.com"},
+                        },
                     ],
                     "stopped_after_pageview2": [
                         {"event": "user signed up"},
-                        {"event": "$pageview", "properties": {"$current_url": "aloha.com"}},
-                        {"event": "blaah blaa", "properties": {"$current_url": "aloha.com"}},
-                        {"event": "$pageview", "properties": {"$current_url": "aloha2.com"}},
+                        {
+                            "event": "$pageview",
+                            "properties": {"$current_url": "aloha.com"},
+                        },
+                        {
+                            "event": "blaah blaa",
+                            "properties": {"$current_url": "aloha.com"},
+                        },
+                        {
+                            "event": "$pageview",
+                            "properties": {"$current_url": "aloha2.com"},
+                        },
                     ],
                     "stopped_after_pageview3": [
                         {"event": "user signed up"},
-                        {"event": "$pageview", "properties": {"$current_url": "aloha.com"}},
-                        {"event": "$pageview", "properties": {"$current_url": "aloha2.com"}},
-                        {"event": "$pageview", "properties": {"$current_url": "aloha2.com"}},
+                        {
+                            "event": "$pageview",
+                            "properties": {"$current_url": "aloha.com"},
+                        },
+                        {
+                            "event": "$pageview",
+                            "properties": {"$current_url": "aloha2.com"},
+                        },
+                        {
+                            "event": "$pageview",
+                            "properties": {"$current_url": "aloha2.com"},
+                        },
                         {"event": "blaah blaa"},
                     ],
                     "stopped_after_pageview4": [
                         {"event": "user signed up"},
-                        {"event": "$pageview", "properties": {"$current_url": "aloha.com"}},
+                        {
+                            "event": "$pageview",
+                            "properties": {"$current_url": "aloha.com"},
+                        },
                         {"event": "blaah blaa"},
-                        {"event": "$pageview", "properties": {"$current_url": "aloha2.com"}},
-                        {"event": "$pageview", "properties": {"$current_url": "aloha.com"}},
-                        {"event": "$pageview", "properties": {"$current_url": "aloha2.com"}},
+                        {
+                            "event": "$pageview",
+                            "properties": {"$current_url": "aloha2.com"},
+                        },
+                        {
+                            "event": "$pageview",
+                            "properties": {"$current_url": "aloha.com"},
+                        },
+                        {
+                            "event": "$pageview",
+                            "properties": {"$current_url": "aloha2.com"},
+                        },
                     ],
                 },
                 self.team,
@@ -1647,7 +2235,10 @@ def test_funnel_with_matching_properties(self):
 
             self.assertCountEqual(
                 self._get_actor_ids_at_step(filter, 4),
-                [people["stopped_after_pageview3"].uuid, people["stopped_after_pageview4"].uuid],
+                [
+                    people["stopped_after_pageview3"].uuid,
+                    people["stopped_after_pageview4"].uuid,
+                ],
             )
 
             self.assertCountEqual(self._get_actor_ids_at_step(filter, 5), [])
@@ -1658,19 +2249,31 @@ def test_funnel_conversion_window(self):
                 person = _create_person(distinct_ids=[f"user_{i}"], team=self.team)
                 ids_to_compare.append(str(person.uuid))
                 _create_event(
-                    event="step one", distinct_id=f"user_{i}", team=self.team, timestamp="2021-05-01 00:00:00"
+                    event="step one",
+                    distinct_id=f"user_{i}",
+                    team=self.team,
+                    timestamp="2021-05-01 00:00:00",
                 )
                 _create_event(
-                    event="step two", distinct_id=f"user_{i}", team=self.team, timestamp="2021-05-02 00:00:00"
+                    event="step two",
+                    distinct_id=f"user_{i}",
+                    team=self.team,
+                    timestamp="2021-05-02 00:00:00",
                 )
 
             for i in range(10, 25):
                 _create_person(distinct_ids=[f"user_{i}"], team=self.team)
                 _create_event(
-                    event="step one", distinct_id=f"user_{i}", team=self.team, timestamp="2021-05-01 00:00:00"
+                    event="step one",
+                    distinct_id=f"user_{i}",
+                    team=self.team,
+                    timestamp="2021-05-01 00:00:00",
                 )
                 _create_event(
-                    event="step two", distinct_id=f"user_{i}", team=self.team, timestamp="2021-05-10 00:00:00"
+                    event="step two",
+                    distinct_id=f"user_{i}",
+                    team=self.team,
+                    timestamp="2021-05-10 00:00:00",
                 )
 
             data = {
@@ -1693,7 +2296,10 @@ def test_funnel_conversion_window(self):
             self.assertEqual(results[1]["count"], 10)
             self.assertEqual(results[2]["count"], 0)
 
-            self.assertCountEqual([str(id) for id in self._get_actor_ids_at_step(filter, 2)], ids_to_compare)
+            self.assertCountEqual(
+                [str(id) for id in self._get_actor_ids_at_step(filter, 2)],
+                ids_to_compare,
+            )
 
         @snapshot_clickhouse_queries
         def test_funnel_conversion_window_seconds(self):
@@ -1702,19 +2308,31 @@ def test_funnel_conversion_window_seconds(self):
                 person = _create_person(distinct_ids=[f"user_{i}"], team=self.team)
                 ids_to_compare.append(str(person.uuid))
                 _create_event(
-                    event="step one", distinct_id=f"user_{i}", team=self.team, timestamp="2021-05-01 00:00:00"
+                    event="step one",
+                    distinct_id=f"user_{i}",
+                    team=self.team,
+                    timestamp="2021-05-01 00:00:00",
                 )
                 _create_event(
-                    event="step two", distinct_id=f"user_{i}", team=self.team, timestamp="2021-05-01 00:00:10"
+                    event="step two",
+                    distinct_id=f"user_{i}",
+                    team=self.team,
+                    timestamp="2021-05-01 00:00:10",
                 )
 
             for i in range(10, 25):
                 _create_person(distinct_ids=[f"user_{i}"], team=self.team)
                 _create_event(
-                    event="step one", distinct_id=f"user_{i}", team=self.team, timestamp="2021-05-01 00:00:00"
+                    event="step one",
+                    distinct_id=f"user_{i}",
+                    team=self.team,
+                    timestamp="2021-05-01 00:00:00",
                 )
                 _create_event(
-                    event="step two", distinct_id=f"user_{i}", team=self.team, timestamp="2021-05-01 00:00:20"
+                    event="step two",
+                    distinct_id=f"user_{i}",
+                    team=self.team,
+                    timestamp="2021-05-01 00:00:20",
                 )
 
             data = {
@@ -1737,7 +2355,10 @@ def test_funnel_conversion_window_seconds(self):
             self.assertEqual(results[1]["count"], 10)
             self.assertEqual(results[2]["count"], 0)
 
-            self.assertCountEqual([str(id) for id in self._get_actor_ids_at_step(filter, 2)], ids_to_compare)
+            self.assertCountEqual(
+                [str(id) for id in self._get_actor_ids_at_step(filter, 2)],
+                ids_to_compare,
+            )
 
         def test_funnel_exclusions_invalid_params(self):
             filters = {
@@ -1749,23 +2370,57 @@ def test_funnel_exclusions_invalid_params(self):
                 "funnel_window_days": 14,
                 "date_from": "2021-05-01 00:00:00",
                 "date_to": "2021-05-14 00:00:00",
-                "exclusions": [{"id": "x", "type": "events", "funnel_from_step": 1, "funnel_to_step": 1}],
+                "exclusions": [
+                    {
+                        "id": "x",
+                        "type": "events",
+                        "funnel_from_step": 1,
+                        "funnel_to_step": 1,
+                    }
+                ],
             }
             filter = Filter(data=filters)
             self.assertRaises(ValidationError, lambda: Funnel(filter, self.team))
 
             filter = filter.shallow_clone(
-                {"exclusions": [{"id": "x", "type": "events", "funnel_from_step": 1, "funnel_to_step": 2}]}
+                {
+                    "exclusions": [
+                        {
+                            "id": "x",
+                            "type": "events",
+                            "funnel_from_step": 1,
+                            "funnel_to_step": 2,
+                        }
+                    ]
+                }
             )
             self.assertRaises(ValidationError, lambda: Funnel(filter, self.team))
 
             filter = filter.shallow_clone(
-                {"exclusions": [{"id": "x", "type": "events", "funnel_from_step": 2, "funnel_to_step": 1}]}
+                {
+                    "exclusions": [
+                        {
+                            "id": "x",
+                            "type": "events",
+                            "funnel_from_step": 2,
+                            "funnel_to_step": 1,
+                        }
+                    ]
+                }
             )
             self.assertRaises(ValidationError, lambda: Funnel(filter, self.team))
 
             filter = filter.shallow_clone(
-                {"exclusions": [{"id": "x", "type": "events", "funnel_from_step": 0, "funnel_to_step": 2}]}
+                {
+                    "exclusions": [
+                        {
+                            "id": "x",
+                            "type": "events",
+                            "funnel_from_step": 0,
+                            "funnel_to_step": 2,
+                        }
+                    ]
+                }
             )
             self.assertRaises(ValidationError, lambda: Funnel(filter, self.team))
 
@@ -1779,7 +2434,14 @@ def test_funnel_exclusion_no_end_event(self):
                 "funnel_window_days": 1,
                 "date_from": "2021-05-01 00:00:00",
                 "date_to": "2021-05-14 00:00:00",
-                "exclusions": [{"id": "x", "type": "events", "funnel_from_step": 0, "funnel_to_step": 1}],
+                "exclusions": [
+                    {
+                        "id": "x",
+                        "type": "events",
+                        "funnel_from_step": 0,
+                        "funnel_to_step": 1,
+                    }
+                ],
             }
             filter = Filter(data=filters)
             funnel = Funnel(filter, self.team)
@@ -1787,32 +2449,69 @@ def test_funnel_exclusion_no_end_event(self):
             # event 1
             person1 = _create_person(distinct_ids=["person1"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person1", timestamp="2021-05-01 01:00:00"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person1",
+                timestamp="2021-05-01 01:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id="person1",
+                timestamp="2021-05-01 02:00:00",
             )
-            _create_event(team=self.team, event="paid", distinct_id="person1", timestamp="2021-05-01 02:00:00")
 
             # event 2
             _create_person(distinct_ids=["person2"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person2", timestamp="2021-05-01 03:00:00"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person2",
+                timestamp="2021-05-01 03:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="x",
+                distinct_id="person2",
+                timestamp="2021-05-01 03:30:00",
+            )
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id="person2",
+                timestamp="2021-05-01 04:00:00",
+            )
+
+            # event 3
+            _create_person(distinct_ids=["person3"], team_id=self.team.pk)
+            # should be discarded, even if nothing happened after x, since within conversion window
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="person3",
+                timestamp="2021-05-01 05:00:00",
             )
-            _create_event(team=self.team, event="x", distinct_id="person2", timestamp="2021-05-01 03:30:00")
-            _create_event(team=self.team, event="paid", distinct_id="person2", timestamp="2021-05-01 04:00:00")
-
-            # event 3
-            _create_person(distinct_ids=["person3"], team_id=self.team.pk)
-            # should be discarded, even if nothing happened after x, since within conversion window
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person3", timestamp="2021-05-01 05:00:00"
+                team=self.team,
+                event="x",
+                distinct_id="person3",
+                timestamp="2021-05-01 06:00:00",
             )
-            _create_event(team=self.team, event="x", distinct_id="person3", timestamp="2021-05-01 06:00:00")
 
             # event 4 - outside conversion window
             person4 = _create_person(distinct_ids=["person4"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person4", timestamp="2021-05-01 07:00:00"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person4",
+                timestamp="2021-05-01 07:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="x",
+                distinct_id="person4",
+                timestamp="2021-05-02 08:00:00",
             )
-            _create_event(team=self.team, event="x", distinct_id="person4", timestamp="2021-05-02 08:00:00")
 
             result = funnel.run()
             self.assertEqual(len(result), 2)
@@ -1827,11 +2526,17 @@ def test_funnel_exclusion_no_end_event(self):
 
         @also_test_with_materialized_columns(["key"])
         def test_funnel_exclusions_with_actions(self):
-
             sign_up_action = _create_action(
                 name="sign up",
                 team=self.team,
-                properties=[{"key": "key", "type": "event", "value": ["val"], "operator": "exact"}],
+                properties=[
+                    {
+                        "key": "key",
+                        "type": "event",
+                        "value": ["val"],
+                        "operator": "exact",
+                    }
+                ],
             )
 
             filters = {
@@ -1844,7 +2549,12 @@ def test_funnel_exclusions_with_actions(self):
                 "date_from": "2021-05-01 00:00:00",
                 "date_to": "2021-05-14 00:00:00",
                 "exclusions": [
-                    {"id": sign_up_action.id, "type": "actions", "funnel_from_step": 0, "funnel_to_step": 1}
+                    {
+                        "id": sign_up_action.id,
+                        "type": "actions",
+                        "funnel_from_step": 0,
+                        "funnel_to_step": 1,
+                    }
                 ],
             }
             filter = Filter(data=filters)
@@ -1853,14 +2563,25 @@ def test_funnel_exclusions_with_actions(self):
             # event 1
             person1 = _create_person(distinct_ids=["person1"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person1", timestamp="2021-05-01 01:00:00"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person1",
+                timestamp="2021-05-01 01:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id="person1",
+                timestamp="2021-05-01 02:00:00",
             )
-            _create_event(team=self.team, event="paid", distinct_id="person1", timestamp="2021-05-01 02:00:00")
 
             # event 2
             _create_person(distinct_ids=["person2"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person2", timestamp="2021-05-01 03:00:00"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person2",
+                timestamp="2021-05-01 03:00:00",
             )
             _create_event(
                 team=self.team,
@@ -1869,14 +2590,27 @@ def test_funnel_exclusions_with_actions(self):
                 properties={"key": "val"},
                 timestamp="2021-05-01 03:30:00",
             )
-            _create_event(team=self.team, event="paid", distinct_id="person2", timestamp="2021-05-01 04:00:00")
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id="person2",
+                timestamp="2021-05-01 04:00:00",
+            )
 
             # event 3
             person3 = _create_person(distinct_ids=["person3"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person3", timestamp="2021-05-01 05:00:00"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person3",
+                timestamp="2021-05-01 05:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id="person3",
+                timestamp="2021-05-01 06:00:00",
             )
-            _create_event(team=self.team, event="paid", distinct_id="person3", timestamp="2021-05-01 06:00:00")
 
             result = funnel.run()
             self.assertEqual(len(result), 2)
@@ -1919,7 +2653,12 @@ def test_funnel_with_denormalised_properties(self):
                 timestamp="2020-01-02T14:00:00Z",
                 properties={"test_prop": "hi"},
             )
-            _create_event(team=self.team, event="paid", distinct_id="user_1", timestamp="2020-01-10T14:00:00Z")
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id="user_1",
+                timestamp="2020-01-10T14:00:00Z",
+            )
 
             result = funnel.run()
 
@@ -1939,69 +2678,190 @@ def test_advanced_funnel_multiple_exclusions_between_steps(self):
                 "date_to": "2021-05-14 00:00:00",
                 "insight": INSIGHT_FUNNELS,
                 "exclusions": [
-                    {"id": "x", "type": "events", "funnel_from_step": 0, "funnel_to_step": 1},
-                    {"id": "y", "type": "events", "funnel_from_step": 2, "funnel_to_step": 3},
+                    {
+                        "id": "x",
+                        "type": "events",
+                        "funnel_from_step": 0,
+                        "funnel_to_step": 1,
+                    },
+                    {
+                        "id": "y",
+                        "type": "events",
+                        "funnel_from_step": 2,
+                        "funnel_to_step": 3,
+                    },
                 ],
             }
 
             _create_person(distinct_ids=["person1"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person1", timestamp="2021-05-01 01:00:00"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person1",
+                timestamp="2021-05-01 01:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="x",
+                distinct_id="person1",
+                timestamp="2021-05-01 02:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="$pageview",
+                distinct_id="person1",
+                timestamp="2021-05-01 03:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="insight viewed",
+                distinct_id="person1",
+                timestamp="2021-05-01 04:00:00",
             )
-            _create_event(team=self.team, event="x", distinct_id="person1", timestamp="2021-05-01 02:00:00")
-            _create_event(team=self.team, event="$pageview", distinct_id="person1", timestamp="2021-05-01 03:00:00")
             _create_event(
-                team=self.team, event="insight viewed", distinct_id="person1", timestamp="2021-05-01 04:00:00"
+                team=self.team,
+                event="y",
+                distinct_id="person1",
+                timestamp="2021-05-01 04:30:00",
+            )
+            _create_event(
+                team=self.team,
+                event="invite teammate",
+                distinct_id="person1",
+                timestamp="2021-05-01 05:00:00",
             )
-            _create_event(team=self.team, event="y", distinct_id="person1", timestamp="2021-05-01 04:30:00")
             _create_event(
-                team=self.team, event="invite teammate", distinct_id="person1", timestamp="2021-05-01 05:00:00"
+                team=self.team,
+                event="pageview2",
+                distinct_id="person1",
+                timestamp="2021-05-01 06:00:00",
             )
-            _create_event(team=self.team, event="pageview2", distinct_id="person1", timestamp="2021-05-01 06:00:00")
 
             _create_person(distinct_ids=["person2"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person2", timestamp="2021-05-01 01:00:00"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person2",
+                timestamp="2021-05-01 01:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="y",
+                distinct_id="person2",
+                timestamp="2021-05-01 01:30:00",
+            )
+            _create_event(
+                team=self.team,
+                event="$pageview",
+                distinct_id="person2",
+                timestamp="2021-05-01 02:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="insight viewed",
+                distinct_id="person2",
+                timestamp="2021-05-01 04:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="y",
+                distinct_id="person2",
+                timestamp="2021-05-01 04:30:00",
+            )
+            _create_event(
+                team=self.team,
+                event="invite teammate",
+                distinct_id="person2",
+                timestamp="2021-05-01 05:00:00",
             )
-            _create_event(team=self.team, event="y", distinct_id="person2", timestamp="2021-05-01 01:30:00")
-            _create_event(team=self.team, event="$pageview", distinct_id="person2", timestamp="2021-05-01 02:00:00")
             _create_event(
-                team=self.team, event="insight viewed", distinct_id="person2", timestamp="2021-05-01 04:00:00"
+                team=self.team,
+                event="x",
+                distinct_id="person2",
+                timestamp="2021-05-01 05:30:00",
             )
-            _create_event(team=self.team, event="y", distinct_id="person2", timestamp="2021-05-01 04:30:00")
             _create_event(
-                team=self.team, event="invite teammate", distinct_id="person2", timestamp="2021-05-01 05:00:00"
+                team=self.team,
+                event="pageview2",
+                distinct_id="person2",
+                timestamp="2021-05-01 06:00:00",
             )
-            _create_event(team=self.team, event="x", distinct_id="person2", timestamp="2021-05-01 05:30:00")
-            _create_event(team=self.team, event="pageview2", distinct_id="person2", timestamp="2021-05-01 06:00:00")
 
             _create_person(distinct_ids=["person3"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person3", timestamp="2021-05-01 01:00:00"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person3",
+                timestamp="2021-05-01 01:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="x",
+                distinct_id="person3",
+                timestamp="2021-05-01 01:30:00",
+            )
+            _create_event(
+                team=self.team,
+                event="$pageview",
+                distinct_id="person3",
+                timestamp="2021-05-01 02:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="insight viewed",
+                distinct_id="person3",
+                timestamp="2021-05-01 04:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="invite teammate",
+                distinct_id="person3",
+                timestamp="2021-05-01 05:00:00",
             )
-            _create_event(team=self.team, event="x", distinct_id="person3", timestamp="2021-05-01 01:30:00")
-            _create_event(team=self.team, event="$pageview", distinct_id="person3", timestamp="2021-05-01 02:00:00")
             _create_event(
-                team=self.team, event="insight viewed", distinct_id="person3", timestamp="2021-05-01 04:00:00"
+                team=self.team,
+                event="x",
+                distinct_id="person3",
+                timestamp="2021-05-01 05:30:00",
             )
             _create_event(
-                team=self.team, event="invite teammate", distinct_id="person3", timestamp="2021-05-01 05:00:00"
+                team=self.team,
+                event="pageview2",
+                distinct_id="person3",
+                timestamp="2021-05-01 06:00:00",
             )
-            _create_event(team=self.team, event="x", distinct_id="person3", timestamp="2021-05-01 05:30:00")
-            _create_event(team=self.team, event="pageview2", distinct_id="person3", timestamp="2021-05-01 06:00:00")
 
             person4 = _create_person(distinct_ids=["person4"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="person4", timestamp="2021-05-01 01:00:00"
+                team=self.team,
+                event="user signed up",
+                distinct_id="person4",
+                timestamp="2021-05-01 01:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="$pageview",
+                distinct_id="person4",
+                timestamp="2021-05-01 02:00:00",
+            )
+            _create_event(
+                team=self.team,
+                event="insight viewed",
+                distinct_id="person4",
+                timestamp="2021-05-01 04:00:00",
             )
-            _create_event(team=self.team, event="$pageview", distinct_id="person4", timestamp="2021-05-01 02:00:00")
             _create_event(
-                team=self.team, event="insight viewed", distinct_id="person4", timestamp="2021-05-01 04:00:00"
+                team=self.team,
+                event="invite teammate",
+                distinct_id="person4",
+                timestamp="2021-05-01 05:00:00",
             )
             _create_event(
-                team=self.team, event="invite teammate", distinct_id="person4", timestamp="2021-05-01 05:00:00"
+                team=self.team,
+                event="pageview2",
+                distinct_id="person4",
+                timestamp="2021-05-01 06:00:00",
             )
-            _create_event(team=self.team, event="pageview2", distinct_id="person4", timestamp="2021-05-01 06:00:00")
 
             filter = Filter(data=filters)
             funnel = Funnel(filter, self.team)
@@ -2018,8 +2878,18 @@ def test_advanced_funnel_multiple_exclusions_between_steps(self):
             filter = filter.shallow_clone(
                 {
                     "exclusions": [
-                        {"id": "x", "type": "events", "funnel_from_step": 0, "funnel_to_step": 1},
-                        {"id": "y", "type": "events", "funnel_from_step": 0, "funnel_to_step": 1},
+                        {
+                            "id": "x",
+                            "type": "events",
+                            "funnel_from_step": 0,
+                            "funnel_to_step": 1,
+                        },
+                        {
+                            "id": "y",
+                            "type": "events",
+                            "funnel_from_step": 0,
+                            "funnel_to_step": 1,
+                        },
                     ]
                 }
             )
@@ -2037,8 +2907,18 @@ def test_advanced_funnel_multiple_exclusions_between_steps(self):
             filter = filter.shallow_clone(
                 {
                     "exclusions": [
-                        {"id": "x", "type": "events", "funnel_from_step": 0, "funnel_to_step": 1},
-                        {"id": "y", "type": "events", "funnel_from_step": 0, "funnel_to_step": 1},
+                        {
+                            "id": "x",
+                            "type": "events",
+                            "funnel_from_step": 0,
+                            "funnel_to_step": 1,
+                        },
+                        {
+                            "id": "y",
+                            "type": "events",
+                            "funnel_from_step": 0,
+                            "funnel_to_step": 1,
+                        },
                     ]
                 }
             )
@@ -2056,8 +2936,18 @@ def test_advanced_funnel_multiple_exclusions_between_steps(self):
             filter = filter.shallow_clone(
                 {
                     "exclusions": [
-                        {"id": "x", "type": "events", "funnel_from_step": 0, "funnel_to_step": 4},
-                        {"id": "y", "type": "events", "funnel_from_step": 0, "funnel_to_step": 4},
+                        {
+                            "id": "x",
+                            "type": "events",
+                            "funnel_from_step": 0,
+                            "funnel_to_step": 4,
+                        },
+                        {
+                            "id": "y",
+                            "type": "events",
+                            "funnel_from_step": 0,
+                            "funnel_to_step": 4,
+                        },
                     ]
                 }
             )
@@ -2095,7 +2985,12 @@ def test_funnel_with_elements_chain(self):
                             "name": "$autocapture",
                             "order": 1,
                             "properties": [
-                                {"key": "tag_name", "value": [tag_name], "operator": "exact", "type": "element"}
+                                {
+                                    "key": "tag_name",
+                                    "value": [tag_name],
+                                    "operator": "exact",
+                                    "type": "element",
+                                }
                             ],
                             "type": "events",
                         },
@@ -2133,22 +3028,52 @@ def test_breakdown_values_is_set_on_the_query_with_fewer_than_two_entities(self)
 
         @snapshot_clickhouse_queries
         def test_funnel_with_cohorts_step_filter(self):
-
-            _create_person(distinct_ids=["user_1"], team_id=self.team.pk, properties={"email": "n@test.com"})
+            _create_person(
+                distinct_ids=["user_1"],
+                team_id=self.team.pk,
+                properties={"email": "n@test.com"},
+            )
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="user_1",
+                timestamp="2020-01-02T14:00:00Z",
+            )
             _create_event(
-                team=self.team, event="user signed up", distinct_id="user_1", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="paid",
+                distinct_id="user_1",
+                timestamp="2020-01-10T14:00:00Z",
             )
-            _create_event(team=self.team, event="paid", distinct_id="user_1", timestamp="2020-01-10T14:00:00Z")
 
             _create_person(distinct_ids=["user_2"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="user_2", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id="user_2",
+                timestamp="2020-01-02T14:00:00Z",
+            )
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id="user_2",
+                timestamp="2020-01-10T14:00:00Z",
             )
-            _create_event(team=self.team, event="paid", distinct_id="user_2", timestamp="2020-01-10T14:00:00Z")
 
             cohort = Cohort.objects.create(
                 team=self.team,
-                groups=[{"properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}]}],
+                groups=[
+                    {
+                        "properties": [
+                            {
+                                "key": "email",
+                                "operator": "icontains",
+                                "value": ".com",
+                                "type": "person",
+                            }
+                        ]
+                    }
+                ],
             )
 
             filters = {
@@ -2176,22 +3101,52 @@ def test_funnel_with_cohorts_step_filter(self):
 
         @snapshot_clickhouse_queries
         def test_funnel_with_precalculated_cohort_step_filter(self):
-
-            _create_person(distinct_ids=["user_1"], team_id=self.team.pk, properties={"email": "n@test.com"})
+            _create_person(
+                distinct_ids=["user_1"],
+                team_id=self.team.pk,
+                properties={"email": "n@test.com"},
+            )
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="user_1",
+                timestamp="2020-01-02T14:00:00Z",
+            )
             _create_event(
-                team=self.team, event="user signed up", distinct_id="user_1", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="paid",
+                distinct_id="user_1",
+                timestamp="2020-01-10T14:00:00Z",
             )
-            _create_event(team=self.team, event="paid", distinct_id="user_1", timestamp="2020-01-10T14:00:00Z")
 
             _create_person(distinct_ids=["user_2"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="user_2", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id="user_2",
+                timestamp="2020-01-02T14:00:00Z",
+            )
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id="user_2",
+                timestamp="2020-01-10T14:00:00Z",
             )
-            _create_event(team=self.team, event="paid", distinct_id="user_2", timestamp="2020-01-10T14:00:00Z")
 
             cohort = Cohort.objects.create(
                 team=self.team,
-                groups=[{"properties": [{"key": "email", "operator": "icontains", "value": ".com", "type": "person"}]}],
+                groups=[
+                    {
+                        "properties": [
+                            {
+                                "key": "email",
+                                "operator": "icontains",
+                                "value": ".com",
+                                "type": "person",
+                            }
+                        ]
+                    }
+                ],
             )
 
             filters = {
@@ -2200,7 +3155,13 @@ def test_funnel_with_precalculated_cohort_step_filter(self):
                         "id": "user signed up",
                         "type": "events",
                         "order": 0,
-                        "properties": [{"type": "precalculated-cohort", "key": "id", "value": cohort.pk}],
+                        "properties": [
+                            {
+                                "type": "precalculated-cohort",
+                                "key": "id",
+                                "value": cohort.pk,
+                            }
+                        ],
                     },
                     {"id": "paid", "type": "events", "order": 1},
                 ],
@@ -2222,18 +3183,37 @@ def test_funnel_with_precalculated_cohort_step_filter(self):
 
         @snapshot_clickhouse_queries
         def test_funnel_with_static_cohort_step_filter(self):
-
-            _create_person(distinct_ids=["user_1"], team_id=self.team.pk, properties={"email": "n@test.com"})
+            _create_person(
+                distinct_ids=["user_1"],
+                team_id=self.team.pk,
+                properties={"email": "n@test.com"},
+            )
+            _create_event(
+                team=self.team,
+                event="user signed up",
+                distinct_id="user_1",
+                timestamp="2020-01-02T14:00:00Z",
+            )
             _create_event(
-                team=self.team, event="user signed up", distinct_id="user_1", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="paid",
+                distinct_id="user_1",
+                timestamp="2020-01-10T14:00:00Z",
             )
-            _create_event(team=self.team, event="paid", distinct_id="user_1", timestamp="2020-01-10T14:00:00Z")
 
             _create_person(distinct_ids=["user_2"], team_id=self.team.pk)
             _create_event(
-                team=self.team, event="user signed up", distinct_id="user_2", timestamp="2020-01-02T14:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id="user_2",
+                timestamp="2020-01-02T14:00:00Z",
+            )
+            _create_event(
+                team=self.team,
+                event="paid",
+                distinct_id="user_2",
+                timestamp="2020-01-10T14:00:00Z",
             )
-            _create_event(team=self.team, event="paid", distinct_id="user_2", timestamp="2020-01-10T14:00:00Z")
 
             cohort = Cohort.objects.create(team=self.team, groups=[], is_static=True)
             cohort.insert_users_by_list(["user_2", "rando"])
@@ -2269,7 +3249,11 @@ def test_funnel_with_property_groups(self):
                 "date_to": "2020-07-01 00:00:00",
                 "events": [
                     {"id": "user signed up", "order": 0},
-                    {"id": "$pageview", "order": 1, "properties": {"$current_url": "aloha.com"}},
+                    {
+                        "id": "$pageview",
+                        "order": 1,
+                        "properties": {"$current_url": "aloha.com"},
+                    },
                     {
                         "id": "$pageview",
                         "order": 2,
@@ -2284,15 +3268,35 @@ def test_funnel_with_property_groups(self):
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "email", "operator": "icontains", "value": ".com", "type": "person"},
-                                {"key": "age", "operator": "exact", "value": "20", "type": "person"},
+                                {
+                                    "key": "email",
+                                    "operator": "icontains",
+                                    "value": ".com",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "age",
+                                    "operator": "exact",
+                                    "value": "20",
+                                    "type": "person",
+                                },
                             ],
                         },
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "email", "operator": "icontains", "value": ".org", "type": "person"},
-                                {"key": "age", "operator": "exact", "value": "28", "type": "person"},
+                                {
+                                    "key": "email",
+                                    "operator": "icontains",
+                                    "value": ".org",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "age",
+                                    "operator": "exact",
+                                    "value": "28",
+                                    "type": "person",
+                                },
                             ],
                         },
                     ],
@@ -2332,10 +3336,23 @@ def test_funnel_with_property_groups(self):
             # event
             journeys_for(
                 {
-                    "stopped_after_signup1": [{"event": "user signed up", "timestamp": datetime(2020, 5, 1, 0)}],
-                    "stopped_after_pageview1": [{"event": "user signed up", "timestamp": datetime(2020, 5, 1, 0)}],
+                    "stopped_after_signup1": [
+                        {
+                            "event": "user signed up",
+                            "timestamp": datetime(2020, 5, 1, 0),
+                        }
+                    ],
+                    "stopped_after_pageview1": [
+                        {
+                            "event": "user signed up",
+                            "timestamp": datetime(2020, 5, 1, 0),
+                        }
+                    ],
                     "stopped_after_pageview2": [
-                        {"event": "user signed up", "timestamp": datetime(2020, 5, 1, 0)},
+                        {
+                            "event": "user signed up",
+                            "timestamp": datetime(2020, 5, 1, 0),
+                        },
                         {
                             "event": "$pageview",
                             "properties": {"$current_url": "aloha.com"},
@@ -2343,7 +3360,10 @@ def test_funnel_with_property_groups(self):
                         },
                     ],
                     "stopped_after_pageview3": [
-                        {"event": "user signed up", "timestamp": datetime(2020, 5, 1, 0)},
+                        {
+                            "event": "user signed up",
+                            "timestamp": datetime(2020, 5, 1, 0),
+                        },
                         {
                             "event": "$pageview",
                             "properties": {"$current_url": "aloha.com"},
@@ -2398,10 +3418,16 @@ def test_funnel_with_property_groups(self):
 
             self.assertCountEqual(
                 self._get_actor_ids_at_step(filter, 2),
-                [people["stopped_after_pageview2"].uuid, people["stopped_after_pageview3"].uuid],
+                [
+                    people["stopped_after_pageview2"].uuid,
+                    people["stopped_after_pageview3"].uuid,
+                ],
             )
 
-            self.assertCountEqual(self._get_actor_ids_at_step(filter, 3), [people["stopped_after_pageview3"].uuid])
+            self.assertCountEqual(
+                self._get_actor_ids_at_step(filter, 3),
+                [people["stopped_after_pageview3"].uuid],
+            )
 
         @snapshot_clickhouse_queries
         def test_timezones(self):
@@ -2425,7 +3451,10 @@ def test_timezones(self):
             _create_person(distinct_ids=["user_1"], team_id=self.team.pk)
             #  this event shouldn't appear as in US/Pacific this would be the previous day
             _create_event(
-                team=self.team, event="user signed up", distinct_id="user_1", timestamp="2020-01-01T01:00:00Z"
+                team=self.team,
+                event="user signed up",
+                distinct_id="user_1",
+                timestamp="2020-01-01T01:00:00Z",
             )
             result = funnel.run()
 
@@ -2434,7 +3463,12 @@ def test_timezones(self):
 
         def test_funnel_with_sampling(self):
             action_play_movie = Action.objects.create(team=self.team, name="watched movie")
-            ActionStep.objects.create(action=action_play_movie, event="$autocapture", tag_name="a", href="/movie")
+            ActionStep.objects.create(
+                action=action_play_movie,
+                event="$autocapture",
+                tag_name="a",
+                href="/movie",
+            )
 
             funnel = self._basic_funnel(
                 filters={
@@ -2453,7 +3487,10 @@ def test_funnel_with_sampling(self):
             self._signup_event(distinct_id="stopped_after_pay")
             self._movie_event(distinct_id="completed_movie")
 
-            person_factory(distinct_ids=["had_anonymous_id", "completed_movie"], team_id=self.team.pk)
+            person_factory(
+                distinct_ids=["had_anonymous_id", "completed_movie"],
+                team_id=self.team.pk,
+            )
             self._signup_event(distinct_id="had_anonymous_id")
             self._movie_event(distinct_id="completed_movie")
 
@@ -2511,7 +3548,10 @@ def test_hogql_aggregation(self):
 
             # properties.$session_id
             result = self._basic_funnel(
-                filters={**basic_filters, "funnel_aggregate_by_hogql": "properties.$session_id"}
+                filters={
+                    **basic_filters,
+                    "funnel_aggregate_by_hogql": "properties.$session_id",
+                }
             ).run()
             self.assertEqual(result[0]["count"], 3)
             self.assertEqual(result[1]["count"], 2)
@@ -2544,14 +3584,27 @@ def test_funnel_all_events_with_properties(self):
 
             filters = {
                 "events": [
-                    {"type": "events", "id": "user signed up", "order": 0, "name": "user signed up", "math": "total"},
+                    {
+                        "type": "events",
+                        "id": "user signed up",
+                        "order": 0,
+                        "name": "user signed up",
+                        "math": "total",
+                    },
                     {
                         "type": "events",
                         "id": None,
                         "order": 1,
                         "name": "All events",
                         "math": "total",
-                        "properties": [{"key": "is_saved", "value": ["true"], "operator": "exact", "type": "event"}],
+                        "properties": [
+                            {
+                                "key": "is_saved",
+                                "value": ["true"],
+                                "operator": "exact",
+                                "type": "event",
+                            }
+                        ],
                     },
                 ],
                 "funnel_window_days": 14,
diff --git a/posthog/queries/funnels/test/test_funnel_persons.py b/posthog/queries/funnels/test/test_funnel_persons.py
index 8f8ed2b638f67..995030339484a 100644
--- a/posthog/queries/funnels/test/test_funnel_persons.py
+++ b/posthog/queries/funnels/test/test_funnel_persons.py
@@ -9,7 +9,9 @@
 from posthog.models.event.util import bulk_create_events
 from posthog.models.person.util import bulk_create_persons
 from posthog.queries.funnels.funnel_persons import ClickhouseFunnelActors
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
 from posthog.test.base import (
     APIBaseTest,
     ClickhouseTestMixin,
@@ -33,10 +35,20 @@ def _create_sample_data_multiple_dropoffs(self):
         events = []
         for i in range(5):
             events.append(
-                {"event": "step one", "distinct_id": f"user_{i}", "team": self.team, "timestamp": "2021-05-01 00:00:00"}
+                {
+                    "event": "step one",
+                    "distinct_id": f"user_{i}",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:00:00",
+                }
             )
             events.append(
-                {"event": "step two", "distinct_id": f"user_{i}", "team": self.team, "timestamp": "2021-05-03 00:00:00"}
+                {
+                    "event": "step two",
+                    "distinct_id": f"user_{i}",
+                    "team": self.team,
+                    "timestamp": "2021-05-03 00:00:00",
+                }
             )
             events.append(
                 {
@@ -49,21 +61,44 @@ def _create_sample_data_multiple_dropoffs(self):
 
         for i in range(5, 15):
             events.append(
-                {"event": "step one", "distinct_id": f"user_{i}", "team": self.team, "timestamp": "2021-05-01 00:00:00"}
+                {
+                    "event": "step one",
+                    "distinct_id": f"user_{i}",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:00:00",
+                }
             )
             events.append(
-                {"event": "step two", "distinct_id": f"user_{i}", "team": self.team, "timestamp": "2021-05-03 00:00:00"}
+                {
+                    "event": "step two",
+                    "distinct_id": f"user_{i}",
+                    "team": self.team,
+                    "timestamp": "2021-05-03 00:00:00",
+                }
             )
 
         for i in range(15, 35):
             events.append(
-                {"event": "step one", "distinct_id": f"user_{i}", "team": self.team, "timestamp": "2021-05-01 00:00:00"}
+                {
+                    "event": "step one",
+                    "distinct_id": f"user_{i}",
+                    "team": self.team,
+                    "timestamp": "2021-05-01 00:00:00",
+                }
             )
         bulk_create_events(events)
 
     def _create_browser_breakdown_events(self):
-        person1 = _create_person(distinct_ids=["person1"], team_id=self.team.pk, properties={"$country": "PL"})
-        person2 = _create_person(distinct_ids=["person2"], team_id=self.team.pk, properties={"$country": "EE"})
+        person1 = _create_person(
+            distinct_ids=["person1"],
+            team_id=self.team.pk,
+            properties={"$country": "PL"},
+        )
+        person2 = _create_person(
+            distinct_ids=["person2"],
+            team_id=self.team.pk,
+            properties={"$country": "EE"},
+        )
         journeys_for(
             {
                 "person1": [
@@ -180,9 +215,24 @@ def test_last_step_dropoff(self):
     def _create_sample_data(self):
         for i in range(110):
             _create_person(distinct_ids=[f"user_{i}"], team=self.team)
-            _create_event(event="step one", distinct_id=f"user_{i}", team=self.team, timestamp="2021-05-01 00:00:00")
-            _create_event(event="step two", distinct_id=f"user_{i}", team=self.team, timestamp="2021-05-03 00:00:00")
-            _create_event(event="step three", distinct_id=f"user_{i}", team=self.team, timestamp="2021-05-05 00:00:00")
+            _create_event(
+                event="step one",
+                distinct_id=f"user_{i}",
+                team=self.team,
+                timestamp="2021-05-01 00:00:00",
+            )
+            _create_event(
+                event="step two",
+                distinct_id=f"user_{i}",
+                team=self.team,
+                timestamp="2021-05-03 00:00:00",
+            )
+            _create_event(
+                event="step three",
+                distinct_id=f"user_{i}",
+                team=self.team,
+                timestamp="2021-05-05 00:00:00",
+            )
 
     def test_basic_offset(self):
         self._create_sample_data()
@@ -305,7 +355,11 @@ def test_first_step_breakdowns(self):
                 "interval": "day",
                 "funnel_window_days": 7,
                 "funnel_step": 1,
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "breakdown_type": "event",
                 "breakdown": "$browser",
             }
@@ -336,7 +390,11 @@ def test_first_step_breakdowns_with_multi_property_breakdown(self):
                 "interval": "day",
                 "funnel_window_days": 7,
                 "funnel_step": 1,
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "breakdown_type": "event",
                 "breakdown": ["$browser", "$browser_version"],
             }
@@ -367,7 +425,11 @@ def test_first_step_breakdown_person(self):
                 "interval": "day",
                 "funnel_window_days": 7,
                 "funnel_step": 1,
-                "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+                "events": [
+                    {"id": "sign up", "order": 0},
+                    {"id": "play movie", "order": 1},
+                    {"id": "buy", "order": 2},
+                ],
                 "breakdown_type": "person",
                 "breakdown": "$country",
             }
@@ -383,7 +445,8 @@ def test_first_step_breakdown_person(self):
 
         # Check custom_steps give same answers for breakdowns
         _, custom_step_results, _ = ClickhouseFunnelActors(
-            filter.shallow_clone({"funnel_step_breakdown": "EE", "funnel_custom_steps": [1, 2, 3]}), self.team
+            filter.shallow_clone({"funnel_step_breakdown": "EE", "funnel_custom_steps": [1, 2, 3]}),
+            self.team,
         ).get_actors()
         self.assertEqual(results, custom_step_results)
 
@@ -394,7 +457,8 @@ def test_first_step_breakdown_person(self):
 
         # Check custom_steps give same answers for breakdowns
         _, custom_step_results, _ = ClickhouseFunnelActors(
-            filter.shallow_clone({"funnel_step_breakdown": "PL", "funnel_custom_steps": [1, 2, 3]}), self.team
+            filter.shallow_clone({"funnel_step_breakdown": "PL", "funnel_custom_steps": [1, 2, 3]}),
+            self.team,
         ).get_actors()
         self.assertEqual(results, custom_step_results)
 
@@ -402,7 +466,11 @@ def test_first_step_breakdown_person(self):
     def test_funnel_cohort_breakdown_persons(self):
         person = _create_person(distinct_ids=[f"person1"], team_id=self.team.pk, properties={"key": "value"})
         _create_event(
-            team=self.team, event="sign up", distinct_id=f"person1", properties={}, timestamp="2020-01-02T12:00:00Z"
+            team=self.team,
+            event="sign up",
+            distinct_id=f"person1",
+            properties={},
+            timestamp="2020-01-02T12:00:00Z",
         )
         cohort = Cohort.objects.create(
             team=self.team,
@@ -410,7 +478,11 @@ def test_funnel_cohort_breakdown_persons(self):
             groups=[{"properties": [{"key": "key", "value": "value", "type": "person"}]}],
         )
         filters = {
-            "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}, {"id": "buy", "order": 2}],
+            "events": [
+                {"id": "sign up", "order": 0},
+                {"id": "play movie", "order": 1},
+                {"id": "buy", "order": 2},
+            ],
             "insight": INSIGHT_FUNNELS,
             "date_from": "2020-01-01",
             "date_to": "2020-01-08",
diff --git a/posthog/queries/funnels/test/test_funnel_strict.py b/posthog/queries/funnels/test/test_funnel_strict.py
index 8cc43e176a0e0..0f0d4b691ce21 100644
--- a/posthog/queries/funnels/test/test_funnel_strict.py
+++ b/posthog/queries/funnels/test/test_funnel_strict.py
@@ -7,9 +7,19 @@
 from posthog.models.instance_setting import override_instance_config
 from posthog.queries.funnels.funnel_strict import ClickhouseFunnelStrict
 from posthog.queries.funnels.funnel_strict_persons import ClickhouseFunnelStrictActors
-from posthog.queries.funnels.test.breakdown_cases import assert_funnel_results_equal, funnel_breakdown_test_factory
-from posthog.queries.funnels.test.conversion_time_cases import funnel_conversion_time_test_factory
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_event, _create_person
+from posthog.queries.funnels.test.breakdown_cases import (
+    assert_funnel_results_equal,
+    funnel_breakdown_test_factory,
+)
+from posthog.queries.funnels.test.conversion_time_cases import (
+    funnel_conversion_time_test_factory,
+)
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    _create_event,
+    _create_person,
+)
 from posthog.test.test_journeys import journeys_for
 
 FORMAT_TIME = "%Y-%m-%d 00:00:00"
@@ -24,8 +34,16 @@ def _create_action(**kwargs):
     return action
 
 
-class TestFunnelStrictStepsBreakdown(ClickhouseTestMixin, funnel_breakdown_test_factory(ClickhouseFunnelStrict, ClickhouseFunnelStrictActors, _create_event, _create_action, _create_person)):  # type: ignore
-
+class TestFunnelStrictStepsBreakdown(
+    ClickhouseTestMixin,
+    funnel_breakdown_test_factory(  # type: ignore
+        ClickhouseFunnelStrict,
+        ClickhouseFunnelStrictActors,
+        _create_event,
+        _create_action,
+        _create_person,
+    ),
+):
     maxDiff = None
 
     def test_basic_funnel_default_funnel_days_breakdown_event(self):
@@ -39,7 +57,6 @@ def test_basic_funnel_default_funnel_days_breakdown_action_materialized(self):
         pass
 
     def test_strict_breakdown_events_with_multiple_properties(self):
-
         filters = {
             "events": [{"id": "sign up", "order": 0}, {"id": "play movie", "order": 1}],
             "insight": INSIGHT_FUNNELS,
@@ -56,8 +73,16 @@ def test_strict_breakdown_events_with_multiple_properties(self):
         people = journeys_for(
             {
                 "person1": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 1, 12), "properties": {"$browser": "Chrome"}},
-                    {"event": "blah", "timestamp": datetime(2020, 1, 1, 13), "properties": {"$browser": "Chrome"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 1, 12),
+                        "properties": {"$browser": "Chrome"},
+                    },
+                    {
+                        "event": "blah",
+                        "timestamp": datetime(2020, 1, 1, 13),
+                        "properties": {"$browser": "Chrome"},
+                    },
                     {
                         "event": "play movie",
                         "timestamp": datetime(2020, 1, 1, 14),
@@ -65,7 +90,11 @@ def test_strict_breakdown_events_with_multiple_properties(self):
                     },
                 ],
                 "person2": [
-                    {"event": "sign up", "timestamp": datetime(2020, 1, 2, 13), "properties": {"$browser": "Safari"}},
+                    {
+                        "event": "sign up",
+                        "timestamp": datetime(2020, 1, 2, 13),
+                        "properties": {"$browser": "Safari"},
+                    },
                     {
                         "event": "play movie",
                         "timestamp": datetime(2020, 1, 2, 14),
@@ -146,14 +175,20 @@ def test_strict_breakdown_events_with_multiple_properties(self):
         self.assertCountEqual(self._get_actor_ids_at_step(filter, 2, ["Safari"]), [people["person2"].uuid])
 
 
-class TestFunnelStrictStepsConversionTime(ClickhouseTestMixin, funnel_conversion_time_test_factory(ClickhouseFunnelStrict, ClickhouseFunnelStrictActors, _create_event, _create_person)):  # type: ignore
-
+class TestFunnelStrictStepsConversionTime(
+    ClickhouseTestMixin,
+    funnel_conversion_time_test_factory(  # type: ignore
+        ClickhouseFunnelStrict,
+        ClickhouseFunnelStrictActors,
+        _create_event,
+        _create_person,
+    ),
+):
     maxDiff = None
     pass
 
 
 class TestFunnelStrictSteps(ClickhouseTestMixin, APIBaseTest):
-
     maxDiff = None
 
     def _get_actor_ids_at_step(self, filter, funnel_step, breakdown_value=None):
@@ -177,7 +212,9 @@ def test_basic_strict_funnel(self):
         funnel = ClickhouseFunnelStrict(filter, self.team)
 
         person1_stopped_after_signup = _create_person(
-            distinct_ids=["stopped_after_signup1"], team_id=self.team.pk, properties={"test": "okay"}
+            distinct_ids=["stopped_after_signup1"],
+            team_id=self.team.pk,
+            properties={"test": "okay"},
         )
         _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_signup1")
 
@@ -185,32 +222,60 @@ def test_basic_strict_funnel(self):
             distinct_ids=["stopped_after_pageview1"], team_id=self.team.pk
         )
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview1")
-        _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_pageview1")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="stopped_after_pageview1",
+        )
 
         person3_stopped_after_insight_view = _create_person(
             distinct_ids=["stopped_after_insightview"], team_id=self.team.pk
         )
-        _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_insightview")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="stopped_after_insightview",
+        )
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_insightview")
         _create_event(team=self.team, event="blaah blaa", distinct_id="stopped_after_insightview")
-        _create_event(team=self.team, event="insight viewed", distinct_id="stopped_after_insightview")
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="stopped_after_insightview",
+        )
 
         person4_stopped_after_insight_view_not_strict_order = _create_person(
             distinct_ids=["stopped_after_insightview2"], team_id=self.team.pk
         )
-        _create_event(team=self.team, event="insight viewed", distinct_id="stopped_after_insightview2")
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="stopped_after_insightview2",
+        )
         _create_event(team=self.team, event="blaah blaa", distinct_id="stopped_after_insightview2")
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_insightview2")
-        _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_insightview2")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="stopped_after_insightview2",
+        )
 
         person5_stopped_after_insight_view_random = _create_person(
             distinct_ids=["stopped_after_insightview3"], team_id=self.team.pk
         )
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_insightview3")
-        _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_insightview3")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="stopped_after_insightview3",
+        )
         _create_event(team=self.team, event="blaah blaa", distinct_id="stopped_after_insightview3")
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_insightview3")
-        _create_event(team=self.team, event="insight viewed", distinct_id="stopped_after_insightview3")
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="stopped_after_insightview3",
+        )
 
         person6 = _create_person(distinct_ids=["person6"], team_id=self.team.pk)
         _create_event(team=self.team, event="blaah blaa", distinct_id="person6")
@@ -226,7 +291,11 @@ def test_basic_strict_funnel(self):
         _create_event(team=self.team, event="blaah blaa", distinct_id="person7")
 
         _create_person(distinct_ids=["stopped_after_insightview6"], team_id=self.team.pk)
-        _create_event(team=self.team, event="insight viewed", distinct_id="stopped_after_insightview6")
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="stopped_after_insightview6",
+        )
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_insightview6")
 
         result = funnel.run()
@@ -250,7 +319,8 @@ def test_basic_strict_funnel(self):
         )
 
         self.assertCountEqual(
-            self._get_actor_ids_at_step(filter, 2), [person3_stopped_after_insight_view.uuid, person7.uuid]
+            self._get_actor_ids_at_step(filter, 2),
+            [person3_stopped_after_insight_view.uuid, person7.uuid],
         )
 
         self.assertCountEqual(self._get_actor_ids_at_step(filter, 3), [person7.uuid])
@@ -263,7 +333,6 @@ def test_basic_strict_funnel(self):
             self.assertEqual(result[0]["count"], 7)
 
     def test_advanced_strict_funnel(self):
-
         sign_up_action = _create_action(
             name="sign up",
             team=self.team,
@@ -297,59 +366,122 @@ def test_advanced_strict_funnel(self):
         person2_stopped_after_one_pageview = _create_person(
             distinct_ids=["stopped_after_pageview1"], team_id=self.team.pk
         )
-        _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_pageview1")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="stopped_after_pageview1",
+        )
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview1")
 
         person3_stopped_after_insight_view = _create_person(
             distinct_ids=["stopped_after_insightview"], team_id=self.team.pk
         )
-        _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_insightview")
         _create_event(
-            team=self.team, event="sign up", distinct_id="stopped_after_insightview", properties={"key": "val"}
+            team=self.team,
+            event="user signed up",
+            distinct_id="stopped_after_insightview",
+        )
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="stopped_after_insightview",
+            properties={"key": "val"},
         )
         _create_event(
-            team=self.team, event="sign up", distinct_id="stopped_after_insightview", properties={"key": "val2"}
+            team=self.team,
+            event="sign up",
+            distinct_id="stopped_after_insightview",
+            properties={"key": "val2"},
         )
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_insightview")
         _create_event(team=self.team, event="blaah blaa", distinct_id="stopped_after_insightview")
-        _create_event(team=self.team, event="insight viewed", distinct_id="stopped_after_insightview")
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="stopped_after_insightview",
+        )
 
         person4 = _create_person(distinct_ids=["person4"], team_id=self.team.pk)
         _create_event(team=self.team, event="blaah blaa", distinct_id="person4")
         _create_event(team=self.team, event="user signed up", distinct_id="person4")
-        _create_event(team=self.team, event="sign up", distinct_id="person4", properties={"key": "val"})
-        _create_event(team=self.team, event="$pageview", distinct_id="person4", properties={"key": "val"})
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person4",
+            properties={"key": "val"},
+        )
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="person4",
+            properties={"key": "val"},
+        )
         _create_event(team=self.team, event="blaah blaa", distinct_id="person4")
 
         person5 = _create_person(distinct_ids=["person5"], team_id=self.team.pk)
         _create_event(team=self.team, event="blaah blaa", distinct_id="person5")
         _create_event(team=self.team, event="user signed up", distinct_id="person5")
-        _create_event(team=self.team, event="sign up", distinct_id="person5", properties={"key": "val"})
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person5",
+            properties={"key": "val"},
+        )
         _create_event(team=self.team, event="$pageview", distinct_id="person5")
         _create_event(team=self.team, event="blaah blaa", distinct_id="person5")
 
         person6 = _create_person(distinct_ids=["person6"], team_id=self.team.pk)
         _create_event(team=self.team, event="blaah blaa", distinct_id="person6")
         _create_event(team=self.team, event="user signed up", distinct_id="person6")
-        _create_event(team=self.team, event="sign up", distinct_id="person6", properties={"key": "val"})
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person6",
+            properties={"key": "val"},
+        )
         _create_event(team=self.team, event="$pageview", distinct_id="person6")
-        _create_event(team=self.team, event="pageview", distinct_id="person6", properties={"key": "val1"})
+        _create_event(
+            team=self.team,
+            event="pageview",
+            distinct_id="person6",
+            properties={"key": "val1"},
+        )
 
         person7 = _create_person(distinct_ids=["person7"], team_id=self.team.pk)
         _create_event(team=self.team, event="blaah blaa", distinct_id="person7")
         _create_event(team=self.team, event="user signed up", distinct_id="person7")
-        _create_event(team=self.team, event="sign up", distinct_id="person7", properties={"key": "val"})
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person7",
+            properties={"key": "val"},
+        )
         _create_event(team=self.team, event="$pageview", distinct_id="person7")
         _create_event(team=self.team, event="user signed up", distinct_id="person7")
-        _create_event(team=self.team, event="pageview", distinct_id="person7", properties={"key": "val"})
+        _create_event(
+            team=self.team,
+            event="pageview",
+            distinct_id="person7",
+            properties={"key": "val"},
+        )
 
         person8 = _create_person(distinct_ids=["person8"], team_id=self.team.pk)
         _create_event(team=self.team, event="blaah blaa", distinct_id="person8")
         _create_event(team=self.team, event="user signed up", distinct_id="person8")
         _create_event(team=self.team, event="user signed up", distinct_id="person8")
-        _create_event(team=self.team, event="sign up", distinct_id="person8", properties={"key": "val"})
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="person8",
+            properties={"key": "val"},
+        )
         _create_event(team=self.team, event="$pageview", distinct_id="person8")
-        _create_event(team=self.team, event="pageview", distinct_id="person8", properties={"key": "val"})
+        _create_event(
+            team=self.team,
+            event="pageview",
+            distinct_id="person8",
+            properties={"key": "val"},
+        )
 
         result = funnel.run()
 
@@ -410,7 +542,10 @@ def test_basic_strict_funnel_conversion_times(self):
 
         person1_stopped_after_signup = _create_person(distinct_ids=["stopped_after_signup1"], team_id=self.team.pk)
         _create_event(
-            team=self.team, event="user signed up", distinct_id="stopped_after_signup1", timestamp="2021-05-02 00:00:00"
+            team=self.team,
+            event="user signed up",
+            distinct_id="stopped_after_signup1",
+            timestamp="2021-05-02 00:00:00",
         )
 
         person2_stopped_after_one_pageview = _create_person(
@@ -423,7 +558,10 @@ def test_basic_strict_funnel_conversion_times(self):
             timestamp="2021-05-02 00:00:00",
         )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="stopped_after_pageview1", timestamp="2021-05-02 01:00:00"
+            team=self.team,
+            event="$pageview",
+            distinct_id="stopped_after_pageview1",
+            timestamp="2021-05-02 01:00:00",
         )
 
         person3_stopped_after_insight_view = _create_person(
@@ -436,7 +574,10 @@ def test_basic_strict_funnel_conversion_times(self):
             timestamp="2021-05-02 00:00:00",
         )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="stopped_after_insightview", timestamp="2021-05-02 02:00:00"
+            team=self.team,
+            event="$pageview",
+            distinct_id="stopped_after_insightview",
+            timestamp="2021-05-02 02:00:00",
         )
         _create_event(
             team=self.team,
@@ -469,7 +610,13 @@ def test_basic_strict_funnel_conversion_times(self):
 
         self.assertCountEqual(
             self._get_actor_ids_at_step(filter, 2),
-            [person2_stopped_after_one_pageview.uuid, person3_stopped_after_insight_view.uuid],
+            [
+                person2_stopped_after_one_pageview.uuid,
+                person3_stopped_after_insight_view.uuid,
+            ],
         )
 
-        self.assertCountEqual(self._get_actor_ids_at_step(filter, 3), [person3_stopped_after_insight_view.uuid])
+        self.assertCountEqual(
+            self._get_actor_ids_at_step(filter, 3),
+            [person3_stopped_after_insight_view.uuid],
+        )
diff --git a/posthog/queries/funnels/test/test_funnel_strict_persons.py b/posthog/queries/funnels/test/test_funnel_strict_persons.py
index 9c9a304a59e8f..7b76faf42a54a 100644
--- a/posthog/queries/funnels/test/test_funnel_strict_persons.py
+++ b/posthog/queries/funnels/test/test_funnel_strict_persons.py
@@ -7,7 +7,9 @@
 from posthog.constants import INSIGHT_FUNNELS
 from posthog.models.filters import Filter
 from posthog.queries.funnels.funnel_strict_persons import ClickhouseFunnelStrictActors
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
 from posthog.test.base import (
     APIBaseTest,
     ClickhouseTestMixin,
diff --git a/posthog/queries/funnels/test/test_funnel_time_to_convert.py b/posthog/queries/funnels/test/test_funnel_time_to_convert.py
index 514bb5af66473..dba62ca133ae3 100644
--- a/posthog/queries/funnels/test/test_funnel_time_to_convert.py
+++ b/posthog/queries/funnels/test/test_funnel_time_to_convert.py
@@ -22,17 +22,52 @@ def test_auto_bin_count_single_step(self):
         _create_person(distinct_ids=["user b"], team=self.team)
         _create_person(distinct_ids=["user c"], team=self.team)
 
-        _create_event(event="step one", distinct_id="user a", team=self.team, timestamp="2021-06-08 18:00:00")
-        _create_event(event="step two", distinct_id="user a", team=self.team, timestamp="2021-06-08 19:00:00")
+        _create_event(
+            event="step one",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 18:00:00",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 19:00:00",
+        )
         # Converted from 0 to 1 in 3600 s
-        _create_event(event="step three", distinct_id="user a", team=self.team, timestamp="2021-06-08 21:00:00")
+        _create_event(
+            event="step three",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 21:00:00",
+        )
 
-        _create_event(event="step one", distinct_id="user b", team=self.team, timestamp="2021-06-09 13:00:00")
-        _create_event(event="step two", distinct_id="user b", team=self.team, timestamp="2021-06-09 13:37:00")
+        _create_event(
+            event="step one",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-09 13:00:00",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-09 13:37:00",
+        )
         # Converted from 0 to 1 in 2200 s
 
-        _create_event(event="step one", distinct_id="user c", team=self.team, timestamp="2021-06-11 07:00:00")
-        _create_event(event="step two", distinct_id="user c", team=self.team, timestamp="2021-06-12 06:00:00")
+        _create_event(
+            event="step one",
+            distinct_id="user c",
+            team=self.team,
+            timestamp="2021-06-11 07:00:00",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user c",
+            team=self.team,
+            timestamp="2021-06-12 06:00:00",
+        )
         # Converted from 0 to 1 in 82_800 s
 
         filter = Filter(
@@ -60,9 +95,18 @@ def test_auto_bin_count_single_step(self):
             results,
             {
                 "bins": [
-                    (2220.0, 2),  # Reached step 1 from step 0 in at least 2200 s but less than 29_080 s - users A and B
-                    (42510.0, 0),  # Analogous to above, just an interval (in this case 26_880 s) up - no users
-                    (82800.0, 1),  # Reached step 1 from step 0 in at least 82_800 s but less than 109_680 s - user C
+                    (
+                        2220.0,
+                        2,
+                    ),  # Reached step 1 from step 0 in at least 2200 s but less than 29_080 s - users A and B
+                    (
+                        42510.0,
+                        0,
+                    ),  # Analogous to above, just an interval (in this case 26_880 s) up - no users
+                    (
+                        82800.0,
+                        1,
+                    ),  # Reached step 1 from step 0 in at least 82_800 s but less than 109_680 s - user C
                 ],
                 "average_conversion_time": 29_540,
             },
@@ -75,17 +119,52 @@ def test_auto_bin_count_single_step_duplicate_events(self):
         _create_person(distinct_ids=["user b"], team=self.team)
         _create_person(distinct_ids=["user c"], team=self.team)
 
-        _create_event(event="step one", distinct_id="user a", team=self.team, timestamp="2021-06-08 18:00:00")
-        _create_event(event="step one", distinct_id="user a", team=self.team, timestamp="2021-06-08 19:00:00")
+        _create_event(
+            event="step one",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 18:00:00",
+        )
+        _create_event(
+            event="step one",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 19:00:00",
+        )
         # Converted from 0 to 1 in 3600 s
-        _create_event(event="step one", distinct_id="user a", team=self.team, timestamp="2021-06-08 21:00:00")
+        _create_event(
+            event="step one",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 21:00:00",
+        )
 
-        _create_event(event="step one", distinct_id="user b", team=self.team, timestamp="2021-06-09 13:00:00")
-        _create_event(event="step one", distinct_id="user b", team=self.team, timestamp="2021-06-09 13:37:00")
+        _create_event(
+            event="step one",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-09 13:00:00",
+        )
+        _create_event(
+            event="step one",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-09 13:37:00",
+        )
         # Converted from 0 to 1 in 2200 s
 
-        _create_event(event="step one", distinct_id="user c", team=self.team, timestamp="2021-06-11 07:00:00")
-        _create_event(event="step one", distinct_id="user c", team=self.team, timestamp="2021-06-12 06:00:00")
+        _create_event(
+            event="step one",
+            distinct_id="user c",
+            team=self.team,
+            timestamp="2021-06-11 07:00:00",
+        )
+        _create_event(
+            event="step one",
+            distinct_id="user c",
+            team=self.team,
+            timestamp="2021-06-12 06:00:00",
+        )
         # Converted from 0 to 1 in 82_800 s
 
         filter = Filter(
@@ -113,9 +192,18 @@ def test_auto_bin_count_single_step_duplicate_events(self):
             results,
             {
                 "bins": [
-                    (2220.0, 2),  # Reached step 1 from step 0 in at least 2200 s but less than 29_080 s - users A and B
-                    (42510.0, 0),  # Analogous to above, just an interval (in this case 26_880 s) up - no users
-                    (82800.0, 1),  # Reached step 1 from step 0 in at least 82_800 s but less than 109_680 s - user C
+                    (
+                        2220.0,
+                        2,
+                    ),  # Reached step 1 from step 0 in at least 2200 s but less than 29_080 s - users A and B
+                    (
+                        42510.0,
+                        0,
+                    ),  # Analogous to above, just an interval (in this case 26_880 s) up - no users
+                    (
+                        82800.0,
+                        1,
+                    ),  # Reached step 1 from step 0 in at least 82_800 s but less than 109_680 s - user C
                 ],
                 "average_conversion_time": 29_540,
             },
@@ -126,17 +214,52 @@ def test_custom_bin_count_single_step(self):
         _create_person(distinct_ids=["user b"], team=self.team)
         _create_person(distinct_ids=["user c"], team=self.team)
 
-        _create_event(event="step one", distinct_id="user a", team=self.team, timestamp="2021-06-08 18:00:00")
-        _create_event(event="step two", distinct_id="user a", team=self.team, timestamp="2021-06-08 19:00:00")
+        _create_event(
+            event="step one",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 18:00:00",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 19:00:00",
+        )
         # Converted from 0 to 1 in 3600 s
-        _create_event(event="step three", distinct_id="user a", team=self.team, timestamp="2021-06-08 21:00:00")
+        _create_event(
+            event="step three",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 21:00:00",
+        )
 
-        _create_event(event="step one", distinct_id="user b", team=self.team, timestamp="2021-06-09 13:00:00")
-        _create_event(event="step two", distinct_id="user b", team=self.team, timestamp="2021-06-09 13:37:00")
+        _create_event(
+            event="step one",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-09 13:00:00",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-09 13:37:00",
+        )
         # Converted from 0 to 1 in 2200 s
 
-        _create_event(event="step one", distinct_id="user c", team=self.team, timestamp="2021-06-11 07:00:00")
-        _create_event(event="step two", distinct_id="user c", team=self.team, timestamp="2021-06-12 06:00:00")
+        _create_event(
+            event="step one",
+            distinct_id="user c",
+            team=self.team,
+            timestamp="2021-06-11 07:00:00",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user c",
+            team=self.team,
+            timestamp="2021-06-12 06:00:00",
+        )
         # Converted from 0 to 1 in 82_800 s
 
         filter = Filter(
@@ -165,13 +288,22 @@ def test_custom_bin_count_single_step(self):
             results,
             {
                 "bins": [
-                    (2220.0, 2),  # Reached step 1 from step 0 in at least 2200 s but less than 13_732 s - users A and B
-                    (13732.0, 0),  # Analogous to above, just an interval (in this case 13_732 s) up - no users
+                    (
+                        2220.0,
+                        2,
+                    ),  # Reached step 1 from step 0 in at least 2200 s but less than 13_732 s - users A and B
+                    (
+                        13732.0,
+                        0,
+                    ),  # Analogous to above, just an interval (in this case 13_732 s) up - no users
                     (25244.0, 0),  # And so on
                     (36756.0, 0),
                     (48268.0, 0),
                     (59780.0, 0),
-                    (71292.0, 1),  # Reached step 1 from step 0 in at least 71_292 s but less than 82_804 s - user C
+                    (
+                        71292.0,
+                        1,
+                    ),  # Reached step 1 from step 0 in at least 71_292 s but less than 82_804 s - user C
                     (82804.0, 0),
                 ],
                 "average_conversion_time": 29_540,
@@ -184,16 +316,51 @@ def test_auto_bin_count_total(self):
         _create_person(distinct_ids=["user b"], team=self.team)
         _create_person(distinct_ids=["user c"], team=self.team)
 
-        _create_event(event="step one", distinct_id="user a", team=self.team, timestamp="2021-06-08 18:00:00")
-        _create_event(event="step two", distinct_id="user a", team=self.team, timestamp="2021-06-08 19:00:00")
-        _create_event(event="step three", distinct_id="user a", team=self.team, timestamp="2021-06-08 21:00:00")
+        _create_event(
+            event="step one",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 18:00:00",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 19:00:00",
+        )
+        _create_event(
+            event="step three",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 21:00:00",
+        )
         # Converted from 0 to 2 in 10_800 s
 
-        _create_event(event="step one", distinct_id="user b", team=self.team, timestamp="2021-06-09 13:00:00")
-        _create_event(event="step two", distinct_id="user b", team=self.team, timestamp="2021-06-09 13:37:00")
+        _create_event(
+            event="step one",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-09 13:00:00",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-09 13:37:00",
+        )
 
-        _create_event(event="step one", distinct_id="user c", team=self.team, timestamp="2021-06-11 07:00:00")
-        _create_event(event="step two", distinct_id="user c", team=self.team, timestamp="2021-06-12 06:00:00")
+        _create_event(
+            event="step one",
+            distinct_id="user c",
+            team=self.team,
+            timestamp="2021-06-11 07:00:00",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user c",
+            team=self.team,
+            timestamp="2021-06-12 06:00:00",
+        )
 
         filter = Filter(
             data={
@@ -217,8 +384,14 @@ def test_auto_bin_count_total(self):
             results,
             {
                 "bins": [
-                    (10800.0, 1),  # Reached step 2 from step 0 in at least 10_800 s but less than 10_860 s - user A
-                    (10860.0, 0),  # Analogous to above, just an interval (in this case 60 s) up - no users
+                    (
+                        10800.0,
+                        1,
+                    ),  # Reached step 2 from step 0 in at least 10_800 s but less than 10_860 s - user A
+                    (
+                        10860.0,
+                        0,
+                    ),  # Analogous to above, just an interval (in this case 60 s) up - no users
                 ],
                 "average_conversion_time": 10_800.0,
             },
@@ -226,7 +399,8 @@ def test_auto_bin_count_total(self):
 
         # Let's verify that behavior with steps unspecified is the same as when first and last steps specified
         funnel_trends_steps_specified = ClickhouseFunnelTimeToConvert(
-            Filter(data={**filter._data, "funnel_from_step": 0, "funnel_to_step": 2}), self.team
+            Filter(data={**filter._data, "funnel_from_step": 0, "funnel_to_step": 2}),
+            self.team,
         )
         results_steps_specified = funnel_trends_steps_specified.run()
 
@@ -238,17 +412,52 @@ def test_basic_unordered(self):
         _create_person(distinct_ids=["user b"], team=self.team)
         _create_person(distinct_ids=["user c"], team=self.team)
 
-        _create_event(event="step three", distinct_id="user a", team=self.team, timestamp="2021-06-08 18:00:00")
-        _create_event(event="step one", distinct_id="user a", team=self.team, timestamp="2021-06-08 19:00:00")
-        _create_event(event="step two", distinct_id="user a", team=self.team, timestamp="2021-06-08 21:00:00")
+        _create_event(
+            event="step three",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 18:00:00",
+        )
+        _create_event(
+            event="step one",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 19:00:00",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 21:00:00",
+        )
         # Converted from 0 to 1 in 7200 s
 
-        _create_event(event="step one", distinct_id="user b", team=self.team, timestamp="2021-06-09 13:00:00")
-        _create_event(event="step two", distinct_id="user b", team=self.team, timestamp="2021-06-09 13:37:00")
+        _create_event(
+            event="step one",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-09 13:00:00",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-09 13:37:00",
+        )
         # Converted from 0 to 1 in 2200 s
 
-        _create_event(event="step two", distinct_id="user c", team=self.team, timestamp="2021-06-11 07:00:00")
-        _create_event(event="step one", distinct_id="user c", team=self.team, timestamp="2021-06-12 06:00:00")
+        _create_event(
+            event="step two",
+            distinct_id="user c",
+            team=self.team,
+            timestamp="2021-06-11 07:00:00",
+        )
+        _create_event(
+            event="step one",
+            distinct_id="user c",
+            team=self.team,
+            timestamp="2021-06-12 06:00:00",
+        )
         # Converted from 0 to 1 in 82_800 s
 
         filter = Filter(
@@ -278,9 +487,18 @@ def test_basic_unordered(self):
             results,
             {
                 "bins": [
-                    (2220.0, 2),  # Reached step 1 from step 0 in at least 2200 s but less than 29_080 s - users A and B
-                    (42510.0, 0),  # Analogous to above, just an interval (in this case 26_880 s) up - no users
-                    (82800.0, 1),  # Reached step 1 from step 0 in at least 82_800 s but less than 109_680 s - user C
+                    (
+                        2220.0,
+                        2,
+                    ),  # Reached step 1 from step 0 in at least 2200 s but less than 29_080 s - users A and B
+                    (
+                        42510.0,
+                        0,
+                    ),  # Analogous to above, just an interval (in this case 26_880 s) up - no users
+                    (
+                        82800.0,
+                        1,
+                    ),  # Reached step 1 from step 0 in at least 82_800 s but less than 109_680 s - user C
                 ],
                 "average_conversion_time": 29540,
             },
@@ -293,25 +511,85 @@ def test_basic_strict(self):
         _create_person(distinct_ids=["user c"], team=self.team)
         _create_person(distinct_ids=["user d"], team=self.team)
 
-        _create_event(event="step one", distinct_id="user a", team=self.team, timestamp="2021-06-08 18:00:00")
-        _create_event(event="step two", distinct_id="user a", team=self.team, timestamp="2021-06-08 19:00:00")
+        _create_event(
+            event="step one",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 18:00:00",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 19:00:00",
+        )
         # Converted from 0 to 1 in 3600 s
-        _create_event(event="step three", distinct_id="user a", team=self.team, timestamp="2021-06-08 21:00:00")
+        _create_event(
+            event="step three",
+            distinct_id="user a",
+            team=self.team,
+            timestamp="2021-06-08 21:00:00",
+        )
 
-        _create_event(event="step one", distinct_id="user b", team=self.team, timestamp="2021-06-09 13:00:00")
-        _create_event(event="step two", distinct_id="user b", team=self.team, timestamp="2021-06-09 13:37:00")
+        _create_event(
+            event="step one",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-09 13:00:00",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-09 13:37:00",
+        )
         # Converted from 0 to 1 in 2200 s
-        _create_event(event="blah", distinct_id="user b", team=self.team, timestamp="2021-06-09 13:38:00")
-        _create_event(event="step three", distinct_id="user b", team=self.team, timestamp="2021-06-09 13:39:00")
+        _create_event(
+            event="blah",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-09 13:38:00",
+        )
+        _create_event(
+            event="step three",
+            distinct_id="user b",
+            team=self.team,
+            timestamp="2021-06-09 13:39:00",
+        )
 
-        _create_event(event="step one", distinct_id="user c", team=self.team, timestamp="2021-06-11 07:00:00")
-        _create_event(event="step two", distinct_id="user c", team=self.team, timestamp="2021-06-12 06:00:00")
+        _create_event(
+            event="step one",
+            distinct_id="user c",
+            team=self.team,
+            timestamp="2021-06-11 07:00:00",
+        )
+        _create_event(
+            event="step two",
+            distinct_id="user c",
+            team=self.team,
+            timestamp="2021-06-12 06:00:00",
+        )
         # Converted from 0 to 1 in 82_800 s
 
-        _create_event(event="step one", distinct_id="user d", team=self.team, timestamp="2021-06-11 07:00:00")
-        _create_event(event="blah", distinct_id="user d", team=self.team, timestamp="2021-06-12 07:00:00")
+        _create_event(
+            event="step one",
+            distinct_id="user d",
+            team=self.team,
+            timestamp="2021-06-11 07:00:00",
+        )
+        _create_event(
+            event="blah",
+            distinct_id="user d",
+            team=self.team,
+            timestamp="2021-06-12 07:00:00",
+        )
         # Blah cancels conversion
-        _create_event(event="step two", distinct_id="user d", team=self.team, timestamp="2021-06-12 09:00:00")
+        _create_event(
+            event="step two",
+            distinct_id="user d",
+            team=self.team,
+            timestamp="2021-06-12 09:00:00",
+        )
 
         filter = Filter(
             data={
@@ -340,9 +618,18 @@ def test_basic_strict(self):
             results,
             {
                 "bins": [
-                    (2220.0, 2),  # Reached step 1 from step 0 in at least 2200 s but less than 29_080 s - users A and B
-                    (42510.0, 0),  # Analogous to above, just an interval (in this case 26_880 s) up - no users
-                    (82800.0, 1),  # Reached step 1 from step 0 in at least 82_800 s but less than 109_680 s - user C
+                    (
+                        2220.0,
+                        2,
+                    ),  # Reached step 1 from step 0 in at least 2200 s but less than 29_080 s - users A and B
+                    (
+                        42510.0,
+                        0,
+                    ),  # Analogous to above, just an interval (in this case 26_880 s) up - no users
+                    (
+                        82800.0,
+                        1,
+                    ),  # Reached step 1 from step 0 in at least 82_800 s but less than 109_680 s - user C
                 ],
                 "average_conversion_time": 29540,
             },
diff --git a/posthog/queries/funnels/test/test_funnel_trends.py b/posthog/queries/funnels/test/test_funnel_trends.py
index 12e8b81af02a5..537333ce07476 100644
--- a/posthog/queries/funnels/test/test_funnel_trends.py
+++ b/posthog/queries/funnels/test/test_funnel_trends.py
@@ -8,7 +8,12 @@
 from posthog.models.filters import Filter
 from posthog.queries.funnels.funnel_trends import ClickhouseFunnelTrends
 from posthog.queries.funnels.funnel_trends_persons import ClickhouseFunnelTrendsActors
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_person, snapshot_clickhouse_queries
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    _create_person,
+    snapshot_clickhouse_queries,
+)
 from posthog.test.test_journeys import journeys_for
 
 FORMAT_TIME = "%Y-%m-%d %H:%M:%S"
@@ -60,7 +65,10 @@ def _create_sample_data(self):
         )
 
     def test_no_event_in_period(self):
-        journeys_for({"user a": [{"event": "Step one", "timestamp": datetime(2021, 6, 6, 21)}]}, self.team)
+        journeys_for(
+            {"user a": [{"event": "Step one", "timestamp": datetime(2021, 6, 6, 21)}]},
+            self.team,
+        )
 
         filter = Filter(
             data={
@@ -86,7 +94,10 @@ def test_no_event_in_period(self):
         self.assertEqual(formatted_results[0]["days"][0], "2021-06-07")
 
     def test_only_one_user_reached_one_step(self):
-        journeys_for({"user a": [{"event": "step one", "timestamp": datetime(2021, 6, 7, 19)}]}, self.team)
+        journeys_for(
+            {"user a": [{"event": "step one", "timestamp": datetime(2021, 6, 7, 19)}]},
+            self.team,
+        )
 
         filter = Filter(
             data={
@@ -161,7 +172,8 @@ def test_only_one_user_reached_one_step(self):
 
         self.assertEqual(len(funnel_trends_persons_existent_dropped_off_results), 1)
         self.assertEqual(
-            [person["distinct_ids"] for person in funnel_trends_persons_existent_dropped_off_results], [["user a"]]
+            [person["distinct_ids"] for person in funnel_trends_persons_existent_dropped_off_results],
+            [["user a"]],
         )
 
         # No users converted 2021-06-07
@@ -691,7 +703,8 @@ def test_one_person_in_multiple_periods_and_windows(self):
 
         self.assertEqual(len(funnel_trends_persons_existent_dropped_off_results), 1)
         self.assertEqual(
-            [person["distinct_ids"] for person in funnel_trends_persons_existent_dropped_off_results], [["user_two"]]
+            [person["distinct_ids"] for person in funnel_trends_persons_existent_dropped_off_results],
+            [["user_two"]],
         )
 
         # 1 user who converted starting # 2021-05-04
@@ -701,7 +714,8 @@ def test_one_person_in_multiple_periods_and_windows(self):
 
         self.assertEqual(len(funnel_trends_persons_existent_dropped_off_results), 1)
         self.assertEqual(
-            [person["distinct_ids"] for person in funnel_trends_persons_existent_dropped_off_results], [["user_one"]]
+            [person["distinct_ids"] for person in funnel_trends_persons_existent_dropped_off_results],
+            [["user_one"]],
         )
 
     def test_from_second_step(self):
@@ -889,7 +903,8 @@ def test_one_person_in_multiple_periods_and_windows_in_unordered_funnel(self):
 
         self.assertEqual(len(funnel_trends_persons_existent_dropped_off_results), 1)
         self.assertEqual(
-            [person["distinct_ids"] for person in funnel_trends_persons_existent_dropped_off_results], [["user_two"]]
+            [person["distinct_ids"] for person in funnel_trends_persons_existent_dropped_off_results],
+            [["user_two"]],
         )
 
         # 1 user who converted starting # 2021-05-04
@@ -899,7 +914,8 @@ def test_one_person_in_multiple_periods_and_windows_in_unordered_funnel(self):
 
         self.assertEqual(len(funnel_trends_persons_existent_dropped_off_results), 1)
         self.assertEqual(
-            [person["distinct_ids"] for person in funnel_trends_persons_existent_dropped_off_results], [["user_one"]]
+            [person["distinct_ids"] for person in funnel_trends_persons_existent_dropped_off_results],
+            [["user_one"]],
         )
 
     def test_one_person_in_multiple_periods_and_windows_in_strict_funnel(self):
@@ -976,19 +992,55 @@ def test_funnel_step_breakdown_event(self):
         journeys_for(
             {
                 "user_one": [
-                    {"event": "step one", "timestamp": datetime(2021, 5, 1), "properties": {"$browser": "Chrome"}},
-                    {"event": "step two", "timestamp": datetime(2021, 5, 3), "properties": {"$browser": "Chrome"}},
-                    {"event": "step three", "timestamp": datetime(2021, 5, 5), "properties": {"$browser": "Chrome"}},
+                    {
+                        "event": "step one",
+                        "timestamp": datetime(2021, 5, 1),
+                        "properties": {"$browser": "Chrome"},
+                    },
+                    {
+                        "event": "step two",
+                        "timestamp": datetime(2021, 5, 3),
+                        "properties": {"$browser": "Chrome"},
+                    },
+                    {
+                        "event": "step three",
+                        "timestamp": datetime(2021, 5, 5),
+                        "properties": {"$browser": "Chrome"},
+                    },
                 ],
                 "user_two": [
-                    {"event": "step one", "timestamp": datetime(2021, 5, 2), "properties": {"$browser": "Chrome"}},
-                    {"event": "step two", "timestamp": datetime(2021, 5, 3), "properties": {"$browser": "Chrome"}},
-                    {"event": "step three", "timestamp": datetime(2021, 5, 5), "properties": {"$browser": "Chrome"}},
+                    {
+                        "event": "step one",
+                        "timestamp": datetime(2021, 5, 2),
+                        "properties": {"$browser": "Chrome"},
+                    },
+                    {
+                        "event": "step two",
+                        "timestamp": datetime(2021, 5, 3),
+                        "properties": {"$browser": "Chrome"},
+                    },
+                    {
+                        "event": "step three",
+                        "timestamp": datetime(2021, 5, 5),
+                        "properties": {"$browser": "Chrome"},
+                    },
                 ],
                 "user_three": [
-                    {"event": "step one", "timestamp": datetime(2021, 5, 3), "properties": {"$browser": "Safari"}},
-                    {"event": "step two", "timestamp": datetime(2021, 5, 4), "properties": {"$browser": "Safari"}},
-                    {"event": "step three", "timestamp": datetime(2021, 5, 5), "properties": {"$browser": "Safari"}},
+                    {
+                        "event": "step one",
+                        "timestamp": datetime(2021, 5, 3),
+                        "properties": {"$browser": "Safari"},
+                    },
+                    {
+                        "event": "step two",
+                        "timestamp": datetime(2021, 5, 4),
+                        "properties": {"$browser": "Safari"},
+                    },
+                    {
+                        "event": "step three",
+                        "timestamp": datetime(2021, 5, 5),
+                        "properties": {"$browser": "Safari"},
+                    },
                 ],
             },
             self.team,
@@ -1018,16 +1070,40 @@ def test_funnel_step_breakdown_event(self):
 
         for res in result:
             if res["breakdown_value"] == ["Chrome"]:
-                self.assertEqual(res["data"], [100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])
+                self.assertEqual(
+                    res["data"],
+                    [
+                        100.0,
+                        100.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                    ],
+                )
             elif res["breakdown_value"] == ["Safari"]:
-                self.assertEqual(res["data"], [0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])
+                self.assertEqual(
+                    res["data"],
+                    [0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                )
             else:
                 self.fail(msg="Invalid breakdown value")
 
     def test_funnel_step_breakdown_person(self):
         _create_person(distinct_ids=["user_one"], team=self.team, properties={"$browser": "Chrome"})
         _create_person(distinct_ids=["user_two"], team=self.team, properties={"$browser": "Chrome"})
-        _create_person(distinct_ids=["user_three"], team=self.team, properties={"$browser": "Safari"})
+        _create_person(
+            distinct_ids=["user_three"],
+            team=self.team,
+            properties={"$browser": "Safari"},
+        )
         journeys_for(
             {
                 "user_one": [
@@ -1073,16 +1149,40 @@ def test_funnel_step_breakdown_person(self):
 
         for res in result:
             if res["breakdown_value"] == ["Chrome"]:
-                self.assertEqual(res["data"], [100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])
+                self.assertEqual(
+                    res["data"],
+                    [
+                        100.0,
+                        100.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                    ],
+                )
             elif res["breakdown_value"] == ["Safari"]:
-                self.assertEqual(res["data"], [0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])
+                self.assertEqual(
+                    res["data"],
+                    [0.0, 0.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                )
             else:
                 self.fail(msg="Invalid breakdown value")
 
     def test_funnel_trend_cohort_breakdown(self):
         _create_person(distinct_ids=["user_one"], team=self.team, properties={"key": "value"})
         _create_person(distinct_ids=["user_two"], team=self.team, properties={"key": "value"})
-        _create_person(distinct_ids=["user_three"], team=self.team, properties={"$browser": "Safari"})
+        _create_person(
+            distinct_ids=["user_three"],
+            team=self.team,
+            properties={"$browser": "Safari"},
+        )
 
         journeys_for(
             {
@@ -1131,26 +1231,56 @@ def test_funnel_trend_cohort_breakdown(self):
 
         result = funnel_trends.run()
         self.assertEqual(len(result), 1)
-        self.assertEqual(result[0]["data"], [100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])
+        self.assertEqual(
+            result[0]["data"],
+            [100.0, 100.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+        )
 
     @snapshot_clickhouse_queries
     def test_timezones_trends(self):
         journeys_for(
             {
                 "user_one": [
-                    {"event": "step one", "timestamp": datetime(2021, 5, 1, 10)},  # 04-30 in pacific
-                    {"event": "step two", "timestamp": datetime(2021, 5, 1, 11)},  # today in pacific
-                    {"event": "step three", "timestamp": datetime(2021, 5, 1, 12)},  # today in pacific
+                    {
+                        "event": "step one",
+                        "timestamp": datetime(2021, 5, 1, 10),
+                    },  # 04-30 in pacific
+                    {
+                        "event": "step two",
+                        "timestamp": datetime(2021, 5, 1, 11),
+                    },  # today in pacific
+                    {
+                        "event": "step three",
+                        "timestamp": datetime(2021, 5, 1, 12),
+                    },  # today in pacific
                 ],
                 "user_two": [
-                    {"event": "step one", "timestamp": datetime(2021, 5, 1, 1)},  # 04-30 in pacific
-                    {"event": "step two", "timestamp": datetime(2021, 5, 1, 2)},  # 04-30 in pacific
-                    {"event": "step three", "timestamp": datetime(2021, 5, 1, 3)},  # 04-30 in pacific
+                    {
+                        "event": "step one",
+                        "timestamp": datetime(2021, 5, 1, 1),
+                    },  # 04-30 in pacific
+                    {
+                        "event": "step two",
+                        "timestamp": datetime(2021, 5, 1, 2),
+                    },  # 04-30 in pacific
+                    {
+                        "event": "step three",
+                        "timestamp": datetime(2021, 5, 1, 3),
+                    },  # 04-30 in pacific
                 ],
                 "user_three": [
-                    {"event": "step one", "timestamp": datetime(2021, 5, 1, 1)},  # 04-30 in pacific
-                    {"event": "step two", "timestamp": datetime(2021, 5, 1, 10)},  # today in pacific
-                    {"event": "step three", "timestamp": datetime(2021, 5, 1, 11)},  # today in pacific
+                    {
+                        "event": "step one",
+                        "timestamp": datetime(2021, 5, 1, 1),
+                    },  # 04-30 in pacific
+                    {
+                        "event": "step two",
+                        "timestamp": datetime(2021, 5, 1, 10),
+                    },  # today in pacific
+                    {
+                        "event": "step three",
+                        "timestamp": datetime(2021, 5, 1, 11),
+                    },  # today in pacific
                 ],
                 "user_eight": [],
             },
diff --git a/posthog/queries/funnels/test/test_funnel_trends_persons.py b/posthog/queries/funnels/test/test_funnel_trends_persons.py
index ee75bfb025719..60ec3df37c3ff 100644
--- a/posthog/queries/funnels/test/test_funnel_trends_persons.py
+++ b/posthog/queries/funnels/test/test_funnel_trends_persons.py
@@ -3,8 +3,14 @@
 from posthog.constants import INSIGHT_FUNNELS, FunnelVizType
 from posthog.models.filters import Filter
 from posthog.queries.funnels.funnel_trends_persons import ClickhouseFunnelTrendsActors
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, snapshot_clickhouse_queries
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    snapshot_clickhouse_queries,
+)
 from posthog.test.test_journeys import journeys_for
 
 filter_data = {
@@ -17,7 +23,11 @@
     "funnel_from_step": 0,
     "entrance_period_start": "2021-05-01 00:00:00",
     "drop_off": False,
-    "events": [{"id": "step one", "order": 0}, {"id": "step two", "order": 1}, {"id": "step three", "order": 2}],
+    "events": [
+        {"id": "step one", "order": 0},
+        {"id": "step two", "order": 1},
+        {"id": "step three", "order": 2},
+    ],
     "include_recordings": "true",
 }
 
@@ -28,9 +38,21 @@ def test_funnel_trend_persons_returns_recordings(self):
         persons = journeys_for(
             {
                 "user_one": [
-                    {"event": "step one", "timestamp": datetime(2021, 5, 1), "properties": {"$session_id": "s1a"}},
-                    {"event": "step two", "timestamp": datetime(2021, 5, 2), "properties": {"$session_id": "s1b"}},
-                    {"event": "step three", "timestamp": datetime(2021, 5, 3), "properties": {"$session_id": "s1c"}},
+                    {
+                        "event": "step one",
+                        "timestamp": datetime(2021, 5, 1),
+                        "properties": {"$session_id": "s1a"},
+                    },
+                    {
+                        "event": "step two",
+                        "timestamp": datetime(2021, 5, 2),
+                        "properties": {"$session_id": "s1b"},
+                    },
+                    {
+                        "event": "step three",
+                        "timestamp": datetime(2021, 5, 3),
+                        "properties": {"$session_id": "s1c"},
+                    },
                 ]
             },
             self.team,
@@ -47,16 +69,31 @@ def test_funnel_trend_persons_returns_recordings(self):
         filter = Filter(data={"funnel_to_step": 1, **filter_data})
         _, results, _ = ClickhouseFunnelTrendsActors(filter, self.team).get_actors()
         self.assertEqual([person["id"] for person in results], [persons["user_one"].uuid])
-        self.assertEqual([person["matched_recordings"][0]["session_id"] for person in results], ["s1b"])
+        self.assertEqual(
+            [person["matched_recordings"][0]["session_id"] for person in results],
+            ["s1b"],
+        )
 
     @snapshot_clickhouse_queries
     def test_funnel_trend_persons_with_no_to_step(self):
         persons = journeys_for(
             {
                 "user_one": [
-                    {"event": "step one", "timestamp": datetime(2021, 5, 1), "properties": {"$session_id": "s1a"}},
-                    {"event": "step two", "timestamp": datetime(2021, 5, 2), "properties": {"$session_id": "s1b"}},
-                    {"event": "step three", "timestamp": datetime(2021, 5, 3), "properties": {"$session_id": "s1c"}},
+                    {
+                        "event": "step one",
+                        "timestamp": datetime(2021, 5, 1),
+                        "properties": {"$session_id": "s1a"},
+                    },
+                    {
+                        "event": "step two",
+                        "timestamp": datetime(2021, 5, 2),
+                        "properties": {"$session_id": "s1b"},
+                    },
+                    {
+                        "event": "step three",
+                        "timestamp": datetime(2021, 5, 3),
+                        "properties": {"$session_id": "s1c"},
+                    },
                 ]
             },
             self.team,
@@ -74,14 +111,21 @@ def test_funnel_trend_persons_with_no_to_step(self):
         filter = Filter(data=filter_data)
         _, results, _ = ClickhouseFunnelTrendsActors(filter, self.team).get_actors()
         self.assertEqual([person["id"] for person in results], [persons["user_one"].uuid])
-        self.assertEqual([person["matched_recordings"][0]["session_id"] for person in results], ["s1c"])
+        self.assertEqual(
+            [person["matched_recordings"][0]["session_id"] for person in results],
+            ["s1c"],
+        )
 
     @snapshot_clickhouse_queries
     def test_funnel_trend_persons_with_drop_off(self):
         persons = journeys_for(
             {
                 "user_one": [
-                    {"event": "step one", "timestamp": datetime(2021, 5, 1), "properties": {"$session_id": "s1a"}}
+                    {
+                        "event": "step one",
+                        "timestamp": datetime(2021, 5, 1),
+                        "properties": {"$session_id": "s1a"},
+                    }
                 ]
             },
             self.team,
@@ -98,4 +142,7 @@ def test_funnel_trend_persons_with_drop_off(self):
         filter = Filter(data={**filter_data, "drop_off": True})
         _, results, _ = ClickhouseFunnelTrendsActors(filter, self.team).get_actors()
         self.assertEqual([person["id"] for person in results], [persons["user_one"].uuid])
-        self.assertEqual([person["matched_recordings"][0].get("session_id") for person in results], ["s1a"])
+        self.assertEqual(
+            [person["matched_recordings"][0].get("session_id") for person in results],
+            ["s1a"],
+        )
diff --git a/posthog/queries/funnels/test/test_funnel_unordered.py b/posthog/queries/funnels/test/test_funnel_unordered.py
index cb4eaba04776f..ce3643d007fc6 100644
--- a/posthog/queries/funnels/test/test_funnel_unordered.py
+++ b/posthog/queries/funnels/test/test_funnel_unordered.py
@@ -7,13 +7,17 @@
 from posthog.models.action_step import ActionStep
 from posthog.models.filters import Filter
 from posthog.queries.funnels.funnel_unordered import ClickhouseFunnelUnordered
-from posthog.queries.funnels.funnel_unordered_persons import ClickhouseFunnelUnorderedActors
+from posthog.queries.funnels.funnel_unordered_persons import (
+    ClickhouseFunnelUnorderedActors,
+)
 from posthog.queries.funnels.test.breakdown_cases import (
     FunnelStepResult,
     assert_funnel_results_equal,
     funnel_breakdown_test_factory,
 )
-from posthog.queries.funnels.test.conversion_time_cases import funnel_conversion_time_test_factory
+from posthog.queries.funnels.test.conversion_time_cases import (
+    funnel_conversion_time_test_factory,
+)
 from posthog.test.base import (
     APIBaseTest,
     ClickhouseTestMixin,
@@ -35,7 +39,16 @@ def _create_action(**kwargs):
     return action
 
 
-class TestFunnelUnorderedStepsBreakdown(ClickhouseTestMixin, funnel_breakdown_test_factory(ClickhouseFunnelUnordered, ClickhouseFunnelUnorderedActors, _create_event, _create_action, _create_person)):  # type: ignore
+class TestFunnelUnorderedStepsBreakdown(
+    ClickhouseTestMixin,
+    funnel_breakdown_test_factory(  # type: ignore
+        ClickhouseFunnelUnordered,
+        ClickhouseFunnelUnorderedActors,
+        _create_event,
+        _create_action,
+        _create_person,
+    ),
+):
     maxDiff = None
 
     def test_funnel_step_breakdown_event_single_person_events_with_multiple_properties(self):
@@ -170,21 +183,41 @@ def test_funnel_step_breakdown_with_step_attribution(self):
         # event
         events_by_person = {
             "person1": [
-                {"event": "sign up", "timestamp": datetime(2020, 1, 1, 12), "properties": {"$browser": "Chrome"}},
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2020, 1, 1, 12),
+                    "properties": {"$browser": "Chrome"},
+                },
                 {"event": "buy", "timestamp": datetime(2020, 1, 1, 13)},
             ],
             "person2": [
                 {"event": "sign up", "timestamp": datetime(2020, 1, 1, 13)},
-                {"event": "buy", "timestamp": datetime(2020, 1, 2, 13), "properties": {"$browser": "Safari"}},
+                {
+                    "event": "buy",
+                    "timestamp": datetime(2020, 1, 2, 13),
+                    "properties": {"$browser": "Safari"},
+                },
             ],
             "person3": [
-                {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2020, 1, 2, 14),
+                    "properties": {"$browser": "Mac"},
+                },
                 {"event": "buy", "timestamp": datetime(2020, 1, 2, 15)},
             ],
             "person4": [
-                {"event": "sign up", "timestamp": datetime(2020, 1, 2, 15), "properties": {"$browser": 0}},
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2020, 1, 2, 15),
+                    "properties": {"$browser": 0},
+                },
                 # step attribution means alakazam is valid when step = 1
-                {"event": "buy", "timestamp": datetime(2020, 1, 2, 16), "properties": {"$browser": "alakazam"}},
+                {
+                    "event": "buy",
+                    "timestamp": datetime(2020, 1, 2, 16),
+                    "properties": {"$browser": "alakazam"},
+                },
             ],
         }
         people = journeys_for(events_by_person, self.team)
@@ -217,21 +250,41 @@ def test_funnel_step_breakdown_with_step_one_attribution(self):
         # event
         events_by_person = {
             "person1": [
-                {"event": "sign up", "timestamp": datetime(2020, 1, 1, 12), "properties": {"$browser": "Chrome"}},
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2020, 1, 1, 12),
+                    "properties": {"$browser": "Chrome"},
+                },
                 {"event": "buy", "timestamp": datetime(2020, 1, 1, 13)},
             ],
             "person2": [
                 {"event": "sign up", "timestamp": datetime(2020, 1, 1, 13)},
-                {"event": "buy", "timestamp": datetime(2020, 1, 2, 13), "properties": {"$browser": "Safari"}},
+                {
+                    "event": "buy",
+                    "timestamp": datetime(2020, 1, 2, 13),
+                    "properties": {"$browser": "Safari"},
+                },
             ],
             "person3": [
-                {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2020, 1, 2, 14),
+                    "properties": {"$browser": "Mac"},
+                },
                 {"event": "buy", "timestamp": datetime(2020, 1, 2, 15)},
             ],
             "person4": [
-                {"event": "sign up", "timestamp": datetime(2020, 1, 2, 15), "properties": {"$browser": 0}},
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2020, 1, 2, 15),
+                    "properties": {"$browser": 0},
+                },
                 # step attribution means alakazam is valid when step = 1
-                {"event": "buy", "timestamp": datetime(2020, 1, 2, 16), "properties": {"$browser": "alakazam"}},
+                {
+                    "event": "buy",
+                    "timestamp": datetime(2020, 1, 2, 16),
+                    "properties": {"$browser": "alakazam"},
+                },
             ],
         }
         people = journeys_for(events_by_person, self.team)
@@ -261,7 +314,8 @@ def test_funnel_step_breakdown_with_step_one_attribution(self):
             [people["person1"].uuid, people["person2"].uuid, people["person3"].uuid],
         )
         self.assertCountEqual(
-            self._get_actor_ids_at_step(filter, 2, ""), [people["person1"].uuid, people["person3"].uuid]
+            self._get_actor_ids_at_step(filter, 2, ""),
+            [people["person1"].uuid, people["person3"].uuid],
         )
 
         self._assert_funnel_breakdown_result_is_correct(
@@ -296,7 +350,11 @@ def test_funnel_step_breakdown_with_step_one_attribution_incomplete_funnel(self)
         # event
         events_by_person = {
             "person1": [
-                {"event": "sign up", "timestamp": datetime(2020, 1, 1, 12), "properties": {"$browser": "Chrome"}},
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2020, 1, 1, 12),
+                    "properties": {"$browser": "Chrome"},
+                },
                 {"event": "buy", "timestamp": datetime(2020, 1, 1, 13)},
             ],
             "person2": [
@@ -304,13 +362,25 @@ def test_funnel_step_breakdown_with_step_one_attribution_incomplete_funnel(self)
                 # {"event": "buy", "timestamp": datetime(2020, 1, 2, 13), "properties": {"$browser": "Safari"}}
             ],
             "person3": [
-                {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2020, 1, 2, 14),
+                    "properties": {"$browser": "Mac"},
+                },
                 # {"event": "buy", "timestamp": datetime(2020, 1, 2, 15)}
             ],
             "person4": [
-                {"event": "sign up", "timestamp": datetime(2020, 1, 2, 15), "properties": {"$browser": 0}},
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2020, 1, 2, 15),
+                    "properties": {"$browser": 0},
+                },
                 # step attribution means alakazam is valid when step = 1
-                {"event": "buy", "timestamp": datetime(2020, 1, 2, 16), "properties": {"$browser": "alakazam"}},
+                {
+                    "event": "buy",
+                    "timestamp": datetime(2020, 1, 2, 16),
+                    "properties": {"$browser": "alakazam"},
+                },
             ],
         }
         people = journeys_for(events_by_person, self.team)
@@ -396,7 +466,11 @@ def test_funnel_step_non_array_breakdown_with_step_one_attribution_incomplete_fu
         # event
         events_by_person = {
             "person1": [
-                {"event": "sign up", "timestamp": datetime(2020, 1, 1, 12), "properties": {"$browser": "Chrome"}},
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2020, 1, 1, 12),
+                    "properties": {"$browser": "Chrome"},
+                },
                 {"event": "buy", "timestamp": datetime(2020, 1, 1, 13)},
             ],
             "person2": [
@@ -404,13 +478,25 @@ def test_funnel_step_non_array_breakdown_with_step_one_attribution_incomplete_fu
                 # {"event": "buy", "timestamp": datetime(2020, 1, 2, 13), "properties": {"$browser": "Safari"}}
             ],
             "person3": [
-                {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2020, 1, 2, 14),
+                    "properties": {"$browser": "Mac"},
+                },
                 # {"event": "buy", "timestamp": datetime(2020, 1, 2, 15)}
             ],
             "person4": [
-                {"event": "sign up", "timestamp": datetime(2020, 1, 2, 15), "properties": {"$browser": 0}},
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2020, 1, 2, 15),
+                    "properties": {"$browser": 0},
+                },
                 # step attribution means alakazam is valid when step = 1
-                {"event": "buy", "timestamp": datetime(2020, 1, 2, 16), "properties": {"$browser": "alakazam"}},
+                {
+                    "event": "buy",
+                    "timestamp": datetime(2020, 1, 2, 16),
+                    "properties": {"$browser": "alakazam"},
+                },
             ],
         }
         people = journeys_for(events_by_person, self.team)
@@ -482,7 +568,11 @@ def test_funnel_breakdown_correct_breakdown_props_are_chosen_for_step(self):
         filters = {
             "events": [
                 {"id": "sign up", "order": 0},
-                {"id": "buy", "properties": [{"type": "event", "key": "$version", "value": "xyz"}], "order": 1},
+                {
+                    "id": "buy",
+                    "properties": [{"type": "event", "key": "$version", "value": "xyz"}],
+                    "order": 1,
+                },
             ],
             "insight": INSIGHT_FUNNELS,
             "date_from": "2020-01-01",
@@ -506,7 +596,11 @@ def test_funnel_breakdown_correct_breakdown_props_are_chosen_for_step(self):
                     "timestamp": datetime(2020, 1, 1, 12),
                     "properties": {"$browser": "Chrome", "$version": "xyz"},
                 },
-                {"event": "buy", "timestamp": datetime(2020, 1, 1, 13), "properties": {"$browser": "Chrome"}},
+                {
+                    "event": "buy",
+                    "timestamp": datetime(2020, 1, 1, 13),
+                    "properties": {"$browser": "Chrome"},
+                },
                 # discarded because doesn't meet criteria
             ],
             "person2": [
@@ -518,7 +612,11 @@ def test_funnel_breakdown_correct_breakdown_props_are_chosen_for_step(self):
                 },
             ],
             "person3": [
-                {"event": "sign up", "timestamp": datetime(2020, 1, 2, 14), "properties": {"$browser": "Mac"}},
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2020, 1, 2, 14),
+                    "properties": {"$browser": "Mac"},
+                },
                 {
                     "event": "buy",
                     "timestamp": datetime(2020, 1, 2, 15),
@@ -541,7 +639,15 @@ def test_funnel_breakdown_correct_breakdown_props_are_chosen_for_step(self):
         self.assertCountEqual([res[0]["breakdown"] for res in result], [[""], ["Mac"], ["Safari"]])
 
 
-class TestFunnelUnorderedStepsConversionTime(ClickhouseTestMixin, funnel_conversion_time_test_factory(ClickhouseFunnelUnordered, ClickhouseFunnelUnorderedActors, _create_event, _create_person)):  # type: ignore
+class TestFunnelUnorderedStepsConversionTime(
+    ClickhouseTestMixin,
+    funnel_conversion_time_test_factory(  # type: ignore
+        ClickhouseFunnelUnordered,
+        ClickhouseFunnelUnorderedActors,
+        _create_event,
+        _create_person,
+    ),
+):
     maxDiff = None
     pass
 
@@ -574,43 +680,79 @@ def test_basic_unordered_funnel(self):
             distinct_ids=["stopped_after_pageview1"], team_id=self.team.pk
         )
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_pageview1")
-        _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_pageview1")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="stopped_after_pageview1",
+        )
 
         person3_stopped_after_insight_view = _create_person(
             distinct_ids=["stopped_after_insightview"], team_id=self.team.pk
         )
-        _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_insightview")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="stopped_after_insightview",
+        )
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_insightview")
         _create_event(team=self.team, event="blaah blaa", distinct_id="stopped_after_insightview")
-        _create_event(team=self.team, event="insight viewed", distinct_id="stopped_after_insightview")
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="stopped_after_insightview",
+        )
 
         person4_stopped_after_insight_view_reverse_order = _create_person(
             distinct_ids=["stopped_after_insightview2"], team_id=self.team.pk
         )
-        _create_event(team=self.team, event="insight viewed", distinct_id="stopped_after_insightview2")
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="stopped_after_insightview2",
+        )
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_insightview2")
-        _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_insightview2")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="stopped_after_insightview2",
+        )
 
         person5_stopped_after_insight_view_random = _create_person(
             distinct_ids=["stopped_after_insightview3"], team_id=self.team.pk
         )
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_insightview3")
-        _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_insightview3")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="stopped_after_insightview3",
+        )
         _create_event(team=self.team, event="blaah blaa", distinct_id="stopped_after_insightview3")
-        _create_event(team=self.team, event="insight viewed", distinct_id="stopped_after_insightview3")
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="stopped_after_insightview3",
+        )
 
         person6_did_only_insight_view = _create_person(
             distinct_ids=["stopped_after_insightview4"], team_id=self.team.pk
         )
         _create_event(team=self.team, event="blaah blaa", distinct_id="stopped_after_insightview4")
-        _create_event(team=self.team, event="insight viewed", distinct_id="stopped_after_insightview4")
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="stopped_after_insightview4",
+        )
 
         person7_did_only_pageview = _create_person(distinct_ids=["stopped_after_insightview5"], team_id=self.team.pk)
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_insightview5")
         _create_event(team=self.team, event="blaah blaa", distinct_id="stopped_after_insightview5")
 
         person8_didnot_signup = _create_person(distinct_ids=["stopped_after_insightview6"], team_id=self.team.pk)
-        _create_event(team=self.team, event="insight viewed", distinct_id="stopped_after_insightview6")
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="stopped_after_insightview6",
+        )
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_insightview6")
 
         result = funnel.run()
@@ -649,7 +791,11 @@ def test_basic_unordered_funnel(self):
 
         self.assertCountEqual(
             self._get_actor_ids_at_step(filter, -2),
-            [person1_stopped_after_signup.uuid, person6_did_only_insight_view.uuid, person7_did_only_pageview.uuid],
+            [
+                person1_stopped_after_signup.uuid,
+                person6_did_only_insight_view.uuid,
+                person7_did_only_pageview.uuid,
+            ],
         )
 
         self.assertCountEqual(
@@ -691,38 +837,70 @@ def test_big_multi_step_unordered_funnel(self):
         person3_stopped_after_insight_view = _create_person(
             distinct_ids=["stopped_after_insightview"], team_id=self.team.pk
         )
-        _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_insightview")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="stopped_after_insightview",
+        )
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_insightview")
         _create_event(team=self.team, event="blaah blaa", distinct_id="stopped_after_insightview")
-        _create_event(team=self.team, event="insight viewed", distinct_id="stopped_after_insightview")
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="stopped_after_insightview",
+        )
 
         person4_stopped_after_insight_view_reverse_order = _create_person(
             distinct_ids=["stopped_after_insightview2"], team_id=self.team.pk
         )
-        _create_event(team=self.team, event="insight viewed", distinct_id="stopped_after_insightview2")
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="stopped_after_insightview2",
+        )
         _create_event(team=self.team, event="crying", distinct_id="stopped_after_insightview2")
-        _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_insightview2")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="stopped_after_insightview2",
+        )
 
         person5_stopped_after_insight_view_random = _create_person(
             distinct_ids=["stopped_after_insightview3"], team_id=self.team.pk
         )
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_insightview3")
-        _create_event(team=self.team, event="user signed up", distinct_id="stopped_after_insightview3")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="stopped_after_insightview3",
+        )
         _create_event(team=self.team, event="crying", distinct_id="stopped_after_insightview3")
-        _create_event(team=self.team, event="insight viewed", distinct_id="stopped_after_insightview3")
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="stopped_after_insightview3",
+        )
 
         person6_did_only_insight_view = _create_person(
             distinct_ids=["stopped_after_insightview4"], team_id=self.team.pk
         )
         _create_event(team=self.team, event="blaah blaa", distinct_id="stopped_after_insightview4")
-        _create_event(team=self.team, event="insight viewed", distinct_id="stopped_after_insightview4")
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="stopped_after_insightview4",
+        )
 
         person7_did_only_pageview = _create_person(distinct_ids=["stopped_after_insightview5"], team_id=self.team.pk)
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_insightview5")
         _create_event(team=self.team, event="blaah blaa", distinct_id="stopped_after_insightview5")
 
         person8_didnot_signup = _create_person(distinct_ids=["stopped_after_insightview6"], team_id=self.team.pk)
-        _create_event(team=self.team, event="insight viewed", distinct_id="stopped_after_insightview6")
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="stopped_after_insightview6",
+        )
         _create_event(team=self.team, event="$pageview", distinct_id="stopped_after_insightview6")
 
         funnel = ClickhouseFunnelUnordered(filter, self.team)
@@ -771,7 +949,10 @@ def test_big_multi_step_unordered_funnel(self):
             ],
         )
 
-        self.assertCountEqual(self._get_actor_ids_at_step(filter, 4), [person5_stopped_after_insight_view_random.uuid])
+        self.assertCountEqual(
+            self._get_actor_ids_at_step(filter, 4),
+            [person5_stopped_after_insight_view_random.uuid],
+        )
 
     def test_basic_unordered_funnel_conversion_times(self):
         filter = Filter(
@@ -792,14 +973,20 @@ def test_basic_unordered_funnel_conversion_times(self):
 
         person1_stopped_after_signup = _create_person(distinct_ids=["stopped_after_signup1"], team_id=self.team.pk)
         _create_event(
-            team=self.team, event="user signed up", distinct_id="stopped_after_signup1", timestamp="2021-05-02 00:00:00"
+            team=self.team,
+            event="user signed up",
+            distinct_id="stopped_after_signup1",
+            timestamp="2021-05-02 00:00:00",
         )
 
         person2_stopped_after_one_pageview = _create_person(
             distinct_ids=["stopped_after_pageview1"], team_id=self.team.pk
         )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="stopped_after_pageview1", timestamp="2021-05-02 00:00:00"
+            team=self.team,
+            event="$pageview",
+            distinct_id="stopped_after_pageview1",
+            timestamp="2021-05-02 00:00:00",
         )
         _create_event(
             team=self.team,
@@ -824,11 +1011,17 @@ def test_basic_unordered_funnel_conversion_times(self):
             timestamp="2021-05-02 02:00:00",
         )
         _create_event(
-            team=self.team, event="$pageview", distinct_id="stopped_after_insightview", timestamp="2021-05-02 04:00:00"
+            team=self.team,
+            event="$pageview",
+            distinct_id="stopped_after_insightview",
+            timestamp="2021-05-02 04:00:00",
         )
 
         _create_event(
-            team=self.team, event="$pageview", distinct_id="stopped_after_insightview", timestamp="2021-05-03 00:00:00"
+            team=self.team,
+            event="$pageview",
+            distinct_id="stopped_after_insightview",
+            timestamp="2021-05-03 00:00:00",
         )
         _create_event(
             team=self.team,
@@ -870,10 +1063,16 @@ def test_basic_unordered_funnel_conversion_times(self):
 
         self.assertCountEqual(
             self._get_actor_ids_at_step(filter, 2),
-            [person2_stopped_after_one_pageview.uuid, person3_stopped_after_insight_view.uuid],
+            [
+                person2_stopped_after_one_pageview.uuid,
+                person3_stopped_after_insight_view.uuid,
+            ],
         )
 
-        self.assertCountEqual(self._get_actor_ids_at_step(filter, 3), [person3_stopped_after_insight_view.uuid])
+        self.assertCountEqual(
+            self._get_actor_ids_at_step(filter, 3),
+            [person3_stopped_after_insight_view.uuid],
+        )
 
     def test_single_event_unordered_funnel(self):
         filter = Filter(
@@ -889,12 +1088,18 @@ def test_single_event_unordered_funnel(self):
 
         _create_person(distinct_ids=["stopped_after_signup1"], team_id=self.team.pk)
         _create_event(
-            team=self.team, event="user signed up", distinct_id="stopped_after_signup1", timestamp="2021-05-02 00:00:00"
+            team=self.team,
+            event="user signed up",
+            distinct_id="stopped_after_signup1",
+            timestamp="2021-05-02 00:00:00",
         )
 
         _create_person(distinct_ids=["stopped_after_pageview1"], team_id=self.team.pk)
         _create_event(
-            team=self.team, event="$pageview", distinct_id="stopped_after_pageview1", timestamp="2021-05-02 00:00:00"
+            team=self.team,
+            event="$pageview",
+            distinct_id="stopped_after_pageview1",
+            timestamp="2021-05-02 00:00:00",
         )
         _create_event(
             team=self.team,
@@ -917,14 +1122,30 @@ def test_funnel_exclusions_invalid_params(self):
             ],
             "insight": INSIGHT_FUNNELS,
             "funnel_window_days": 14,
-            "exclusions": [{"id": "x", "type": "events", "funnel_from_step": 1, "funnel_to_step": 1}],
+            "exclusions": [
+                {
+                    "id": "x",
+                    "type": "events",
+                    "funnel_from_step": 1,
+                    "funnel_to_step": 1,
+                }
+            ],
         }
         filter = Filter(data=filters)
         self.assertRaises(ValidationError, lambda: ClickhouseFunnelUnordered(filter, self.team).run())
 
         # partial windows not allowed for unordered
         filter = filter.shallow_clone(
-            {"exclusions": [{"id": "x", "type": "events", "funnel_from_step": 0, "funnel_to_step": 1}]}
+            {
+                "exclusions": [
+                    {
+                        "id": "x",
+                        "type": "events",
+                        "funnel_from_step": 0,
+                        "funnel_to_step": 1,
+                    }
+                ]
+            }
         )
         self.assertRaises(ValidationError, lambda: ClickhouseFunnelUnordered(filter, self.team).run())
 
@@ -938,26 +1159,68 @@ def test_funnel_exclusions_full_window(self):
             "funnel_window_days": 14,
             "date_from": "2021-05-01 00:00:00",
             "date_to": "2021-05-14 00:00:00",
-            "exclusions": [{"id": "x", "type": "events", "funnel_from_step": 0, "funnel_to_step": 1}],
+            "exclusions": [
+                {
+                    "id": "x",
+                    "type": "events",
+                    "funnel_from_step": 0,
+                    "funnel_to_step": 1,
+                }
+            ],
         }
         filter = Filter(data=filters)
         funnel = ClickhouseFunnelUnordered(filter, self.team)
 
         # event 1
         person1 = _create_person(distinct_ids=["person1"], team_id=self.team.pk)
-        _create_event(team=self.team, event="user signed up", distinct_id="person1", timestamp="2021-05-01 01:00:00")
-        _create_event(team=self.team, event="paid", distinct_id="person1", timestamp="2021-05-01 02:00:00")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="person1",
+            timestamp="2021-05-01 01:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="paid",
+            distinct_id="person1",
+            timestamp="2021-05-01 02:00:00",
+        )
 
         # event 2
         person2 = _create_person(distinct_ids=["person2"], team_id=self.team.pk)
-        _create_event(team=self.team, event="user signed up", distinct_id="person2", timestamp="2021-05-01 03:00:00")
-        _create_event(team=self.team, event="x", distinct_id="person2", timestamp="2021-05-01 03:30:00")
-        _create_event(team=self.team, event="paid", distinct_id="person2", timestamp="2021-05-01 04:00:00")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="person2",
+            timestamp="2021-05-01 03:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="x",
+            distinct_id="person2",
+            timestamp="2021-05-01 03:30:00",
+        )
+        _create_event(
+            team=self.team,
+            event="paid",
+            distinct_id="person2",
+            timestamp="2021-05-01 04:00:00",
+        )
 
         # event 3
         person3 = _create_person(distinct_ids=["person3"], team_id=self.team.pk)
-        _create_event(team=self.team, event="user signed up", distinct_id="person3", timestamp="2021-05-01 05:00:00")
-        _create_event(team=self.team, event="paid", distinct_id="person3", timestamp="2021-05-01 06:00:00")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="person3",
+            timestamp="2021-05-01 05:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="paid",
+            distinct_id="person3",
+            timestamp="2021-05-01 06:00:00",
+        )
 
         result = funnel.run()
 
@@ -967,7 +1230,10 @@ def test_funnel_exclusions_full_window(self):
         self.assertEqual(result[1]["name"], "Completed 2 steps")
         self.assertEqual(result[1]["count"], 2)
 
-        self.assertCountEqual(self._get_actor_ids_at_step(filter, 1), [person1.uuid, person2.uuid, person3.uuid])
+        self.assertCountEqual(
+            self._get_actor_ids_at_step(filter, 1),
+            [person1.uuid, person2.uuid, person3.uuid],
+        )
         self.assertCountEqual(self._get_actor_ids_at_step(filter, 2), [person1.uuid, person3.uuid])
 
     def test_advanced_funnel_multiple_exclusions_between_steps(self):
@@ -983,56 +1249,246 @@ def test_advanced_funnel_multiple_exclusions_between_steps(self):
             "date_to": "2021-05-14 00:00:00",
             "insight": INSIGHT_FUNNELS,
             "exclusions": [
-                {"id": "x", "type": "events", "funnel_from_step": 0, "funnel_to_step": 4},
-                {"id": "y", "type": "events", "funnel_from_step": 0, "funnel_to_step": 4},
+                {
+                    "id": "x",
+                    "type": "events",
+                    "funnel_from_step": 0,
+                    "funnel_to_step": 4,
+                },
+                {
+                    "id": "y",
+                    "type": "events",
+                    "funnel_from_step": 0,
+                    "funnel_to_step": 4,
+                },
             ],
         }
 
         person1 = _create_person(distinct_ids=["person1"], team_id=self.team.pk)
-        _create_event(team=self.team, event="user signed up", distinct_id="person1", timestamp="2021-05-01 01:00:00")
-        _create_event(team=self.team, event="x", distinct_id="person1", timestamp="2021-05-01 02:00:00")
-        _create_event(team=self.team, event="$pageview", distinct_id="person1", timestamp="2021-05-01 03:00:00")
-        _create_event(team=self.team, event="insight viewed", distinct_id="person1", timestamp="2021-05-01 04:00:00")
-        _create_event(team=self.team, event="y", distinct_id="person1", timestamp="2021-05-01 04:30:00")
-        _create_event(team=self.team, event="invite teammate", distinct_id="person1", timestamp="2021-05-01 05:00:00")
-        _create_event(team=self.team, event="pageview2", distinct_id="person1", timestamp="2021-05-01 06:00:00")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="person1",
+            timestamp="2021-05-01 01:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="x",
+            distinct_id="person1",
+            timestamp="2021-05-01 02:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="person1",
+            timestamp="2021-05-01 03:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="person1",
+            timestamp="2021-05-01 04:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="y",
+            distinct_id="person1",
+            timestamp="2021-05-01 04:30:00",
+        )
+        _create_event(
+            team=self.team,
+            event="invite teammate",
+            distinct_id="person1",
+            timestamp="2021-05-01 05:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="pageview2",
+            distinct_id="person1",
+            timestamp="2021-05-01 06:00:00",
+        )
 
         person2 = _create_person(distinct_ids=["person2"], team_id=self.team.pk)
-        _create_event(team=self.team, event="user signed up", distinct_id="person2", timestamp="2021-05-01 01:00:00")
-        _create_event(team=self.team, event="y", distinct_id="person2", timestamp="2021-05-01 01:30:00")
-        _create_event(team=self.team, event="$pageview", distinct_id="person2", timestamp="2021-05-01 02:00:00")
-        _create_event(team=self.team, event="insight viewed", distinct_id="person2", timestamp="2021-05-01 04:00:00")
-        _create_event(team=self.team, event="y", distinct_id="person2", timestamp="2021-05-01 04:30:00")
-        _create_event(team=self.team, event="invite teammate", distinct_id="person2", timestamp="2021-05-01 05:00:00")
-        _create_event(team=self.team, event="x", distinct_id="person2", timestamp="2021-05-01 05:30:00")
-        _create_event(team=self.team, event="pageview2", distinct_id="person2", timestamp="2021-05-01 06:00:00")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="person2",
+            timestamp="2021-05-01 01:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="y",
+            distinct_id="person2",
+            timestamp="2021-05-01 01:30:00",
+        )
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="person2",
+            timestamp="2021-05-01 02:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="person2",
+            timestamp="2021-05-01 04:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="y",
+            distinct_id="person2",
+            timestamp="2021-05-01 04:30:00",
+        )
+        _create_event(
+            team=self.team,
+            event="invite teammate",
+            distinct_id="person2",
+            timestamp="2021-05-01 05:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="x",
+            distinct_id="person2",
+            timestamp="2021-05-01 05:30:00",
+        )
+        _create_event(
+            team=self.team,
+            event="pageview2",
+            distinct_id="person2",
+            timestamp="2021-05-01 06:00:00",
+        )
 
         person3 = _create_person(distinct_ids=["person3"], team_id=self.team.pk)
-        _create_event(team=self.team, event="user signed up", distinct_id="person3", timestamp="2021-05-01 01:00:00")
-        _create_event(team=self.team, event="x", distinct_id="person3", timestamp="2021-05-01 01:30:00")
-        _create_event(team=self.team, event="$pageview", distinct_id="person3", timestamp="2021-05-01 02:00:00")
-        _create_event(team=self.team, event="insight viewed", distinct_id="person3", timestamp="2021-05-01 04:00:00")
-        _create_event(team=self.team, event="invite teammate", distinct_id="person3", timestamp="2021-05-01 05:00:00")
-        _create_event(team=self.team, event="x", distinct_id="person3", timestamp="2021-05-01 05:30:00")
-        _create_event(team=self.team, event="pageview2", distinct_id="person3", timestamp="2021-05-01 06:00:00")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="person3",
+            timestamp="2021-05-01 01:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="x",
+            distinct_id="person3",
+            timestamp="2021-05-01 01:30:00",
+        )
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="person3",
+            timestamp="2021-05-01 02:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="person3",
+            timestamp="2021-05-01 04:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="invite teammate",
+            distinct_id="person3",
+            timestamp="2021-05-01 05:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="x",
+            distinct_id="person3",
+            timestamp="2021-05-01 05:30:00",
+        )
+        _create_event(
+            team=self.team,
+            event="pageview2",
+            distinct_id="person3",
+            timestamp="2021-05-01 06:00:00",
+        )
 
         person4 = _create_person(distinct_ids=["person4"], team_id=self.team.pk)
-        _create_event(team=self.team, event="user signed up", distinct_id="person4", timestamp="2021-05-01 01:00:00")
-        _create_event(team=self.team, event="$pageview", distinct_id="person4", timestamp="2021-05-01 02:00:00")
-        _create_event(team=self.team, event="insight viewed", distinct_id="person4", timestamp="2021-05-01 04:00:00")
-        _create_event(team=self.team, event="invite teammate", distinct_id="person4", timestamp="2021-05-01 05:00:00")
-        _create_event(team=self.team, event="pageview2", distinct_id="person4", timestamp="2021-05-01 06:00:00")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="person4",
+            timestamp="2021-05-01 01:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="person4",
+            timestamp="2021-05-01 02:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="person4",
+            timestamp="2021-05-01 04:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="invite teammate",
+            distinct_id="person4",
+            timestamp="2021-05-01 05:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="pageview2",
+            distinct_id="person4",
+            timestamp="2021-05-01 06:00:00",
+        )
 
         person5 = _create_person(distinct_ids=["person5"], team_id=self.team.pk)
-        _create_event(team=self.team, event="user signed up", distinct_id="person5", timestamp="2021-05-01 01:00:00")
-        _create_event(team=self.team, event="x", distinct_id="person5", timestamp="2021-05-01 01:30:00")
-        _create_event(team=self.team, event="$pageview", distinct_id="person5", timestamp="2021-05-01 02:00:00")
-        _create_event(team=self.team, event="x", distinct_id="person5", timestamp="2021-05-01 02:30:00")
-        _create_event(team=self.team, event="insight viewed", distinct_id="person5", timestamp="2021-05-01 04:00:00")
-        _create_event(team=self.team, event="y", distinct_id="person5", timestamp="2021-05-01 04:30:00")
-        _create_event(team=self.team, event="invite teammate", distinct_id="person5", timestamp="2021-05-01 05:00:00")
-        _create_event(team=self.team, event="x", distinct_id="person5", timestamp="2021-05-01 05:30:00")
-        _create_event(team=self.team, event="pageview2", distinct_id="person5", timestamp="2021-05-01 06:00:00")
+        _create_event(
+            team=self.team,
+            event="user signed up",
+            distinct_id="person5",
+            timestamp="2021-05-01 01:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="x",
+            distinct_id="person5",
+            timestamp="2021-05-01 01:30:00",
+        )
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="person5",
+            timestamp="2021-05-01 02:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="x",
+            distinct_id="person5",
+            timestamp="2021-05-01 02:30:00",
+        )
+        _create_event(
+            team=self.team,
+            event="insight viewed",
+            distinct_id="person5",
+            timestamp="2021-05-01 04:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="y",
+            distinct_id="person5",
+            timestamp="2021-05-01 04:30:00",
+        )
+        _create_event(
+            team=self.team,
+            event="invite teammate",
+            distinct_id="person5",
+            timestamp="2021-05-01 05:00:00",
+        )
+        _create_event(
+            team=self.team,
+            event="x",
+            distinct_id="person5",
+            timestamp="2021-05-01 05:30:00",
+        )
+        _create_event(
+            team=self.team,
+            event="pageview2",
+            distinct_id="person5",
+            timestamp="2021-05-01 06:00:00",
+        )
 
         filter = Filter(data=filters)
         funnel = ClickhouseFunnelUnordered(filter, self.team)
@@ -1058,18 +1514,36 @@ def test_advanced_funnel_multiple_exclusions_between_steps(self):
     def test_funnel_unordered_all_events_with_properties(self):
         _create_person(distinct_ids=["user"], team=self.team)
         _create_event(event="user signed up", distinct_id="user", team=self.team)
-        _create_event(event="added to card", distinct_id="user", properties={"is_saved": True}, team=self.team)
+        _create_event(
+            event="added to card",
+            distinct_id="user",
+            properties={"is_saved": True},
+            team=self.team,
+        )
 
         filters = {
             "events": [
-                {"type": "events", "id": "user signed up", "order": 0, "name": "user signed up", "math": "total"},
+                {
+                    "type": "events",
+                    "id": "user signed up",
+                    "order": 0,
+                    "name": "user signed up",
+                    "math": "total",
+                },
                 {
                     "type": "events",
                     "id": None,
                     "order": 1,
                     "name": "All events",
                     "math": "total",
-                    "properties": [{"key": "is_saved", "value": ["true"], "operator": "exact", "type": "event"}],
+                    "properties": [
+                        {
+                            "key": "is_saved",
+                            "value": ["true"],
+                            "operator": "exact",
+                            "type": "event",
+                        }
+                    ],
                 },
             ],
             "funnel_window_days": 14,
@@ -1084,9 +1558,17 @@ def test_funnel_unordered_all_events_with_properties(self):
 
     def test_funnel_unordered_entity_filters(self):
         _create_person(distinct_ids=["user"], team=self.team)
-        _create_event(event="user signed up", distinct_id="user", properties={"prop_a": "some value"}, team=self.team)
         _create_event(
-            event="user signed up", distinct_id="user", properties={"prop_b": "another value"}, team=self.team
+            event="user signed up",
+            distinct_id="user",
+            properties={"prop_a": "some value"},
+            team=self.team,
+        )
+        _create_event(
+            event="user signed up",
+            distinct_id="user",
+            properties={"prop_b": "another value"},
+            team=self.team,
         )
 
         filters = {
@@ -1097,7 +1579,14 @@ def test_funnel_unordered_entity_filters(self):
                     "order": 0,
                     "name": "user signed up",
                     "math": "total",
-                    "properties": [{"key": "prop_a", "value": ["some value"], "operator": "exact", "type": "event"}],
+                    "properties": [
+                        {
+                            "key": "prop_a",
+                            "value": ["some value"],
+                            "operator": "exact",
+                            "type": "event",
+                        }
+                    ],
                 },
                 {
                     "type": "events",
@@ -1105,7 +1594,14 @@ def test_funnel_unordered_entity_filters(self):
                     "order": 1,
                     "name": "user signed up",
                     "math": "total",
-                    "properties": [{"key": "prop_b", "value": "another", "operator": "icontains", "type": "event"}],
+                    "properties": [
+                        {
+                            "key": "prop_b",
+                            "value": "another",
+                            "operator": "icontains",
+                            "type": "event",
+                        }
+                    ],
                 },
             ],
         }
diff --git a/posthog/queries/funnels/test/test_funnel_unordered_persons.py b/posthog/queries/funnels/test/test_funnel_unordered_persons.py
index 673dee6d30826..c00e6975f5044 100644
--- a/posthog/queries/funnels/test/test_funnel_unordered_persons.py
+++ b/posthog/queries/funnels/test/test_funnel_unordered_persons.py
@@ -6,8 +6,12 @@
 
 from posthog.constants import INSIGHT_FUNNELS
 from posthog.models.filters import Filter
-from posthog.queries.funnels.funnel_unordered_persons import ClickhouseFunnelUnorderedActors
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.queries.funnels.funnel_unordered_persons import (
+    ClickhouseFunnelUnorderedActors,
+)
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
 from posthog.test.base import (
     APIBaseTest,
     ClickhouseTestMixin,
diff --git a/posthog/queries/funnels/test/test_utils.py b/posthog/queries/funnels/test/test_utils.py
index 8a71c02e6f6e5..c45a4eddcb518 100644
--- a/posthog/queries/funnels/test/test_utils.py
+++ b/posthog/queries/funnels/test/test_utils.py
@@ -1,6 +1,10 @@
 from posthog.constants import FunnelOrderType
 from posthog.models.filters import Filter
-from posthog.queries.funnels import ClickhouseFunnel, ClickhouseFunnelStrict, ClickhouseFunnelUnordered
+from posthog.queries.funnels import (
+    ClickhouseFunnel,
+    ClickhouseFunnelStrict,
+    ClickhouseFunnelUnordered,
+)
 from posthog.queries.funnels.utils import get_funnel_order_class
 from posthog.test.base import BaseTest
 
diff --git a/posthog/queries/funnels/utils.py b/posthog/queries/funnels/utils.py
index 33ef56e271bd2..68f93c2d4542e 100644
--- a/posthog/queries/funnels/utils.py
+++ b/posthog/queries/funnels/utils.py
@@ -6,7 +6,11 @@
 
 
 def get_funnel_order_class(filter: Filter) -> Type[ClickhouseFunnelBase]:
-    from posthog.queries.funnels import ClickhouseFunnel, ClickhouseFunnelStrict, ClickhouseFunnelUnordered
+    from posthog.queries.funnels import (
+        ClickhouseFunnel,
+        ClickhouseFunnelStrict,
+        ClickhouseFunnelUnordered,
+    )
 
     if filter.funnel_order_type == FunnelOrderType.UNORDERED:
         return ClickhouseFunnelUnordered
diff --git a/posthog/queries/insight.py b/posthog/queries/insight.py
index 294eb012d60b0..5992d16ddf1e9 100644
--- a/posthog/queries/insight.py
+++ b/posthog/queries/insight.py
@@ -7,7 +7,13 @@
 
 # Wrapper around sync_execute, adding query tags for insights performance
 def insight_sync_execute(
-    query, args=None, *, team_id: int, query_type: str, filter: Optional["FilterType"] = None, **kwargs
+    query,
+    args=None,
+    *,
+    team_id: int,
+    query_type: str,
+    filter: Optional["FilterType"] = None,
+    **kwargs,
 ):
     tag_queries(team_id=team_id)
     _tag_query(query, query_type, filter)
diff --git a/posthog/queries/paths/paths.py b/posthog/queries/paths/paths.py
index b829d8487dddf..6a98857e3927d 100644
--- a/posthog/queries/paths/paths.py
+++ b/posthog/queries/paths/paths.py
@@ -104,7 +104,6 @@ def _exec_query(self) -> List[Tuple]:
         )
 
     def get_query(self) -> str:
-
         path_query = self.get_path_query()
         funnel_cte = ""
 
@@ -198,7 +197,6 @@ def should_query_funnel(self) -> bool:
         return False
 
     def get_path_query(self) -> str:
-
         paths_per_person_query = self.get_paths_per_person_query()
 
         self.params["edge_limit"] = self._filter.edge_limit
@@ -243,7 +241,10 @@ def get_session_threshold_clause(self) -> str:
 
     # Implemented in /ee
     def get_target_clause(self) -> Tuple[str, Dict]:
-        params: Dict[str, Union[str, None]] = {"target_point": None, "secondary_target_point": None}
+        params: Dict[str, Union[str, None]] = {
+            "target_point": None,
+            "secondary_target_point": None,
+        }
 
         filtered_path_ordering_clause = self.get_filtered_path_ordering()
         compacting_function = self.get_array_compacting_function()
diff --git a/posthog/queries/paths/paths_event_query.py b/posthog/queries/paths/paths_event_query.py
index 6cc96243cc034..913307b7fdc21 100644
--- a/posthog/queries/paths/paths_event_query.py
+++ b/posthog/queries/paths/paths_event_query.py
@@ -22,7 +22,6 @@ class PathEventQuery(EventQuery):
     _filter: PathFilter
 
     def get_query(self) -> Tuple[str, Dict[str, Any]]:
-
         funnel_paths_timestamp = ""
         funnel_paths_join = ""
         funnel_paths_filter = ""
@@ -55,7 +54,13 @@ def get_query(self) -> Tuple[str, Dict[str, Any]]:
         ]
         _fields += [f"{self.EVENT_TABLE_ALIAS}.{field} AS {field}" for field in self._extra_fields]
         _fields += [
-            get_property_string_expr("events", field, f"'{field}'", "properties", table_alias=self.EVENT_TABLE_ALIAS)[0]
+            get_property_string_expr(
+                "events",
+                field,
+                f"'{field}'",
+                "properties",
+                table_alias=self.EVENT_TABLE_ALIAS,
+            )[0]
             + f" as {field}"
             for field in self._extra_event_properties
         ]
diff --git a/posthog/queries/person_distinct_id_query.py b/posthog/queries/person_distinct_id_query.py
index 9e8d0606337bb..c04711fbe2370 100644
--- a/posthog/queries/person_distinct_id_query.py
+++ b/posthog/queries/person_distinct_id_query.py
@@ -2,7 +2,6 @@
 
 
 def get_team_distinct_ids_query(team_id: int) -> str:
-
     # ensure team_id is actually an int so we can safely interpolate into the query
     assert isinstance(team_id, int)
 
diff --git a/posthog/queries/person_query.py b/posthog/queries/person_query.py
index 43b86d79ec256..73a779e5aca6a 100644
--- a/posthog/queries/person_query.py
+++ b/posthog/queries/person_query.py
@@ -5,8 +5,14 @@
 from posthog.constants import PropertyOperatorType
 from posthog.models import Filter
 from posthog.models.cohort import Cohort
-from posthog.models.cohort.sql import GET_COHORTPEOPLE_BY_COHORT_ID, GET_STATIC_COHORTPEOPLE_BY_COHORT_ID
-from posthog.models.cohort.util import format_precalculated_cohort_query, format_static_cohort_query
+from posthog.models.cohort.sql import (
+    GET_COHORTPEOPLE_BY_COHORT_ID,
+    GET_STATIC_COHORTPEOPLE_BY_COHORT_ID,
+)
+from posthog.models.cohort.util import (
+    format_precalculated_cohort_query,
+    format_static_cohort_query,
+)
 from posthog.models.entity import Entity
 from posthog.models.filters.path_filter import PathFilter
 from posthog.models.filters.retention_filter import RetentionFilter
@@ -71,7 +77,8 @@ def __init__(
             self._extra_fields = self._extra_fields - {self.PERSON_PROPERTIES_ALIAS} | {"properties"}
 
         properties = self._filter.property_groups.combine_property_group(
-            PropertyOperatorType.AND, self._entity.property_groups if self._entity else None
+            PropertyOperatorType.AND,
+            self._entity.property_groups if self._entity else None,
         )
 
         self._inner_person_properties = self._column_optimizer.property_optimizer.parse_property_groups(
@@ -79,7 +86,10 @@ def __init__(
         ).inner
 
     def get_query(
-        self, prepend: Optional[Union[str, int]] = None, paginate: bool = False, filter_future_persons: bool = False
+        self,
+        prepend: Optional[Union[str, int]] = None,
+        paginate: bool = False,
+        filter_future_persons: bool = False,
     ) -> Tuple[str, Dict]:
         prepend = str(prepend) if prepend is not None else ""
 
@@ -92,7 +102,10 @@ def get_query(
             person_filters_finalization_condition,
             person_filters_params,
         ) = self._get_person_filter_clauses(prepend=prepend)
-        multiple_cohorts_condition, multiple_cohorts_params = self._get_multiple_cohorts_clause(prepend=prepend)
+        (
+            multiple_cohorts_condition,
+            multiple_cohorts_params,
+        ) = self._get_multiple_cohorts_clause(prepend=prepend)
         single_cohort_join, single_cohort_params = self._get_fast_single_cohort_clause()
         if paginate:
             order = "ORDER BY argMax(person.created_at, version) DESC, id DESC" if paginate else ""
@@ -100,9 +113,11 @@ def get_query(
         else:
             order = ""
             limit_offset, limit_params = "", {}
-        search_prefiltering_condition, search_finalization_condition, search_params = self._get_search_clauses(
-            prepend=prepend
-        )
+        (
+            search_prefiltering_condition,
+            search_finalization_condition,
+            search_params,
+        ) = self._get_search_clauses(prepend=prepend)
         distinct_id_condition, distinct_id_params = self._get_distinct_id_clause()
         email_condition, email_params = self._get_email_clause()
         filter_future_persons_condition = (
@@ -228,7 +243,11 @@ def _get_fast_single_cohort_clause(self) -> Tuple[str, Dict]:
             ) {self.COHORT_TABLE_ALIAS}
             ON {self.COHORT_TABLE_ALIAS}.person_id = person.id
             """,
-                {"team_id": self._team_id, "cohort_id": self._cohort.pk, "version": self._cohort.version},
+                {
+                    "team_id": self._team_id,
+                    "cohort_id": self._cohort.pk,
+                    "version": self._cohort.version,
+                },
             )
         else:
             return "", {}
@@ -301,7 +320,14 @@ def _get_search_clauses(self, prepend: str = "") -> Tuple[str, str, Dict]:
 
             prop_group = PropertyGroup(
                 type=PropertyOperatorType.AND,
-                values=[Property(key="email", operator="icontains", value=self._filter.search, type="person")],
+                values=[
+                    Property(
+                        key="email",
+                        operator="icontains",
+                        value=self._filter.search,
+                        type="person",
+                    )
+                ],
             )
             finalization_conditions_sql, params = parse_prop_grouped_clauses(
                 team_id=self._team_id,
@@ -315,7 +341,7 @@ def _get_search_clauses(self, prepend: str = "") -> Tuple[str, str, Dict]:
             )
             finalization_sql = f"AND ({finalization_conditions_sql} OR {id_conditions_sql})"
 
-            prefiltering_conditions_sql, prefiltering_params = parse_prop_grouped_clauses(
+            (prefiltering_conditions_sql, prefiltering_params,) = parse_prop_grouped_clauses(
                 team_id=self._team_id,
                 property_group=prop_group,
                 prepend=f"search_pre_{prepend}",
@@ -360,7 +386,8 @@ def _add_distinct_id_join_if_needed(self, query: str, params: Dict[Any, Any]) ->
         GROUP BY person.*
         ORDER BY created_at desc, id desc
         """.format(
-                person_query=query, distinct_id_query=get_team_distinct_ids_query(self._team_id)
+                person_query=query,
+                distinct_id_query=get_team_distinct_ids_query(self._team_id),
             ),
             params,
         )
@@ -371,7 +398,9 @@ def _get_email_clause(self) -> Tuple[str, Dict]:
 
         if self._filter.email:
             return prop_filter_json_extract(
-                Property(key="email", value=self._filter.email, type="person"), 0, prepend="_email"
+                Property(key="email", value=self._filter.email, type="person"),
+                0,
+                prepend="_email",
             )
         return "", {}
 
diff --git a/posthog/queries/properties_timeline/properties_timeline.py b/posthog/queries/properties_timeline/properties_timeline.py
index 328c0da8fa03c..578a9dee85620 100644
--- a/posthog/queries/properties_timeline/properties_timeline.py
+++ b/posthog/queries/properties_timeline/properties_timeline.py
@@ -5,7 +5,10 @@
 from posthog.models.filters.properties_timeline_filter import PropertiesTimelineFilter
 from posthog.models.group.group import Group
 from posthog.models.person.person import Person
-from posthog.models.property.util import extract_tables_and_properties, get_single_or_multi_property_string_expr
+from posthog.models.property.util import (
+    extract_tables_and_properties,
+    get_single_or_multi_property_string_expr,
+)
 from posthog.models.team.team import Team
 from posthog.queries.insight import insight_sync_execute
 from posthog.queries.trends.util import offset_time_series_date_by_interval
@@ -87,7 +90,9 @@ def run(
             filter = filter.shallow_clone(
                 {
                     "date_to": offset_time_series_date_by_interval(
-                        cast(datetime.datetime, filter.date_from), filter=filter, team=team
+                        cast(datetime.datetime, filter.date_from),
+                        filter=filter,
+                        team=team,
                     )
                 }
             )
@@ -120,7 +125,10 @@ def run(
             actor_properties_column=actor_properties_column,
         )
 
-        params = {**event_query_params, "actor_id": actor.uuid if isinstance(actor, Person) else actor.group_key}
+        params = {
+            **event_query_params,
+            "actor_id": actor.uuid if isinstance(actor, Person) else actor.group_key,
+        }
         raw_query_result = insight_sync_execute(
             formatted_sql,
             {**params, **filter.hogql_context.values},
diff --git a/posthog/queries/property_values.py b/posthog/queries/property_values.py
index d5d37a076e869..a8b943f25d1d2 100644
--- a/posthog/queries/property_values.py
+++ b/posthog/queries/property_values.py
@@ -3,7 +3,10 @@
 from django.utils import timezone
 
 from posthog.models.event.sql import SELECT_PROP_VALUES_SQL_WITH_FILTER
-from posthog.models.person.sql import SELECT_PERSON_PROP_VALUES_SQL, SELECT_PERSON_PROP_VALUES_SQL_WITH_FILTER
+from posthog.models.person.sql import (
+    SELECT_PERSON_PROP_VALUES_SQL,
+    SELECT_PERSON_PROP_VALUES_SQL_WITH_FILTER,
+)
 from posthog.models.property.util import get_property_string_expr
 from posthog.models.team import Team
 from posthog.queries.insight import insight_sync_execute
@@ -11,7 +14,10 @@
 
 
 def get_property_values_for_key(
-    key: str, team: Team, event_names: Optional[List[str]] = None, value: Optional[str] = None
+    key: str,
+    team: Team,
+    event_names: Optional[List[str]] = None,
+    value: Optional[str] = None,
 ):
     property_field, mat_column_exists = get_property_string_expr("events", key, "%(key)s", "properties")
     parsed_date_from = "AND timestamp >= '{}'".format(
diff --git a/posthog/queries/query_date_range.py b/posthog/queries/query_date_range.py
index 208bf0207843d..e0604c3b44b91 100644
--- a/posthog/queries/query_date_range.py
+++ b/posthog/queries/query_date_range.py
@@ -10,8 +10,16 @@
 from posthog.models.filters.mixins.interval import IntervalMixin
 
 from posthog.models.team import Team
-from posthog.queries.util import TIME_IN_SECONDS, get_earliest_timestamp, get_start_of_interval_sql
-from posthog.utils import DEFAULT_DATE_FROM_DAYS, relative_date_parse, relative_date_parse_with_delta_mapping
+from posthog.queries.util import (
+    TIME_IN_SECONDS,
+    get_earliest_timestamp,
+    get_start_of_interval_sql,
+)
+from posthog.utils import (
+    DEFAULT_DATE_FROM_DAYS,
+    relative_date_parse,
+    relative_date_parse_with_delta_mapping,
+)
 
 
 class QueryDateRange:
@@ -28,7 +36,13 @@ class QueryDateRange:
     _table: str
     _should_round: Optional[bool]
 
-    def __init__(self, filter: AnyFilter, team: Team, should_round: Optional[bool] = None, table="") -> None:
+    def __init__(
+        self,
+        filter: AnyFilter,
+        team: Team,
+        should_round: Optional[bool] = None,
+        table="",
+    ) -> None:
         filter.team = team  # This is a dirty - but the easiest - way to get the team into the filter
         self._filter = filter
         self._team = team
@@ -97,7 +111,10 @@ def date_to(self) -> Tuple[str, Dict]:
         date_to_query = self.date_to_clause
         date_to = self.date_to_param
 
-        date_to_param = {"date_to": date_to.strftime("%Y-%m-%d %H:%M:%S"), "timezone": self._team.timezone}
+        date_to_param = {
+            "date_to": date_to.strftime("%Y-%m-%d %H:%M:%S"),
+            "timezone": self._team.timezone,
+        }
 
         return date_to_query, date_to_param
 
@@ -106,7 +123,10 @@ def date_from(self) -> Tuple[str, Dict]:
         date_from_query = self.date_from_clause
         date_from = self.date_from_param
 
-        date_from_param = {"date_from": date_from.strftime("%Y-%m-%d %H:%M:%S"), "timezone": self._team.timezone}
+        date_from_param = {
+            "date_from": date_from.strftime("%Y-%m-%d %H:%M:%S"),
+            "timezone": self._team.timezone,
+        }
 
         return date_from_query, date_from_param
 
diff --git a/posthog/queries/retention/__init__.py b/posthog/queries/retention/__init__.py
index f0817c016bb5c..c3d1590058eea 100644
--- a/posthog/queries/retention/__init__.py
+++ b/posthog/queries/retention/__init__.py
@@ -1,7 +1,9 @@
 from posthog.settings import EE_AVAILABLE
 
 if EE_AVAILABLE:
-    from ee.clickhouse.queries.retention.retention import ClickhouseRetention as Retention
+    from ee.clickhouse.queries.retention.retention import (
+        ClickhouseRetention as Retention,
+    )
 else:
     from posthog.queries.retention.retention import Retention  # type: ignore
 
diff --git a/posthog/queries/retention/actors_query.py b/posthog/queries/retention/actors_query.py
index ef31f6fd8c473..5a49c510a3240 100644
--- a/posthog/queries/retention/actors_query.py
+++ b/posthog/queries/retention/actors_query.py
@@ -99,7 +99,10 @@ def build_actor_activity_query(
     aggregate_users_by_distinct_id: Optional[bool] = None,
     retention_events_query=RetentionEventsQuery,
 ) -> Tuple[str, Dict[str, Any]]:
-    from posthog.queries.retention import build_returning_event_query, build_target_event_query
+    from posthog.queries.retention import (
+        build_returning_event_query,
+        build_target_event_query,
+    )
 
     """
     The retention actor query is used to retrieve something of the form:
@@ -134,7 +137,8 @@ def build_actor_activity_query(
     }
 
     query = RETENTION_BREAKDOWN_ACTOR_SQL.format(
-        returning_event_query=returning_event_query, target_event_query=target_event_query
+        returning_event_query=returning_event_query,
+        target_event_query=target_event_query,
     )
 
     return query, all_params
@@ -147,7 +151,6 @@ def _build_actor_query(
     selected_interval: Optional[int] = None,
     retention_events_query=RetentionEventsQuery,
 ) -> Tuple[str, Dict[str, Any]]:
-
     actor_activity_query, actor_activity_query_params = build_actor_activity_query(
         filter=filter,
         team=team,
@@ -157,7 +160,11 @@ def _build_actor_query(
         retention_events_query=retention_events_query,
     )
 
-    params = {"offset": filter.offset, "limit": filter.limit or 100, **actor_activity_query_params}
+    params = {
+        "offset": filter.offset,
+        "limit": filter.limit or 100,
+        **actor_activity_query_params,
+    }
     actor_query_template = """
         SELECT
             actor_id,
diff --git a/posthog/queries/retention/retention.py b/posthog/queries/retention/retention.py
index 145ee1404c37b..24cbe95376e93 100644
--- a/posthog/queries/retention/retention.py
+++ b/posthog/queries/retention/retention.py
@@ -6,7 +6,10 @@
 from posthog.models.filters.retention_filter import RetentionFilter
 from posthog.models.team import Team
 from posthog.queries.insight import insight_sync_execute
-from posthog.queries.retention.actors_query import RetentionActorsByPeriod, build_actor_activity_query
+from posthog.queries.retention.actors_query import (
+    RetentionActorsByPeriod,
+    build_actor_activity_query,
+)
 from posthog.queries.retention.retention_events_query import RetentionEventsQuery
 from posthog.queries.retention.sql import RETENTION_BREAKDOWN_SQL
 from posthog.queries.retention.types import BreakdownValues, CohortKey
@@ -49,7 +52,9 @@ def _get_retention_by_breakdown_values(
                 "count": correct_result_for_sampling(count, filter.sampling_factor),
                 "people": [],
                 "people_url": self._construct_people_url_for_trend_breakdown_interval(
-                    filter=filter, breakdown_values=breakdown_values, selected_interval=intervals_from_base
+                    filter=filter,
+                    breakdown_values=breakdown_values,
+                    selected_interval=intervals_from_base,
                 ),
             }
             for (breakdown_values, intervals_from_base, count) in result
@@ -58,10 +63,17 @@ def _get_retention_by_breakdown_values(
         return result_dict
 
     def _construct_people_url_for_trend_breakdown_interval(
-        self, filter: RetentionFilter, selected_interval: int, breakdown_values: BreakdownValues
+        self,
+        filter: RetentionFilter,
+        selected_interval: int,
+        breakdown_values: BreakdownValues,
     ):
         params = RetentionFilter(
-            {**filter._data, "breakdown_values": breakdown_values, "selected_interval": selected_interval},
+            {
+                **filter._data,
+                "breakdown_values": breakdown_values,
+                "selected_interval": selected_interval,
+            },
         ).to_params()
         return f"{self._base_uri}api/person/retention/?{urlencode(params)}"
 
@@ -69,7 +81,10 @@ def process_breakdown_table_result(self, resultset: Dict[CohortKey, Dict[str, An
         result = [
             {
                 "values": [
-                    resultset.get(CohortKey(breakdown_values, interval), {"count": 0, "people": []})
+                    resultset.get(
+                        CohortKey(breakdown_values, interval),
+                        {"count": 0, "people": []},
+                    )
                     for interval in range(filter.total_intervals)
                 ],
                 "label": "::".join(map(str, breakdown_values)),
@@ -84,7 +99,12 @@ def process_breakdown_table_result(self, resultset: Dict[CohortKey, Dict[str, An
 
         return result
 
-    def process_table_result(self, resultset: Dict[CohortKey, Dict[str, Any]], filter: RetentionFilter, team: Team):
+    def process_table_result(
+        self,
+        resultset: Dict[CohortKey, Dict[str, Any]],
+        filter: RetentionFilter,
+        team: Team,
+    ):
         """
         Constructs a response for the rest api when there is no breakdown specified
 
@@ -96,7 +116,11 @@ def process_table_result(self, resultset: Dict[CohortKey, Dict[str, Any]], filte
 
         def construct_url(first_day):
             params = RetentionFilter(
-                {**filter._data, "display": "ActionsTable", "breakdown_values": [first_day]},
+                {
+                    **filter._data,
+                    "display": "ActionsTable",
+                    "breakdown_values": [first_day],
+                },
             ).to_params()
             return "/api/person/retention/?" f"{urlencode(params)}"
 
diff --git a/posthog/queries/retention/retention_events_query.py b/posthog/queries/retention/retention_events_query.py
index a3adba8b7bda6..609f66387e865 100644
--- a/posthog/queries/retention/retention_events_query.py
+++ b/posthog/queries/retention/retention_events_query.py
@@ -38,7 +38,6 @@ def __init__(
         )
 
     def get_query(self) -> Tuple[str, Dict[str, Any]]:
-
         _fields = [
             self.get_timestamp_field(),
             self.target_field(),
@@ -176,7 +175,9 @@ def target_field(self) -> str:
 
     def get_timestamp_field(self) -> str:
         start_of_inteval_sql = get_start_of_interval_sql(
-            self._filter.period, source=f"{self.EVENT_TABLE_ALIAS}.timestamp", team=self._team
+            self._filter.period,
+            source=f"{self.EVENT_TABLE_ALIAS}.timestamp",
+            team=self._team,
         )
         if self._event_query_type == RetentionQueryType.TARGET:
             return f"DISTINCT {start_of_inteval_sql} AS event_date"
diff --git a/posthog/queries/stickiness/__init__.py b/posthog/queries/stickiness/__init__.py
index 6e3acf68fdaa8..421459fd7cfdd 100644
--- a/posthog/queries/stickiness/__init__.py
+++ b/posthog/queries/stickiness/__init__.py
@@ -2,7 +2,9 @@
 
 if EE_AVAILABLE:
     from ee.clickhouse.queries.stickiness import ClickhouseStickiness as Stickiness
-    from ee.clickhouse.queries.stickiness import ClickhouseStickinessActors as StickinessActors
+    from ee.clickhouse.queries.stickiness import (
+        ClickhouseStickinessActors as StickinessActors,
+    )
 else:
     from posthog.queries.stickiness.stickiness import Stickiness  # type: ignore
     from posthog.queries.stickiness.stickiness_actors import StickinessActors  # type: ignore
diff --git a/posthog/queries/stickiness/stickiness.py b/posthog/queries/stickiness/stickiness.py
index 2a43419be00e1..08bea51c8b042 100644
--- a/posthog/queries/stickiness/stickiness.py
+++ b/posthog/queries/stickiness/stickiness.py
@@ -20,7 +20,6 @@ class Stickiness:
     actor_query_class = StickinessActors
 
     def run(self, filter: StickinessFilter, team: Team, *args, **kwargs) -> List[Dict[str, Any]]:
-
         response = []
         for entity in filter.entities:
             if entity.type == TREND_FILTER_TYPE_ACTIONS and entity.id is not None:
@@ -44,14 +43,26 @@ def stickiness(self, entity: Entity, filter: StickinessFilter, team: Team) -> Di
 
         counts = insight_sync_execute(
             query,
-            {**event_params, **filter.hogql_context.values, "num_intervals": filter.total_intervals},
+            {
+                **event_params,
+                **filter.hogql_context.values,
+                "num_intervals": filter.total_intervals,
+            },
             query_type="stickiness",
             filter=filter,
             team_id=team.pk,
         )
         return self.process_result(counts, filter, entity)
 
-    def people(self, target_entity: Entity, filter: StickinessFilter, team: Team, request, *args, **kwargs):
+    def people(
+        self,
+        target_entity: Entity,
+        filter: StickinessFilter,
+        team: Team,
+        request,
+        *args,
+        **kwargs,
+    ):
         _, serialized_actors, _ = self.actor_query_class(entity=target_entity, filter=filter, team=team).get_actors()
         return serialized_actors
 
diff --git a/posthog/queries/stickiness/stickiness_event_query.py b/posthog/queries/stickiness/stickiness_event_query.py
index df7fb280b37b0..0e70af72bb997 100644
--- a/posthog/queries/stickiness/stickiness_event_query.py
+++ b/posthog/queries/stickiness/stickiness_event_query.py
@@ -20,7 +20,6 @@ def __init__(self, entity: Entity, *args, **kwargs):
         super().__init__(*args, **kwargs)
 
     def get_query(self) -> Tuple[str, Dict[str, Any]]:
-
         prop_query, prop_params = self._get_prop_groups(
             self._filter.property_groups.combine_property_group(PropertyOperatorType.AND, self._entity.property_groups),
             person_properties_mode=get_person_properties_mode(self._team),
diff --git a/posthog/queries/test/test_base.py b/posthog/queries/test/test_base.py
index 0710babe19525..bccc9ca60a53e 100644
--- a/posthog/queries/test/test_base.py
+++ b/posthog/queries/test/test_base.py
@@ -21,7 +21,10 @@ def test_determine_compared_filter(self):
 
         self.assertIsInstance(compared_filter, PathFilter)
         self.assertDictContainsSubset(
-            {"date_from": "2020-05-16T00:00:00+00:00", "date_to": "2020-05-22T23:59:59.999999+00:00"},
+            {
+                "date_from": "2020-05-16T00:00:00+00:00",
+                "date_to": "2020-05-22T23:59:59.999999+00:00",
+            },
             compared_filter.to_dict(),
         )
 
@@ -186,7 +189,8 @@ def test_match_property_date_operators(self):
         self.assertTrue(match_property(property_a, {"key": datetime.datetime(2022, 4, 30, 1, 2, 3)}))
         self.assertTrue(
             match_property(
-                property_a, {"key": datetime.datetime(2022, 4, 30, 1, 2, 3, tzinfo=tz.gettz("Europe/Madrid"))}
+                property_a,
+                {"key": datetime.datetime(2022, 4, 30, 1, 2, 3, tzinfo=tz.gettz("Europe/Madrid"))},
             )
         )
         self.assertTrue(match_property(property_a, {"key": parser.parse("2022-04-30")}))
diff --git a/posthog/queries/test/test_lifecycle.py b/posthog/queries/test/test_lifecycle.py
index bafbf6bbdff5e..6bb34bfd7d143 100644
--- a/posthog/queries/test/test_lifecycle.py
+++ b/posthog/queries/test/test_lifecycle.py
@@ -34,7 +34,10 @@ def _create_events(self, data, event="$pageview"):
                     _create_person(
                         team_id=self.team.pk,
                         distinct_ids=[id],
-                        properties={"name": id, **({"email": "test@posthog.com"} if id == "p1" else {})},
+                        properties={
+                            "name": id,
+                            **({"email": "test@posthog.com"} if id == "p1" else {}),
+                        },
                     )
                 )
             for timestamp in timestamps:
@@ -241,14 +244,34 @@ def test_lifecycle_trend_prop_filtering(self):
         )
 
         _create_person(team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "p2"})
-        _create_event(team=self.team, event="$pageview", distinct_id="p2", timestamp="2020-01-09T12:00:00Z")
-        _create_event(team=self.team, event="$pageview", distinct_id="p2", timestamp="2020-01-12T12:00:00Z")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p2",
+            timestamp="2020-01-09T12:00:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p2",
+            timestamp="2020-01-12T12:00:00Z",
+        )
 
         _create_person(team_id=self.team.pk, distinct_ids=["p3"], properties={"name": "p3"})
-        _create_event(team=self.team, event="$pageview", distinct_id="p3", timestamp="2020-01-12T12:00:00Z")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p3",
+            timestamp="2020-01-12T12:00:00Z",
+        )
 
         _create_person(team_id=self.team.pk, distinct_ids=["p4"], properties={"name": "p4"})
-        _create_event(team=self.team, event="$pageview", distinct_id="p4", timestamp="2020-01-15T12:00:00Z")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p4",
+            timestamp="2020-01-15T12:00:00Z",
+        )
 
         result = Trends().run(
             Filter(
@@ -352,14 +375,34 @@ def test_lifecycle_trend_person_prop_filtering(self):
         )
 
         _create_person(team_id=self.team.pk, distinct_ids=["p2"], properties={"name": "p2"})
-        _create_event(team=self.team, event="$pageview", distinct_id="p2", timestamp="2020-01-09T12:00:00Z")
-        _create_event(team=self.team, event="$pageview", distinct_id="p2", timestamp="2020-01-12T12:00:00Z")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p2",
+            timestamp="2020-01-09T12:00:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p2",
+            timestamp="2020-01-12T12:00:00Z",
+        )
 
         _create_person(team_id=self.team.pk, distinct_ids=["p3"], properties={"name": "p3"})
-        _create_event(team=self.team, event="$pageview", distinct_id="p3", timestamp="2020-01-12T12:00:00Z")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p3",
+            timestamp="2020-01-12T12:00:00Z",
+        )
 
         _create_person(team_id=self.team.pk, distinct_ids=["p4"], properties={"name": "p4"})
-        _create_event(team=self.team, event="$pageview", distinct_id="p4", timestamp="2020-01-15T12:00:00Z")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p4",
+            timestamp="2020-01-15T12:00:00Z",
+        )
 
         result = Trends().run(
             Filter(
@@ -392,15 +435,44 @@ def test_lifecycle_trend_person_prop_filtering(self):
 
     def test_lifecycle_trends_distinct_id_repeat(self):
         with freeze_time("2020-01-12T12:00:00Z"):
-            _create_person(team_id=self.team.pk, distinct_ids=["p1", "another_p1"], properties={"name": "p1"})
+            _create_person(
+                team_id=self.team.pk,
+                distinct_ids=["p1", "another_p1"],
+                properties={"name": "p1"},
+            )
 
-        _create_event(team=self.team, event="$pageview", distinct_id="p1", timestamp="2020-01-12T12:00:00Z")
-        _create_event(team=self.team, event="$pageview", distinct_id="another_p1", timestamp="2020-01-14T12:00:00Z")
-        _create_event(team=self.team, event="$pageview", distinct_id="p1", timestamp="2020-01-15T12:00:00Z")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p1",
+            timestamp="2020-01-12T12:00:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="another_p1",
+            timestamp="2020-01-14T12:00:00Z",
+        )
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p1",
+            timestamp="2020-01-15T12:00:00Z",
+        )
 
-        _create_event(team=self.team, event="$pageview", distinct_id="p1", timestamp="2020-01-17T12:00:00Z")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p1",
+            timestamp="2020-01-17T12:00:00Z",
+        )
 
-        _create_event(team=self.team, event="$pageview", distinct_id="p1", timestamp="2020-01-19T12:00:00Z")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p1",
+            timestamp="2020-01-19T12:00:00Z",
+        )
 
         result = Trends().run(
             Filter(
@@ -495,7 +567,10 @@ def test_lifecycle_trend_people_paginated(self):
                 person_id = "person{}".format(i)
                 _create_person(team_id=self.team.pk, distinct_ids=[person_id])
                 _create_event(
-                    team=self.team, event="$pageview", distinct_id=person_id, timestamp="2020-01-15T12:00:00Z"
+                    team=self.team,
+                    event="$pageview",
+                    distinct_id=person_id,
+                    timestamp="2020-01-15T12:00:00Z",
                 )
         # even if set to hour 6 it should default to beginning of day and include all pageviews above
         result = self.client.get(
@@ -635,7 +710,15 @@ def test_lifecycle_trend_weeks(self):
         )
 
         self.assertEqual(
-            result[0]["days"], ["2020-02-03", "2020-02-10", "2020-02-17", "2020-02-24", "2020-03-02", "2020-03-09"]
+            result[0]["days"],
+            [
+                "2020-02-03",
+                "2020-02-10",
+                "2020-02-17",
+                "2020-02-24",
+                "2020-03-02",
+                "2020-03-09",
+            ],
         )
 
         assertLifecycleResults(
@@ -812,7 +895,10 @@ def test_timezones(self):
         assertLifecycleResults(
             result_pacific,
             [
-                {"status": "dormant", "data": [-1.0, -2.0, -1.0, 0.0, -2.0, 0.0, -1.0, 0.0]},
+                {
+                    "status": "dormant",
+                    "data": [-1.0, -2.0, -1.0, 0.0, -2.0, 0.0, -1.0, 0.0],
+                },
                 {"status": "new", "data": [1, 0, 0, 1, 0, 0, 0, 0]},
                 {"status": "resurrecting", "data": [1, 1, 0, 1, 0, 1, 0, 1]},
                 {"status": "returning", "data": [0, 0, 0, 0, 0, 0, 0, 0]},
diff --git a/posthog/queries/test/test_paths.py b/posthog/queries/test/test_paths.py
index c7e3df9ced0a9..45f09a9ca5787 100644
--- a/posthog/queries/test/test_paths.py
+++ b/posthog/queries/test/test_paths.py
@@ -53,7 +53,11 @@ def test_current_url_paths_and_logic(self):
             ]
         )
 
-        _create_person(team_id=self.team.pk, distinct_ids=["person_1"], properties={"email": "test@posthog.com"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person_1"],
+            properties={"email": "test@posthog.com"},
+        )
         events.append(
             _create_event(
                 properties={"$current_url": "/"},
@@ -191,7 +195,10 @@ def test_current_url_paths_and_logic(self):
             date_from = now() - relativedelta(days=7)
             date_to = now() + relativedelta(days=7)
 
-            date_params = {"date_from": date_from.strftime("%Y-%m-%d"), "date_to": date_to.strftime("%Y-%m-%d")}
+            date_params = {
+                "date_from": date_from.strftime("%Y-%m-%d"),
+                "date_to": date_to.strftime("%Y-%m-%d"),
+            }
 
             filter = PathFilter(team=self.team, data={**date_params})
             response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
@@ -204,7 +211,10 @@ def test_current_url_paths_and_logic(self):
 
             date_from = now() + relativedelta(days=7)
             date_to = now() - relativedelta(days=7)
-            date_params = {"date_from": date_from.strftime("%Y-%m-%d"), "date_to": date_to.strftime("%Y-%m-%d")}
+            date_params = {
+                "date_from": date_from.strftime("%Y-%m-%d"),
+                "date_to": date_to.strftime("%Y-%m-%d"),
+            }
             filter = PathFilter(team=self.team, data={**date_params})
             response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
             self.assertEqual(len(response), 0)
@@ -215,18 +225,86 @@ def test_custom_event_paths(self):
         _create_person(team_id=self.team.pk, distinct_ids=["person_3"])
         _create_person(team_id=self.team.pk, distinct_ids=["person_4"])
 
-        _create_event(distinct_id="person_1", event="custom_event_1", team=self.team, properties={}),
-        _create_event(distinct_id="person_1", event="custom_event_3", team=self.team, properties={}),
-        _create_event(
-            properties={"$current_url": "/"}, distinct_id="person_1", event="$pageview", team=self.team
-        ),  # should be ignored,
-        _create_event(distinct_id="person_2", event="custom_event_1", team=self.team, properties={}),
-        _create_event(distinct_id="person_2", event="custom_event_2", team=self.team, properties={}),
-        _create_event(distinct_id="person_2", event="custom_event_3", team=self.team, properties={}),
-        _create_event(distinct_id="person_3", event="custom_event_2", team=self.team, properties={}),
-        _create_event(distinct_id="person_3", event="custom_event_1", team=self.team, properties={}),
-        _create_event(distinct_id="person_4", event="custom_event_1", team=self.team, properties={}),
-        _create_event(distinct_id="person_4", event="custom_event_2", team=self.team, properties={}),
+        (
+            _create_event(
+                distinct_id="person_1",
+                event="custom_event_1",
+                team=self.team,
+                properties={},
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="person_1",
+                event="custom_event_3",
+                team=self.team,
+                properties={},
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+            ),
+        )  # should be ignored,
+        (
+            _create_event(
+                distinct_id="person_2",
+                event="custom_event_1",
+                team=self.team,
+                properties={},
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="person_2",
+                event="custom_event_2",
+                team=self.team,
+                properties={},
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="person_2",
+                event="custom_event_3",
+                team=self.team,
+                properties={},
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="person_3",
+                event="custom_event_2",
+                team=self.team,
+                properties={},
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="person_3",
+                event="custom_event_1",
+                team=self.team,
+                properties={},
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="person_4",
+                event="custom_event_1",
+                team=self.team,
+                properties={},
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="person_4",
+                event="custom_event_2",
+                team=self.team,
+                properties={},
+            ),
+        )
 
         filter = PathFilter(team=self.team, data={"path_type": "custom_event"})
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
@@ -253,21 +331,93 @@ def test_custom_hogql_paths(self):
         _create_person(team_id=self.team.pk, distinct_ids=["person_3"])
         _create_person(team_id=self.team.pk, distinct_ids=["person_4"])
 
-        _create_event(distinct_id="person_1", event="custom_event_1", team=self.team, properties={"a": "!"}),
-        _create_event(distinct_id="person_1", event="custom_event_3", team=self.team, properties={"a": "!"}),
-        _create_event(
-            properties={"$current_url": "/"}, distinct_id="person_1", event="$pageview", team=self.team
-        ),  # should be ignored,
-        _create_event(distinct_id="person_2", event="custom_event_1", team=self.team, properties={"a": "!"}),
-        _create_event(distinct_id="person_2", event="custom_event_2", team=self.team, properties={"a": "!"}),
-        _create_event(distinct_id="person_2", event="custom_event_3", team=self.team, properties={"a": "!"}),
-        _create_event(distinct_id="person_3", event="custom_event_2", team=self.team, properties={"a": "!"}),
-        _create_event(distinct_id="person_3", event="custom_event_1", team=self.team, properties={"a": "!"}),
-        _create_event(distinct_id="person_4", event="custom_event_1", team=self.team, properties={"a": "!"}),
-        _create_event(distinct_id="person_4", event="custom_event_2", team=self.team, properties={"a": "!"}),
+        (
+            _create_event(
+                distinct_id="person_1",
+                event="custom_event_1",
+                team=self.team,
+                properties={"a": "!"},
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="person_1",
+                event="custom_event_3",
+                team=self.team,
+                properties={"a": "!"},
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+            ),
+        )  # should be ignored,
+        (
+            _create_event(
+                distinct_id="person_2",
+                event="custom_event_1",
+                team=self.team,
+                properties={"a": "!"},
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="person_2",
+                event="custom_event_2",
+                team=self.team,
+                properties={"a": "!"},
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="person_2",
+                event="custom_event_3",
+                team=self.team,
+                properties={"a": "!"},
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="person_3",
+                event="custom_event_2",
+                team=self.team,
+                properties={"a": "!"},
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="person_3",
+                event="custom_event_1",
+                team=self.team,
+                properties={"a": "!"},
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="person_4",
+                event="custom_event_1",
+                team=self.team,
+                properties={"a": "!"},
+            ),
+        )
+        (
+            _create_event(
+                distinct_id="person_4",
+                event="custom_event_2",
+                team=self.team,
+                properties={"a": "!"},
+            ),
+        )
 
         filter = PathFilter(
-            data={"path_type": "hogql", "paths_hogql_expression": "event || properties.a"}, team=self.team
+            data={
+                "path_type": "hogql",
+                "paths_hogql_expression": "event || properties.a",
+            },
+            team=self.team,
         )
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
 
@@ -293,17 +443,78 @@ def test_screen_paths(self):
         _create_person(team_id=self.team.pk, distinct_ids=["person_3"])
         _create_person(team_id=self.team.pk, distinct_ids=["person_4"])
 
-        _create_event(properties={"$screen_name": "/"}, distinct_id="person_1", event="$screen", team=self.team),
-        _create_event(properties={"$screen_name": "/about"}, distinct_id="person_1", event="$screen", team=self.team),
-        _create_event(properties={"$screen_name": "/"}, distinct_id="person_2b", event="$screen", team=self.team),
-        _create_event(
-            properties={"$screen_name": "/pricing"}, distinct_id="person_2a", event="$screen", team=self.team
-        ),
-        _create_event(properties={"$screen_name": "/about"}, distinct_id="person_2b", event="$screen", team=self.team),
-        _create_event(properties={"$screen_name": "/pricing"}, distinct_id="person_3", event="$screen", team=self.team),
-        _create_event(properties={"$screen_name": "/"}, distinct_id="person_3", event="$screen", team=self.team),
-        _create_event(properties={"$screen_name": "/"}, distinct_id="person_4", event="$screen", team=self.team),
-        _create_event(properties={"$screen_name": "/pricing"}, distinct_id="person_4", event="$screen", team=self.team),
+        (
+            _create_event(
+                properties={"$screen_name": "/"},
+                distinct_id="person_1",
+                event="$screen",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$screen_name": "/about"},
+                distinct_id="person_1",
+                event="$screen",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$screen_name": "/"},
+                distinct_id="person_2b",
+                event="$screen",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$screen_name": "/pricing"},
+                distinct_id="person_2a",
+                event="$screen",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$screen_name": "/about"},
+                distinct_id="person_2b",
+                event="$screen",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$screen_name": "/pricing"},
+                distinct_id="person_3",
+                event="$screen",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$screen_name": "/"},
+                distinct_id="person_3",
+                event="$screen",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$screen_name": "/"},
+                distinct_id="person_4",
+                event="$screen",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$screen_name": "/pricing"},
+                distinct_id="person_4",
+                event="$screen",
+                team=self.team,
+            ),
+        )
 
         filter = PathFilter(team=self.team, data={"path_type": "$screen"})
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
@@ -329,47 +540,82 @@ def test_paths_properties_filter(self):
         _create_person(team_id=self.team.pk, distinct_ids=["person_3"])
         _create_person(team_id=self.team.pk, distinct_ids=["person_4"])
 
-        _create_event(
-            properties={"$current_url": "/", "$browser": "Chrome"},
-            distinct_id="person_1",
-            event="$pageview",
-            team=self.team,
-        ),
-        _create_event(
-            properties={"$current_url": "/about", "$browser": "Chrome"},
-            distinct_id="person_1",
-            event="$pageview",
-            team=self.team,
-        ),
-        _create_event(
-            properties={"$current_url": "/", "$browser": "Chrome"},
-            distinct_id="person_2",
-            event="$pageview",
-            team=self.team,
-        ),
-        _create_event(
-            properties={"$current_url": "/pricing", "$browser": "Chrome"},
-            distinct_id="person_2",
-            event="$pageview",
-            team=self.team,
-        ),
-        _create_event(
-            properties={"$current_url": "/about", "$browser": "Chrome"},
-            distinct_id="person_2",
-            event="$pageview",
-            team=self.team,
-        ),
-        _create_event(
-            properties={"$current_url": "/pricing"}, distinct_id="person_3", event="$pageview", team=self.team
-        ),
-        _create_event(properties={"$current_url": "/"}, distinct_id="person_3", event="$pageview", team=self.team),
-        _create_event(properties={"$current_url": "/"}, distinct_id="person_4", event="$pageview", team=self.team),
-        _create_event(
-            properties={"$current_url": "/pricing"}, distinct_id="person_4", event="$pageview", team=self.team
-        ),
+        (
+            _create_event(
+                properties={"$current_url": "/", "$browser": "Chrome"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/about", "$browser": "Chrome"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/", "$browser": "Chrome"},
+                distinct_id="person_2",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/pricing", "$browser": "Chrome"},
+                distinct_id="person_2",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/about", "$browser": "Chrome"},
+                distinct_id="person_2",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/pricing"},
+                distinct_id="person_3",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/"},
+                distinct_id="person_3",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/"},
+                distinct_id="person_4",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/pricing"},
+                distinct_id="person_4",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
 
         filter = PathFilter(
-            team=self.team, data={"properties": [{"key": "$browser", "value": "Chrome", "type": "event"}]}
+            team=self.team,
+            data={"properties": [{"key": "$browser", "value": "Chrome", "type": "event"}]},
         )
 
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
@@ -393,36 +639,118 @@ def test_paths_start(self):
         _create_person(team_id=self.team.pk, distinct_ids=["person_4"])
         _create_person(team_id=self.team.pk, distinct_ids=["person_5a", "person_5b"])
 
-        _create_event(properties={"$current_url": "/"}, distinct_id="person_1", event="$pageview", team=self.team),
-        _create_event(
-            properties={"$current_url": "/about/"}, distinct_id="person_1", event="$pageview", team=self.team
-        ),
-        _create_event(properties={"$current_url": "/"}, distinct_id="person_2", event="$pageview", team=self.team),
-        _create_event(
-            properties={"$current_url": "/pricing/"}, distinct_id="person_2", event="$pageview", team=self.team
-        ),
-        _create_event(properties={"$current_url": "/about"}, distinct_id="person_2", event="$pageview", team=self.team),
-        _create_event(
-            properties={"$current_url": "/pricing"}, distinct_id="person_3", event="$pageview", team=self.team
-        ),
-        _create_event(properties={"$current_url": "/"}, distinct_id="person_3", event="$pageview", team=self.team),
-        _create_event(
-            properties={"$current_url": "/about/"}, distinct_id="person_3", event="$pageview", team=self.team
-        ),
-        _create_event(properties={"$current_url": "/"}, distinct_id="person_4", event="$pageview", team=self.team),
-        _create_event(
-            properties={"$current_url": "/pricing/"}, distinct_id="person_4", event="$pageview", team=self.team
-        ),
-        _create_event(
-            properties={"$current_url": "/pricing"}, distinct_id="person_5a", event="$pageview", team=self.team
-        ),
-        _create_event(
-            properties={"$current_url": "/about"}, distinct_id="person_5b", event="$pageview", team=self.team
-        ),
-        _create_event(
-            properties={"$current_url": "/pricing/"}, distinct_id="person_5a", event="$pageview", team=self.team
-        ),
-        _create_event(properties={"$current_url": "/help"}, distinct_id="person_5b", event="$pageview", team=self.team),
+        (
+            _create_event(
+                properties={"$current_url": "/"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/about/"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/"},
+                distinct_id="person_2",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/pricing/"},
+                distinct_id="person_2",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/about"},
+                distinct_id="person_2",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/pricing"},
+                distinct_id="person_3",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/"},
+                distinct_id="person_3",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/about/"},
+                distinct_id="person_3",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/"},
+                distinct_id="person_4",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/pricing/"},
+                distinct_id="person_4",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/pricing"},
+                distinct_id="person_5a",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/about"},
+                distinct_id="person_5b",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/pricing/"},
+                distinct_id="person_5a",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/help"},
+                distinct_id="person_5b",
+                event="$pageview",
+                team=self.team,
+            ),
+        )
 
         response = self.client.get(
             f"/api/projects/{self.team.id}/insights/path/?type=%24pageview&start=%2Fpricing"
@@ -463,34 +791,42 @@ def test_paths_start(self):
     def test_paths_in_window(self):
         _create_person(team_id=self.team.pk, distinct_ids=["person_1"])
 
-        _create_event(
-            properties={"$current_url": "/"},
-            distinct_id="person_1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2020-04-14 03:25:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/about"},
-            distinct_id="person_1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2020-04-14 03:30:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/"},
-            distinct_id="person_1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2020-04-15 03:25:34",
-        ),
-        _create_event(
-            properties={"$current_url": "/about"},
-            distinct_id="person_1",
-            event="$pageview",
-            team=self.team,
-            timestamp="2020-04-15 03:30:34",
-        ),
+        (
+            _create_event(
+                properties={"$current_url": "/"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2020-04-14 03:25:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/about"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2020-04-14 03:30:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2020-04-15 03:25:34",
+            ),
+        )
+        (
+            _create_event(
+                properties={"$current_url": "/about"},
+                distinct_id="person_1",
+                event="$pageview",
+                team=self.team,
+                timestamp="2020-04-15 03:30:34",
+            ),
+        )
 
         filter = PathFilter(team=self.team, data={"date_from": "2020-04-13"})
         response = Paths(team=self.team, filter=filter).run(team=self.team, filter=filter)
diff --git a/posthog/queries/test/test_query_date_range.py b/posthog/queries/test/test_query_date_range.py
index 15e7944502ba6..ebb21ad90e5ac 100644
--- a/posthog/queries/test/test_query_date_range.py
+++ b/posthog/queries/test/test_query_date_range.py
@@ -7,7 +7,6 @@
 
 class TestQueryDateRange(APIBaseTest):
     def test_parsed_date(self):
-
         with freeze_time("2021-08-25T00:00:00.000Z"):
             filter = Filter(
                 data={
@@ -31,7 +30,6 @@ def test_parsed_date(self):
         )
 
     def test_parsed_date_hour(self):
-
         with freeze_time("2021-08-25T00:00:00.000Z"):
             filter = Filter(
                 data={
@@ -55,7 +53,6 @@ def test_parsed_date_hour(self):
         )  # ensure last hour is included
 
     def test_parsed_date_middle_of_hour(self):
-
         with freeze_time("2021-08-25T00:00:00.000Z"):
             filter = Filter(
                 data={
@@ -80,7 +77,6 @@ def test_parsed_date_middle_of_hour(self):
         )  # ensure last hour is included
 
     def test_parsed_date_week_rounded(self):
-
         with freeze_time("2021-08-25T00:00:00.000Z"):
             filter = Filter(
                 data={
@@ -104,7 +100,6 @@ def test_parsed_date_week_rounded(self):
         )
 
     def test_is_hourly(self):
-
         with freeze_time("2021-08-25T00:00:00.000Z"):
             filter = Filter(
                 data={
diff --git a/posthog/queries/test/test_retention.py b/posthog/queries/test/test_retention.py
index 42b7c596b14a9..5b823d462d917 100644
--- a/posthog/queries/test/test_retention.py
+++ b/posthog/queries/test/test_retention.py
@@ -57,7 +57,13 @@ def _create_events(team, user_and_timestamps, event="$pageview"):
         if len(properties_args) == 1:
             properties.update(properties_args[0])
 
-        _create_event(team=team, event=event, distinct_id=distinct_id, timestamp=timestamp, properties=properties)
+        _create_event(
+            team=team,
+            event=event,
+            distinct_id=distinct_id,
+            timestamp=timestamp,
+            properties=properties,
+        )
         i += 1
 
 
@@ -126,7 +132,19 @@ def test_day_interval(self):
             self.assertEqual(len(result), 11)
             self.assertEqual(
                 pluck(result, "label"),
-                ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6", "Day 7", "Day 8", "Day 9", "Day 10"],
+                [
+                    "Day 0",
+                    "Day 1",
+                    "Day 2",
+                    "Day 3",
+                    "Day 4",
+                    "Day 5",
+                    "Day 6",
+                    "Day 7",
+                    "Day 8",
+                    "Day 9",
+                    "Day 10",
+                ],
             )
             self.assertEqual(result[0]["date"], datetime(2020, 6, 10, 0, tzinfo=ZoneInfo("UTC")))
 
@@ -148,8 +166,16 @@ def test_day_interval(self):
             )
 
         def test_month_interval(self):
-            _create_person(team=self.team, distinct_ids=["person1", "alias1"], properties={"email": "person1@test.com"})
-            _create_person(team=self.team, distinct_ids=["person2"], properties={"email": "person2@test.com"})
+            _create_person(
+                team=self.team,
+                distinct_ids=["person1", "alias1"],
+                properties={"email": "person1@test.com"},
+            )
+            _create_person(
+                team=self.team,
+                distinct_ids=["person2"],
+                properties={"email": "person2@test.com"},
+            )
 
             _create_events(
                 self.team,
@@ -227,8 +253,16 @@ def test_month_interval(self):
         @override_settings(PERSON_ON_EVENTS_V2_OVERRIDE=True)
         @snapshot_clickhouse_queries
         def test_month_interval_with_person_on_events_v2(self):
-            _create_person(team=self.team, distinct_ids=["person1", "alias1"], properties={"email": "person1@test.com"})
-            _create_person(team=self.team, distinct_ids=["person2"], properties={"email": "person2@test.com"})
+            _create_person(
+                team=self.team,
+                distinct_ids=["person1", "alias1"],
+                properties={"email": "person1@test.com"},
+            )
+            _create_person(
+                team=self.team,
+                distinct_ids=["person2"],
+                properties={"email": "person2@test.com"},
+            )
 
             person_id1 = str(uuid.uuid4())
             person_id2 = str(uuid.uuid4())
@@ -386,8 +420,16 @@ def test_month_interval_with_person_on_events_v2(self):
             )
 
         def test_week_interval(self):
-            _create_person(team=self.team, distinct_ids=["person1", "alias1"], properties={"email": "person1@test.com"})
-            _create_person(team=self.team, distinct_ids=["person2"], properties={"email": "person2@test.com"})
+            _create_person(
+                team=self.team,
+                distinct_ids=["person1", "alias1"],
+                properties={"email": "person1@test.com"},
+            )
+            _create_person(
+                team=self.team,
+                distinct_ids=["person2"],
+                properties={"email": "person2@test.com"},
+            )
 
             _create_events(
                 self.team,
@@ -408,17 +450,32 @@ def test_week_interval(self):
             )
 
             result = retention().run(
-                RetentionFilter(data={"date_to": _date(10, month=1, hour=0), "period": "Week", "total_intervals": 7}),
+                RetentionFilter(
+                    data={
+                        "date_to": _date(10, month=1, hour=0),
+                        "period": "Week",
+                        "total_intervals": 7,
+                    }
+                ),
                 self.team,
             )
 
             self.assertEqual(
-                pluck(result, "label"), ["Week 0", "Week 1", "Week 2", "Week 3", "Week 4", "Week 5", "Week 6"]
+                pluck(result, "label"),
+                ["Week 0", "Week 1", "Week 2", "Week 3", "Week 4", "Week 5", "Week 6"],
             )
 
             self.assertEqual(
                 pluck(result, "values", "count"),
-                [[2, 2, 1, 2, 2, 0, 1], [2, 1, 2, 2, 0, 1], [1, 1, 1, 0, 0], [2, 2, 0, 1], [2, 0, 1], [0, 0], [1]],
+                [
+                    [2, 2, 1, 2, 2, 0, 1],
+                    [2, 1, 2, 2, 0, 1],
+                    [1, 1, 1, 0, 0],
+                    [2, 2, 0, 1],
+                    [2, 0, 1],
+                    [0, 0],
+                    [1],
+                ],
             )
 
             self.assertEqual(
@@ -435,8 +492,16 @@ def test_week_interval(self):
             )
 
         def test_hour_interval(self):
-            _create_person(team=self.team, distinct_ids=["person1", "alias1"], properties={"email": "person1@test.com"})
-            _create_person(team=self.team, distinct_ids=["person2"], properties={"email": "person2@test.com"})
+            _create_person(
+                team=self.team,
+                distinct_ids=["person1", "alias1"],
+                properties={"email": "person1@test.com"},
+            )
+            _create_person(
+                team=self.team,
+                distinct_ids=["person2"],
+                properties={"email": "person2@test.com"},
+            )
 
             _create_events(
                 self.team,
@@ -513,8 +578,16 @@ def test_hour_interval(self):
 
         # ensure that the first interval is properly rounded acoording to the specified period
         def test_interval_rounding(self):
-            _create_person(team=self.team, distinct_ids=["person1", "alias1"], properties={"email": "person1@test.com"})
-            _create_person(team=self.team, distinct_ids=["person2"], properties={"email": "person2@test.com"})
+            _create_person(
+                team=self.team,
+                distinct_ids=["person1", "alias1"],
+                properties={"email": "person1@test.com"},
+            )
+            _create_person(
+                team=self.team,
+                distinct_ids=["person2"],
+                properties={"email": "person2@test.com"},
+            )
 
             _create_events(
                 self.team,
@@ -535,17 +608,32 @@ def test_interval_rounding(self):
             )
 
             result = retention().run(
-                RetentionFilter(data={"date_to": _date(14, month=1, hour=0), "period": "Week", "total_intervals": 7}),
+                RetentionFilter(
+                    data={
+                        "date_to": _date(14, month=1, hour=0),
+                        "period": "Week",
+                        "total_intervals": 7,
+                    }
+                ),
                 self.team,
             )
 
             self.assertEqual(
-                pluck(result, "label"), ["Week 0", "Week 1", "Week 2", "Week 3", "Week 4", "Week 5", "Week 6"]
+                pluck(result, "label"),
+                ["Week 0", "Week 1", "Week 2", "Week 3", "Week 4", "Week 5", "Week 6"],
             )
 
             self.assertEqual(
                 pluck(result, "values", "count"),
-                [[2, 2, 1, 2, 2, 0, 1], [2, 1, 2, 2, 0, 1], [1, 1, 1, 0, 0], [2, 2, 0, 1], [2, 0, 1], [0, 0], [1]],
+                [
+                    [2, 2, 1, 2, 2, 0, 1],
+                    [2, 1, 2, 2, 0, 1],
+                    [1, 1, 1, 0, 0],
+                    [2, 2, 0, 1],
+                    [2, 0, 1],
+                    [0, 0],
+                    [1],
+                ],
             )
 
             self.assertEqual(
@@ -583,7 +671,11 @@ def test_retention_people_basic(self):
 
             # even if set to hour 6 it should default to beginning of day and include all pageviews above
             result, _ = retention().actors_in_period(
-                RetentionFilter(data={"date_to": _date(10, hour=6), "selected_interval": 0}, team=self.team), self.team
+                RetentionFilter(
+                    data={"date_to": _date(10, hour=6), "selected_interval": 0},
+                    team=self.team,
+                ),
+                self.team,
             )
             self.assertEqual(len(result), 1)
             self.assertTrue(result[0]["person"]["id"] == person1.uuid, person1.uuid)
@@ -632,12 +724,18 @@ def test_retention_people_paginated(self):
                 _create_person(team_id=self.team.pk, distinct_ids=[person_id])
                 _create_events(
                     self.team,
-                    [(person_id, _date(0)), (person_id, _date(1)), (person_id, _date(2)), (person_id, _date(5))],
+                    [
+                        (person_id, _date(0)),
+                        (person_id, _date(1)),
+                        (person_id, _date(2)),
+                        (person_id, _date(5)),
+                    ],
                 )
 
             # even if set to hour 6 it should default to beginning of day and include all pageviews above
             result = self.client.get(
-                "/api/person/retention", data={"date_to": _date(10, hour=6), "selected_interval": 2}
+                "/api/person/retention",
+                data={"date_to": _date(10, hour=6), "selected_interval": 2},
             ).json()
 
             self.assertEqual(len(result["result"]), 100)
@@ -650,7 +748,8 @@ def test_retention_invalid_properties(self):
 
             self.assertEqual(response.status_code, status.HTTP_400_BAD_REQUEST)
             self.assertDictEqual(
-                response.json(), self.validation_error_response("Properties are unparsable!", "invalid_input")
+                response.json(),
+                self.validation_error_response("Properties are unparsable!", "invalid_input"),
             )
 
         def test_retention_people_in_period(self):
@@ -676,7 +775,11 @@ def test_retention_people_in_period(self):
 
             # even if set to hour 6 it should default to beginning of day and include all pageviews above
             result, _ = retention().actors_in_period(
-                RetentionFilter(data={"date_to": _date(10, hour=6), "selected_interval": 2}, team=self.team), self.team
+                RetentionFilter(
+                    data={"date_to": _date(10, hour=6), "selected_interval": 2},
+                    team=self.team,
+                ),
+                self.team,
             )
 
             # should be descending order on number of appearances
@@ -732,7 +835,9 @@ def test_retention_multiple_events(self):
             )
 
             _create_events(
-                self.team, [("person1", _date(5)), ("person1", _date(6)), ("person2", _date(5))], "$pageview"
+                self.team,
+                [("person1", _date(5)), ("person1", _date(6)), ("person2", _date(5))],
+                "$pageview",
             )
 
             target_entity = json.dumps({"id": first_event, "type": TREND_FILTER_TYPE_EVENTS})
@@ -748,11 +853,22 @@ def test_retention_multiple_events(self):
                 self.team,
             )
             self.assertEqual(len(result), 7)
-            self.assertEqual(pluck(result, "label"), ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6"])
+            self.assertEqual(
+                pluck(result, "label"),
+                ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6"],
+            )
 
             self.assertEqual(
                 pluck(result, "values", "count"),
-                [[2, 0, 0, 0, 0, 2, 1], [2, 0, 0, 0, 2, 1], [2, 0, 0, 2, 1], [2, 0, 2, 1], [0, 0, 0], [1, 0], [0]],
+                [
+                    [2, 0, 0, 0, 0, 2, 1],
+                    [2, 0, 0, 0, 2, 1],
+                    [2, 0, 0, 2, 1],
+                    [2, 0, 2, 1],
+                    [0, 0, 0],
+                    [1, 0],
+                    [0],
+                ],
             )
 
         def test_retention_any_event(self):
@@ -778,7 +894,9 @@ def test_retention_any_event(self):
             )
 
             _create_events(
-                self.team, [("person1", _date(5)), ("person1", _date(6)), ("person2", _date(5))], "$pageview"
+                self.team,
+                [("person1", _date(5)), ("person1", _date(6)), ("person2", _date(5))],
+                "$pageview",
             )
 
             result = retention().run(
@@ -793,11 +911,22 @@ def test_retention_any_event(self):
                 self.team,
             )
             self.assertEqual(len(result), 7)
-            self.assertEqual(pluck(result, "label"), ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6"])
+            self.assertEqual(
+                pluck(result, "label"),
+                ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6"],
+            )
 
             self.assertEqual(
                 pluck(result, "values", "count"),
-                [[2, 2, 2, 2, 0, 2, 1], [2, 2, 2, 0, 2, 1], [2, 2, 0, 2, 1], [2, 0, 2, 1], [0, 0, 0], [3, 1], [1]],
+                [
+                    [2, 2, 2, 2, 0, 2, 1],
+                    [2, 2, 2, 0, 2, 1],
+                    [2, 2, 0, 2, 1],
+                    [2, 0, 2, 1],
+                    [0, 0, 0],
+                    [3, 1],
+                    [1],
+                ],
             )
 
         @snapshot_clickhouse_queries
@@ -828,7 +957,10 @@ def test_retention_event_action(self):
                     data={
                         "date_to": _date(6, hour=0),
                         "target_entity": start_entity,
-                        "returning_entity": {"id": some_event, "type": TREND_FILTER_TYPE_EVENTS},
+                        "returning_entity": {
+                            "id": some_event,
+                            "type": TREND_FILTER_TYPE_EVENTS,
+                        },
                         "total_intervals": 7,
                     }
                 ),
@@ -836,12 +968,23 @@ def test_retention_event_action(self):
             )
 
             self.assertEqual(len(result), 7)
-            self.assertEqual(pluck(result, "label"), ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6"])
+            self.assertEqual(
+                pluck(result, "label"),
+                ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6"],
+            )
             self.assertEqual(result[0]["date"], datetime(2020, 6, 10, 0, tzinfo=ZoneInfo("UTC")))
 
             self.assertEqual(
                 pluck(result, "values", "count"),
-                [[2, 0, 0, 1, 0, 1, 0], [2, 0, 1, 0, 1, 0], [2, 1, 0, 1, 0], [2, 0, 1, 0], [0, 0, 0], [0, 0], [0]],
+                [
+                    [2, 0, 0, 1, 0, 1, 0],
+                    [2, 0, 1, 0, 1, 0],
+                    [2, 1, 0, 1, 0],
+                    [2, 0, 1, 0],
+                    [0, 0, 0],
+                    [0, 0],
+                    [0],
+                ],
             )
 
         def test_first_time_retention(self):
@@ -862,11 +1005,22 @@ def test_first_time_retention(self):
             )
 
             self.assertEqual(len(result), 7)
-            self.assertEqual(pluck(result, "label"), ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6"])
+            self.assertEqual(
+                pluck(result, "label"),
+                ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6"],
+            )
 
             self.assertEqual(
                 pluck(result, "values", "count"),
-                [[2, 1, 2, 2, 1, 0, 1], [1, 1, 0, 1, 1, 1], [0, 0, 0, 0, 0], [1, 1, 0, 1], [0, 0, 0], [0, 0], [0]],
+                [
+                    [2, 1, 2, 2, 1, 0, 1],
+                    [1, 1, 0, 1, 1, 1],
+                    [0, 0, 0, 0, 0],
+                    [1, 1, 0, 1],
+                    [0, 0, 0],
+                    [0, 0],
+                    [0],
+                ],
             )
 
         def test_retention_with_properties(self):
@@ -891,14 +1045,29 @@ def test_retention_with_properties(self):
 
             result = retention().run(
                 RetentionFilter(
-                    data={"properties": [{"key": "$some_property", "value": "value"}], "date_to": _date(10, hour=0)}
+                    data={
+                        "properties": [{"key": "$some_property", "value": "value"}],
+                        "date_to": _date(10, hour=0),
+                    }
                 ),
                 self.team,
             )
             self.assertEqual(len(result), 11)
             self.assertEqual(
                 pluck(result, "label"),
-                ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6", "Day 7", "Day 8", "Day 9", "Day 10"],
+                [
+                    "Day 0",
+                    "Day 1",
+                    "Day 2",
+                    "Day 3",
+                    "Day 4",
+                    "Day 5",
+                    "Day 6",
+                    "Day 7",
+                    "Day 8",
+                    "Day 9",
+                    "Day 10",
+                ],
             )
             self.assertEqual(result[0]["date"], datetime(2020, 6, 10, 0, tzinfo=ZoneInfo("UTC")))
 
@@ -921,9 +1090,15 @@ def test_retention_with_properties(self):
 
         def test_retention_with_user_properties(self):
             _create_person(
-                team_id=self.team.pk, distinct_ids=["person1", "alias1"], properties={"email": "person1@test.com"}
+                team_id=self.team.pk,
+                distinct_ids=["person1", "alias1"],
+                properties={"email": "person1@test.com"},
+            )
+            _create_person(
+                team_id=self.team.pk,
+                distinct_ids=["person2"],
+                properties={"email": "person2@test.com"},
             )
-            _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"email": "person2@test.com"})
 
             _create_events(
                 self.team,
@@ -944,7 +1119,13 @@ def test_retention_with_user_properties(self):
             result = retention().run(
                 RetentionFilter(
                     data={
-                        "properties": [{"key": "email", "value": "person1@test.com", "type": "person"}],
+                        "properties": [
+                            {
+                                "key": "email",
+                                "value": "person1@test.com",
+                                "type": "person",
+                            }
+                        ],
                         "date_to": _date(6, hour=0),
                         "total_intervals": 7,
                     }
@@ -953,11 +1134,22 @@ def test_retention_with_user_properties(self):
             )
 
             self.assertEqual(len(result), 7)
-            self.assertEqual(pluck(result, "label"), ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6"])
+            self.assertEqual(
+                pluck(result, "label"),
+                ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6"],
+            )
             self.assertEqual(result[0]["date"], datetime(2020, 6, 10, 0, tzinfo=ZoneInfo("UTC")))
             self.assertEqual(
                 pluck(result, "values", "count"),
-                [[1, 1, 1, 0, 0, 1, 1], [1, 1, 0, 0, 1, 1], [1, 0, 0, 1, 1], [0, 0, 0, 0], [0, 0, 0], [1, 1], [1]],
+                [
+                    [1, 1, 1, 0, 0, 1, 1],
+                    [1, 1, 0, 0, 1, 1],
+                    [1, 0, 0, 1, 1],
+                    [0, 0, 0, 0],
+                    [0, 0, 0],
+                    [1, 1],
+                    [1],
+                ],
             )
 
         @snapshot_clickhouse_queries
@@ -970,9 +1162,15 @@ def test_retention_with_user_properties_via_action(self):
             )
 
             _create_person(
-                team_id=self.team.pk, distinct_ids=["person1", "alias1"], properties={"email": "person1@test.com"}
+                team_id=self.team.pk,
+                distinct_ids=["person1", "alias1"],
+                properties={"email": "person1@test.com"},
+            )
+            _create_person(
+                team_id=self.team.pk,
+                distinct_ids=["person2"],
+                properties={"email": "person2@test.com"},
             )
-            _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"email": "person2@test.com"})
 
             _create_events(
                 self.team,
@@ -1003,11 +1201,22 @@ def test_retention_with_user_properties_via_action(self):
             )
 
             self.assertEqual(len(result), 7)
-            self.assertEqual(pluck(result, "label"), ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6"])
+            self.assertEqual(
+                pluck(result, "label"),
+                ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6"],
+            )
             self.assertEqual(result[0]["date"], datetime(2020, 6, 10, 0, tzinfo=ZoneInfo("UTC")))
             self.assertEqual(
                 pluck(result, "values", "count"),
-                [[1, 1, 1, 0, 0, 1, 1], [1, 1, 0, 0, 1, 1], [1, 0, 0, 1, 1], [0, 0, 0, 0], [0, 0, 0], [1, 1], [1]],
+                [
+                    [1, 1, 1, 0, 0, 1, 1],
+                    [1, 1, 0, 0, 1, 1],
+                    [1, 0, 0, 1, 1],
+                    [0, 0, 0, 0],
+                    [0, 0, 0],
+                    [1, 1],
+                    [1],
+                ],
             )
 
         def test_retention_action_start_point(self):
@@ -1044,17 +1253,30 @@ def test_retention_action_start_point(self):
             )
 
             self.assertEqual(len(result), 7)
-            self.assertEqual(pluck(result, "label"), ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6"])
+            self.assertEqual(
+                pluck(result, "label"),
+                ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6"],
+            )
             self.assertEqual(result[0]["date"], datetime(2020, 6, 10, 0, tzinfo=ZoneInfo("UTC")))
 
             self.assertEqual(
                 pluck(result, "values", "count"),
-                [[1, 1, 1, 0, 0, 1, 1], [2, 2, 1, 0, 1, 2], [2, 1, 0, 1, 2], [1, 0, 0, 1], [0, 0, 0], [1, 1], [2]],
+                [
+                    [1, 1, 1, 0, 0, 1, 1],
+                    [2, 2, 1, 0, 1, 2],
+                    [2, 1, 0, 1, 2],
+                    [1, 0, 0, 1],
+                    [0, 0, 0],
+                    [1, 1],
+                    [2],
+                ],
             )
 
         def test_filter_test_accounts(self):
             _create_person(
-                team_id=self.team.pk, distinct_ids=["person1", "alias1"], properties={"email": "test@posthog.com"}
+                team_id=self.team.pk,
+                distinct_ids=["person1", "alias1"],
+                properties={"email": "test@posthog.com"},
             )
             _create_person(team_id=self.team.pk, distinct_ids=["person2"])
 
@@ -1076,13 +1298,28 @@ def test_filter_test_accounts(self):
 
             # even if set to hour 6 it should default to beginning of day and include all pageviews above
             result = retention().run(
-                RetentionFilter(data={"date_to": _date(10, hour=6), FILTER_TEST_ACCOUNTS: True}, team=self.team),
+                RetentionFilter(
+                    data={"date_to": _date(10, hour=6), FILTER_TEST_ACCOUNTS: True},
+                    team=self.team,
+                ),
                 self.team,
             )
             self.assertEqual(len(result), 11)
             self.assertEqual(
                 pluck(result, "label"),
-                ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6", "Day 7", "Day 8", "Day 9", "Day 10"],
+                [
+                    "Day 0",
+                    "Day 1",
+                    "Day 2",
+                    "Day 3",
+                    "Day 4",
+                    "Day 5",
+                    "Day 6",
+                    "Day 7",
+                    "Day 8",
+                    "Day 9",
+                    "Day 10",
+                ],
             )
             self.assertEqual(result[0]["date"], datetime(2020, 6, 10, 0, tzinfo=ZoneInfo("UTC")))
 
@@ -1144,7 +1381,13 @@ def _create_first_time_retention_events(self):
             _create_events(self.team, [("person3", _date(0))], "$user_signed_up")
 
             _create_events(
-                self.team, [("person3", _date(1)), ("person3", _date(3)), ("person3", _date(4)), ("person3", _date(5))]
+                self.team,
+                [
+                    ("person3", _date(1)),
+                    ("person3", _date(3)),
+                    ("person3", _date(4)),
+                    ("person3", _date(5)),
+                ],
             )
 
             _create_events(self.team, [("person4", _date(2))], "$user_signed_up")
@@ -1154,7 +1397,11 @@ def _create_first_time_retention_events(self):
             return p1, p2, p3, p4
 
         def test_retention_aggregate_by_distinct_id(self):
-            _create_person(team_id=self.team.pk, distinct_ids=["person1", "alias1"], properties={"test": "ok"})
+            _create_person(
+                team_id=self.team.pk,
+                distinct_ids=["person1", "alias1"],
+                properties={"test": "ok"},
+            )
             _create_person(team_id=self.team.pk, distinct_ids=["person2"])
 
             _create_events(
@@ -1203,7 +1450,14 @@ def test_retention_aggregate_by_distinct_id(self):
                         [2, 1, 0, 1, 2, 0, 0, 0, 0],
                         [1, 0, 0, 1, 0, 0, 0, 0],
                         [0, 0, 0, 0, 0, 0, 0],
-                        [2, 1, 0, 0, 0, 0],  # this first day is different b/c of the distinct_id aggregation
+                        [
+                            2,
+                            1,
+                            0,
+                            0,
+                            0,
+                            0,
+                        ],  # this first day is different b/c of the distinct_id aggregation
                         [2, 0, 0, 0, 0],
                         [0, 0, 0, 0],
                         [0, 0, 0],
@@ -1229,7 +1483,14 @@ def test_retention_aggregate_by_distinct_id(self):
                         [1, 0, 0, 1, 1, 0, 0, 0, 0],
                         [0, 0, 0, 0, 0, 0, 0, 0],
                         [0, 0, 0, 0, 0, 0, 0],
-                        [2, 1, 0, 0, 0, 0],  # this first day is different b/c of the distinct_id aggregation
+                        [
+                            2,
+                            1,
+                            0,
+                            0,
+                            0,
+                            0,
+                        ],  # this first day is different b/c of the distinct_id aggregation
                         [1, 0, 0, 0, 0],
                         [0, 0, 0, 0],
                         [0, 0, 0],
@@ -1248,26 +1509,48 @@ def test_timezones(self):
                 [
                     ("person1", _date(-1, 1)),
                     ("person1", _date(0, 1)),
-                    ("person1", _date(1, 1)),  # this is the only event in US Pacific on the first day
+                    (
+                        "person1",
+                        _date(1, 1),
+                    ),  # this is the only event in US Pacific on the first day
                     ("person2", _date(6, 1)),
                     ("person2", _date(6, 9)),
                 ],
             )
 
-            result = retention().run(RetentionFilter(data={"date_to": _date(10, hour=6)}, team=self.team), self.team)
+            result = retention().run(
+                RetentionFilter(data={"date_to": _date(10, hour=6)}, team=self.team),
+                self.team,
+            )
 
             self.team.timezone = "US/Pacific"
             self.team.save()
             result_pacific = retention().run(
-                RetentionFilter(data={"date_to": _date(10, hour=6)}, team=self.team), self.team
+                RetentionFilter(data={"date_to": _date(10, hour=6)}, team=self.team),
+                self.team,
             )
 
             self.assertEqual(
                 pluck(result_pacific, "label"),
-                ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6", "Day 7", "Day 8", "Day 9", "Day 10"],
+                [
+                    "Day 0",
+                    "Day 1",
+                    "Day 2",
+                    "Day 3",
+                    "Day 4",
+                    "Day 5",
+                    "Day 6",
+                    "Day 7",
+                    "Day 8",
+                    "Day 9",
+                    "Day 10",
+                ],
             )
 
-            self.assertEqual(result_pacific[0]["date"], datetime(2020, 6, 10, tzinfo=ZoneInfo("US/Pacific")))
+            self.assertEqual(
+                result_pacific[0]["date"],
+                datetime(2020, 6, 10, tzinfo=ZoneInfo("US/Pacific")),
+            )
             self.assertEqual(result_pacific[0]["date"].isoformat(), "2020-06-10T00:00:00-07:00")
 
             self.assertEqual(
@@ -1327,12 +1610,25 @@ def test_day_interval_sampled(self):
 
             # even if set to hour 6 it should default to beginning of day and include all pageviews above
             result = retention().run(
-                RetentionFilter(data={"date_to": _date(10, hour=6), "sampling_factor": 1}), self.team
+                RetentionFilter(data={"date_to": _date(10, hour=6), "sampling_factor": 1}),
+                self.team,
             )
             self.assertEqual(len(result), 11)
             self.assertEqual(
                 pluck(result, "label"),
-                ["Day 0", "Day 1", "Day 2", "Day 3", "Day 4", "Day 5", "Day 6", "Day 7", "Day 8", "Day 9", "Day 10"],
+                [
+                    "Day 0",
+                    "Day 1",
+                    "Day 2",
+                    "Day 3",
+                    "Day 4",
+                    "Day 5",
+                    "Day 6",
+                    "Day 7",
+                    "Day 8",
+                    "Day 9",
+                    "Day 10",
+                ],
             )
             self.assertEqual(result[0]["date"], datetime(2020, 6, 10, 0, tzinfo=ZoneInfo("UTC")))
 
diff --git a/posthog/queries/test/test_trends.py b/posthog/queries/test/test_trends.py
index 3cce0cfd1907a..63b7024d3d6bf 100644
--- a/posthog/queries/test/test_trends.py
+++ b/posthog/queries/test/test_trends.py
@@ -32,7 +32,11 @@
     Person,
 )
 from posthog.models.group.util import create_group
-from posthog.models.instance_setting import get_instance_setting, override_instance_config, set_instance_setting
+from posthog.models.instance_setting import (
+    get_instance_setting,
+    override_instance_config,
+    set_instance_setting,
+)
 from posthog.models.person.util import create_person_distinct_id
 from posthog.queries.trends.trends import Trends
 from posthog.test.base import (
@@ -54,7 +58,7 @@
 def breakdown_label(entity: Entity, value: Union[str, int]) -> Dict[str, Optional[Union[str, int]]]:
     ret_dict: Dict[str, Optional[Union[str, int]]] = {}
     if not value or not isinstance(value, str) or "cohort_" not in value:
-        label = value if (value or type(value) == bool) and value != "None" and value != "nan" else "Other"
+        label = value if (value or isinstance(value, bool)) and value != "None" and value != "nan" else "Other"
         ret_dict["label"] = f"{entity.name} - {label}"
         ret_dict["breakdown_value"] = label
     else:
@@ -104,14 +108,19 @@ def _get_trend_people(self, filter: Filter, entity: Entity):
         return response["results"][0]["people"]
 
     def _create_events(self, use_time=False) -> Tuple[Action, Person]:
-
         person = _create_person(
-            team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"$some_prop": "some_val"}
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"$some_prop": "some_val"},
         )
         _, _, secondTeam = Organization.objects.bootstrap(None, team_fields={"api_token": "token456"})
 
         freeze_without_time = ["2019-12-24", "2020-01-01", "2020-01-02"]
-        freeze_with_time = ["2019-12-24 03:45:34", "2020-01-01 00:06:34", "2020-01-02 16:34:34"]
+        freeze_with_time = [
+            "2019-12-24 03:45:34",
+            "2020-01-01 00:06:34",
+            "2020-01-02 16:34:34",
+        ]
 
         freeze_args = freeze_without_time
         if use_time:
@@ -132,20 +141,31 @@ def _create_events(self, use_time=False) -> Tuple[Action, Person]:
                 distinct_id="blabla",
                 properties={"$some_property": "value", "$bool_prop": False},
             )
-            _create_event(team=self.team, event="sign up", distinct_id="anonymous_id", properties={"$bool_prop": False})
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="anonymous_id",
+                properties={"$bool_prop": False},
+            )
             _create_event(team=self.team, event="sign up", distinct_id="blabla")
         with freeze_time(freeze_args[2]):
             _create_event(
                 team=self.team,
                 event="sign up",
                 distinct_id="blabla",
-                properties={"$some_property": "other_value", "$some_numerical_prop": 80},
+                properties={
+                    "$some_property": "other_value",
+                    "$some_numerical_prop": 80,
+                },
             )
             _create_event(team=self.team, event="no events", distinct_id="blabla")
 
             # second team should have no effect
             _create_event(
-                team=secondTeam, event="sign up", distinct_id="blabla", properties={"$some_property": "other_value"}
+                team=secondTeam,
+                event="sign up",
+                distinct_id="blabla",
+                properties={"$some_property": "other_value"},
             )
 
         _create_action(team=self.team, name="no events")
@@ -160,14 +180,27 @@ def _create_breakdown_events(self):
 
         with freeze_time(freeze_without_time[0]):
             for i in range(25):
-                _create_event(team=self.team, event="sign up", distinct_id="blabla", properties={"$some_property": i})
+                _create_event(
+                    team=self.team,
+                    event="sign up",
+                    distinct_id="blabla",
+                    properties={"$some_property": i},
+                )
         _create_action(team=self.team, name="sign up")
 
     def _create_event_count_per_actor_events(self):
-        _create_person(team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"fruit": "mango"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"fruit": "mango"},
+        )
         _create_person(team_id=self.team.pk, distinct_ids=["tintin"], properties={"fruit": "mango"})
         _create_person(team_id=self.team.pk, distinct_ids=["murmur"], properties={})  # No fruit here
-        _create_person(team_id=self.team.pk, distinct_ids=["reeree"], properties={"fruit": "tomato"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["reeree"],
+            properties={"fruit": "tomato"},
+        )
 
         with freeze_time("2020-01-01 00:06:02"):
             _create_event(
@@ -177,7 +210,10 @@ def _create_event_count_per_actor_events(self):
                 properties={"color": "red", "$group_0": "bouba"},
             )
             _create_event(
-                team=self.team, event="viewed video", distinct_id="blabla", properties={"$group_0": "bouba"}
+                team=self.team,
+                event="viewed video",
+                distinct_id="blabla",
+                properties={"$group_0": "bouba"},
             )  # No color here
             _create_event(
                 team=self.team,
@@ -185,10 +221,20 @@ def _create_event_count_per_actor_events(self):
                 distinct_id="reeree",
                 properties={"color": "blue", "$group_0": "bouba"},
             )
-            _create_event(team=self.team, event="sign up", distinct_id="tintin", properties={"$group_0": "kiki"})
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="tintin",
+                properties={"$group_0": "kiki"},
+            )
 
         with freeze_time("2020-01-03 19:06:34"):
-            _create_event(team=self.team, event="sign up", distinct_id="murmur", properties={"$group_0": "kiki"})
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="murmur",
+                properties={"$group_0": "kiki"},
+            )
 
         with freeze_time("2020-01-04 23:17:00"):
             _create_event(
@@ -206,7 +252,10 @@ def _create_event_count_per_actor_events(self):
                 properties={"color": "blue", "$group_0": "bouba"},
             )
             _create_event(
-                team=self.team, event="viewed video", distinct_id="tintin", properties={"color": "red"}
+                team=self.team,
+                event="viewed video",
+                distinct_id="tintin",
+                properties={"color": "red"},
             )  # No group here
             _create_event(
                 team=self.team,
@@ -226,7 +275,13 @@ def test_trends_per_day(self):
         with freeze_time("2020-01-04T13:00:01Z"):
             # with self.assertNumQueries(16):
             response = Trends().run(
-                Filter(team=self.team, data={"date_from": "-7d", "events": [{"id": "sign up"}, {"id": "no events"}]}),
+                Filter(
+                    team=self.team,
+                    data={
+                        "date_from": "-7d",
+                        "events": [{"id": "sign up"}, {"id": "no events"}],
+                    },
+                ),
                 self.team,
             )
         self.assertEqual(response[0]["label"], "sign up")
@@ -272,7 +327,11 @@ def test_trend_actors_person_on_events_pagination_with_alias_inconsistencies(sel
             )
             flush_persons_and_events()
 
-            data = {"date_from": "-7d", "events": [{"id": "sign up", "math": "dau"}], "limit": 5}
+            data = {
+                "date_from": "-7d",
+                "events": [{"id": "sign up", "math": "dau"}],
+                "limit": 5,
+            }
 
             with override_instance_config("PERSON_ON_EVENTS_ENABLED", True):
                 from posthog.models.team import util
@@ -318,7 +377,12 @@ def test_no_props(self):
                         "date_from": "-14d",
                         "breakdown": "$some_property",
                         "events": [
-                            {"id": "sign up", "name": "sign up", "type": "events", "order": 0},
+                            {
+                                "id": "sign up",
+                                "name": "sign up",
+                                "type": "events",
+                                "order": 0,
+                            },
                             {"id": "no events"},
                         ],
                     },
@@ -348,7 +412,6 @@ def test_trends_per_day_48hours(self):
     def test_trends_per_day_cumulative(self):
         self._create_events()
         with freeze_time("2020-01-04T13:00:01Z"):
-
             response = Trends().run(
                 Filter(
                     team=self.team,
@@ -371,7 +434,6 @@ def test_trends_per_day_cumulative(self):
     def test_trends_groups_per_day_cumulative(self):
         self._create_event_count_per_actor_events()
         with freeze_time("2020-01-06T13:00:01Z"):
-
             response = Trends().run(
                 Filter(
                     team=self.team,
@@ -399,7 +461,6 @@ def test_trends_groups_per_day_cumulative(self):
     def test_trends_breakdown_cumulative(self):
         self._create_events()
         with freeze_time("2020-01-04T13:00:01Z"):
-
             response = Trends().run(
                 Filter(
                     team=self.team,
@@ -429,7 +490,11 @@ def test_trends_single_aggregate_dau(self):
             daily_response = Trends().run(
                 Filter(
                     team=self.team,
-                    data={"display": TRENDS_TABLE, "interval": "week", "events": [{"id": "sign up", "math": "dau"}]},
+                    data={
+                        "display": TRENDS_TABLE,
+                        "interval": "week",
+                        "events": [{"id": "sign up", "math": "dau"}],
+                    },
                 ),
                 self.team,
             )
@@ -438,29 +503,73 @@ def test_trends_single_aggregate_dau(self):
             weekly_response = Trends().run(
                 Filter(
                     team=self.team,
-                    data={"display": TRENDS_TABLE, "interval": "day", "events": [{"id": "sign up", "math": "dau"}]},
+                    data={
+                        "display": TRENDS_TABLE,
+                        "interval": "day",
+                        "events": [{"id": "sign up", "math": "dau"}],
+                    },
                 ),
                 self.team,
             )
 
         self.assertEqual(daily_response[0]["aggregated_value"], 1)
-        self.assertEqual(daily_response[0]["aggregated_value"], weekly_response[0]["aggregated_value"])
+        self.assertEqual(
+            daily_response[0]["aggregated_value"],
+            weekly_response[0]["aggregated_value"],
+        )
 
     @also_test_with_materialized_columns(["$math_prop"])
     def test_trends_single_aggregate_math(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"$some_prop": "some_val"}
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"$some_prop": "some_val"},
         )
         with freeze_time("2020-01-01 00:06:34"):
-            _create_event(team=self.team, event="sign up", distinct_id="blabla", properties={"$math_prop": 1})
-            _create_event(team=self.team, event="sign up", distinct_id="blabla", properties={"$math_prop": 1})
-            _create_event(team=self.team, event="sign up", distinct_id="blabla", properties={"$math_prop": 1})
-            _create_event(team=self.team, event="sign up", distinct_id="blabla", properties={"$math_prop": 2})
-            _create_event(team=self.team, event="sign up", distinct_id="blabla", properties={"$math_prop": 3})
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="blabla",
+                properties={"$math_prop": 1},
+            )
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="blabla",
+                properties={"$math_prop": 1},
+            )
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="blabla",
+                properties={"$math_prop": 1},
+            )
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="blabla",
+                properties={"$math_prop": 2},
+            )
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="blabla",
+                properties={"$math_prop": 3},
+            )
 
         with freeze_time("2020-01-02 00:06:34"):
-            _create_event(team=self.team, event="sign up", distinct_id="blabla", properties={"$math_prop": 4})
-            _create_event(team=self.team, event="sign up", distinct_id="blabla", properties={"$math_prop": 4})
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="blabla",
+                properties={"$math_prop": 4},
+            )
+            _create_event(
+                team=self.team,
+                event="sign up",
+                distinct_id="blabla",
+                properties={"$math_prop": 4},
+            )
 
         with freeze_time("2020-01-04T13:00:01Z"):
             daily_response = Trends().run(
@@ -469,7 +578,13 @@ def test_trends_single_aggregate_math(self):
                     data={
                         "display": TRENDS_TABLE,
                         "interval": "week",
-                        "events": [{"id": "sign up", "math": "median", "math_property": "$math_prop"}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "math": "median",
+                                "math_property": "$math_prop",
+                            }
+                        ],
                     },
                 ),
                 self.team,
@@ -482,21 +597,36 @@ def test_trends_single_aggregate_math(self):
                     data={
                         "display": TRENDS_TABLE,
                         "interval": "day",
-                        "events": [{"id": "sign up", "math": "median", "math_property": "$math_prop"}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "math": "median",
+                                "math_property": "$math_prop",
+                            }
+                        ],
                     },
                 ),
                 self.team,
             )
 
         self.assertEqual(daily_response[0]["aggregated_value"], 2.0)
-        self.assertEqual(daily_response[0]["aggregated_value"], weekly_response[0]["aggregated_value"])
+        self.assertEqual(
+            daily_response[0]["aggregated_value"],
+            weekly_response[0]["aggregated_value"],
+        )
 
     @snapshot_clickhouse_queries
     def test_trends_with_session_property_single_aggregate_math(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"$some_prop": "some_val"}
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"$some_prop": "some_val"},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["blabla2"],
+            properties={"$some_prop": "some_val"},
         )
-        _create_person(team_id=self.team.pk, distinct_ids=["blabla2"], properties={"$some_prop": "some_val"})
 
         _create_event(
             team=self.team,
@@ -568,7 +698,13 @@ def test_trends_with_session_property_single_aggregate_math(self):
                     data={
                         "display": TRENDS_TABLE,
                         "interval": "week",
-                        "events": [{"id": "sign up", "math": "median", "math_property": "$session_duration"}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "math": "median",
+                                "math_property": "$session_duration",
+                            }
+                        ],
                     },
                 ),
                 self.team,
@@ -581,20 +717,35 @@ def test_trends_with_session_property_single_aggregate_math(self):
                     data={
                         "display": TRENDS_TABLE,
                         "interval": "day",
-                        "events": [{"id": "sign up", "math": "median", "math_property": "$session_duration"}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "math": "median",
+                                "math_property": "$session_duration",
+                            }
+                        ],
                     },
                 ),
                 self.team,
             )
 
         self.assertEqual(daily_response[0]["aggregated_value"], 7.5)
-        self.assertEqual(daily_response[0]["aggregated_value"], weekly_response[0]["aggregated_value"])
+        self.assertEqual(
+            daily_response[0]["aggregated_value"],
+            weekly_response[0]["aggregated_value"],
+        )
 
     def test_unique_session_with_session_breakdown(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"$some_prop": "some_val"}
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"$some_prop": "some_val"},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["blabla2"],
+            properties={"$some_prop": "some_val"},
         )
-        _create_person(team_id=self.team.pk, distinct_ids=["blabla2"], properties={"$some_prop": "some_val"})
 
         _create_event(
             team=self.team,
@@ -779,7 +930,9 @@ def test_trends_breakdown_single_aggregate_cohorts(self):
 
     def test_trends_breakdown_single_aggregate(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"$some_prop": "some_val"}
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"$some_prop": "some_val"},
         )
         with freeze_time("2020-01-01 00:06:34"):
             _create_event(
@@ -831,7 +984,11 @@ def test_trends_breakdown_single_aggregate(self):
             daily_response = Trends().run(
                 Filter(
                     team=self.team,
-                    data={"display": TRENDS_TABLE, "breakdown": "$browser", "events": [{"id": "sign up"}]},
+                    data={
+                        "display": TRENDS_TABLE,
+                        "breakdown": "$browser",
+                        "events": [{"id": "sign up"}],
+                    },
                 ),
                 self.team,
             )
@@ -848,7 +1005,9 @@ def test_trends_breakdown_single_aggregate_with_zero_person_ids(self):
             return True
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"$some_prop": "some_val"}
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"$some_prop": "some_val"},
         )
         with freeze_time("2020-01-01 00:06:34"):
             _create_event(
@@ -935,7 +1094,11 @@ def test_trends_breakdown_single_aggregate_with_zero_person_ids(self):
             daily_response = Trends().run(
                 Filter(
                     team=self.team,
-                    data={"display": TRENDS_TABLE, "breakdown": "$browser", "events": [{"id": "sign up"}]},
+                    data={
+                        "display": TRENDS_TABLE,
+                        "breakdown": "$browser",
+                        "events": [{"id": "sign up"}],
+                    },
                 ),
                 self.team,
             )
@@ -948,7 +1111,9 @@ def test_trends_breakdown_single_aggregate_with_zero_person_ids(self):
 
     def test_trends_breakdown_single_aggregate_math(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"$some_prop": "some_val"}
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"$some_prop": "some_val"},
         )
         with freeze_time("2020-01-01 00:06:34"):
             _create_event(
@@ -1004,7 +1169,13 @@ def test_trends_breakdown_single_aggregate_math(self):
                         "display": TRENDS_TABLE,
                         "interval": "day",
                         "breakdown": "$some_property",
-                        "events": [{"id": "sign up", "math": "median", "math_property": "$math_prop"}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "math": "median",
+                                "math_property": "$math_prop",
+                            }
+                        ],
                     },
                 ),
                 self.team,
@@ -1018,21 +1189,36 @@ def test_trends_breakdown_single_aggregate_math(self):
                         "display": TRENDS_TABLE,
                         "interval": "week",
                         "breakdown": "$some_property",
-                        "events": [{"id": "sign up", "math": "median", "math_property": "$math_prop"}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "math": "median",
+                                "math_property": "$math_prop",
+                            }
+                        ],
                     },
                 ),
                 self.team,
             )
 
         self.assertEqual(daily_response[0]["aggregated_value"], 2.0)
-        self.assertEqual(daily_response[0]["aggregated_value"], weekly_response[0]["aggregated_value"])
+        self.assertEqual(
+            daily_response[0]["aggregated_value"],
+            weekly_response[0]["aggregated_value"],
+        )
 
     @snapshot_clickhouse_queries
     def test_trends_breakdown_with_session_property_single_aggregate_math_and_breakdown(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"$some_prop": "some_val"}
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"$some_prop": "some_val"},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["blabla2"],
+            properties={"$some_prop": "some_val"},
         )
-        _create_person(team_id=self.team.pk, distinct_ids=["blabla2"], properties={"$some_prop": "some_val"})
 
         _create_event(
             team=self.team,
@@ -1119,7 +1305,13 @@ def test_trends_breakdown_with_session_property_single_aggregate_math_and_breakd
                         "display": TRENDS_TABLE,
                         "interval": "week",
                         "breakdown": "$some_property",
-                        "events": [{"id": "sign up", "math": "median", "math_property": "$session_duration"}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "math": "median",
+                                "math_property": "$session_duration",
+                            }
+                        ],
                     },
                 ),
                 self.team,
@@ -1128,7 +1320,10 @@ def test_trends_breakdown_with_session_property_single_aggregate_math_and_breakd
         # value1 has: 5 seconds, 10 seconds, 15 seconds
         # value2 has: 10 seconds, 15 seconds (aggregated by session, so 15 is not double counted)
         # empty has: 1 seconds
-        self.assertEqual([resp["breakdown_value"] for resp in daily_response], ["value2", "value1", ""])
+        self.assertEqual(
+            [resp["breakdown_value"] for resp in daily_response],
+            ["value2", "value1", ""],
+        )
         self.assertEqual([resp["aggregated_value"] for resp in daily_response], [12.5, 10, 1])
 
         with freeze_time("2020-01-04T13:00:01Z"):
@@ -1139,7 +1334,13 @@ def test_trends_breakdown_with_session_property_single_aggregate_math_and_breakd
                         "display": TRENDS_TABLE,
                         "interval": "day",
                         "breakdown": "$some_property",
-                        "events": [{"id": "sign up", "math": "median", "math_property": "$session_duration"}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "math": "median",
+                                "math_property": "$session_duration",
+                            }
+                        ],
                     },
                 ),
                 self.team,
@@ -1157,9 +1358,15 @@ def test_trends_breakdown_with_session_property_single_aggregate_math_and_breakd
     @snapshot_clickhouse_queries
     def test_trends_person_breakdown_with_session_property_single_aggregate_math_and_breakdown(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"$some_prop": "some_val"}
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"$some_prop": "some_val"},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["blabla2"],
+            properties={"$some_prop": "another_val"},
         )
-        _create_person(team_id=self.team.pk, distinct_ids=["blabla2"], properties={"$some_prop": "another_val"})
 
         _create_event(
             team=self.team,
@@ -1247,7 +1454,13 @@ def test_trends_person_breakdown_with_session_property_single_aggregate_math_and
                         "interval": "week",
                         "breakdown": "$some_prop",
                         "breakdown_type": "person",
-                        "events": [{"id": "sign up", "math": "median", "math_property": "$session_duration"}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "math": "median",
+                                "math_property": "$session_duration",
+                            }
+                        ],
                     },
                 ),
                 self.team,
@@ -1255,7 +1468,10 @@ def test_trends_person_breakdown_with_session_property_single_aggregate_math_and
 
         # another_val has: 10 seconds
         # some_val has: 1, 5 seconds, 15 seconds
-        self.assertEqual([resp["breakdown_value"] for resp in daily_response], ["another_val", "some_val"])
+        self.assertEqual(
+            [resp["breakdown_value"] for resp in daily_response],
+            ["another_val", "some_val"],
+        )
         self.assertEqual([resp["aggregated_value"] for resp in daily_response], [10.0, 5.0])
 
     @snapshot_clickhouse_queries
@@ -1289,7 +1505,6 @@ def test_trends_any_event_total_count(self):
 
     @also_test_with_materialized_columns(["$math_prop", "$some_property"])
     def test_trends_breakdown_with_math_func(self):
-
         with freeze_time("2020-01-01 00:06:34"):
             for i in range(20):
                 _create_person(team_id=self.team.pk, distinct_ids=[f"person{i}"])
@@ -1322,7 +1537,13 @@ def test_trends_breakdown_with_math_func(self):
                         "display": TRENDS_TABLE,
                         "interval": "day",
                         "breakdown": "$some_property",
-                        "events": [{"id": "sign up", "math": "p90", "math_property": "$math_prop"}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "math": "p90",
+                                "math_property": "$math_prop",
+                            }
+                        ],
                     },
                 ),
                 self.team,
@@ -1336,7 +1557,14 @@ def test_trends_compare_day_interval_relative_range(self):
         self._create_events()
         with freeze_time("2020-01-04T13:00:01Z"):
             response = Trends().run(
-                Filter(team=self.team, data={"compare": "true", "date_from": "-7d", "events": [{"id": "sign up"}]}),
+                Filter(
+                    team=self.team,
+                    data={
+                        "compare": "true",
+                        "date_from": "-7d",
+                        "events": [{"id": "sign up"}],
+                    },
+                ),
                 self.team,
             )
 
@@ -1380,7 +1608,11 @@ def test_trends_compare_day_interval_relative_range(self):
 
         with freeze_time("2020-01-04T13:00:01Z"):
             no_compare_response = Trends().run(
-                Filter(team=self.team, data={"compare": "false", "events": [{"id": "sign up"}]}), self.team
+                Filter(
+                    team=self.team,
+                    data={"compare": "false", "events": [{"id": "sign up"}]},
+                ),
+                self.team,
             )
 
         self.assertEqual(no_compare_response[0]["label"], "sign up")
@@ -1555,17 +1787,28 @@ def _test_events_with_dates(self, dates: List[str], result, query_time=None, **f
         for time in dates:
             with freeze_time(time):
                 _create_event(
-                    event="event_name", team=self.team, distinct_id="person_1", properties={"$browser": "Safari"}
+                    event="event_name",
+                    team=self.team,
+                    distinct_id="person_1",
+                    properties={"$browser": "Safari"},
                 )
 
         if query_time:
             with freeze_time(query_time):
                 response = Trends().run(
-                    Filter(team=self.team, data={**filter_params, "events": [{"id": "event_name"}]}), self.team
+                    Filter(
+                        team=self.team,
+                        data={**filter_params, "events": [{"id": "event_name"}]},
+                    ),
+                    self.team,
                 )
         else:
             response = Trends().run(
-                Filter(team=self.team, data={**filter_params, "events": [{"id": "event_name"}]}), self.team
+                Filter(
+                    team=self.team,
+                    data={**filter_params, "events": [{"id": "event_name"}]},
+                ),
+                self.team,
             )
 
         self.assertEqual(result[0]["count"], response[0]["count"])
@@ -1720,8 +1963,20 @@ def test_week_interval(self):
                     "label": "event_name",
                     "count": 4.0,
                     "data": [0.0, 1.0, 2.0, 1.0, 0.0],
-                    "labels": ["25-Oct-2020", "1-Nov-2020", "8-Nov-2020", "15-Nov-2020", "22-Nov-2020"],
-                    "days": ["2020-10-25", "2020-11-01", "2020-11-08", "2020-11-15", "2020-11-22"],
+                    "labels": [
+                        "25-Oct-2020",
+                        "1-Nov-2020",
+                        "8-Nov-2020",
+                        "15-Nov-2020",
+                        "22-Nov-2020",
+                    ],
+                    "days": [
+                        "2020-10-25",
+                        "2020-11-01",
+                        "2020-11-08",
+                        "2020-11-15",
+                        "2020-11-22",
+                    ],
                 }
             ],
         )
@@ -1749,8 +2004,22 @@ def test_month_interval(self):
                     "label": "event_name",
                     "count": 3.0,
                     "data": [0.0, 2.0, 0.0, 0.0, 1.0, 0.0],
-                    "labels": ["1-Jun-2020", "1-Jul-2020", "1-Aug-2020", "1-Sep-2020", "1-Oct-2020", "1-Nov-2020"],
-                    "days": ["2020-06-01", "2020-07-01", "2020-08-01", "2020-09-01", "2020-10-01", "2020-11-01"],
+                    "labels": [
+                        "1-Jun-2020",
+                        "1-Jul-2020",
+                        "1-Aug-2020",
+                        "1-Sep-2020",
+                        "1-Oct-2020",
+                        "1-Nov-2020",
+                    ],
+                    "days": [
+                        "2020-06-01",
+                        "2020-07-01",
+                        "2020-08-01",
+                        "2020-09-01",
+                        "2020-10-01",
+                        "2020-11-01",
+                    ],
                 }
             ],
         )
@@ -1778,7 +2047,12 @@ def test_interval_rounding(self):
                     "label": "event_name",
                     "count": 4.0,
                     "data": [1.0, 2.0, 1.0, 0.0],
-                    "labels": ["1-Nov-2020", "8-Nov-2020", "15-Nov-2020", "22-Nov-2020"],
+                    "labels": [
+                        "1-Nov-2020",
+                        "8-Nov-2020",
+                        "15-Nov-2020",
+                        "22-Nov-2020",
+                    ],
                     "days": ["2020-11-01", "2020-11-08", "2020-11-15", "2020-11-22"],
                 }
             ],
@@ -1872,7 +2146,12 @@ def test_yesterday_timerange(self):
 
     def test_last24hours_timerange(self):
         self._test_events_with_dates(
-            dates=["2020-11-01 05:20:00", "2020-11-01 10:22:00", "2020-11-01 10:25:00", "2020-11-02 08:25:00"],
+            dates=[
+                "2020-11-01 05:20:00",
+                "2020-11-01 10:22:00",
+                "2020-11-01 10:25:00",
+                "2020-11-02 08:25:00",
+            ],
             date_from="-24h",
             query_time="2020-11-02 10:20:00",
             result=[
@@ -1900,9 +2179,14 @@ def test_last24hours_timerange(self):
 
     def test_last48hours_timerange(self):
         self._test_events_with_dates(
-            dates=["2020-11-01 05:20:00", "2020-11-01 10:22:00", "2020-11-01 10:25:00", "2020-11-02 08:25:00"],
-            date_from="-48h",
-            query_time="2020-11-02 10:20:00",
+            dates=[
+                "2020-11-01 05:20:00",
+                "2020-11-01 10:22:00",
+                "2020-11-01 10:25:00",
+                "2020-11-02 08:25:00",
+            ],
+            date_from="-48h",
+            query_time="2020-11-02 10:20:00",
             result=[
                 {
                     "action": {
@@ -1928,7 +2212,12 @@ def test_last48hours_timerange(self):
 
     def test_last7days_timerange(self):
         self._test_events_with_dates(
-            dates=["2020-11-01 05:20:00", "2020-11-02 10:22:00", "2020-11-04 10:25:00", "2020-11-05 08:25:00"],
+            dates=[
+                "2020-11-01 05:20:00",
+                "2020-11-02 10:22:00",
+                "2020-11-04 10:25:00",
+                "2020-11-05 08:25:00",
+            ],
             date_from="-7d",
             query_time="2020-11-07 10:20:00",
             result=[
@@ -2000,7 +2289,23 @@ def test_last14days_timerange(self):
                     },
                     "label": "event_name",
                     "count": 6.0,
-                    "data": [0.0, 1.0, 1.0, 0.0, 1.0, 2.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0],
+                    "data": [
+                        0.0,
+                        1.0,
+                        1.0,
+                        0.0,
+                        1.0,
+                        2.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        1.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                        0.0,
+                    ],
                     "labels": [
                         "31-Oct-2020",
                         "1-Nov-2020",
@@ -2077,7 +2382,14 @@ def test_last30days_timerange(self):
                         "22-Nov-2020",
                         "29-Nov-2020",
                     ],
-                    "days": ["2020-10-25", "2020-11-01", "2020-11-08", "2020-11-15", "2020-11-22", "2020-11-29"],
+                    "days": [
+                        "2020-10-25",
+                        "2020-11-01",
+                        "2020-11-08",
+                        "2020-11-15",
+                        "2020-11-22",
+                        "2020-11-29",
+                    ],
                 }
             ],
         )
@@ -2293,8 +2605,22 @@ def test_custom_range_timerange(self):
                     "label": "event_name",
                     "count": 3.0,
                     "data": [2.0, 0.0, 0.0, 0.0, 1.0, 0.0],
-                    "labels": ["5-Jan-2020", "6-Jan-2020", "7-Jan-2020", "8-Jan-2020", "9-Jan-2020", "10-Jan-2020"],
-                    "days": ["2020-01-05", "2020-01-06", "2020-01-07", "2020-01-08", "2020-01-09", "2020-01-10"],
+                    "labels": [
+                        "5-Jan-2020",
+                        "6-Jan-2020",
+                        "7-Jan-2020",
+                        "8-Jan-2020",
+                        "9-Jan-2020",
+                        "10-Jan-2020",
+                    ],
+                    "days": [
+                        "2020-01-05",
+                        "2020-01-06",
+                        "2020-01-07",
+                        "2020-01-08",
+                        "2020-01-09",
+                        "2020-01-10",
+                    ],
                 }
             ],
         )
@@ -2363,9 +2689,15 @@ def test_trends_with_hogql_math(self):
     @snapshot_clickhouse_queries
     def test_trends_with_session_property_total_volume_math(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"$some_prop": "some_val"}
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"$some_prop": "some_val"},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["blabla2"],
+            properties={"$some_prop": "some_val"},
         )
-        _create_person(team_id=self.team.pk, distinct_ids=["blabla2"], properties={"$some_prop": "some_val"})
 
         _create_event(
             team=self.team,
@@ -2452,7 +2784,13 @@ def test_trends_with_session_property_total_volume_math(self):
                     team=self.team,
                     data={
                         "interval": "week",
-                        "events": [{"id": "sign up", "math": "median", "math_property": "$session_duration"}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "math": "median",
+                                "math_property": "$session_duration",
+                            }
+                        ],
                     },
                 ),
                 self.team,
@@ -2464,7 +2802,13 @@ def test_trends_with_session_property_total_volume_math(self):
                     team=self.team,
                     data={
                         "interval": "day",
-                        "events": [{"id": "sign up", "math": "median", "math_property": "$session_duration"}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "math": "median",
+                                "math_property": "$session_duration",
+                            }
+                        ],
                     },
                 ),
                 self.team,
@@ -2491,9 +2835,15 @@ def test_trends_with_session_property_total_volume_math(self):
     @snapshot_clickhouse_queries
     def test_trends_with_session_property_total_volume_math_with_breakdowns(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"$some_prop": "some_val"}
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"$some_prop": "some_val"},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["blabla2"],
+            properties={"$some_prop": "some_val"},
         )
-        _create_person(team_id=self.team.pk, distinct_ids=["blabla2"], properties={"$some_prop": "some_val"})
 
         _create_event(
             team=self.team,
@@ -2581,7 +2931,13 @@ def test_trends_with_session_property_total_volume_math_with_breakdowns(self):
                     data={
                         "breakdown": "$some_property",
                         "interval": "week",
-                        "events": [{"id": "sign up", "math": "median", "math_property": "$session_duration"}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "math": "median",
+                                "math_property": "$session_duration",
+                            }
+                        ],
                     },
                 ),
                 self.team,
@@ -2594,7 +2950,13 @@ def test_trends_with_session_property_total_volume_math_with_breakdowns(self):
                     data={
                         "breakdown": "$some_property",
                         "interval": "day",
-                        "events": [{"id": "sign up", "math": "median", "math_property": "$session_duration"}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "math": "median",
+                                "math_property": "$session_duration",
+                            }
+                        ],
                     },
                 ),
                 self.team,
@@ -2626,9 +2988,15 @@ def test_trends_with_session_property_total_volume_math_with_breakdowns(self):
 
     def test_trends_with_session_property_total_volume_math_with_sessions_spanning_multiple_intervals(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"$some_prop": "some_val"}
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"$some_prop": "some_val"},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["blabla2"],
+            properties={"$some_prop": "some_val"},
         )
-        _create_person(team_id=self.team.pk, distinct_ids=["blabla2"], properties={"$some_prop": "some_val"})
 
         _create_event(
             team=self.team,
@@ -2674,7 +3042,13 @@ def test_trends_with_session_property_total_volume_math_with_sessions_spanning_m
                     team=self.team,
                     data={
                         "interval": "day",
-                        "events": [{"id": "sign up", "math": "median", "math_property": "$session_duration"}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "math": "median",
+                                "math_property": "$session_duration",
+                            }
+                        ],
                     },
                 ),
                 self.team,
@@ -2717,9 +3091,24 @@ def test_filter_events_by_cohort(self):
         _create_person(team_id=self.team.pk, distinct_ids=["person_1"], properties={"name": "John"})
         _create_person(team_id=self.team.pk, distinct_ids=["person_2"], properties={"name": "Jane"})
 
-        _create_event(event="event_name", team=self.team, distinct_id="person_1", properties={"$browser": "Safari"})
-        _create_event(event="event_name", team=self.team, distinct_id="person_2", properties={"$browser": "Chrome"})
-        _create_event(event="event_name", team=self.team, distinct_id="person_2", properties={"$browser": "Safari"})
+        _create_event(
+            event="event_name",
+            team=self.team,
+            distinct_id="person_1",
+            properties={"$browser": "Safari"},
+        )
+        _create_event(
+            event="event_name",
+            team=self.team,
+            distinct_id="person_2",
+            properties={"$browser": "Chrome"},
+        )
+        _create_event(
+            event="event_name",
+            team=self.team,
+            distinct_id="person_2",
+            properties={"$browser": "Safari"},
+        )
 
         cohort = _create_cohort(
             team=self.team,
@@ -2745,12 +3134,35 @@ def test_filter_events_by_cohort(self):
     @snapshot_clickhouse_queries
     def test_filter_events_by_precalculated_cohort(self):
         with freeze_time("2020-01-02"):
-            _create_person(team_id=self.team.pk, distinct_ids=["person_1"], properties={"name": "John"})
-            _create_person(team_id=self.team.pk, distinct_ids=["person_2"], properties={"name": "Jane"})
+            _create_person(
+                team_id=self.team.pk,
+                distinct_ids=["person_1"],
+                properties={"name": "John"},
+            )
+            _create_person(
+                team_id=self.team.pk,
+                distinct_ids=["person_2"],
+                properties={"name": "Jane"},
+            )
 
-            _create_event(event="event_name", team=self.team, distinct_id="person_1", properties={"$browser": "Safari"})
-            _create_event(event="event_name", team=self.team, distinct_id="person_2", properties={"$browser": "Chrome"})
-            _create_event(event="event_name", team=self.team, distinct_id="person_2", properties={"$browser": "Safari"})
+            _create_event(
+                event="event_name",
+                team=self.team,
+                distinct_id="person_1",
+                properties={"$browser": "Safari"},
+            )
+            _create_event(
+                event="event_name",
+                team=self.team,
+                distinct_id="person_2",
+                properties={"$browser": "Chrome"},
+            )
+            _create_event(
+                event="event_name",
+                team=self.team,
+                distinct_id="person_2",
+                properties={"$browser": "Safari"},
+            )
 
             cohort = _create_cohort(
                 team=self.team,
@@ -2785,7 +3197,13 @@ def test_interval_filtering_hour(self):
 
         with freeze_time("2020-01-02"):
             response = Trends().run(
-                Filter(data={"date_from": "2019-12-24", "interval": "hour", "events": [{"id": "sign up"}]}),
+                Filter(
+                    data={
+                        "date_from": "2019-12-24",
+                        "interval": "hour",
+                        "events": [{"id": "sign up"}],
+                    }
+                ),
                 self.team,
             )
         self.assertEqual(response[0]["labels"][3], "24-Dec-2019 03:00")
@@ -2810,7 +3228,8 @@ def test_interval_filtering_week(self):
                 self.team,
             )
         self.assertEqual(
-            response[0]["labels"][:5], ["24-Nov-2019", "1-Dec-2019", "8-Dec-2019", "15-Dec-2019", "22-Dec-2019"]
+            response[0]["labels"][:5],
+            ["24-Nov-2019", "1-Dec-2019", "8-Dec-2019", "15-Dec-2019", "22-Dec-2019"],
         )
         self.assertEqual(response[0]["data"][:5], [0.0, 0.0, 0.0, 0.0, 1.0])
 
@@ -2820,7 +3239,12 @@ def test_interval_filtering_month(self):
         with freeze_time("2020-01-02"):
             response = Trends().run(
                 Filter(
-                    team=self.team, data={"date_from": "2019-9-24", "interval": "month", "events": [{"id": "sign up"}]}
+                    team=self.team,
+                    data={
+                        "date_from": "2019-9-24",
+                        "interval": "month",
+                        "events": [{"id": "sign up"}],
+                    },
                 ),
                 self.team,
             )
@@ -2839,7 +3263,14 @@ def test_interval_filtering_today_hourly(self):
 
         with freeze_time("2020-01-02T23:31:00Z"):
             response = Trends().run(
-                Filter(team=self.team, data={"date_from": "dStart", "interval": "hour", "events": [{"id": "sign up"}]}),
+                Filter(
+                    team=self.team,
+                    data={
+                        "date_from": "dStart",
+                        "interval": "hour",
+                        "events": [{"id": "sign up"}],
+                    },
+                ),
                 self.team,
             )
         self.assertEqual(response[0]["labels"][23], "2-Jan-2020 23:00")
@@ -2860,25 +3291,56 @@ def test_breakdown_label(self):
         self.assertEqual(none_label, {"label": "$pageview - Other", "breakdown_value": "Other"})
 
         cohort_all_label = breakdown_label(entity, "cohort_all")
-        self.assertEqual(cohort_all_label, {"label": "$pageview - all users", "breakdown_value": "all"})
+        self.assertEqual(
+            cohort_all_label,
+            {"label": "$pageview - all users", "breakdown_value": "all"},
+        )
 
         cohort = _create_cohort(team=self.team, name="cohort1", groups=[{"properties": {"name": "Jane"}}])
         cohort_label = breakdown_label(entity, f"cohort_{cohort.pk}")
-        self.assertEqual(cohort_label, {"label": f"$pageview - {cohort.name}", "breakdown_value": cohort.pk})
+        self.assertEqual(
+            cohort_label,
+            {"label": f"$pageview - {cohort.name}", "breakdown_value": cohort.pk},
+        )
 
     @also_test_with_materialized_columns(["key"])
     def test_breakdown_with_filter(self):
-        _create_person(team_id=self.team.pk, distinct_ids=["person1"], properties={"email": "test@posthog.com"})
-        _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"email": "test@gmail.com"})
-        _create_event(event="sign up", distinct_id="person1", team=self.team, properties={"key": "val"})
-        _create_event(event="sign up", distinct_id="person2", team=self.team, properties={"key": "oh"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person1"],
+            properties={"email": "test@posthog.com"},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person2"],
+            properties={"email": "test@gmail.com"},
+        )
+        _create_event(
+            event="sign up",
+            distinct_id="person1",
+            team=self.team,
+            properties={"key": "val"},
+        )
+        _create_event(
+            event="sign up",
+            distinct_id="person2",
+            team=self.team,
+            properties={"key": "oh"},
+        )
         response = Trends().run(
             Filter(
                 team=self.team,
                 data={
                     "date_from": "-14d",
                     "breakdown": "key",
-                    "events": [{"id": "sign up", "name": "sign up", "type": "events", "order": 0}],
+                    "events": [
+                        {
+                            "id": "sign up",
+                            "name": "sign up",
+                            "type": "events",
+                            "order": 0,
+                        }
+                    ],
                     "properties": [{"key": "key", "value": "oh", "operator": "not_icontains"}],
                 },
             ),
@@ -2889,7 +3351,10 @@ def test_breakdown_with_filter(self):
 
     def test_action_filtering(self):
         sign_up_action, person = self._create_events()
-        action_response = Trends().run(Filter(team=self.team, data={"actions": [{"id": sign_up_action.id}]}), self.team)
+        action_response = Trends().run(
+            Filter(team=self.team, data={"actions": [{"id": sign_up_action.id}]}),
+            self.team,
+        )
         event_response = Trends().run(Filter(team=self.team, data={"events": [{"id": "sign up"}]}), self.team)
         self.assertEqual(len(action_response), 1)
 
@@ -2931,7 +3396,9 @@ def test_action_filtering_with_cohort(self):
         )
 
         sign_up_action = _create_action(
-            team=self.team, name="sign up", properties=[{"key": "id", "type": "cohort", "value": cohort.id}]
+            team=self.team,
+            name="sign up",
+            properties=[{"key": "id", "type": "cohort", "value": cohort.id}],
         )
 
         cohort.calculate_people_ch(pending_version=2)
@@ -2963,9 +3430,21 @@ def test_trends_for_non_existing_action(self):
 
     @also_test_with_materialized_columns(person_properties=["email", "bar"])
     def test_trends_regression_filtering_by_action_with_person_properties(self):
-        _create_person(team_id=self.team.pk, properties={"email": "foo@example.com", "bar": "aa"}, distinct_ids=["d1"])
-        _create_person(team_id=self.team.pk, properties={"email": "bar@example.com", "bar": "bb"}, distinct_ids=["d2"])
-        _create_person(team_id=self.team.pk, properties={"email": "efg@example.com", "bar": "ab"}, distinct_ids=["d3"])
+        _create_person(
+            team_id=self.team.pk,
+            properties={"email": "foo@example.com", "bar": "aa"},
+            distinct_ids=["d1"],
+        )
+        _create_person(
+            team_id=self.team.pk,
+            properties={"email": "bar@example.com", "bar": "bb"},
+            distinct_ids=["d2"],
+        )
+        _create_person(
+            team_id=self.team.pk,
+            properties={"email": "efg@example.com", "bar": "ab"},
+            distinct_ids=["d3"],
+        )
         _create_person(team_id=self.team.pk, properties={"bar": "aa"}, distinct_ids=["d4"])
 
         with freeze_time("2020-01-02 16:34:34"):
@@ -2983,7 +3462,11 @@ def test_trends_regression_filtering_by_action_with_person_properties(self):
 
         with freeze_time("2020-01-04T13:01:01Z"):
             response = Trends().run(
-                Filter(team=self.team, data={"actions": [{"id": event_filtering_action.id}]}), self.team
+                Filter(
+                    team=self.team,
+                    data={"actions": [{"id": event_filtering_action.id}]},
+                ),
+                self.team,
             )
         self.assertEqual(len(response), 1)
         self.assertEqual(response[0]["count"], 3)
@@ -2994,7 +3477,14 @@ def test_trends_regression_filtering_by_action_with_person_properties(self):
                     team=self.team,
                     data={
                         "actions": [{"id": event_filtering_action.id}],
-                        "properties": [{"key": "email", "type": "person", "value": "is_set", "operator": "is_set"}],
+                        "properties": [
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "is_set",
+                                "operator": "is_set",
+                            }
+                        ],
                     },
                 ),
                 self.team,
@@ -3011,7 +3501,11 @@ def test_dau_filtering(self):
 
         with freeze_time("2020-01-04"):
             action_response = Trends().run(
-                Filter(team=self.team, data={"actions": [{"id": sign_up_action.id, "math": "dau"}]}), self.team
+                Filter(
+                    team=self.team,
+                    data={"actions": [{"id": sign_up_action.id, "math": "dau"}]},
+                ),
+                self.team,
             )
             response = Trends().run(Filter(data={"events": [{"id": "sign up", "math": "dau"}]}), self.team)
 
@@ -3024,9 +3518,17 @@ def _create_maths_events(self, values):
         _create_person(team_id=self.team.pk, distinct_ids=["someone_else"])
         for value in values:
             _create_event(
-                team=self.team, event="sign up", distinct_id="someone_else", properties={"some_number": value}
+                team=self.team,
+                event="sign up",
+                distinct_id="someone_else",
+                properties={"some_number": value},
             )
-        _create_event(team=self.team, event="sign up", distinct_id="someone_else", properties={"some_number": None})
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="someone_else",
+            properties={"some_number": None},
+        )
         return sign_up_action
 
     def _test_math_property_aggregation(self, math_property, values, expected_value):
@@ -3035,12 +3537,30 @@ def _test_math_property_aggregation(self, math_property, values, expected_value)
         action_response = Trends().run(
             Filter(
                 team=self.team,
-                data={"actions": [{"id": sign_up_action.id, "math": math_property, "math_property": "some_number"}]},
+                data={
+                    "actions": [
+                        {
+                            "id": sign_up_action.id,
+                            "math": math_property,
+                            "math_property": "some_number",
+                        }
+                    ]
+                },
             ),
             self.team,
         )
         event_response = Trends().run(
-            Filter(data={"events": [{"id": "sign up", "math": math_property, "math_property": "some_number"}]}),
+            Filter(
+                data={
+                    "events": [
+                        {
+                            "id": "sign up",
+                            "math": math_property,
+                            "math_property": "some_number",
+                        }
+                    ]
+                }
+            ),
             self.team,
         )
         # :TRICKY: Work around clickhouse functions not being 100%
@@ -3083,16 +3603,47 @@ def test_p99_filtering(self):
     def test_avg_filtering_non_number_resiliency(self):
         sign_up_action, person = self._create_events()
         _create_person(team_id=self.team.pk, distinct_ids=["someone_else"])
-        _create_event(team=self.team, event="sign up", distinct_id="someone_else", properties={"some_number": 2})
-        _create_event(team=self.team, event="sign up", distinct_id="someone_else", properties={"some_number": "x"})
-        _create_event(team=self.team, event="sign up", distinct_id="someone_else", properties={"some_number": None})
-        _create_event(team=self.team, event="sign up", distinct_id="someone_else", properties={"some_number": 8})
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="someone_else",
+            properties={"some_number": 2},
+        )
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="someone_else",
+            properties={"some_number": "x"},
+        )
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="someone_else",
+            properties={"some_number": None},
+        )
+        _create_event(
+            team=self.team,
+            event="sign up",
+            distinct_id="someone_else",
+            properties={"some_number": 8},
+        )
         action_response = Trends().run(
-            Filter(data={"actions": [{"id": sign_up_action.id, "math": "avg", "math_property": "some_number"}]}),
+            Filter(
+                data={
+                    "actions": [
+                        {
+                            "id": sign_up_action.id,
+                            "math": "avg",
+                            "math_property": "some_number",
+                        }
+                    ]
+                }
+            ),
             self.team,
         )
         event_response = Trends().run(
-            Filter(data={"events": [{"id": "sign up", "math": "avg", "math_property": "some_number"}]}), self.team
+            Filter(data={"events": [{"id": "sign up", "math": "avg", "math_property": "some_number"}]}),
+            self.team,
         )
         self.assertEqual(action_response[0]["data"][-1], 5)
         self.assertEntityResponseEqual(action_response, event_response)
@@ -3107,8 +3658,14 @@ def test_per_entity_filtering(self):
                     data={
                         "date_from": "-7d",
                         "events": [
-                            {"id": "sign up", "properties": [{"key": "$some_property", "value": "value"}]},
-                            {"id": "sign up", "properties": [{"key": "$some_property", "value": "other_value"}]},
+                            {
+                                "id": "sign up",
+                                "properties": [{"key": "$some_property", "value": "value"}],
+                            },
+                            {
+                                "id": "sign up",
+                                "properties": [{"key": "$some_property", "value": "other_value"}],
+                            },
                         ],
                     },
                 ),
@@ -3123,10 +3680,26 @@ def test_per_entity_filtering(self):
         self.assertEqual(response[1]["count"], 1)
 
     def _create_multiple_people(self):
-        person1 = _create_person(team_id=self.team.pk, distinct_ids=["person1"], properties={"name": "person1"})
-        person2 = _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"name": "person2"})
-        person3 = _create_person(team_id=self.team.pk, distinct_ids=["person3"], properties={"name": "person3"})
-        person4 = _create_person(team_id=self.team.pk, distinct_ids=["person4"], properties={"name": "person4"})
+        person1 = _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person1"],
+            properties={"name": "person1"},
+        )
+        person2 = _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person2"],
+            properties={"name": "person2"},
+        )
+        person3 = _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person3"],
+            properties={"name": "person3"},
+        )
+        person4 = _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person4"],
+            properties={"name": "person4"},
+        )
 
         journey = {
             "person1": [
@@ -3255,7 +3828,13 @@ def test_entity_person_property_filtering(self):
                         "events": [
                             {
                                 "id": "watched movie",
-                                "properties": [{"key": "name", "value": "person1", "type": "person"}],
+                                "properties": [
+                                    {
+                                        "key": "name",
+                                        "value": "person1",
+                                        "type": "person",
+                                    }
+                                ],
                             }
                         ]
                     },
@@ -3269,7 +3848,12 @@ def test_entity_person_property_filtering(self):
 
     def test_breakdown_by_empty_cohort(self):
         _create_person(team_id=self.team.pk, distinct_ids=["p1"], properties={"name": "p1"})
-        _create_event(team=self.team, event="$pageview", distinct_id="p1", timestamp="2020-01-04T12:00:00Z")
+        _create_event(
+            team=self.team,
+            event="$pageview",
+            distinct_id="p1",
+            timestamp="2020-01-04T12:00:00Z",
+        )
 
         with freeze_time("2020-01-04T13:01:01Z"):
             event_response = Trends().run(
@@ -3332,7 +3916,14 @@ def test_breakdown_by_cohort(self):
                         "date_from": "-14d",
                         "breakdown": json.dumps([cohort.pk, cohort2.pk, cohort3.pk, "all"]),
                         "breakdown_type": "cohort",
-                        "events": [{"id": "watched movie", "name": "watched movie", "type": "events", "order": 0}],
+                        "events": [
+                            {
+                                "id": "watched movie",
+                                "name": "watched movie",
+                                "type": "events",
+                                "order": 0,
+                            }
+                        ],
                     },
                 ),
                 self.team,
@@ -3403,7 +3994,8 @@ def test_interval_filtering_breakdown(self):
             )
 
         self.assertEqual(
-            response[0]["labels"][:5], ["24-Nov-2019", "1-Dec-2019", "8-Dec-2019", "15-Dec-2019", "22-Dec-2019"]
+            response[0]["labels"][:5],
+            ["24-Nov-2019", "1-Dec-2019", "8-Dec-2019", "15-Dec-2019", "22-Dec-2019"],
         )
         self.assertEqual(response[0]["data"][:5], [0.0, 0.0, 0.0, 0.0, 1.0])
 
@@ -3472,14 +4064,22 @@ def test_breakdown_by_person_property(self):
                         "date_from": "-14d",
                         "breakdown": "name",
                         "breakdown_type": "person",
-                        "events": [{"id": "watched movie", "name": "watched movie", "type": "events", "order": 0}],
+                        "events": [
+                            {
+                                "id": "watched movie",
+                                "name": "watched movie",
+                                "type": "events",
+                                "order": 0,
+                            }
+                        ],
                     },
                 ),
                 self.team,
             )
 
         self.assertListEqual(
-            sorted(res["breakdown_value"] for res in event_response), ["person1", "person2", "person3"]
+            sorted(res["breakdown_value"] for res in event_response),
+            ["person1", "person2", "person3"],
         )
 
         for response in event_response:
@@ -3505,14 +4105,22 @@ def test_breakdown_by_person_property_for_person_on_events(self):
                         "date_from": "-14d",
                         "breakdown": "name",
                         "breakdown_type": "person",
-                        "events": [{"id": "watched movie", "name": "watched movie", "type": "events", "order": 0}],
+                        "events": [
+                            {
+                                "id": "watched movie",
+                                "name": "watched movie",
+                                "type": "events",
+                                "order": 0,
+                            }
+                        ],
                     },
                 ),
                 self.team,
             )
 
         self.assertListEqual(
-            sorted(res["breakdown_value"] for res in event_response), ["person1", "person2", "person3"]
+            sorted(res["breakdown_value"] for res in event_response),
+            ["person1", "person2", "person3"],
         )
 
         for response in event_response:
@@ -3564,14 +4172,22 @@ def test_breakdown_by_person_property_for_person_on_events_with_zero_person_ids(
                         "date_from": "-14d",
                         "breakdown": "name",
                         "breakdown_type": "person",
-                        "events": [{"id": "watched movie", "name": "watched movie", "type": "events", "order": 0}],
+                        "events": [
+                            {
+                                "id": "watched movie",
+                                "name": "watched movie",
+                                "type": "events",
+                                "order": 0,
+                            }
+                        ],
                     },
                 ),
                 self.team,
             )
 
         self.assertListEqual(
-            sorted(res["breakdown_value"] for res in event_response), ["person1", "person2", "person3"]
+            sorted(res["breakdown_value"] for res in event_response),
+            ["person1", "person2", "person3"],
         )
 
         for response in event_response:
@@ -3643,7 +4259,13 @@ def test_breakdown_by_property_pie(self):
                 "breakdown_type": "event",
                 "display": "ActionsPie",
                 "events": [
-                    {"id": "watched movie", "name": "watched movie", "type": "events", "order": 0, "math": "dau"}
+                    {
+                        "id": "watched movie",
+                        "name": "watched movie",
+                        "type": "events",
+                        "order": 0,
+                        "math": "dau",
+                    }
                 ],
             }
             event_response = Trends().run(Filter(team=self.team, data=data), self.team)
@@ -3652,7 +4274,8 @@ def test_breakdown_by_property_pie(self):
             entity = Entity({"id": "watched movie", "type": "events", "math": "dau"})
 
             people_value_1 = self._get_trend_people(
-                Filter(team=self.team, data={**data, "breakdown_value": "value_1"}), entity
+                Filter(team=self.team, data={**data, "breakdown_value": "value_1"}),
+                entity,
             )
             assert people_value_1 == [
                 # Persons with higher value come first
@@ -3695,7 +4318,8 @@ def test_breakdown_by_property_pie(self):
             ]
 
             people_value_2 = self._get_trend_people(
-                Filter(team=self.team, data={**data, "breakdown_value": "value_2"}), entity
+                Filter(team=self.team, data={**data, "breakdown_value": "value_2"}),
+                entity,
             )
             assert people_value_2 == [
                 {
@@ -3763,7 +4387,12 @@ def test_breakdown_by_person_property_pie_with_event_dau_filter(self):
                                 "order": 0,
                                 "math": "dau",
                                 "properties": [
-                                    {"key": "name", "operator": "not_icontains", "value": "person3", "type": "person"}
+                                    {
+                                        "key": "name",
+                                        "operator": "not_icontains",
+                                        "value": "person3",
+                                        "type": "person",
+                                    }
                                 ],
                             }
                         ],
@@ -3864,7 +4493,11 @@ def test_filter_test_accounts_cohorts(self):
         self.team.save()
 
         response = Trends().run(
-            Filter(data={"events": [{"id": "event_name"}], "filter_test_accounts": True}, team=self.team), self.team
+            Filter(
+                data={"events": [{"id": "event_name"}], "filter_test_accounts": True},
+                team=self.team,
+            ),
+            self.team,
         )
 
         self.assertEqual(response[0]["count"], 2)
@@ -3969,7 +4602,9 @@ def test_trends_aggregate_by_distinct_id(self):
         # Stopgap until https://github.com/PostHog/meta/pull/39 is implemented
 
         _create_person(
-            team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"$some_prop": "some_val"}
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"$some_prop": "some_val"},
         )
         _create_person(team_id=self.team.pk, distinct_ids=["third"])
 
@@ -3984,7 +4619,13 @@ def test_trends_aggregate_by_distinct_id(self):
         with override_instance_config("AGGREGATE_BY_DISTINCT_IDS_TEAMS", f"{self.team.pk},4"):
             with freeze_time("2019-12-31T13:00:01Z"):
                 daily_response = Trends().run(
-                    Filter(team=self.team, data={"interval": "day", "events": [{"id": "sign up", "math": "dau"}]}),
+                    Filter(
+                        team=self.team,
+                        data={
+                            "interval": "day",
+                            "events": [{"id": "sign up", "math": "dau"}],
+                        },
+                    ),
                     self.team,
                 )
 
@@ -3997,7 +4638,13 @@ def test_trends_aggregate_by_distinct_id(self):
                         data={
                             "interval": "day",
                             "events": [{"id": "sign up", "math": "dau"}],
-                            "properties": [{"key": "$some_prop", "value": "some_val", "type": "person"}],
+                            "properties": [
+                                {
+                                    "key": "$some_prop",
+                                    "value": "some_val",
+                                    "type": "person",
+                                }
+                            ],
                         },
                     ),
                     self.team,
@@ -4028,7 +4675,10 @@ def test_trends_aggregate_by_distinct_id(self):
                 monthly_response = Trends().run(
                     Filter(
                         team=self.team,
-                        data={"interval": "day", "events": [{"id": "sign up", "math": "monthly_active"}]},
+                        data={
+                            "interval": "day",
+                            "events": [{"id": "sign up", "math": "monthly_active"}],
+                        },
                     ),
                     self.team,
                 )
@@ -4037,7 +4687,11 @@ def test_trends_aggregate_by_distinct_id(self):
             with freeze_time("2019-12-31T13:00:01Z"):
                 weekly_response = Trends().run(
                     Filter(
-                        team=self.team, data={"interval": "day", "events": [{"id": "sign up", "math": "weekly_active"}]}
+                        team=self.team,
+                        data={
+                            "interval": "day",
+                            "events": [{"id": "sign up", "math": "weekly_active"}],
+                        },
                     ),
                     self.team,
                 )
@@ -4067,7 +4721,14 @@ def test_breakdown_filtering_limit(self):
                     data={
                         "date_from": "-14d",
                         "breakdown": "$some_property",
-                        "events": [{"id": "sign up", "name": "sign up", "type": "events", "order": 0}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "name": "sign up",
+                                "type": "events",
+                                "order": 0,
+                            }
+                        ],
                     },
                 ),
                 self.team,
@@ -4104,7 +4765,13 @@ def test_breakdown_with_person_property_filter(self):
                                 "name": "watched movie",
                                 "type": "events",
                                 "order": 0,
-                                "properties": [{"key": "name", "value": "person2", "type": "person"}],
+                                "properties": [
+                                    {
+                                        "key": "name",
+                                        "value": "person2",
+                                        "type": "person",
+                                    }
+                                ],
                             }
                         ],
                     },
@@ -4128,7 +4795,12 @@ def test_breakdown_filtering(self):
                         "date_from": "-14d",
                         "breakdown": "$some_property",
                         "events": [
-                            {"id": "sign up", "name": "sign up", "type": "events", "order": 0},
+                            {
+                                "id": "sign up",
+                                "name": "sign up",
+                                "type": "events",
+                                "order": 0,
+                            },
                             {"id": "no events"},
                         ],
                     },
@@ -4148,13 +4820,36 @@ def test_breakdown_filtering(self):
 
     @also_test_with_materialized_columns(person_properties=["email"])
     def test_breakdown_filtering_persons(self):
-        _create_person(team_id=self.team.pk, distinct_ids=["person1"], properties={"email": "test@posthog.com"})
-        _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"email": "test@gmail.com"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person1"],
+            properties={"email": "test@posthog.com"},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person2"],
+            properties={"email": "test@gmail.com"},
+        )
         _create_person(team_id=self.team.pk, distinct_ids=["person3"], properties={})
 
-        _create_event(event="sign up", distinct_id="person1", team=self.team, properties={"key": "val"})
-        _create_event(event="sign up", distinct_id="person2", team=self.team, properties={"key": "val"})
-        _create_event(event="sign up", distinct_id="person3", team=self.team, properties={"key": "val"})
+        _create_event(
+            event="sign up",
+            distinct_id="person1",
+            team=self.team,
+            properties={"key": "val"},
+        )
+        _create_event(
+            event="sign up",
+            distinct_id="person2",
+            team=self.team,
+            properties={"key": "val"},
+        )
+        _create_event(
+            event="sign up",
+            distinct_id="person3",
+            team=self.team,
+            properties={"key": "val"},
+        )
         response = Trends().run(
             Filter(
                 team=self.team,
@@ -4162,7 +4857,14 @@ def test_breakdown_filtering_persons(self):
                     "date_from": "-14d",
                     "breakdown": "email",
                     "breakdown_type": "person",
-                    "events": [{"id": "sign up", "name": "sign up", "type": "events", "order": 0}],
+                    "events": [
+                        {
+                            "id": "sign up",
+                            "name": "sign up",
+                            "type": "events",
+                            "order": 0,
+                        }
+                    ],
                 },
             ),
             self.team,
@@ -4178,13 +4880,36 @@ def test_breakdown_filtering_persons(self):
     # ensure that column names are properly handled when subqueries and person subquery share properties column
     @also_test_with_materialized_columns(event_properties=["key"], person_properties=["email"])
     def test_breakdown_filtering_persons_with_action_props(self):
-        _create_person(team_id=self.team.pk, distinct_ids=["person1"], properties={"email": "test@posthog.com"})
-        _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"email": "test@gmail.com"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person1"],
+            properties={"email": "test@posthog.com"},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person2"],
+            properties={"email": "test@gmail.com"},
+        )
         _create_person(team_id=self.team.pk, distinct_ids=["person3"], properties={})
 
-        _create_event(event="sign up", distinct_id="person1", team=self.team, properties={"key": "val"})
-        _create_event(event="sign up", distinct_id="person2", team=self.team, properties={"key": "val"})
-        _create_event(event="sign up", distinct_id="person3", team=self.team, properties={"key": "val"})
+        _create_event(
+            event="sign up",
+            distinct_id="person1",
+            team=self.team,
+            properties={"key": "val"},
+        )
+        _create_event(
+            event="sign up",
+            distinct_id="person2",
+            team=self.team,
+            properties={"key": "val"},
+        )
+        _create_event(
+            event="sign up",
+            distinct_id="person3",
+            team=self.team,
+            properties={"key": "val"},
+        )
         action = _create_action(
             name="sign up",
             team=self.team,
@@ -4217,26 +4942,42 @@ def test_breakdown_filtering_with_properties(self):
                 team=self.team,
                 event="sign up",
                 distinct_id="blabla",
-                properties={"$current_url": "first url", "$browser": "Firefox", "$os": "Mac"},
+                properties={
+                    "$current_url": "first url",
+                    "$browser": "Firefox",
+                    "$os": "Mac",
+                },
             )
             _create_event(
                 team=self.team,
                 event="sign up",
                 distinct_id="blabla",
-                properties={"$current_url": "first url", "$browser": "Chrome", "$os": "Windows"},
+                properties={
+                    "$current_url": "first url",
+                    "$browser": "Chrome",
+                    "$os": "Windows",
+                },
             )
         with freeze_time("2020-01-04T13:01:01Z"):
             _create_event(
                 team=self.team,
                 event="sign up",
                 distinct_id="blabla",
-                properties={"$current_url": "second url", "$browser": "Firefox", "$os": "Mac"},
+                properties={
+                    "$current_url": "second url",
+                    "$browser": "Firefox",
+                    "$os": "Mac",
+                },
             )
             _create_event(
                 team=self.team,
                 event="sign up",
                 distinct_id="blabla",
-                properties={"$current_url": "second url", "$browser": "Chrome", "$os": "Windows"},
+                properties={
+                    "$current_url": "second url",
+                    "$browser": "Chrome",
+                    "$os": "Windows",
+                },
             )
 
         with freeze_time("2020-01-05T13:01:01Z"):
@@ -4278,26 +5019,42 @@ def test_breakdown_filtering_with_properties_in_new_format(self):
                 team=self.team,
                 event="sign up",
                 distinct_id="blabla",
-                properties={"$current_url": "first url", "$browser": "Firefox", "$os": "Windows"},
+                properties={
+                    "$current_url": "first url",
+                    "$browser": "Firefox",
+                    "$os": "Windows",
+                },
             )
             _create_event(
                 team=self.team,
                 event="sign up",
                 distinct_id="blabla",
-                properties={"$current_url": "first url", "$browser": "Chrome", "$os": "Mac"},
+                properties={
+                    "$current_url": "first url",
+                    "$browser": "Chrome",
+                    "$os": "Mac",
+                },
             )
         with freeze_time("2020-01-04T13:01:01Z"):
             _create_event(
                 team=self.team,
                 event="sign up",
                 distinct_id="blabla1",
-                properties={"$current_url": "second url", "$browser": "Firefox", "$os": "Mac"},
+                properties={
+                    "$current_url": "second url",
+                    "$browser": "Firefox",
+                    "$os": "Mac",
+                },
             )
             _create_event(
                 team=self.team,
                 event="sign up",
                 distinct_id="blabla2",
-                properties={"$current_url": "second url", "$browser": "Chrome", "$os": "Windows"},
+                properties={
+                    "$current_url": "second url",
+                    "$browser": "Chrome",
+                    "$os": "Windows",
+                },
             )
 
         with freeze_time("2020-01-05T13:01:01Z"):
@@ -4318,7 +5075,10 @@ def test_breakdown_filtering_with_properties_in_new_format(self):
                         ],
                         "properties": {
                             "type": "OR",
-                            "values": [{"key": "$browser", "value": "Firefox"}, {"key": "$os", "value": "Windows"}],
+                            "values": [
+                                {"key": "$browser", "value": "Firefox"},
+                                {"key": "$os", "value": "Windows"},
+                            ],
                         },
                     },
                 ),
@@ -4350,7 +5110,10 @@ def test_breakdown_filtering_with_properties_in_new_format(self):
                         ],
                         "properties": {
                             "type": "AND",
-                            "values": [{"key": "$browser", "value": "Firefox"}, {"key": "$os", "value": "Windows"}],
+                            "values": [
+                                {"key": "$browser", "value": "Firefox"},
+                                {"key": "$os", "value": "Windows"},
+                            ],
                         },
                     },
                 ),
@@ -4394,7 +5157,13 @@ def test_mau_with_breakdown_filtering_and_prop_filter(self):
                         "breakdown": "$some_prop",
                         "breakdown_type": "person",
                         "events": [{"id": "sign up", "math": "monthly_active"}],
-                        "properties": [{"key": "filter_prop", "value": "filter_val", "type": "person"}],
+                        "properties": [
+                            {
+                                "key": "filter_prop",
+                                "value": "filter_val",
+                                "type": "person",
+                            }
+                        ],
                         "display": "ActionsLineGraph",
                     },
                 ),
@@ -4415,19 +5184,29 @@ def test_dau_with_breakdown_filtering(self):
         sign_up_action, _ = self._create_events()
         with freeze_time("2020-01-02T13:01:01Z"):
             _create_event(
-                team=self.team, event="sign up", distinct_id="blabla", properties={"$some_property": "other_value"}
+                team=self.team,
+                event="sign up",
+                distinct_id="blabla",
+                properties={"$some_property": "other_value"},
             )
         with freeze_time("2020-01-04T13:01:01Z"):
             action_response = Trends().run(
                 Filter(
                     team=self.team,
-                    data={"breakdown": "$some_property", "actions": [{"id": sign_up_action.id, "math": "dau"}]},
+                    data={
+                        "breakdown": "$some_property",
+                        "actions": [{"id": sign_up_action.id, "math": "dau"}],
+                    },
                 ),
                 self.team,
             )
             event_response = Trends().run(
                 Filter(
-                    team=self.team, data={"breakdown": "$some_property", "events": [{"id": "sign up", "math": "dau"}]}
+                    team=self.team,
+                    data={
+                        "breakdown": "$some_property",
+                        "events": [{"id": "sign up", "math": "dau"}],
+                    },
                 ),
                 self.team,
             )
@@ -4448,7 +5227,10 @@ def test_dau_with_breakdown_filtering_with_sampling(self):
         sign_up_action, _ = self._create_events()
         with freeze_time("2020-01-02T13:01:01Z"):
             _create_event(
-                team=self.team, event="sign up", distinct_id="blabla", properties={"$some_property": "other_value"}
+                team=self.team,
+                event="sign up",
+                distinct_id="blabla",
+                properties={"$some_property": "other_value"},
             )
         with freeze_time("2020-01-04T13:01:01Z"):
             action_response = Trends().run(
@@ -4530,7 +5312,9 @@ def test_dau_with_breakdown_filtering_with_prop_filter(self):
     def test_against_clashing_entity_and_property_filter_naming(self):
         # Regression test for https://github.com/PostHog/posthog/issues/5814
         _create_person(
-            team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"$some_prop": "some_val"}
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"$some_prop": "some_val"},
         )
         _create_event(
             team=self.team,
@@ -4548,10 +5332,21 @@ def test_against_clashing_entity_and_property_filter_naming(self):
                         "events": [
                             {
                                 "id": "$pageview",
-                                "properties": [{"key": "$host", "operator": "icontains", "value": ".com"}],
+                                "properties": [
+                                    {
+                                        "key": "$host",
+                                        "operator": "icontains",
+                                        "value": ".com",
+                                    }
+                                ],
+                            }
+                        ],
+                        "properties": [
+                            {
+                                "key": "$host",
+                                "value": ["app.example.com", "another.com"],
                             }
                         ],
-                        "properties": [{"key": "$host", "value": ["app.example.com", "another.com"]}],
                         "breakdown": "$some_prop",
                         "breakdown_type": "person",
                     },
@@ -4565,7 +5360,9 @@ def test_against_clashing_entity_and_property_filter_naming(self):
     @also_test_with_materialized_columns(["$current_url"])
     def test_action_with_prop(self):
         _create_person(
-            team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"$some_prop": "some_val"}
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"$some_prop": "some_val"},
         )
         sign_up_action = Action.objects.create(team=self.team, name="sign up")
         ActionStep.objects.create(
@@ -4609,7 +5406,9 @@ def test_combine_all_cohort_and_icontains(self):
         # This caused some issues with SQL parsing
         sign_up_action, _ = self._create_events()
         cohort = Cohort.objects.create(
-            team=self.team, name="a", groups=[{"properties": [{"key": "key", "value": "value", "type": "person"}]}]
+            team=self.team,
+            name="a",
+            groups=[{"properties": [{"key": "key", "value": "value", "type": "person"}]}],
         )
         action_response = Trends().run(
             Filter(
@@ -4642,20 +5441,48 @@ def test_person_filtering_in_cohort_in_action(self):
             step.save()
         with freeze_time("2020-01-04T13:01:01Z"):
             action_response = Trends().run(
-                Filter(team=self.team, data={"actions": [{"id": sign_up_action.id}], "breakdown": "$some_property"}),
+                Filter(
+                    team=self.team,
+                    data={
+                        "actions": [{"id": sign_up_action.id}],
+                        "breakdown": "$some_property",
+                    },
+                ),
                 self.team,
             )
         self.assertEqual(action_response[0]["count"], 2)
 
     @also_test_with_materialized_columns(event_properties=["key"], person_properties=["email"])
     def test_breakdown_user_props_with_filter(self):
-        _create_person(team_id=self.team.pk, distinct_ids=["person1"], properties={"email": "test@posthog.com"})
-        _create_person(team_id=self.team.pk, distinct_ids=["person2"], properties={"email": "test@gmail.com"})
-        person = _create_person(team_id=self.team.pk, distinct_ids=["person3"], properties={"email": "test@gmail.com"})
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person1"],
+            properties={"email": "test@posthog.com"},
+        )
+        _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person2"],
+            properties={"email": "test@gmail.com"},
+        )
+        person = _create_person(
+            team_id=self.team.pk,
+            distinct_ids=["person3"],
+            properties={"email": "test@gmail.com"},
+        )
         create_person_distinct_id(self.team.pk, "person1", str(person.uuid))
 
-        _create_event(event="sign up", distinct_id="person1", team=self.team, properties={"key": "val"})
-        _create_event(event="sign up", distinct_id="person2", team=self.team, properties={"key": "val"})
+        _create_event(
+            event="sign up",
+            distinct_id="person1",
+            team=self.team,
+            properties={"key": "val"},
+        )
+        _create_event(
+            event="sign up",
+            distinct_id="person2",
+            team=self.team,
+            properties={"key": "val"},
+        )
         response = Trends().run(
             Filter(
                 team=self.team,
@@ -4663,9 +5490,21 @@ def test_breakdown_user_props_with_filter(self):
                     "date_from": "-14d",
                     "breakdown": "email",
                     "breakdown_type": "person",
-                    "events": [{"id": "sign up", "name": "sign up", "type": "events", "order": 0}],
+                    "events": [
+                        {
+                            "id": "sign up",
+                            "name": "sign up",
+                            "type": "events",
+                            "order": 0,
+                        }
+                    ],
                     "properties": [
-                        {"key": "email", "value": "@posthog.com", "operator": "not_icontains", "type": "person"},
+                        {
+                            "key": "email",
+                            "value": "@posthog.com",
+                            "operator": "not_icontains",
+                            "type": "person",
+                        },
                         {"key": "key", "value": "val"},
                     ],
                 },
@@ -4682,7 +5521,11 @@ def test_trend_breakdown_user_props_with_filter_with_partial_property_pushdowns(
         _create_person(
             team_id=self.team.pk,
             distinct_ids=["person1"],
-            properties={"email": "test@posthog.com", "$os": "ios", "$browser": "chrome"},
+            properties={
+                "email": "test@posthog.com",
+                "$os": "ios",
+                "$browser": "chrome",
+            },
         )
         _create_person(
             team_id=self.team.pk,
@@ -4692,41 +5535,103 @@ def test_trend_breakdown_user_props_with_filter_with_partial_property_pushdowns(
         _create_person(
             team_id=self.team.pk,
             distinct_ids=["person3"],
-            properties={"email": "test2@posthog.com", "$os": "android", "$browser": "chrome"},
+            properties={
+                "email": "test2@posthog.com",
+                "$os": "android",
+                "$browser": "chrome",
+            },
         )
         # a second person with same properties, just so snapshot passes on different CH versions (indeterminate sorting currently)
         _create_person(
             team_id=self.team.pk,
             distinct_ids=["person32"],
-            properties={"email": "test2@posthog.com", "$os": "android", "$browser": "chrome"},
+            properties={
+                "email": "test2@posthog.com",
+                "$os": "android",
+                "$browser": "chrome",
+            },
         )
         _create_person(
             team_id=self.team.pk,
             distinct_ids=["person4"],
-            properties={"email": "test3@posthog.com", "$os": "android", "$browser": "safari"},
+            properties={
+                "email": "test3@posthog.com",
+                "$os": "android",
+                "$browser": "safari",
+            },
         )
         _create_person(
             team_id=self.team.pk,
             distinct_ids=["person5"],
-            properties={"email": "test4@posthog.com", "$os": "android", "$browser": "safari"},
+            properties={
+                "email": "test4@posthog.com",
+                "$os": "android",
+                "$browser": "safari",
+            },
         )
         _create_person(
             team_id=self.team.pk,
             distinct_ids=["person6"],
-            properties={"email": "test5@posthog.com", "$os": "android", "$browser": "safari"},
+            properties={
+                "email": "test5@posthog.com",
+                "$os": "android",
+                "$browser": "safari",
+            },
         )
 
         journeys_for(
             team=self.team,
             create_people=False,
             events_by_person={
-                "person1": [{"event": "sign up", "properties": {"key": "val"}, "timestamp": datetime(2020, 5, 1, 0)}],
-                "person2": [{"event": "sign up", "properties": {"key": "val"}, "timestamp": datetime(2020, 5, 1, 0)}],
-                "person3": [{"event": "sign up", "properties": {"key": "val"}, "timestamp": datetime(2020, 5, 1, 0)}],
-                "person32": [{"event": "sign up", "properties": {"key": "val"}, "timestamp": datetime(2020, 5, 1, 0)}],
-                "person4": [{"event": "sign up", "properties": {"key": "val"}, "timestamp": datetime(2020, 5, 1, 0)}],
-                "person5": [{"event": "sign up", "properties": {"key": "val"}, "timestamp": datetime(2020, 5, 1, 0)}],
-                "person6": [{"event": "sign up", "properties": {"key": "val"}, "timestamp": datetime(2020, 5, 1, 0)}],
+                "person1": [
+                    {
+                        "event": "sign up",
+                        "properties": {"key": "val"},
+                        "timestamp": datetime(2020, 5, 1, 0),
+                    }
+                ],
+                "person2": [
+                    {
+                        "event": "sign up",
+                        "properties": {"key": "val"},
+                        "timestamp": datetime(2020, 5, 1, 0),
+                    }
+                ],
+                "person3": [
+                    {
+                        "event": "sign up",
+                        "properties": {"key": "val"},
+                        "timestamp": datetime(2020, 5, 1, 0),
+                    }
+                ],
+                "person32": [
+                    {
+                        "event": "sign up",
+                        "properties": {"key": "val"},
+                        "timestamp": datetime(2020, 5, 1, 0),
+                    }
+                ],
+                "person4": [
+                    {
+                        "event": "sign up",
+                        "properties": {"key": "val"},
+                        "timestamp": datetime(2020, 5, 1, 0),
+                    }
+                ],
+                "person5": [
+                    {
+                        "event": "sign up",
+                        "properties": {"key": "val"},
+                        "timestamp": datetime(2020, 5, 1, 0),
+                    }
+                ],
+                "person6": [
+                    {
+                        "event": "sign up",
+                        "properties": {"key": "val"},
+                        "timestamp": datetime(2020, 5, 1, 0),
+                    }
+                ],
             },
         )
 
@@ -4738,7 +5643,14 @@ def test_trend_breakdown_user_props_with_filter_with_partial_property_pushdowns(
                     "date_to": "2020-07-01 00:00:00",
                     "breakdown": "email",
                     "breakdown_type": "person",
-                    "events": [{"id": "sign up", "name": "sign up", "type": "events", "order": 0}],
+                    "events": [
+                        {
+                            "id": "sign up",
+                            "name": "sign up",
+                            "type": "events",
+                            "order": 0,
+                        }
+                    ],
                     "properties": {
                         "type": "AND",
                         "values": [
@@ -4757,8 +5669,18 @@ def test_trend_breakdown_user_props_with_filter_with_partial_property_pushdowns(
                             {
                                 "type": "OR",
                                 "values": [
-                                    {"key": "$os", "value": "android", "operator": "exact", "type": "person"},
-                                    {"key": "$browser", "value": "safari", "operator": "exact", "type": "person"},
+                                    {
+                                        "key": "$os",
+                                        "value": "android",
+                                        "operator": "exact",
+                                        "type": "person",
+                                    },
+                                    {
+                                        "key": "$browser",
+                                        "value": "safari",
+                                        "operator": "exact",
+                                        "type": "person",
+                                    },
                                 ],
                             },
                         ],
@@ -4811,8 +5733,18 @@ def test_trend_breakdown_user_props_with_filter_with_partial_property_pushdowns(
                             {
                                 "type": "AND",
                                 "values": [
-                                    {"key": "$os", "value": "android", "operator": "exact", "type": "person"},
-                                    {"key": "$browser", "value": "chrome", "operator": "exact", "type": "person"},
+                                    {
+                                        "key": "$os",
+                                        "value": "android",
+                                        "operator": "exact",
+                                        "type": "person",
+                                    },
+                                    {
+                                        "key": "$browser",
+                                        "value": "chrome",
+                                        "operator": "exact",
+                                        "type": "person",
+                                    },
                                 ],
                             }
                         ],
@@ -4898,7 +5830,14 @@ def test_weekly_active_users_aggregated_range_wider_than_week(self):
             "date_from": "2020-01-01",
             "date_to": "2020-01-08",
             "display": TRENDS_TABLE,
-            "events": [{"id": "$pageview", "type": "events", "order": 0, "math": "weekly_active"}],
+            "events": [
+                {
+                    "id": "$pageview",
+                    "type": "events",
+                    "order": 0,
+                    "math": "weekly_active",
+                }
+            ],
         }
 
         filter = Filter(team=self.team, data=data)
@@ -4915,7 +5854,14 @@ def test_weekly_active_users_aggregated_range_wider_than_week_with_sampling(self
             "date_from": "2020-01-01",
             "date_to": "2020-01-08",
             "display": TRENDS_TABLE,
-            "events": [{"id": "$pageview", "type": "events", "order": 0, "math": "weekly_active"}],
+            "events": [
+                {
+                    "id": "$pageview",
+                    "type": "events",
+                    "order": 0,
+                    "math": "weekly_active",
+                }
+            ],
         }
 
         filter = Filter(team=self.team, data=data)
@@ -4931,7 +5877,14 @@ def test_weekly_active_users_aggregated_range_narrower_than_week(self):
             "date_from": "2020-01-11",
             "date_to": "2020-01-12",
             "display": TRENDS_TABLE,
-            "events": [{"id": "$pageview", "type": "events", "order": 0, "math": "weekly_active"}],
+            "events": [
+                {
+                    "id": "$pageview",
+                    "type": "events",
+                    "order": 0,
+                    "math": "weekly_active",
+                }
+            ],
         }
 
         filter = Filter(team=self.team, data=data)
@@ -4948,7 +5901,14 @@ def test_weekly_active_users_monthly(self):
             "date_from": "2019-12-01",
             "date_to": "2020-02-29",  # T'was a leap year
             "interval": "month",
-            "events": [{"id": "$pageview", "type": "events", "order": 0, "math": "weekly_active"}],
+            "events": [
+                {
+                    "id": "$pageview",
+                    "type": "events",
+                    "order": 0,
+                    "math": "weekly_active",
+                }
+            ],
         }
 
         filter = Filter(team=self.team, data=data)
@@ -4965,7 +5925,14 @@ def test_weekly_active_users_daily(self):
         data = {
             "date_from": "2020-01-08",
             "date_to": "2020-01-19",
-            "events": [{"id": "$pageview", "type": "events", "order": 0, "math": "weekly_active"}],
+            "events": [
+                {
+                    "id": "$pageview",
+                    "type": "events",
+                    "order": 0,
+                    "math": "weekly_active",
+                }
+            ],
         }
 
         filter = Filter(team=self.team, data=data)
@@ -5013,7 +5980,14 @@ def test_weekly_active_users_daily_based_on_action(self):
         data = {
             "date_from": "2020-01-08",
             "date_to": "2020-01-19",
-            "actions": [{"id": action.id, "type": "actions", "order": 0, "math": "weekly_active"}],
+            "actions": [
+                {
+                    "id": action.id,
+                    "type": "actions",
+                    "order": 0,
+                    "math": "weekly_active",
+                }
+            ],
         }
 
         filter = Filter(team=self.team, data=data)
@@ -5036,7 +6010,10 @@ def test_weekly_active_users_daily_based_on_action(self):
             ],
         )
         # Same as test_weekly_active_users_daily
-        self.assertEqual(result[0]["data"], [1.0, 3.0, 2.0, 2.0, 3.0, 3.0, 3.0, 3.0, 3.0, 3.0, 1.0, 0.0])
+        self.assertEqual(
+            result[0]["data"],
+            [1.0, 3.0, 2.0, 2.0, 3.0, 3.0, 3.0, 3.0, 3.0, 3.0, 1.0, 0.0],
+        )
 
     @also_test_with_different_timezones
     @snapshot_clickhouse_queries
@@ -5047,7 +6024,14 @@ def test_weekly_active_users_weekly(self):
             "date_from": "2019-12-29",
             "date_to": "2020-01-18",
             "interval": "week",
-            "events": [{"id": "$pageview", "type": "events", "order": 0, "math": "weekly_active"}],
+            "events": [
+                {
+                    "id": "$pageview",
+                    "type": "events",
+                    "order": 0,
+                    "math": "weekly_active",
+                }
+            ],
         }
 
         filter = Filter(team=self.team, data=data)
@@ -5063,7 +6047,14 @@ def test_weekly_active_users_hourly(self):
             "date_from": "2020-01-09T06:00:00Z",
             "date_to": "2020-01-09T17:00:00Z",
             "interval": "hour",
-            "events": [{"id": "$pageview", "type": "events", "order": 0, "math": "weekly_active"}],
+            "events": [
+                {
+                    "id": "$pageview",
+                    "type": "events",
+                    "order": 0,
+                    "math": "weekly_active",
+                }
+            ],
         }
 
         filter = Filter(team=self.team, data=data)
@@ -5091,7 +6082,10 @@ def test_weekly_active_users_hourly(self):
         # necessary, because there's a presentation issue: in monthly/weekly graphs data points are formatted as
         # D-MMM-YYYY, so if a user sees e.g. 1-Jan-2077, they'll likely expect the active users count to be for
         # the first day of the month, and not the last. If they saw just Jan-2077, the more general case would work.
-        self.assertEqual(result[0]["data"], [3.0, 3.0, 3.0, 3.0, 3.0, 3.0, 2.0, 2.0, 2.0, 2.0, 2.0, 2.0])
+        self.assertEqual(
+            result[0]["data"],
+            [3.0, 3.0, 3.0, 3.0, 3.0, 3.0, 2.0, 2.0, 2.0, 2.0, 2.0, 2.0],
+        )
 
     def test_weekly_active_users_daily_based_on_action_with_zero_person_ids(self):
         # only a person-on-event test
@@ -5121,13 +6115,23 @@ def test_weekly_active_users_daily_based_on_action_with_zero_person_ids(self):
         data = {
             "date_from": "2020-01-08",
             "date_to": "2020-01-19",
-            "actions": [{"id": action.id, "type": "actions", "order": 0, "math": "weekly_active"}],
+            "actions": [
+                {
+                    "id": action.id,
+                    "type": "actions",
+                    "order": 0,
+                    "math": "weekly_active",
+                }
+            ],
         }
 
         filter = Filter(team=self.team, data=data)
         result = Trends().run(filter, self.team)
         # Zero person IDs shouldn't be counted
-        self.assertEqual(result[0]["data"], [1.0, 3.0, 2.0, 2.0, 3.0, 3.0, 3.0, 3.0, 3.0, 3.0, 1.0, 0.0])
+        self.assertEqual(
+            result[0]["data"],
+            [1.0, 3.0, 2.0, 2.0, 3.0, 3.0, 3.0, 3.0, 3.0, 3.0, 1.0, 0.0],
+        )
 
     @also_test_with_materialized_columns(["key"])
     def test_breakdown_weekly_active_users_daily(self):
@@ -5174,12 +6178,22 @@ def test_breakdown_weekly_active_users_daily(self):
             "date_from": "2020-01-01T00:00:00Z",
             "date_to": "2020-01-12T00:00:00Z",
             "breakdown": "key",
-            "events": [{"id": "$pageview", "type": "events", "order": 0, "math": "weekly_active"}],
+            "events": [
+                {
+                    "id": "$pageview",
+                    "type": "events",
+                    "order": 0,
+                    "math": "weekly_active",
+                }
+            ],
         }
 
         filter = Filter(team=self.team, data=data)
         result = Trends().run(filter, self.team)
-        self.assertEqual(result[0]["data"], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.0, 2.0, 2.0, 0.0])
+        self.assertEqual(
+            result[0]["data"],
+            [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.0, 2.0, 2.0, 0.0],
+        )
 
     @also_test_with_materialized_columns(person_properties=["name"])
     @snapshot_clickhouse_queries
@@ -5212,15 +6226,30 @@ def test_weekly_active_users_filtering(self):
             data={
                 "date_from": "2020-01-01T00:00:00Z",
                 "date_to": "2020-01-12T00:00:00Z",
-                "events": [{"id": "$pageview", "type": "events", "order": 0, "math": "weekly_active"}],
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "math": "weekly_active",
+                    }
+                ],
                 "properties": [
-                    {"key": "name", "operator": "exact", "value": ["person-1", "person-2"], "type": "person"}
+                    {
+                        "key": "name",
+                        "operator": "exact",
+                        "value": ["person-1", "person-2"],
+                        "type": "person",
+                    }
                 ],
             },
         )
 
         result = Trends().run(filter, self.team)
-        self.assertEqual(result[0]["data"], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 2.0, 2.0, 2.0])
+        self.assertEqual(
+            result[0]["data"],
+            [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 2.0, 2.0, 2.0],
+        )
 
     @snapshot_clickhouse_queries
     def test_breakdown_weekly_active_users_daily_based_on_action(self):
@@ -5281,14 +6310,30 @@ def test_breakdown_weekly_active_users_daily_based_on_action(self):
 
         cohort = Cohort.objects.create(
             team=self.team,
-            groups=[{"properties": [{"key": "name", "operator": "exact", "value": ["p1", "p2"], "type": "person"}]}],
+            groups=[
+                {
+                    "properties": [
+                        {
+                            "key": "name",
+                            "operator": "exact",
+                            "value": ["p1", "p2"],
+                            "type": "person",
+                        }
+                    ]
+                }
+            ],
         )
 
         pageview_action = _create_action(
             name="$pageview",
             team=self.team,
             properties=[
-                {"key": "name", "operator": "exact", "value": ["p1", "p2", "p3"], "type": "person"},
+                {
+                    "key": "name",
+                    "operator": "exact",
+                    "value": ["p1", "p2", "p3"],
+                    "type": "person",
+                },
                 {"type": "cohort", "key": "id", "value": cohort.pk},
             ],
         )
@@ -5297,12 +6342,22 @@ def test_breakdown_weekly_active_users_daily_based_on_action(self):
             "date_from": "2020-01-01T00:00:00Z",
             "date_to": "2020-01-12T00:00:00Z",
             "breakdown": "key",
-            "actions": [{"id": pageview_action.id, "type": "actions", "order": 0, "math": "weekly_active"}],
+            "actions": [
+                {
+                    "id": pageview_action.id,
+                    "type": "actions",
+                    "order": 0,
+                    "math": "weekly_active",
+                }
+            ],
         }
 
         filter = Filter(team=self.team, data=data)
         result = Trends().run(filter, self.team)
-        self.assertEqual(result[0]["data"], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.0, 2.0, 2.0, 0.0])
+        self.assertEqual(
+            result[0]["data"],
+            [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.0, 2.0, 2.0, 0.0],
+        )
 
     @also_test_with_materialized_columns(["key"])
     @snapshot_clickhouse_queries
@@ -5313,7 +6368,14 @@ def test_breakdown_weekly_active_users_aggregated(self):
             "date_from": "2020-01-11",
             "date_to": "2020-01-11",
             "display": TRENDS_TABLE,
-            "events": [{"id": "$pageview", "type": "events", "order": 0, "math": "weekly_active"}],
+            "events": [
+                {
+                    "id": "$pageview",
+                    "type": "events",
+                    "order": 0,
+                    "math": "weekly_active",
+                }
+            ],
             "breakdown": "key",
         }
 
@@ -5383,7 +6445,14 @@ def test_breakdown_filtering_bar_chart_by_value(self):
                     data={
                         "date_from": "-7d",
                         "breakdown": "$some_property",
-                        "events": [{"id": "sign up", "name": "sign up", "type": "events", "order": 0}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "name": "sign up",
+                                "type": "events",
+                                "order": 0,
+                            }
+                        ],
                         "display": TRENDS_BAR_VALUE,
                     },
                 ),
@@ -5555,7 +6624,12 @@ def test_filtering_with_action_props(self):
         )
 
         response = Trends().run(
-            Filter(data={"date_from": "-14d", "actions": [{"id": action.pk, "type": "actions", "order": 0}]}),
+            Filter(
+                data={
+                    "date_from": "-14d",
+                    "actions": [{"id": action.pk, "type": "actions", "order": 0}],
+                }
+            ),
             self.team,
         )
 
@@ -5573,7 +6647,18 @@ def test_should_throw_exception(self, patch_sync_execute):
         with self.assertRaises(Exception):
             with self.settings(TEST=False, DEBUG=False):
                 Trends().run(
-                    Filter(data={"events": [{"id": "sign up", "name": "sign up", "type": "events", "order": 0}]}),
+                    Filter(
+                        data={
+                            "events": [
+                                {
+                                    "id": "sign up",
+                                    "name": "sign up",
+                                    "type": "events",
+                                    "order": 0,
+                                }
+                            ]
+                        }
+                    ),
                     self.team,
                 )
 
@@ -5585,21 +6670,33 @@ def test_timezones_hourly_relative_from(self):
             team=self.team,
             event="sign up",
             distinct_id="blabla",
-            properties={"$current_url": "first url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "first url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-04T22:01:01",
         )
         _create_event(
             team=self.team,
             event="sign up",
             distinct_id="blabla",
-            properties={"$current_url": "first url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "first url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-05T07:01:01",
         )
         _create_event(
             team=self.team,
             event="sign up",
             distinct_id="blabla",
-            properties={"$current_url": "first url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "first url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-05T08:01:01",
         )
 
@@ -5693,21 +6790,33 @@ def test_timezones_hourly_absolute_from(self):
             team=self.team,
             event="sign up",
             distinct_id="blabla",
-            properties={"$current_url": "first url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "first url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-02T17:01:01",
         )
         _create_event(
             team=self.team,
             event="sign up",
             distinct_id="blabla",
-            properties={"$current_url": "second url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "second url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-03T17:01:01",
         )
         _create_event(
             team=self.team,
             event="sign up",
             distinct_id="blabla",
-            properties={"$current_url": "second url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "second url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-06T00:30:01",  # Shouldn't be included anywhere
         )
 
@@ -5779,27 +6888,45 @@ def test_timezones_daily(self):
             team=self.team,
             event="sign up",
             distinct_id="blabla",
-            properties={"$current_url": "first url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "first url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-02T17:01:01",
         )
         _create_event(
             team=self.team,
             event="sign up",
             distinct_id="blabla",
-            properties={"$current_url": "second url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "second url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-03T17:01:01",
         )
         _create_event(
             team=self.team,
             event="sign up",
             distinct_id="blabla",
-            properties={"$current_url": "second url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "second url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-06T00:30:01",  # Shouldn't be included anywhere
         )
 
         with freeze_time(datetime(2020, 1, 5, 5, 0, tzinfo=ZoneInfo(self.team.timezone))):
             response = Trends().run(
-                Filter(data={"date_from": "-7d", "events": [{"id": "sign up", "name": "sign up"}]}, team=self.team),
+                Filter(
+                    data={
+                        "date_from": "-7d",
+                        "events": [{"id": "sign up", "name": "sign up"}],
+                    },
+                    team=self.team,
+                ),
                 self.team,
             )
 
@@ -5823,12 +6950,16 @@ def test_timezones_daily(self):
             response = Trends().run(
                 Filter(
                     team=self.team,
-                    data={"date_from": "-14d", "events": [{"id": "sign up", "name": "sign up", "math": "dau"}]},
+                    data={
+                        "date_from": "-14d",
+                        "events": [{"id": "sign up", "name": "sign up", "math": "dau"}],
+                    },
                 ),
                 self.team,
             )
         self.assertEqual(
-            response[0]["data"], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0]
+            response[0]["data"],
+            [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0],
         )
         self.assertEqual(
             response[0]["labels"],
@@ -5857,7 +6988,13 @@ def test_timezones_daily(self):
                     team=self.team,
                     data={
                         "date_from": "-7d",
-                        "events": [{"id": "sign up", "name": "sign up", "math": "weekly_active"}],
+                        "events": [
+                            {
+                                "id": "sign up",
+                                "name": "sign up",
+                                "math": "weekly_active",
+                            }
+                        ],
                     },
                 ),
                 self.team,
@@ -5882,7 +7019,10 @@ def test_timezones_daily(self):
             response = Trends().run(
                 Filter(
                     team=self.team,
-                    data={"date_from": "-7d", "events": [{"id": "sign up", "name": "sign up", "breakdown": "$os"}]},
+                    data={
+                        "date_from": "-7d",
+                        "events": [{"id": "sign up", "name": "sign up", "breakdown": "$os"}],
+                    },
                 ),
                 self.team,
             )
@@ -5932,7 +7072,11 @@ def test_non_deterministic_timezones(self):
                 team=self.team,
                 event="sign up",
                 distinct_id="blabla",
-                properties={"$current_url": "first url", "$browser": "Firefox", "$os": "Mac"},
+                properties={
+                    "$current_url": "first url",
+                    "$browser": "Firefox",
+                    "$os": "Mac",
+                },
             )
 
         with freeze_time("2022-11-10T01:01:01Z"):
@@ -5940,7 +7084,11 @@ def test_non_deterministic_timezones(self):
                 team=self.team,
                 event="sign up",
                 distinct_id="blabla",
-                properties={"$current_url": "second url", "$browser": "Firefox", "$os": "Mac"},
+                properties={
+                    "$current_url": "second url",
+                    "$browser": "Firefox",
+                    "$os": "Mac",
+                },
             )
 
         with freeze_time("2022-11-17T08:30:01Z"):
@@ -5948,7 +7096,11 @@ def test_non_deterministic_timezones(self):
                 team=self.team,
                 event="sign up",
                 distinct_id="blabla",
-                properties={"$current_url": "second url", "$browser": "Firefox", "$os": "Mac"},
+                properties={
+                    "$current_url": "second url",
+                    "$browser": "Firefox",
+                    "$os": "Mac",
+                },
             )
 
         with freeze_time("2022-11-24T08:30:01Z"):
@@ -5956,7 +7108,11 @@ def test_non_deterministic_timezones(self):
                 team=self.team,
                 event="sign up",
                 distinct_id="blabla",
-                properties={"$current_url": "second url", "$browser": "Firefox", "$os": "Mac"},
+                properties={
+                    "$current_url": "second url",
+                    "$browser": "Firefox",
+                    "$os": "Mac",
+                },
             )
 
         with freeze_time("2022-11-30T08:30:01Z"):
@@ -5964,7 +7120,11 @@ def test_non_deterministic_timezones(self):
                 team=self.team,
                 event="sign up",
                 distinct_id="blabla",
-                properties={"$current_url": "second url", "$browser": "Firefox", "$os": "Mac"},
+                properties={
+                    "$current_url": "second url",
+                    "$browser": "Firefox",
+                    "$os": "Mac",
+                },
             )
 
         with freeze_time("2022-11-30T13:01:01Z"):
@@ -5991,21 +7151,33 @@ def test_timezones_weekly(self):
             team=self.team,
             event="sign up",
             distinct_id="blabla",
-            properties={"$current_url": "first url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "first url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-11T19:01:01",  # Saturday; TRICKY: This is the next UTC day in America/Phoenix
         )
         _create_event(  # This event should count towards week of 2020-01-12 (or 2020-01-06 in Monday mode)
             team=self.team,
             event="sign up",
             distinct_id="blabla",
-            properties={"$current_url": "first url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "first url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-12T02:01:01",  # Sunday; TRICKY: This is the previous UTC day in Asia/Tokyo
         )
         _create_event(  # This event should count towards week of 2020-01-19 (or 2020-01-20 in Monday mode)
             team=self.team,
             event="sign up",
             distinct_id="blabla",
-            properties={"$current_url": "second url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "second url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-21T18:01:01",  # Tuesday; TRICKY: This is the next UTC day in America/Phoenix
         )
 
@@ -6057,7 +7229,11 @@ def test_same_day(self):
             team=self.team,
             event="sign up",
             distinct_id="blabla",
-            properties={"$current_url": "first url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "first url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-03T01:01:01Z",
         )
         response = Trends().run(
@@ -6086,7 +7262,11 @@ def test_same_day_with_person_on_events_v2(self):
             team=self.team,
             event="sign up",
             distinct_id="distinctid1",
-            properties={"$current_url": "first url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "first url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-03T01:01:01Z",
             person_id=person_id1,
         )
@@ -6095,7 +7275,11 @@ def test_same_day_with_person_on_events_v2(self):
             team=self.team,
             event="sign up",
             distinct_id="distinctid2",
-            properties={"$current_url": "first url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "first url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-03T01:01:01Z",
             person_id=person_id2,
         )
@@ -6148,7 +7332,11 @@ def test_same_day_with_person_on_events_v2_latest_override(self):
             team=self.team,
             event="sign up",
             distinct_id="distinctid1",
-            properties={"$current_url": "first url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "first url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-03T01:01:01Z",
             person_id=person_id1,
         )
@@ -6157,7 +7345,11 @@ def test_same_day_with_person_on_events_v2_latest_override(self):
             team=self.team,
             event="some other event",
             distinct_id="distinctid2",
-            properties={"$current_url": "first url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "first url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-03T01:01:01Z",
             person_id=person_id2,
         )
@@ -6166,7 +7358,11 @@ def test_same_day_with_person_on_events_v2_latest_override(self):
             team=self.team,
             event="sign up",
             distinct_id="distinctid3",
-            properties={"$current_url": "first url", "$browser": "Firefox", "$os": "Mac"},
+            properties={
+                "$current_url": "first url",
+                "$browser": "Firefox",
+                "$os": "Mac",
+            },
             timestamp="2020-01-03T01:01:01Z",
             person_id=person_id3,
         )
@@ -6232,11 +7428,33 @@ def test_ilike_regression_with_current_clickhouse_version(self):
                     team=self.team,
                     data={
                         "date_from": "-14d",
-                        "events": [{"id": "watched movie", "name": "watched movie", "type": "events", "order": 0}],
+                        "events": [
+                            {
+                                "id": "watched movie",
+                                "name": "watched movie",
+                                "type": "events",
+                                "order": 0,
+                            }
+                        ],
                         "properties": [
-                            {"key": "email", "type": "event", "value": "posthog.com", "operator": "not_icontains"},
-                            {"key": "name", "type": "event", "value": "posthog.com", "operator": "not_icontains"},
-                            {"key": "name", "type": "person", "value": "posthog.com", "operator": "not_icontains"},
+                            {
+                                "key": "email",
+                                "type": "event",
+                                "value": "posthog.com",
+                                "operator": "not_icontains",
+                            },
+                            {
+                                "key": "name",
+                                "type": "event",
+                                "value": "posthog.com",
+                                "operator": "not_icontains",
+                            },
+                            {
+                                "key": "name",
+                                "type": "person",
+                                "value": "posthog.com",
+                                "operator": "not_icontains",
+                            },
                         ],
                     },
                 ),
@@ -6477,7 +7695,13 @@ def test_trends_count_per_group_average_daily(self):
                 team=self.team,
                 data={
                     "display": TRENDS_LINEAR,
-                    "events": [{"id": "viewed video", "math": "avg_count_per_actor", "math_group_type_index": 0}],
+                    "events": [
+                        {
+                            "id": "viewed video",
+                            "math": "avg_count_per_actor",
+                            "math_group_type_index": 0,
+                        }
+                    ],
                     "date_from": "2020-01-01",
                     "date_to": "2020-01-07",
                 },
@@ -6518,7 +7742,13 @@ def test_trends_count_per_group_average_aggregated(self):
                 team=self.team,
                 data={
                     "display": TRENDS_TABLE,
-                    "events": [{"id": "viewed video", "math": "avg_count_per_actor", "math_group_type_index": 0}],
+                    "events": [
+                        {
+                            "id": "viewed video",
+                            "math": "avg_count_per_actor",
+                            "math_group_type_index": 0,
+                        }
+                    ],
                     "date_from": "2020-01-01",
                     "date_to": "2020-01-07",
                 },
@@ -6537,7 +7767,10 @@ def test_trends_breakdown_timezone(self):
         with freeze_time("2020-01-03 19:06:34"):
             _create_person(team_id=self.team.pk, distinct_ids=["another_user"])
             _create_event(
-                team=self.team, event="viewed video", distinct_id="another_user", properties={"color": "orange"}
+                team=self.team,
+                event="viewed video",
+                distinct_id="another_user",
+                properties={"color": "orange"},
             )
 
         daily_response = Trends().run(
@@ -6564,11 +7797,29 @@ def _create_groups(self):
         GroupTypeMapping.objects.create(team=self.team, group_type="organization", group_type_index=0)
         GroupTypeMapping.objects.create(team=self.team, group_type="company", group_type_index=1)
 
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:5", properties={"industry": "finance"})
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:6", properties={"industry": "technology"})
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:7", properties={"industry": "finance"})
         create_group(
-            team_id=self.team.pk, group_type_index=1, group_key="company:10", properties={"industry": "finance"}
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:5",
+            properties={"industry": "finance"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:6",
+            properties={"industry": "technology"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:7",
+            properties={"industry": "finance"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="company:10",
+            properties={"industry": "finance"},
         )
 
     # TODO: Delete this test when moved to person-on-events
@@ -6604,8 +7855,22 @@ def test_breakdown_with_filter_groups(self):
                     "date_from": "2020-01-01T00:00:00Z",
                     "date_to": "2020-01-12T00:00:00Z",
                     "breakdown": "key",
-                    "events": [{"id": "sign up", "name": "sign up", "type": "events", "order": 0}],
-                    "properties": [{"key": "industry", "value": "finance", "type": "group", "group_type_index": 0}],
+                    "events": [
+                        {
+                            "id": "sign up",
+                            "name": "sign up",
+                            "type": "events",
+                            "order": 0,
+                        }
+                    ],
+                    "properties": [
+                        {
+                            "key": "industry",
+                            "value": "finance",
+                            "type": "group",
+                            "group_type_index": 0,
+                        }
+                    ],
                 },
             ),
             self.team,
@@ -6618,7 +7883,9 @@ def test_breakdown_with_filter_groups(self):
         self.assertEqual(response[1]["count"], 1)
 
     @also_test_with_materialized_columns(
-        event_properties=["key"], group_properties=[(0, "industry")], materialize_only_with_person_on_events=True
+        event_properties=["key"],
+        group_properties=[(0, "industry")],
+        materialize_only_with_person_on_events=True,
     )
     @snapshot_clickhouse_queries
     def test_breakdown_with_filter_groups_person_on_events(self):
@@ -6653,8 +7920,22 @@ def test_breakdown_with_filter_groups_person_on_events(self):
                     "date_from": "2020-01-01T00:00:00Z",
                     "date_to": "2020-01-12T00:00:00Z",
                     "breakdown": "key",
-                    "events": [{"id": "sign up", "name": "sign up", "type": "events", "order": 0}],
-                    "properties": [{"key": "industry", "value": "finance", "type": "group", "group_type_index": 0}],
+                    "events": [
+                        {
+                            "id": "sign up",
+                            "name": "sign up",
+                            "type": "events",
+                            "order": 0,
+                        }
+                    ],
+                    "properties": [
+                        {
+                            "key": "industry",
+                            "value": "finance",
+                            "type": "group",
+                            "group_type_index": 0,
+                        }
+                    ],
                 },
             ),
             self.team,
@@ -6714,8 +7995,23 @@ def test_breakdown_with_filter_groups_person_on_events_v2(self):
                     "date_from": "2020-01-01T00:00:00Z",
                     "date_to": "2020-01-12T00:00:00Z",
                     "breakdown": "key",
-                    "events": [{"id": "sign up", "name": "sign up", "type": "events", "order": 0, "math": "dau"}],
-                    "properties": [{"key": "industry", "value": "finance", "type": "group", "group_type_index": 0}],
+                    "events": [
+                        {
+                            "id": "sign up",
+                            "name": "sign up",
+                            "type": "events",
+                            "order": 0,
+                            "math": "dau",
+                        }
+                    ],
+                    "properties": [
+                        {
+                            "key": "industry",
+                            "value": "finance",
+                            "type": "group",
+                            "group_type_index": 0,
+                        }
+                    ],
                 },
             ),
             self.team,
@@ -6777,7 +8073,11 @@ def test_breakdown_by_group_props(self):
         self.assertEqual(response[1]["count"], 1)
 
         filter = filter.shallow_clone(
-            {"breakdown_value": "technology", "date_from": "2020-01-02T00:00:00Z", "date_to": "2020-01-03"}
+            {
+                "breakdown_value": "technology",
+                "date_from": "2020-01-02T00:00:00Z",
+                "date_to": "2020-01-03",
+            }
         )
         entity = Entity({"id": "sign up", "name": "sign up", "type": "events", "order": 0})
         res = self._get_trend_people(filter, entity)
@@ -6839,7 +8139,11 @@ def test_breakdown_by_group_props_person_on_events(self):
             self.assertEqual(response[1]["count"], 1)
 
             filter = filter.shallow_clone(
-                {"breakdown_value": "technology", "date_from": "2020-01-02T00:00:00Z", "date_to": "2020-01-02"}
+                {
+                    "breakdown_value": "technology",
+                    "date_from": "2020-01-02T00:00:00Z",
+                    "date_to": "2020-01-02",
+                }
             )
             entity = Entity({"id": "sign up", "name": "sign up", "type": "events", "order": 0})
             res = self._get_trend_people(filter, entity)
@@ -6895,7 +8199,12 @@ def test_filtering_with_group_props(self):
         self._create_groups()
 
         Person.objects.create(team_id=self.team.pk, distinct_ids=["person1"], properties={"key": "value"})
-        _create_event(event="$pageview", distinct_id="person1", team=self.team, timestamp="2020-01-02T12:00:00Z")
+        _create_event(
+            event="$pageview",
+            distinct_id="person1",
+            team=self.team,
+            timestamp="2020-01-02T12:00:00Z",
+        )
         _create_event(
             event="$pageview",
             distinct_id="person1",
@@ -6925,7 +8234,12 @@ def test_filtering_with_group_props(self):
                 "date_to": "2020-01-12T00:00:00Z",
                 "events": [{"id": "$pageview", "type": "events", "order": 0}],
                 "properties": [
-                    {"key": "industry", "value": "finance", "type": "group", "group_type_index": 0},
+                    {
+                        "key": "industry",
+                        "value": "finance",
+                        "type": "group",
+                        "group_type_index": 0,
+                    },
                     {"key": "key", "value": "value", "type": "person"},
                 ],
             },
@@ -6938,7 +8252,12 @@ def test_filtering_with_group_props_event_with_no_group_data(self):
         self._create_groups()
 
         Person.objects.create(team_id=self.team.pk, distinct_ids=["person1"], properties={"key": "value"})
-        _create_event(event="$pageview", distinct_id="person1", team=self.team, timestamp="2020-01-02T12:00:00Z")
+        _create_event(
+            event="$pageview",
+            distinct_id="person1",
+            team=self.team,
+            timestamp="2020-01-02T12:00:00Z",
+        )
         _create_event(
             event="$pageview",
             distinct_id="person1",
@@ -6985,7 +8304,9 @@ def test_filtering_with_group_props_event_with_no_group_data(self):
         self.assertEqual(response[0]["count"], 4)
 
     @also_test_with_materialized_columns(
-        person_properties=["key"], group_properties=[(0, "industry")], materialize_only_with_person_on_events=True
+        person_properties=["key"],
+        group_properties=[(0, "industry")],
+        materialize_only_with_person_on_events=True,
     )
     @snapshot_clickhouse_queries
     def test_breakdown_by_group_props_with_person_filter_person_on_events(self):
@@ -7033,14 +8354,21 @@ def test_breakdown_by_group_props_with_person_filter_person_on_events(self):
             self.assertEqual(response[0]["count"], 1)
 
     @also_test_with_materialized_columns(
-        person_properties=["key"], group_properties=[(0, "industry")], materialize_only_with_person_on_events=True
+        person_properties=["key"],
+        group_properties=[(0, "industry")],
+        materialize_only_with_person_on_events=True,
     )
     @snapshot_clickhouse_queries
     def test_filtering_with_group_props_person_on_events(self):
         self._create_groups()
 
         Person.objects.create(team_id=self.team.pk, distinct_ids=["person1"], properties={"key": "value"})
-        _create_event(event="$pageview", distinct_id="person1", team=self.team, timestamp="2020-01-02T12:00:00Z")
+        _create_event(
+            event="$pageview",
+            distinct_id="person1",
+            team=self.team,
+            timestamp="2020-01-02T12:00:00Z",
+        )
         _create_event(
             event="$pageview",
             distinct_id="person1",
@@ -7070,7 +8398,12 @@ def test_filtering_with_group_props_person_on_events(self):
                 "date_to": "2020-01-12T00:00:00Z",
                 "events": [{"id": "$pageview", "type": "events", "order": 0}],
                 "properties": [
-                    {"key": "industry", "value": "finance", "type": "group", "group_type_index": 0},
+                    {
+                        "key": "industry",
+                        "value": "finance",
+                        "type": "group",
+                        "group_type_index": 0,
+                    },
                     {"key": "key", "value": "value", "type": "person"},
                 ],
             },
@@ -7081,17 +8414,38 @@ def test_filtering_with_group_props_person_on_events(self):
             self.assertEqual(response[0]["count"], 1)
 
     @also_test_with_materialized_columns(
-        group_properties=[(0, "industry"), (2, "name")], materialize_only_with_person_on_events=True
+        group_properties=[(0, "industry"), (2, "name")],
+        materialize_only_with_person_on_events=True,
     )
     @snapshot_clickhouse_queries
     def test_filtering_by_multiple_groups_person_on_events(self):
         GroupTypeMapping.objects.create(team=self.team, group_type="organization", group_type_index=0)
         GroupTypeMapping.objects.create(team=self.team, group_type="company", group_type_index=2)
 
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:5", properties={"industry": "finance"})
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:6", properties={"industry": "technology"})
-        create_group(team_id=self.team.pk, group_type_index=2, group_key="company:5", properties={"name": "five"})
-        create_group(team_id=self.team.pk, group_type_index=2, group_key="company:6", properties={"name": "six"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:5",
+            properties={"industry": "finance"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:6",
+            properties={"industry": "technology"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=2,
+            group_key="company:5",
+            properties={"name": "five"},
+        )
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=2,
+            group_key="company:6",
+            properties={"name": "six"},
+        )
 
         journey = {
             "person1": [
@@ -7105,8 +8459,16 @@ def test_filtering_by_multiple_groups_person_on_events(self):
                     "timestamp": datetime(2020, 1, 2, 12, 30),
                     "properties": {"$group_2": "company:6"},
                 },
-                {"event": "sign up", "timestamp": datetime(2020, 1, 2, 13), "properties": {"$group_0": "org:6"}},
-                {"event": "sign up", "timestamp": datetime(2020, 1, 3, 15), "properties": {"$group_2": "company:5"}},
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2020, 1, 2, 13),
+                    "properties": {"$group_0": "org:6"},
+                },
+                {
+                    "event": "sign up",
+                    "timestamp": datetime(2020, 1, 3, 15),
+                    "properties": {"$group_2": "company:5"},
+                },
             ]
         }
 
@@ -7119,8 +8481,18 @@ def test_filtering_by_multiple_groups_person_on_events(self):
                 "date_to": "2020-01-12",
                 "events": [{"id": "sign up", "name": "sign up", "type": "events", "order": 0}],
                 "properties": [
-                    {"key": "industry", "value": "finance", "type": "group", "group_type_index": 0},
-                    {"key": "name", "value": "six", "type": "group", "group_type_index": 2},
+                    {
+                        "key": "industry",
+                        "value": "finance",
+                        "type": "group",
+                        "group_type_index": 0,
+                    },
+                    {
+                        "key": "name",
+                        "value": "six",
+                        "type": "group",
+                        "group_type_index": 2,
+                    },
                 ],
             },
         )
@@ -7130,7 +8502,10 @@ def test_filtering_by_multiple_groups_person_on_events(self):
 
             self.assertEqual(len(response), 1)
             self.assertEqual(response[0]["count"], 1)
-            self.assertEqual(response[0]["data"], [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])
+            self.assertEqual(
+                response[0]["data"],
+                [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+            )
 
             filter = filter.shallow_clone({"date_from": "2020-01-02T00:00:00Z", "date_to": "2020-01-02T00:00:00Z"})
             entity = Entity({"id": "sign up", "name": "sign up", "type": "events", "order": 0})
@@ -7161,7 +8536,16 @@ def test_get_cached_result_bad_cache(self):
         set_instance_setting("STRICT_CACHING_TEAMS", "all")
 
         fake_cached = {
-            "result": [{"days": ["2020-11-01 05:20:00", "2020-11-01 10:22:00", "2020-11-01 10:25:00"], "data": []}]
+            "result": [
+                {
+                    "days": [
+                        "2020-11-01 05:20:00",
+                        "2020-11-01 10:22:00",
+                        "2020-11-01 10:25:00",
+                    ],
+                    "data": [],
+                }
+            ]
         }
 
         filter = Filter(
@@ -7183,7 +8567,14 @@ def test_get_cached_result_hour(self):
 
         fake_cached = {
             "result": [
-                {"days": ["2020-11-01 05:20:00", "2020-11-01 10:22:00", "2020-11-01 10:25:00"], "data": [0.0, 0.0, 0.0]}
+                {
+                    "days": [
+                        "2020-11-01 05:20:00",
+                        "2020-11-01 10:22:00",
+                        "2020-11-01 10:25:00",
+                    ],
+                    "data": [0.0, 0.0, 0.0],
+                }
             ]
         }
 
@@ -7215,10 +8606,21 @@ def test_get_cached_result_hour(self):
 
     def test_get_cached_result_day(self):
         set_instance_setting("STRICT_CACHING_TEAMS", "all")
-        fake_cached = {"result": [{"days": ["2020-01-02", "2020-01-03", "2020-01-04"], "data": [0.0, 0.0, 0.0]}]}
+        fake_cached = {
+            "result": [
+                {
+                    "days": ["2020-01-02", "2020-01-03", "2020-01-04"],
+                    "data": [0.0, 0.0, 0.0],
+                }
+            ]
+        }
         filter = Filter(
             team=self.team,
-            data={"date_from": "2020-01-02", "date_to": "2020-01-04", "events": [{"id": "sign up", "name": "sign up"}]},
+            data={
+                "date_from": "2020-01-02",
+                "date_to": "2020-01-04",
+                "events": [{"id": "sign up", "name": "sign up"}],
+            },
         )
         cache_key = generate_cache_key(f"{filter.toJSON()}_{self.team.pk}")
         cache.set(cache_key, fake_cached, settings.CACHED_RESULTS_TTL)
@@ -7226,7 +8628,14 @@ def test_get_cached_result_day(self):
         res = Trends().get_cached_result(filter, self.team)
         self.assertTrue(res)
 
-        fake_cached = {"result": [{"days": ["2020-01-01", "2020-01-02", "2020-01-03"], "data": [0.0, 0.0, 0.0]}]}
+        fake_cached = {
+            "result": [
+                {
+                    "days": ["2020-01-01", "2020-01-02", "2020-01-03"],
+                    "data": [0.0, 0.0, 0.0],
+                }
+            ]
+        }
 
         cache.set(cache_key, fake_cached, settings.CACHED_RESULTS_TTL)
 
@@ -7236,11 +8645,22 @@ def test_get_cached_result_day(self):
     def test_get_cached_result_week(self):
         set_instance_setting("STRICT_CACHING_TEAMS", "all")
 
-        fake_cached = {"result": [{"days": ["2020-11-01", "2020-11-08", "2020-11-15"], "data": [0.0, 0.0, 0.0]}]}
+        fake_cached = {
+            "result": [
+                {
+                    "days": ["2020-11-01", "2020-11-08", "2020-11-15"],
+                    "data": [0.0, 0.0, 0.0],
+                }
+            ]
+        }
 
         filter = Filter(
             team=self.team,
-            data={"date_to": "2020-11-16", "events": [{"id": "sign up", "name": "sign up"}], "interval": "week"},
+            data={
+                "date_to": "2020-11-16",
+                "events": [{"id": "sign up", "name": "sign up"}],
+                "interval": "week",
+            },
         )
         cache_key = generate_cache_key(f"{filter.toJSON()}_{self.team.pk}")
         cache.set(cache_key, fake_cached, settings.CACHED_RESULTS_TTL)
@@ -7250,7 +8670,11 @@ def test_get_cached_result_week(self):
 
         filter = Filter(
             team=self.team,
-            data={"date_to": "2020-11-23", "events": [{"id": "sign up", "name": "sign up"}], "interval": "week"},
+            data={
+                "date_to": "2020-11-23",
+                "events": [{"id": "sign up", "name": "sign up"}],
+                "interval": "week",
+            },
         )
 
         res = Trends().get_cached_result(filter, self.team)
@@ -7259,11 +8683,22 @@ def test_get_cached_result_week(self):
     def test_get_cached_result_month(self):
         set_instance_setting("STRICT_CACHING_TEAMS", "all")
 
-        fake_cached = {"result": [{"days": ["2020-09-01", "2020-10-01", "2020-11-01"], "data": [0.0, 0.0, 0.0]}]}
+        fake_cached = {
+            "result": [
+                {
+                    "days": ["2020-09-01", "2020-10-01", "2020-11-01"],
+                    "data": [0.0, 0.0, 0.0],
+                }
+            ]
+        }
 
         filter = Filter(
             team=self.team,
-            data={"date_to": "2020-11-16", "events": [{"id": "sign up", "name": "sign up"}], "interval": "month"},
+            data={
+                "date_to": "2020-11-16",
+                "events": [{"id": "sign up", "name": "sign up"}],
+                "interval": "month",
+            },
         )
         cache_key = generate_cache_key(f"{filter.toJSON()}_{self.team.pk}")
         cache.set(cache_key, fake_cached, settings.CACHED_RESULTS_TTL)
@@ -7273,7 +8708,11 @@ def test_get_cached_result_month(self):
 
         filter = Filter(
             team=self.team,
-            data={"date_to": "2020-12-01", "events": [{"id": "sign up", "name": "sign up"}], "interval": "week"},
+            data={
+                "date_to": "2020-12-01",
+                "events": [{"id": "sign up", "name": "sign up"}],
+                "interval": "week",
+            },
         )
 
         res = Trends().get_cached_result(filter, self.team)
@@ -7290,7 +8729,11 @@ def test_merge_result(self):
         }
         filter = Filter(
             team=self.team,
-            data={"date_from": "2020-01-02", "date_to": "2020-01-04", "events": [{"id": "sign up", "name": "sign up"}]},
+            data={
+                "date_from": "2020-01-02",
+                "date_to": "2020-01-04",
+                "events": [{"id": "sign up", "name": "sign up"}],
+            },
         )
         result = [{"label": "sign up - Chrome", "data": [15.0, 12.0]}]
 
@@ -7298,10 +8741,13 @@ def test_merge_result(self):
         self.assertEqual(merged_result[0]["data"], [23.0, 15.0, 12.0])
 
     def test_merge_result_no_cache(self):
-
         filter = Filter(
             team=self.team,
-            data={"date_from": "2020-01-02", "date_to": "2020-01-04", "events": [{"id": "sign up", "name": "sign up"}]},
+            data={
+                "date_from": "2020-01-02",
+                "date_to": "2020-01-04",
+                "events": [{"id": "sign up", "name": "sign up"}],
+            },
         )
 
         result = [{"label": "sign up - Chrome", "data": [15.0, 12.0]}]
@@ -7326,7 +8772,11 @@ def test_merge_result_multiple(self):
         }
         filter = Filter(
             team=self.team,
-            data={"date_from": "2020-01-02", "date_to": "2020-01-04", "events": [{"id": "sign up", "name": "sign up"}]},
+            data={
+                "date_from": "2020-01-02",
+                "date_to": "2020-01-04",
+                "events": [{"id": "sign up", "name": "sign up"}],
+            },
         )
 
         result = [
diff --git a/posthog/queries/time_to_see_data/sessions.py b/posthog/queries/time_to_see_data/sessions.py
index b7c3274bf9241..8ebeeb8db36a6 100644
--- a/posthog/queries/time_to_see_data/sessions.py
+++ b/posthog/queries/time_to_see_data/sessions.py
@@ -68,7 +68,10 @@ def get_session_events(query: SessionEventsQuerySerializer) -> Optional[Dict]:
     events = query_with_columns(GET_SESSION_EVENTS, params)
     queries = query_with_columns(GET_SESSION_QUERIES, params)
     session_query = SessionsQuerySerializer(
-        data={"team_id": query.validated_data["team_id"], "session_id": query.validated_data["session_id"]}
+        data={
+            "team_id": query.validated_data["team_id"],
+            "session_id": query.validated_data["session_id"],
+        }
     )
     session_query.is_valid(raise_exception=True)
     sessions = get_sessions(session_query).data
diff --git a/posthog/queries/time_to_see_data/test/test_hierarchy.py b/posthog/queries/time_to_see_data/test/test_hierarchy.py
index c449609e26905..609300868ffe1 100644
--- a/posthog/queries/time_to_see_data/test/test_hierarchy.py
+++ b/posthog/queries/time_to_see_data/test/test_hierarchy.py
@@ -1,16 +1,37 @@
 import pytest
 
-from posthog.queries.time_to_see_data.hierarchy import Node, NodeType, construct_hierarchy, is_child
+from posthog.queries.time_to_see_data.hierarchy import (
+    Node,
+    NodeType,
+    construct_hierarchy,
+    is_child,
+)
 
 
 @pytest.mark.parametrize(
     "potential_parent,potential_child,expected_result",
     [
         # Sessions
-        (Node(NodeType.SESSION, {"session_id": 1}), Node(NodeType.INTERACTION, {"session_id": 1}), True),
-        (Node(NodeType.SESSION, {"session_id": 1}), Node(NodeType.QUERY, {"session_id": 1}), True),
-        (Node(NodeType.SESSION, {"session_id": 2}), Node(NodeType.QUERY, {"session_id": 1}), False),
-        (Node(NodeType.SESSION, {"session_id": 1}), Node(NodeType.SESSION, {"session_id": 1}), False),
+        (
+            Node(NodeType.SESSION, {"session_id": 1}),
+            Node(NodeType.INTERACTION, {"session_id": 1}),
+            True,
+        ),
+        (
+            Node(NodeType.SESSION, {"session_id": 1}),
+            Node(NodeType.QUERY, {"session_id": 1}),
+            True,
+        ),
+        (
+            Node(NodeType.SESSION, {"session_id": 2}),
+            Node(NodeType.QUERY, {"session_id": 1}),
+            False,
+        ),
+        (
+            Node(NodeType.SESSION, {"session_id": 1}),
+            Node(NodeType.SESSION, {"session_id": 1}),
+            False,
+        ),
         # Interactions
         (
             Node(NodeType.INTERACTION, {"primary_interaction_id": "1"}),
@@ -37,7 +58,11 @@
             Node(NodeType.SUBQUERY, {"client_query_id": "123::2543245"}),
             False,
         ),
-        (Node(NodeType.INTERACTION, {"session_id": 1}), Node(NodeType.SESSION, {}), False),
+        (
+            Node(NodeType.INTERACTION, {"session_id": 1}),
+            Node(NodeType.SESSION, {}),
+            False,
+        ),
         (Node(NodeType.INTERACTION, {}), Node(NodeType.INTERACTION, {}), False),
         # Events
         (
@@ -75,17 +100,44 @@ def test_is_child(potential_parent, potential_child, expected_result):
 def test_construct_hierarchy():
     session = {"session_id": 1}
 
-    interaction_1 = {**session, "is_primary_interaction": True, "primary_interaction_id": "123"}
-    event_11 = {**session, "is_primary_interaction": False, "primary_interaction_id": "123", "query_id": "456"}
+    interaction_1 = {
+        **session,
+        "is_primary_interaction": True,
+        "primary_interaction_id": "123",
+    }
+    event_11 = {
+        **session,
+        "is_primary_interaction": False,
+        "primary_interaction_id": "123",
+        "query_id": "456",
+    }
     query_111 = {**session, "client_query_id": "123::456", "is_initial_query": True}
-    subquery_1111 = {**session, "client_query_id": "123::456", "is_initial_query": False}
-    event_12 = {**session, "is_primary_interaction": False, "primary_interaction_id": "123", "query_id": "789"}
+    subquery_1111 = {
+        **session,
+        "client_query_id": "123::456",
+        "is_initial_query": False,
+    }
+    event_12 = {
+        **session,
+        "is_primary_interaction": False,
+        "primary_interaction_id": "123",
+        "query_id": "789",
+    }
     query_121 = {**session, "client_query_id": "123::789", "is_initial_query": True}
     query_13 = {**session, "client_query_id": "123::1111", "is_initial_query": True}
 
-    interaction_2 = {**session, "is_primary_interaction": True, "primary_interaction_id": "8888"}
+    interaction_2 = {
+        **session,
+        "is_primary_interaction": True,
+        "primary_interaction_id": "8888",
+    }
 
-    stray_event = {**session, "is_primary_interaction": False, "primary_interaction_id": "efg", "query_id": "9999"}
+    stray_event = {
+        **session,
+        "is_primary_interaction": False,
+        "primary_interaction_id": "efg",
+        "query_id": "9999",
+    }
     stray_query = {**session, "client_query_id": "foobar", "is_initial_query": True}
 
     result = construct_hierarchy(
diff --git a/posthog/queries/trends/breakdown.py b/posthog/queries/trends/breakdown.py
index 7e1d8c0b6198b..e891190f6e310 100644
--- a/posthog/queries/trends/breakdown.py
+++ b/posthog/queries/trends/breakdown.py
@@ -23,7 +23,11 @@
 from posthog.models.filters import Filter
 from posthog.models.filters.mixins.utils import cached_property
 from posthog.models.property import PropertyGroup
-from posthog.models.property.util import get_property_string_expr, normalize_url_breakdown, parse_prop_grouped_clauses
+from posthog.models.property.util import (
+    get_property_string_expr,
+    normalize_url_breakdown,
+    parse_prop_grouped_clauses,
+)
 from posthog.models.team import Team
 from posthog.models.team.team import groups_on_events_querying_enabled
 from posthog.queries.breakdown_props import (
@@ -65,8 +69,16 @@
     parse_response,
     process_math,
 )
-from posthog.queries.util import get_interval_func_ch, get_person_properties_mode, get_start_of_interval_sql
-from posthog.utils import PersonOnEventsMode, encode_get_request_params, generate_short_id
+from posthog.queries.util import (
+    get_interval_func_ch,
+    get_person_properties_mode,
+    get_start_of_interval_sql,
+)
+from posthog.utils import (
+    PersonOnEventsMode,
+    encode_get_request_params,
+    generate_short_id,
+)
 from posthog.queries.person_on_events_v2_sql import PERSON_OVERRIDES_JOIN_SQL
 
 
@@ -186,23 +198,35 @@ def get_query(self) -> Tuple[str, Dict, Callable]:
         _params, _breakdown_filter_params = {}, {}
 
         if self.filter.breakdown_type == "cohort":
-            _params, breakdown_filter, _breakdown_filter_params, breakdown_value = self._breakdown_cohort_params()
+            (
+                _params,
+                breakdown_filter,
+                _breakdown_filter_params,
+                breakdown_value,
+            ) = self._breakdown_cohort_params()
         else:
             aggregate_operation_for_breakdown_init = (
                 "count(*)"
                 if self.entity.math == "dau" or self.entity.math in COUNT_PER_ACTOR_MATH_FUNCTIONS
                 else aggregate_operation
             )
-            _params, breakdown_filter, _breakdown_filter_params, breakdown_value = self._breakdown_prop_params(
-                aggregate_operation_for_breakdown_init, math_params
-            )
+            (
+                _params,
+                breakdown_filter,
+                _breakdown_filter_params,
+                breakdown_value,
+            ) = self._breakdown_prop_params(aggregate_operation_for_breakdown_init, math_params)
 
         if len(_params["values"]) == 0:
             # If there are no breakdown values, we are sure that there's no relevant events, so instead of adjusting
             # a "real" SELECT for this, we only include the below dummy SELECT.
             # It's a drop-in replacement for a "real" one, simply always returning 0 rows.
             # See https://github.com/PostHog/posthog/pull/5674 for context.
-            return ("SELECT [now()] AS date, [0] AS total, '' AS breakdown_value LIMIT 0", {}, lambda _: [])
+            return (
+                "SELECT [now()] AS date, [0] AS total, '' AS breakdown_value LIMIT 0",
+                {},
+                lambda _: [],
+            )
 
         person_join_condition, person_join_params = self._person_join_condition()
         groups_join_condition, groups_join_params = self._groups_join_condition()
@@ -219,16 +243,20 @@ def get_query(self) -> Tuple[str, Dict, Callable]:
             **sessions_join_params,
             **sampling_params,
         }
-        breakdown_filter_params = {**breakdown_filter_params, **_breakdown_filter_params}
+        breakdown_filter_params = {
+            **breakdown_filter_params,
+            **_breakdown_filter_params,
+        }
 
         if self.filter.display in NON_TIME_SERIES_DISPLAY_TYPES:
             breakdown_filter = breakdown_filter.format(**breakdown_filter_params)
 
             if self.entity.math in [WEEKLY_ACTIVE, MONTHLY_ACTIVE]:
                 interval_func = get_interval_func_ch(self.filter.interval)
-                active_user_format_params, active_user_query_params = get_active_user_params(
-                    self.filter, self.entity, self.team_id
-                )
+                (
+                    active_user_format_params,
+                    active_user_query_params,
+                ) = get_active_user_params(self.filter, self.entity, self.team_id)
                 self.params.update(active_user_query_params)
                 conditions = BREAKDOWN_ACTIVE_USER_CONDITIONS_SQL.format(
                     **breakdown_filter_params, **active_user_format_params
@@ -297,9 +325,10 @@ def get_query(self) -> Tuple[str, Dict, Callable]:
             breakdown_filter = breakdown_filter.format(**breakdown_filter_params)
 
             if self.entity.math in [WEEKLY_ACTIVE, MONTHLY_ACTIVE]:
-                active_user_format_params, active_user_query_params = get_active_user_params(
-                    self.filter, self.entity, self.team_id
-                )
+                (
+                    active_user_format_params,
+                    active_user_query_params,
+                ) = get_active_user_params(self.filter, self.entity, self.team_id)
                 self.params.update(active_user_query_params)
                 conditions = BREAKDOWN_ACTIVE_USER_CONDITIONS_SQL.format(
                     **breakdown_filter_params, **active_user_format_params
@@ -386,7 +415,12 @@ def get_query(self) -> Tuple[str, Dict, Callable]:
                 date_to_truncated=get_start_of_interval_sql(self.filter.interval, team=self.team, source="%(date_to)s"),
                 interval_func=get_interval_func_ch(self.filter.interval),
             )
-            self.params.update({"seconds_in_interval": seconds_in_interval, "num_intervals": num_intervals})
+            self.params.update(
+                {
+                    "seconds_in_interval": seconds_in_interval,
+                    "num_intervals": num_intervals,
+                }
+            )
             return breakdown_query, self.params, self._parse_trend_result(self.filter, self.entity)
 
     def _breakdown_cohort_params(self):
@@ -422,7 +456,10 @@ def _breakdown_prop_params(self, aggregate_operation: str, math_params: Dict):
         return (
             {"values": values_arr},
             BREAKDOWN_PROP_JOIN_SQL if not self.filter.using_histogram else BREAKDOWN_HISTOGRAM_PROP_JOIN_SQL,
-            {"breakdown_value_expr": breakdown_value, "numeric_property_filter": numeric_property_filter},
+            {
+                "breakdown_value_expr": breakdown_value,
+                "numeric_property_filter": numeric_property_filter,
+            },
             breakdown_value,
         )
 
@@ -447,12 +484,20 @@ def _get_breakdown_value(self, breakdown: str) -> str:
         ):
             properties_field = f"group{self.filter.breakdown_group_type_index}_properties"
             breakdown_value, _ = get_property_string_expr(
-                "events", breakdown, "%(key)s", properties_field, materialised_table_column=properties_field
+                "events",
+                breakdown,
+                "%(key)s",
+                properties_field,
+                materialised_table_column=properties_field,
             )
         elif self.person_on_events_mode != PersonOnEventsMode.DISABLED and self.filter.breakdown_type != "group":
             if self.filter.breakdown_type == "person":
                 breakdown_value, _ = get_property_string_expr(
-                    "events", breakdown, "%(key)s", "person_properties", materialised_table_column="person_properties"
+                    "events",
+                    breakdown,
+                    "%(key)s",
+                    "person_properties",
+                    materialised_table_column="person_properties",
                 )
             else:
                 breakdown_value, _ = get_property_string_expr("events", breakdown, "%(key)s", "properties")
@@ -462,7 +507,11 @@ def _get_breakdown_value(self, breakdown: str) -> str:
             elif self.filter.breakdown_type == "group":
                 properties_field = f"group_properties_{self.filter.breakdown_group_type_index}"
                 breakdown_value, _ = get_property_string_expr(
-                    "groups", breakdown, "%(key)s", properties_field, materialised_table_column="group_properties"
+                    "groups",
+                    breakdown,
+                    "%(key)s",
+                    properties_field,
+                    materialised_table_column="group_properties",
                 )
             else:
                 breakdown_value, _ = get_property_string_expr("events", breakdown, "%(key)s", "properties")
@@ -565,7 +614,11 @@ def _parse(result: List) -> List:
                 parsed_result.update(
                     {
                         "persons_urls": self._get_persons_url(
-                            filter, entity, self.team, stats[0], result_descriptors["breakdown_value"]
+                            filter,
+                            entity,
+                            self.team,
+                            stats[0],
+                            result_descriptors["breakdown_value"],
                         )
                     }
                 )
@@ -683,7 +736,10 @@ def _person_join_condition(self) -> Tuple[str, Dict]:
 
     def _groups_join_condition(self) -> Tuple[str, Dict]:
         return GroupsJoinQuery(
-            self.filter, self.team_id, self.column_optimizer, person_on_events_mode=self.person_on_events_mode
+            self.filter,
+            self.team_id,
+            self.column_optimizer,
+            person_on_events_mode=self.person_on_events_mode,
         ).get_join_query()
 
     def _sessions_join_condition(self) -> Tuple[str, Dict]:
diff --git a/posthog/queries/trends/lifecycle.py b/posthog/queries/trends/lifecycle.py
index 8e659a5368970..4821d5295a363 100644
--- a/posthog/queries/trends/lifecycle.py
+++ b/posthog/queries/trends/lifecycle.py
@@ -13,7 +13,11 @@
 from posthog.queries.trends.sql import LIFECYCLE_EVENTS_QUERY, LIFECYCLE_SQL
 from posthog.queries.trends.util import parse_response
 from posthog.queries.util import get_person_properties_mode
-from posthog.utils import PersonOnEventsMode, encode_get_request_params, generate_short_id
+from posthog.utils import (
+    PersonOnEventsMode,
+    encode_get_request_params,
+    generate_short_id,
+)
 
 # Lifecycle takes an event/action, time range, interval and for every period, splits the users who did the action into 4:
 #
diff --git a/posthog/queries/trends/test/test_breakdowns.py b/posthog/queries/trends/test/test_breakdowns.py
index df24ea8c14237..29c917e4dd843 100644
--- a/posthog/queries/trends/test/test_breakdowns.py
+++ b/posthog/queries/trends/test/test_breakdowns.py
@@ -4,7 +4,11 @@
 from posthog.constants import TRENDS_TABLE
 from posthog.models import Filter
 from posthog.queries.trends.trends import Trends
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, snapshot_clickhouse_queries
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    snapshot_clickhouse_queries,
+)
 from posthog.test.test_journeys import journeys_for
 
 
@@ -17,7 +21,11 @@ def setUp(self):
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 1),
-                    "properties": {"$session_id": "1", "movie_length": 100, "$current_url": "https://example.com"},
+                    "properties": {
+                        "$session_id": "1",
+                        "movie_length": 100,
+                        "$current_url": "https://example.com",
+                    },
                 }
             ],
             # Duration 60 seconds, with 2 events in 1 session
@@ -25,12 +33,20 @@ def setUp(self):
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 1),
-                    "properties": {"$session_id": "2", "movie_length": 50, "$current_url": "https://example.com"},
+                    "properties": {
+                        "$session_id": "2",
+                        "movie_length": 50,
+                        "$current_url": "https://example.com",
+                    },
                 },
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 2),
-                    "properties": {"$session_id": "2", "movie_length": 75, "$current_url": "https://example.com"},
+                    "properties": {
+                        "$session_id": "2",
+                        "movie_length": 75,
+                        "$current_url": "https://example.com",
+                    },
                 },
             ],
             # Duration 90 seconds, but session spans query boundary, so only a single event is counted
@@ -90,7 +106,14 @@ def _run(self, extra: Dict = {}, events_extra: Dict = {}):
         response = Trends().run(
             Filter(
                 data={
-                    "events": [{"id": "watched movie", "name": "watched movie", "type": "events", **events_extra}],
+                    "events": [
+                        {
+                            "id": "watched movie",
+                            "name": "watched movie",
+                            "type": "events",
+                            **events_extra,
+                        }
+                    ],
                     "date_from": "2020-01-02T00:00:00Z",
                     "date_to": "2020-01-12T00:00:00Z",
                     **extra,
@@ -106,7 +129,13 @@ def test_breakdown_by_session_duration_of_events(self):
             {
                 "breakdown": "$session_duration",
                 "breakdown_type": "session",
-                "properties": [{"key": "$current_url", "operator": "is_not", "value": ["https://test.com"]}],
+                "properties": [
+                    {
+                        "key": "$current_url",
+                        "operator": "is_not",
+                        "value": ["https://test.com"],
+                    }
+                ],
             }
         )
 
@@ -128,16 +157,34 @@ def test_breakdown_by_session_duration_of_events_with_bucketing(self):
                 "breakdown": "$session_duration",
                 "breakdown_type": "session",
                 "breakdown_histogram_bin_count": 3,
-                "properties": [{"key": "$current_url", "operator": "is_not", "value": ["https://test.com"]}],
+                "properties": [
+                    {
+                        "key": "$current_url",
+                        "operator": "is_not",
+                        "value": ["https://test.com"],
+                    }
+                ],
             }
         )
 
         self.assertEqual(
             [(item["breakdown_value"], item["count"], item["data"]) for item in response],
             [
-                ("[0.0,69.92]", 3.0, [3.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
-                ("[69.92,110.72]", 1.0, [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
-                ("[110.72,180.01]", 5.0, [0.0, 0.0, 1.0, 4.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
+                (
+                    "[0.0,69.92]",
+                    3.0,
+                    [3.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                ),
+                (
+                    "[69.92,110.72]",
+                    1.0,
+                    [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                ),
+                (
+                    "[110.72,180.01]",
+                    5.0,
+                    [0.0, 0.0, 1.0, 4.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                ),
             ],
         )
 
@@ -160,7 +207,8 @@ def test_breakdown_by_session_duration_of_events_single_aggregate(self):
     @snapshot_clickhouse_queries
     def test_breakdown_by_session_duration_of_unique_sessions(self):
         response = self._run(
-            {"breakdown": "$session_duration", "breakdown_type": "session"}, events_extra={"math": "unique_session"}
+            {"breakdown": "$session_duration", "breakdown_type": "session"},
+            events_extra={"math": "unique_session"},
         )
 
         self.assertEqual(
@@ -177,62 +225,126 @@ def test_breakdown_by_session_duration_of_unique_sessions(self):
     @snapshot_clickhouse_queries
     def test_breakdown_by_session_duration_of_unique_sessions_with_bucketing(self):
         response = self._run(
-            {"breakdown": "$session_duration", "breakdown_type": "session", "breakdown_histogram_bin_count": 3},
+            {
+                "breakdown": "$session_duration",
+                "breakdown_type": "session",
+                "breakdown_histogram_bin_count": 3,
+            },
             events_extra={"math": "unique_session"},
         )
         self.assertEqual(
             [(item["breakdown_value"], item["count"], item["data"]) for item in response],
             [
-                ("[0.0,69.92]", 2.0, [2.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
-                ("[69.92,110.72]", 1.0, [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
-                ("[110.72,180.01]", 3.0, [0.0, 0.0, 1.0, 2.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
+                (
+                    "[0.0,69.92]",
+                    2.0,
+                    [2.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                ),
+                (
+                    "[69.92,110.72]",
+                    1.0,
+                    [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                ),
+                (
+                    "[110.72,180.01]",
+                    3.0,
+                    [0.0, 0.0, 1.0, 2.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                ),
             ],
         )
 
     @snapshot_clickhouse_queries
     def test_breakdown_by_event_property_with_bucketing(self):
         response = self._run(
-            {"breakdown": "movie_length", "breakdown_type": "event", "breakdown_histogram_bin_count": 3}
+            {
+                "breakdown": "movie_length",
+                "breakdown_type": "event",
+                "breakdown_histogram_bin_count": 3,
+            }
         )
 
         self.assertEqual(
             [(item["breakdown_value"], item["count"], item["data"]) for item in response],
             [
-                ("[25.0,66.25]", 4.0, [2.0, 0.0, 0.0, 2.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
-                ("[66.25,98.37]", 2.0, [1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
-                ("[98.37,1000.01]", 2.0, [1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
+                (
+                    "[25.0,66.25]",
+                    4.0,
+                    [2.0, 0.0, 0.0, 2.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                ),
+                (
+                    "[66.25,98.37]",
+                    2.0,
+                    [1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                ),
+                (
+                    "[98.37,1000.01]",
+                    2.0,
+                    [1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                ),
             ],
         )
 
     @snapshot_clickhouse_queries
     def test_breakdown_by_event_property_of_unique_sessions_with_bucketing(self):
         response = self._run(
-            {"breakdown": "movie_length", "breakdown_type": "event", "breakdown_histogram_bin_count": 3},
+            {
+                "breakdown": "movie_length",
+                "breakdown_type": "event",
+                "breakdown_histogram_bin_count": 3,
+            },
             events_extra={"math": "unique_session"},
         )
 
         self.assertEqual(
             [(item["breakdown_value"], item["count"], item["data"]) for item in response],
             [
-                ("[25.0,66.25]", 3.0, [2.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
-                ("[66.25,98.37]", 2.0, [1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
-                ("[98.37,1000.01]", 2.0, [1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
+                (
+                    "[25.0,66.25]",
+                    3.0,
+                    [2.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                ),
+                (
+                    "[66.25,98.37]",
+                    2.0,
+                    [1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                ),
+                (
+                    "[98.37,1000.01]",
+                    2.0,
+                    [1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                ),
             ],
         )
 
     def test_breakdown_by_event_property_with_bucketing_and_duplicate_buckets(self):
         journey = {
             "person1": [
-                {"event": "watched tv", "timestamp": datetime(2020, 1, 2, 12, 1), "properties": {"episode_length": 300}}
+                {
+                    "event": "watched tv",
+                    "timestamp": datetime(2020, 1, 2, 12, 1),
+                    "properties": {"episode_length": 300},
+                }
             ],
             "person2": [
-                {"event": "watched tv", "timestamp": datetime(2020, 1, 4, 12, 1), "properties": {"episode_length": 300}}
+                {
+                    "event": "watched tv",
+                    "timestamp": datetime(2020, 1, 4, 12, 1),
+                    "properties": {"episode_length": 300},
+                }
             ],
             "person3": [
-                {"event": "watched tv", "timestamp": datetime(2020, 1, 6, 12, 1), "properties": {"episode_length": 300}}
+                {
+                    "event": "watched tv",
+                    "timestamp": datetime(2020, 1, 6, 12, 1),
+                    "properties": {"episode_length": 300},
+                }
             ],
             "person4": [
-                {"event": "watched tv", "timestamp": datetime(2020, 1, 8, 12, 1), "properties": {"episode_length": 300}}
+                {
+                    "event": "watched tv",
+                    "timestamp": datetime(2020, 1, 8, 12, 1),
+                    "properties": {"episode_length": 300},
+                }
             ],
         }
 
@@ -256,22 +368,44 @@ def test_breakdown_by_event_property_with_bucketing_and_duplicate_buckets(self):
 
         self.assertEqual(
             [(item["breakdown_value"], item["count"], item["data"]) for item in response],
-            [("[300.0,300.01]", 4.0, [1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0])],
+            [
+                (
+                    "[300.0,300.01]",
+                    4.0,
+                    [1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0],
+                )
+            ],
         )
 
     def test_breakdown_by_event_property_with_bucketing_and_single_bucket(self):
         journey = {
             "person1": [
-                {"event": "watched tv", "timestamp": datetime(2020, 1, 2, 12, 1), "properties": {"episode_length": 300}}
+                {
+                    "event": "watched tv",
+                    "timestamp": datetime(2020, 1, 2, 12, 1),
+                    "properties": {"episode_length": 300},
+                }
             ],
             "person2": [
-                {"event": "watched tv", "timestamp": datetime(2020, 1, 4, 12, 1), "properties": {"episode_length": 300}}
+                {
+                    "event": "watched tv",
+                    "timestamp": datetime(2020, 1, 4, 12, 1),
+                    "properties": {"episode_length": 300},
+                }
             ],
             "person3": [
-                {"event": "watched tv", "timestamp": datetime(2020, 1, 5, 12, 1), "properties": {"episode_length": 320}}
+                {
+                    "event": "watched tv",
+                    "timestamp": datetime(2020, 1, 5, 12, 1),
+                    "properties": {"episode_length": 320},
+                }
             ],
             "person4": [
-                {"event": "watched tv", "timestamp": datetime(2020, 1, 6, 12, 1), "properties": {"episode_length": 305}}
+                {
+                    "event": "watched tv",
+                    "timestamp": datetime(2020, 1, 6, 12, 1),
+                    "properties": {"episode_length": 305},
+                }
             ],
         }
 
@@ -293,7 +427,13 @@ def test_breakdown_by_event_property_with_bucketing_and_single_bucket(self):
 
         self.assertEqual(
             [(item["breakdown_value"], item["count"], item["data"]) for item in response],
-            [("[300.0,320.01]", 4.0, [1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])],
+            [
+                (
+                    "[300.0,320.01]",
+                    4.0,
+                    [1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                )
+            ],
         )
 
     @snapshot_clickhouse_queries
@@ -301,7 +441,14 @@ def test_breakdown_by_event_property_with_entity_session_filter(self):
         response = self._run(
             {"breakdown": "$current_url", "breakdown_type": "event"},
             events_extra={
-                "properties": [{"key": "$session_duration", "type": "session", "operator": "gt", "value": 30}]
+                "properties": [
+                    {
+                        "key": "$session_duration",
+                        "type": "session",
+                        "operator": "gt",
+                        "value": 30,
+                    }
+                ]
             },
         )
 
@@ -309,7 +456,11 @@ def test_breakdown_by_event_property_with_entity_session_filter(self):
             [(item["breakdown_value"], item["count"], item["data"]) for item in response],
             [
                 ("", 6.0, [1.0, 0.0, 1.0, 4.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
-                ("https://example.com", 2.0, [2.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
+                (
+                    "https://example.com",
+                    2.0,
+                    [2.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                ),
             ],
         )
 
@@ -326,6 +477,10 @@ def test_breakdown_histogram_by_missing_property_regression(self):
         self.assertEqual(
             [(item["breakdown_value"], item["count"], item["data"]) for item in response],
             [
-                ("[nan,nan]", 0.0, [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
+                (
+                    "[nan,nan]",
+                    0.0,
+                    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                ),
             ],
         )
diff --git a/posthog/queries/trends/test/test_breakdowns_by_current_url.py b/posthog/queries/trends/test/test_breakdowns_by_current_url.py
index 76b7ad94902ea..bc7a81595843b 100644
--- a/posthog/queries/trends/test/test_breakdowns_by_current_url.py
+++ b/posthog/queries/trends/test/test_breakdowns_by_current_url.py
@@ -3,7 +3,11 @@
 
 from posthog.models import Filter
 from posthog.queries.trends.trends import Trends
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, snapshot_clickhouse_queries
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    snapshot_clickhouse_queries,
+)
 from posthog.test.test_journeys import journeys_for
 
 
@@ -16,13 +20,19 @@ def setUp(self):
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 1),
-                    "properties": {"$current_url": "https://example.com", "$pathname": ""},
+                    "properties": {
+                        "$current_url": "https://example.com",
+                        "$pathname": "",
+                    },
                 },
                 # trailing question mark
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 1),
-                    "properties": {"$current_url": "https://example.com?", "$pathname": "?"},
+                    "properties": {
+                        "$current_url": "https://example.com?",
+                        "$pathname": "?",
+                    },
                 },
             ],
             "person2": [
@@ -30,13 +40,19 @@ def setUp(self):
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 1),
-                    "properties": {"$current_url": "https://example.com/", "$pathname": "/"},
+                    "properties": {
+                        "$current_url": "https://example.com/",
+                        "$pathname": "/",
+                    },
                 },
                 # trailing hash
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 1),
-                    "properties": {"$current_url": "https://example.com#", "$pathname": "#"},
+                    "properties": {
+                        "$current_url": "https://example.com#",
+                        "$pathname": "#",
+                    },
                 },
             ],
             "person3": [
@@ -44,7 +60,10 @@ def setUp(self):
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 1),
-                    "properties": {"$current_url": "https://example.com/home", "$pathname": "/home"},
+                    "properties": {
+                        "$current_url": "https://example.com/home",
+                        "$pathname": "/home",
+                    },
                 },
             ],
             "person4": [
@@ -52,19 +71,28 @@ def setUp(self):
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 1),
-                    "properties": {"$current_url": "https://example.com/home/", "$pathname": "/home/"},
+                    "properties": {
+                        "$current_url": "https://example.com/home/",
+                        "$pathname": "/home/",
+                    },
                 },
                 # trailing hash
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 1),
-                    "properties": {"$current_url": "https://example.com/home#", "$pathname": "/home#"},
+                    "properties": {
+                        "$current_url": "https://example.com/home#",
+                        "$pathname": "/home#",
+                    },
                 },
                 # all the things
                 {
                     "event": "watched movie",
                     "timestamp": datetime(2020, 1, 2, 12, 1),
-                    "properties": {"$current_url": "https://example.com/home/?#", "$pathname": "/home/?#"},
+                    "properties": {
+                        "$current_url": "https://example.com/home/?#",
+                        "$pathname": "/home/?#",
+                    },
                 },
             ],
         }
@@ -75,7 +103,14 @@ def _run(self, extra: Dict = {}, events_extra: Dict = {}):
         response = Trends().run(
             Filter(
                 data={
-                    "events": [{"id": "watched movie", "name": "watched movie", "type": "events", **events_extra}],
+                    "events": [
+                        {
+                            "id": "watched movie",
+                            "name": "watched movie",
+                            "type": "events",
+                            **events_extra,
+                        }
+                    ],
                     "date_from": "2020-01-02T00:00:00Z",
                     "date_to": "2020-01-12T00:00:00Z",
                     **extra,
@@ -87,7 +122,13 @@ def _run(self, extra: Dict = {}, events_extra: Dict = {}):
 
     @snapshot_clickhouse_queries
     def test_breakdown_by_pathname(self) -> None:
-        response = self._run({"breakdown": "$pathname", "breakdown_type": "event", "breakdown_normalize_url": True})
+        response = self._run(
+            {
+                "breakdown": "$pathname",
+                "breakdown_type": "event",
+                "breakdown_normalize_url": True,
+            }
+        )
 
         assert [(item["breakdown_value"], item["count"], item["data"]) for item in response] == [
             ("/", 4.0, [4.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
@@ -96,9 +137,23 @@ def test_breakdown_by_pathname(self) -> None:
 
     @snapshot_clickhouse_queries
     def test_breakdown_by_current_url(self) -> None:
-        response = self._run({"breakdown": "$current_url", "breakdown_type": "event", "breakdown_normalize_url": True})
+        response = self._run(
+            {
+                "breakdown": "$current_url",
+                "breakdown_type": "event",
+                "breakdown_normalize_url": True,
+            }
+        )
 
         assert [(item["breakdown_value"], item["count"], item["data"]) for item in response] == [
-            ("https://example.com", 4.0, [4.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
-            ("https://example.com/home", 4.0, [4.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]),
+            (
+                "https://example.com",
+                4.0,
+                [4.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+            ),
+            (
+                "https://example.com/home",
+                4.0,
+                [4.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+            ),
         ]
diff --git a/posthog/queries/trends/test/test_formula.py b/posthog/queries/trends/test/test_formula.py
index 5dffeac08959c..d6dc332fbf4f4 100644
--- a/posthog/queries/trends/test/test_formula.py
+++ b/posthog/queries/trends/test/test_formula.py
@@ -7,7 +7,12 @@
 from posthog.models.filters.filter import Filter
 from posthog.models.group.util import create_group
 from posthog.queries.trends.trends import Trends
-from posthog.test.base import APIBaseTest, ClickhouseTestMixin, _create_event, snapshot_clickhouse_queries
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    _create_event,
+    snapshot_clickhouse_queries,
+)
 
 
 class TestFormula(ClickhouseTestMixin, APIBaseTest):
@@ -17,10 +22,17 @@ def setUp(self):
         super().setUp()
 
         Person.objects.create(
-            team_id=self.team.pk, distinct_ids=["blabla", "anonymous_id"], properties={"$some_prop": "some_val"}
+            team_id=self.team.pk,
+            distinct_ids=["blabla", "anonymous_id"],
+            properties={"$some_prop": "some_val"},
         )
 
-        create_group(team_id=self.team.pk, group_type_index=0, group_key="org:5", properties={"industry": "finance"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="org:5",
+            properties={"industry": "finance"},
+        )
 
         with freeze_time("2020-01-02T13:01:01Z"):
             _create_event(
@@ -39,33 +51,58 @@ def setUp(self):
                 team=self.team,
                 event="session start",
                 distinct_id="blabla",
-                properties={"session duration": 300, "location": "Paris", "$session_id": "1", "$group_0": "org:5"},
+                properties={
+                    "session duration": 300,
+                    "location": "Paris",
+                    "$session_id": "1",
+                    "$group_0": "org:5",
+                },
             )
             _create_event(
                 team=self.team,
                 event="session start",
                 distinct_id="blabla",
-                properties={"session duration": 400, "location": "London", "$session_id": "1", "$group_0": "org:5"},
+                properties={
+                    "session duration": 400,
+                    "location": "London",
+                    "$session_id": "1",
+                    "$group_0": "org:5",
+                },
             )
         with freeze_time("2020-01-03T13:01:01Z"):
             _create_event(
                 team=self.team,
                 event="session start",
                 distinct_id="blabla",
-                properties={"session duration": 400, "location": "London", "$session_id": "1", "$group_0": "org:5"},
+                properties={
+                    "session duration": 400,
+                    "location": "London",
+                    "$session_id": "1",
+                    "$group_0": "org:5",
+                },
             )
         with freeze_time("2020-01-03T13:04:01Z"):
             _create_event(
                 team=self.team,
                 event="session start",
                 distinct_id="blabla",
-                properties={"session duration": 500, "location": "London", "$session_id": "1", "$group_0": "org:5"},
+                properties={
+                    "session duration": 500,
+                    "location": "London",
+                    "$session_id": "1",
+                    "$group_0": "org:5",
+                },
             )
             _create_event(
                 team=self.team,
                 event="session end",
                 distinct_id="blabla",
-                properties={"session duration": 500, "location": "London", "$session_id": "1", "$group_0": "org:5"},
+                properties={
+                    "session duration": 500,
+                    "location": "London",
+                    "$session_id": "1",
+                    "$group_0": "org:5",
+                },
             )
 
             _create_event(
@@ -98,8 +135,16 @@ def _run(self, extra: Dict = {}, run_at: Optional[str] = None):
                 Filter(
                     data={
                         "events": [
-                            {"id": "session start", "math": "sum", "math_property": "session duration"},
-                            {"id": "session start", "math": "avg", "math_property": "session duration"},
+                            {
+                                "id": "session start",
+                                "math": "sum",
+                                "math_property": "session duration",
+                            },
+                            {
+                                "id": "session start",
+                                "math": "avg",
+                                "math_property": "session duration",
+                            },
                         ],
                         "formula": "A + B",
                         **extra,
@@ -191,13 +236,28 @@ def test_month_interval(self):
         self.assertEqual(data, [0.0, 0.0, 2160.0])
 
     def test_formula(self):
-        self.assertEqual(self._run({"formula": "A - B"})[0]["data"], [0.0, 0.0, 0.0, 0.0, 0.0, 600.0, 450.0, 0.0])
-        self.assertEqual(self._run({"formula": "A * B"})[0]["data"], [0.0, 0.0, 0.0, 0.0, 0.0, 270000.0, 405000.0, 0.0])
-        self.assertEqual(self._run({"formula": "A / B"})[0]["data"], [0.0, 0.0, 0.0, 0.0, 0.0, 3.0, 2.0, 0.0])
-        self.assertEqual(self._run({"formula": "(A/3600)/B"})[0]["data"], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])
+        self.assertEqual(
+            self._run({"formula": "A - B"})[0]["data"],
+            [0.0, 0.0, 0.0, 0.0, 0.0, 600.0, 450.0, 0.0],
+        )
+        self.assertEqual(
+            self._run({"formula": "A * B"})[0]["data"],
+            [0.0, 0.0, 0.0, 0.0, 0.0, 270000.0, 405000.0, 0.0],
+        )
+        self.assertEqual(
+            self._run({"formula": "A / B"})[0]["data"],
+            [0.0, 0.0, 0.0, 0.0, 0.0, 3.0, 2.0, 0.0],
+        )
+        self.assertEqual(
+            self._run({"formula": "(A/3600)/B"})[0]["data"],
+            [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+        )
         self.assertEqual(self._run({"formula": "(A/3600)/B"})[0]["count"], 0)
 
-        self.assertEqual(self._run({"formula": "A/0"})[0]["data"], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])
+        self.assertEqual(
+            self._run({"formula": "A/0"})[0]["data"],
+            [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+        )
         self.assertEqual(self._run({"formula": "A/0"})[0]["count"], 0)
 
     @snapshot_clickhouse_queries
@@ -228,7 +288,12 @@ def test_regression_formula_with_unique_sessions_2x_and_duration_filter(self):
                                 "id": "session start",
                                 "math": "unique_session",
                                 "properties": [
-                                    {"key": "$session_duration", "value": 12, "operator": "gt", "type": "session"}
+                                    {
+                                        "key": "$session_duration",
+                                        "value": 12,
+                                        "operator": "gt",
+                                        "type": "session",
+                                    }
                                 ],
                             },
                             {"id": "session start", "math": "unique_session"},
@@ -252,14 +317,24 @@ def test_regression_formula_with_unique_sessions_2x_and_duration_filter_2x(self)
                                 "id": "$autocapture",
                                 "math": "unique_session",
                                 "properties": [
-                                    {"key": "$session_duration", "type": "session", "value": 30, "operator": "lt"}
+                                    {
+                                        "key": "$session_duration",
+                                        "type": "session",
+                                        "value": 30,
+                                        "operator": "lt",
+                                    }
                                 ],
                             },
                             {
                                 "id": "session start",
                                 "math": "unique_session",
                                 "properties": [
-                                    {"key": "$session_duration", "type": "session", "value": 500, "operator": "gt"}
+                                    {
+                                        "key": "$session_duration",
+                                        "type": "session",
+                                        "value": 500,
+                                        "operator": "gt",
+                                    }
                                 ],
                             },
                         ],
@@ -286,7 +361,13 @@ def test_regression_formula_with_session_duration_aggregation(self):
                                 "math": "avg",
                                 "math_property": "$session_duration",
                             },
-                            {"type": "events", "id": "session end", "order": 1, "name": "$pageview", "math": "total"},
+                            {
+                                "type": "events",
+                                "id": "session end",
+                                "order": 1,
+                                "name": "$pageview",
+                                "math": "total",
+                            },
                         ],
                         "formula": "A / B",
                     }
@@ -349,12 +430,19 @@ def test_breakdown_aggregated(self):
 
     @snapshot_clickhouse_queries
     def test_breakdown_with_different_breakdown_values_per_series(self):
-
         response = self._run(
             {
                 "events": [
-                    {"id": "session start", "math": "sum", "math_property": "session duration"},
-                    {"id": "session end", "math": "sum", "math_property": "session duration"},
+                    {
+                        "id": "session start",
+                        "math": "sum",
+                        "math_property": "session duration",
+                    },
+                    {
+                        "id": "session end",
+                        "math": "sum",
+                        "math_property": "session duration",
+                    },
                 ],
                 "formula": "A + B",
                 "breakdown": "location",
@@ -387,8 +475,18 @@ def test_breakdown_counts_of_different_events_one_without_events(self):
                         "breakdown": "location",
                         "breakdown_type": "event",
                         "events": [
-                            {"id": "session start", "name": "session start", "type": "events", "order": 0},
-                            {"id": "session error", "name": "session error", "type": "events", "order": 1},
+                            {
+                                "id": "session start",
+                                "name": "session start",
+                                "type": "events",
+                                "order": 0,
+                            },
+                            {
+                                "id": "session error",
+                                "name": "session error",
+                                "type": "events",
+                                "order": 1,
+                            },
                         ],
                     }
                 ),
@@ -468,9 +566,15 @@ def test_breakdown_cohort(self):
     @snapshot_clickhouse_queries
     def test_breakdown_hogql(self):
         response = self._run(
-            {"breakdown": "concat(person.properties.$some_prop, ' : ', properties.location)", "breakdown_type": "hogql"}
+            {
+                "breakdown": "concat(person.properties.$some_prop, ' : ', properties.location)",
+                "breakdown_type": "hogql",
+            }
+        )
+        self.assertEqual(
+            [series["label"] for series in response],
+            ["some_val : London", "some_val : Paris"],
         )
-        self.assertEqual([series["label"] for series in response], ["some_val : London", "some_val : Paris"])
         self.assertEqual(
             [
                 [0.0, 0.0, 0.0, 0.0, 0.0, 800.0, 1350.0, 0.0],
@@ -481,7 +585,11 @@ def test_breakdown_hogql(self):
 
     def test_breakdown_mismatching_sizes(self):
         response = self._run(
-            {"events": [{"id": "session start"}, {"id": "session end"}], "breakdown": "location", "formula": "A + B"}
+            {
+                "events": [{"id": "session start"}, {"id": "session end"}],
+                "breakdown": "location",
+                "formula": "A + B",
+            }
         )
 
         self.assertEqual(response[0]["label"], "London")
@@ -522,7 +630,11 @@ def test_event_properties(self):
                             "math_property": "session duration",
                             "properties": [{"key": "$current_url", "value": "http://example.org"}],
                         },
-                        {"id": "session start", "math": "avg", "math_property": "session duration"},
+                        {
+                            "id": "session start",
+                            "math": "avg",
+                            "math_property": "session duration",
+                        },
                     ]
                 }
             )[0]["data"],
@@ -541,7 +653,8 @@ def test_aggregated(self):
 
     def test_cumulative(self):
         self.assertEqual(
-            self._run({"display": TRENDS_CUMULATIVE})[0]["data"], [0.0, 0.0, 0.0, 0.0, 0.0, 1200.0, 2550.0, 2550.0]
+            self._run({"display": TRENDS_CUMULATIVE})[0]["data"],
+            [0.0, 0.0, 0.0, 0.0, 0.0, 1200.0, 2550.0, 2550.0],
         )
 
     def test_multiple_events(self):
@@ -550,9 +663,21 @@ def test_multiple_events(self):
             self._run(
                 {
                     "events": [
-                        {"id": "session start", "math": "sum", "math_property": "session duration"},
-                        {"id": "session start", "math": "avg", "math_property": "session duration"},
-                        {"id": "session start", "math": "avg", "math_property": "session duration"},
+                        {
+                            "id": "session start",
+                            "math": "sum",
+                            "math_property": "session duration",
+                        },
+                        {
+                            "id": "session start",
+                            "math": "avg",
+                            "math_property": "session duration",
+                        },
+                        {
+                            "id": "session start",
+                            "math": "avg",
+                            "math_property": "session duration",
+                        },
                     ]
                 }
             )[0]["data"],
@@ -573,13 +698,20 @@ def test_session_formulas(self):
         )
 
     def test_group_formulas(self):
-
         self.assertEqual(
             self._run(
                 {
                     "events": [
-                        {"id": "session start", "math": "unique_group", "math_group_type_index": 0},
-                        {"id": "session start", "math": "unique_group", "math_group_type_index": 0},
+                        {
+                            "id": "session start",
+                            "math": "unique_group",
+                            "math_group_type_index": 0,
+                        },
+                        {
+                            "id": "session start",
+                            "math": "unique_group",
+                            "math_group_type_index": 0,
+                        },
                     ]
                 }
             )[0]["data"],
diff --git a/posthog/queries/trends/test/test_paging_breakdowns.py b/posthog/queries/trends/test/test_paging_breakdowns.py
index 573d036e4b82e..e15175cd92d76 100644
--- a/posthog/queries/trends/test/test_paging_breakdowns.py
+++ b/posthog/queries/trends/test/test_paging_breakdowns.py
@@ -41,7 +41,17 @@ def _run(self, extra: Dict = {}, run_at: Optional[str] = None):
         with freeze_time(run_at or "2020-01-04T13:01:01Z"):
             action_response = Trends().run(
                 Filter(
-                    data={"events": [{"id": "$pageview", "name": "$pageview", "type": "events", "order": 0}], **extra}
+                    data={
+                        "events": [
+                            {
+                                "id": "$pageview",
+                                "name": "$pageview",
+                                "type": "events",
+                                "order": 0,
+                            }
+                        ],
+                        **extra,
+                    }
                 ),
                 self.team,
             )
diff --git a/posthog/queries/trends/test/test_person.py b/posthog/queries/trends/test/test_person.py
index bfd18b6ed8de8..1cd04cfd3d206 100644
--- a/posthog/queries/trends/test/test_person.py
+++ b/posthog/queries/trends/test/test_person.py
@@ -12,7 +12,9 @@
 from posthog.models.group.util import create_group
 from posthog.models.group_type_mapping import GroupTypeMapping
 from posthog.queries.trends.trends_actors import TrendsActors
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
 from posthog.test.base import (
     APIBaseTest,
     ClickhouseTestMixin,
@@ -103,7 +105,11 @@ def test_person_query_does_not_include_recording_events_if_flag_not_set(self):
 
         event = {"id": "pageview", "name": "pageview", "type": "events", "order": 0}
         filter = Filter(
-            data={"date_from": "2021-01-21T00:00:00Z", "date_to": "2021-01-21T23:59:59Z", "events": [event]}
+            data={
+                "date_from": "2021-01-21T00:00:00Z",
+                "date_to": "2021-01-21T23:59:59Z",
+                "events": [event],
+            }
         )
         entity = Entity(event)
         _, serialized_actors, _ = TrendsActors(self.team, entity, filter).get_actors()
@@ -125,7 +131,11 @@ def test_group_query_includes_recording_events(self):
         )
 
         _create_event(
-            event="pageview", distinct_id="u1", team=self.team, timestamp=timezone.now(), properties={"$group_0": "bla"}
+            event="pageview",
+            distinct_id="u1",
+            team=self.team,
+            timestamp=timezone.now(),
+            properties={"$group_0": "bla"},
         )
         _create_event(
             event="pageview",
@@ -204,7 +214,10 @@ def test_weekly_active_users(self):
 
         data = response.json()
         self.assertEqual(data.get("results")[0].get("count"), 2)
-        self.assertEqual([item["name"] for item in data.get("results")[0].get("people")], ["u_17", "u_16"])
+        self.assertEqual(
+            [item["name"] for item in data.get("results")[0].get("people")],
+            ["u_17", "u_16"],
+        )
 
     def test_weekly_active_users_grouped_by_week(self):
         for d in range(10, 18):  # create a person and event for each day 10. Sep - 17. Sep
@@ -271,7 +284,10 @@ def test_weekly_active_users_cumulative(self):
 
         data = response.json()
         self.assertEqual(data.get("results")[0].get("count"), 2)
-        self.assertEqual([item["name"] for item in data.get("results")[0].get("people")], ["u_11", "u_10"])
+        self.assertEqual(
+            [item["name"] for item in data.get("results")[0].get("people")],
+            ["u_11", "u_10"],
+        )
 
     @skip("see PR 17356")
     def test_weekly_active_users_breakdown(self):
@@ -313,4 +329,7 @@ def test_weekly_active_users_breakdown(self):
 
         data = response.json()
         # self.assertEqual(data.get("results")[0].get("count"), 2)
-        self.assertEqual([item["name"] for item in data.get("results")[0].get("people")], ["a_17", "a_16"])
+        self.assertEqual(
+            [item["name"] for item in data.get("results")[0].get("people")],
+            ["a_17", "a_16"],
+        )
diff --git a/posthog/queries/trends/total_volume.py b/posthog/queries/trends/total_volume.py
index 154e105e77f92..31f5d83b4c15c 100644
--- a/posthog/queries/trends/total_volume.py
+++ b/posthog/queries/trends/total_volume.py
@@ -38,8 +38,16 @@
     parse_response,
     process_math,
 )
-from posthog.queries.util import TIME_IN_SECONDS, get_interval_func_ch, get_start_of_interval_sql
-from posthog.utils import PersonOnEventsMode, encode_get_request_params, generate_short_id
+from posthog.queries.util import (
+    TIME_IN_SECONDS,
+    get_interval_func_ch,
+    get_start_of_interval_sql,
+)
+from posthog.utils import (
+    PersonOnEventsMode,
+    encode_get_request_params,
+    generate_short_id,
+)
 
 
 class TrendsTotalVolume:
@@ -115,7 +123,11 @@ def _total_volume_query(self, entity: Entity, filter: Filter, team: Team) -> Tup
                     tag_queries(trend_volume_type="volume_aggregate")
                 content_sql = VOLUME_AGGREGATE_SQL.format(event_query_base=event_query_base, **content_sql_params)
 
-            return (content_sql, params, self._parse_aggregate_volume_result(filter, entity, team.id))
+            return (
+                content_sql,
+                params,
+                self._parse_aggregate_volume_result(filter, entity, team.id),
+            )
         else:
             tag_queries(trend_volume_display="time_series")
             null_sql = NULL_SQL.format(
@@ -133,12 +145,17 @@ def _total_volume_query(self, entity: Entity, filter: Filter, team: Team) -> Tup
                     aggregator=determine_aggregator(entity, team),  # TODO: Support groups officialy and with tests
                     date_to_truncated=get_start_of_interval_sql(filter.interval, team=team, source="%(date_to)s"),
                     date_from_active_users_adjusted_truncated=get_start_of_interval_sql(
-                        filter.interval, team=team, source="%(date_from_active_users_adjusted)s"
+                        filter.interval,
+                        team=team,
+                        source="%(date_from_active_users_adjusted)s",
                     ),
                     **content_sql_params,
                     **trend_event_query.active_user_params,
                 )
-            elif filter.display == TRENDS_CUMULATIVE and entity.math in (UNIQUE_USERS, UNIQUE_GROUPS):
+            elif filter.display == TRENDS_CUMULATIVE and entity.math in (
+                UNIQUE_USERS,
+                UNIQUE_GROUPS,
+            ):
                 # :TODO: Consider using bitmap-per-date to speed this up
                 tag_queries(trend_volume_type="cumulative_actors")
                 cumulative_sql = CUMULATIVE_SQL.format(
@@ -272,7 +289,11 @@ def _offset_date_to(self, point_datetime: datetime, filter: Filter, entity: Enti
             return offset_time_series_date_by_interval(point_datetime, filter=filter, team=team)
 
     def _get_persons_url(
-        self, filter: Filter, entity: Entity, team: Team, point_datetimes: List[datetime]
+        self,
+        filter: Filter,
+        entity: Entity,
+        team: Team,
+        point_datetimes: List[datetime],
     ) -> List[Dict[str, Any]]:
         persons_url = []
         cache_invalidation_key = generate_short_id()
diff --git a/posthog/queries/trends/trends.py b/posthog/queries/trends/trends.py
index 049417799bb8b..479d64f3259b1 100644
--- a/posthog/queries/trends/trends.py
+++ b/posthog/queries/trends/trends.py
@@ -101,7 +101,12 @@ def adjusted_filter(self, filter: Filter, team: Team) -> Tuple[Filter, Optional[
         return new_filter, label_to_payload
 
     def merge_results(
-        self, result, cached_result: Optional[Dict[str, Any]], entity_order: int, filter: Filter, team: Team
+        self,
+        result,
+        cached_result: Optional[Dict[str, Any]],
+        entity_order: int,
+        filter: Filter,
+        team: Team,
     ):
         if cached_result and filter.display != TRENDS_CUMULATIVE:
             new_res = []
@@ -139,7 +144,11 @@ def _run_query(self, filter: Filter, team: Team, entity: Entity) -> List[Dict[st
             result = parse_function(result)
             serialized_data = self._format_serialized(entity, result)
             merged_results, cached_result = self.merge_results(
-                serialized_data, cached_result, entity.order or entity.index, filter, team
+                serialized_data,
+                cached_result,
+                entity.order or entity.index,
+                filter,
+                team,
             )
 
         if cached_result:
@@ -149,7 +158,15 @@ def _run_query(self, filter: Filter, team: Team, entity: Entity) -> List[Dict[st
         return merged_results
 
     def _run_query_for_threading(
-        self, result: List, index: int, query_type, sql, params, query_tags: Dict, filter: Filter, team_id: int
+        self,
+        result: List,
+        index: int,
+        query_type,
+        sql,
+        params,
+        query_tags: Dict,
+        filter: Filter,
+        team_id: int,
     ):
         tag_queries(**query_tags)
         with push_scope() as scope:
@@ -171,7 +188,16 @@ def _run_parallel(self, filter: Filter, team: Team) -> List[Dict[str, Any]]:
             sql_statements_with_params[entity.index] = (sql, query_params)
             thread = threading.Thread(
                 target=self._run_query_for_threading,
-                args=(result, entity.index, query_type, sql, query_params, get_query_tags(), adjusted_filter, team.pk),
+                args=(
+                    result,
+                    entity.index,
+                    query_type,
+                    sql,
+                    query_params,
+                    get_query_tags(),
+                    adjusted_filter,
+                    team.pk,
+                ),
             )
             jobs.append(thread)
 
@@ -189,12 +215,20 @@ def _run_parallel(self, filter: Filter, team: Team) -> List[Dict[str, Any]]:
             scope.set_tag("team", team)
             for i, entity in enumerate(filter.entities):
                 scope.set_context(
-                    "query", {"sql": sql_statements_with_params[i][0], "params": sql_statements_with_params[i][1]}
+                    "query",
+                    {
+                        "sql": sql_statements_with_params[i][0],
+                        "params": sql_statements_with_params[i][1],
+                    },
                 )
                 serialized_data = cast(List[Callable], parse_functions)[entity.index](result[entity.index])
                 serialized_data = self._format_serialized(entity, serialized_data)
                 merged_results, cached_result = self.merge_results(
-                    serialized_data, cached_result, entity.order or entity.index, filter, team
+                    serialized_data,
+                    cached_result,
+                    entity.order or entity.index,
+                    filter,
+                    team,
                 )
                 result[entity.index] = merged_results
 
diff --git a/posthog/queries/trends/trends_actors.py b/posthog/queries/trends/trends_actors.py
index ed484968af7dd..228eac4f799e3 100644
--- a/posthog/queries/trends/trends_actors.py
+++ b/posthog/queries/trends/trends_actors.py
@@ -43,7 +43,8 @@ def actor_query(self, limit_actors: Optional[bool] = True) -> Tuple[str, Dict]:
             self._filter = self._filter.shallow_clone(
                 {
                     "properties": self._filter.property_groups.combine_properties(
-                        PropertyOperatorType.AND, [Property(key="id", value=cohort.pk, type="cohort")]
+                        PropertyOperatorType.AND,
+                        [Property(key="id", value=cohort.pk, type="cohort")],
                     ).to_dict()
                 }
             )
@@ -115,7 +116,10 @@ def actor_query(self, limit_actors: Optional[bool] = True) -> Tuple[str, Dict]:
             else ""
         )
 
-        actor_value_expression, actor_value_params = self._aggregation_actor_value_expression_with_params
+        (
+            actor_value_expression,
+            actor_value_params,
+        ) = self._aggregation_actor_value_expression_with_params
 
         return (
             GET_ACTORS_FROM_EVENT_QUERY.format(
@@ -126,7 +130,12 @@ def actor_query(self, limit_actors: Optional[bool] = True) -> Tuple[str, Dict]:
                 limit="LIMIT %(limit)s" if limit_actors else "",
                 offset="OFFSET %(offset)s" if limit_actors else "",
             ),
-            {**params, **actor_value_params, "offset": self._filter.offset, "limit": self._filter.limit or 100},
+            {
+                **params,
+                **actor_value_params,
+                "offset": self._filter.offset,
+                "limit": self._filter.limit or 100,
+            },
         )
 
     @cached_property
diff --git a/posthog/queries/trends/trends_event_query.py b/posthog/queries/trends/trends_event_query.py
index c5504ce388486..6ef5cf009dafc 100644
--- a/posthog/queries/trends/trends_event_query.py
+++ b/posthog/queries/trends/trends_event_query.py
@@ -24,7 +24,13 @@ def get_query(self) -> Tuple[str, Dict[str, Any]]:
             + " ".join(
                 [
                     ", "
-                    + get_property_string_expr("events", property, f"'{property}'", "properties", table_alias="e")[0]
+                    + get_property_string_expr(
+                        "events",
+                        property,
+                        f"'{property}'",
+                        "properties",
+                        table_alias="e",
+                    )[0]
                     + f" as {property}"
                     for property in self._extra_event_properties
                 ]
diff --git a/posthog/queries/trends/trends_event_query_base.py b/posthog/queries/trends/trends_event_query_base.py
index 93dd843349046..4eaaa46d75a52 100644
--- a/posthog/queries/trends/trends_event_query_base.py
+++ b/posthog/queries/trends/trends_event_query_base.py
@@ -1,6 +1,11 @@
 from typing import Any, Dict, Tuple
 
-from posthog.constants import MONTHLY_ACTIVE, UNIQUE_USERS, WEEKLY_ACTIVE, PropertyOperatorType
+from posthog.constants import (
+    MONTHLY_ACTIVE,
+    UNIQUE_USERS,
+    WEEKLY_ACTIVE,
+    PropertyOperatorType,
+)
 from posthog.models import Entity
 from posthog.models.entity.util import get_entity_filtering_params
 from posthog.models.filters.filter import Filter
@@ -8,7 +13,10 @@
 from posthog.queries.event_query import EventQuery
 from posthog.queries.person_query import PersonQuery
 from posthog.queries.query_date_range import QueryDateRange
-from posthog.queries.trends.util import COUNT_PER_ACTOR_MATH_FUNCTIONS, get_active_user_params
+from posthog.queries.trends.util import (
+    COUNT_PER_ACTOR_MATH_FUNCTIONS,
+    get_active_user_params,
+)
 from posthog.queries.util import get_person_properties_mode
 from posthog.utils import PersonOnEventsMode
 
@@ -117,9 +125,10 @@ def _get_date_filter(self) -> Tuple[str, Dict]:
         self.parsed_date_to = parsed_date_to
 
         if self._entity.math in [WEEKLY_ACTIVE, MONTHLY_ACTIVE]:
-            active_user_format_params, active_user_query_params = get_active_user_params(
-                self._filter, self._entity, self._team_id
-            )
+            (
+                active_user_format_params,
+                active_user_query_params,
+            ) = get_active_user_params(self._filter, self._entity, self._team_id)
             self.active_user_params = active_user_format_params
             date_params.update(active_user_query_params)
 
diff --git a/posthog/queries/trends/util.py b/posthog/queries/trends/util.py
index 46cd2a8041f32..382201a9e0203 100644
--- a/posthog/queries/trends/util.py
+++ b/posthog/queries/trends/util.py
@@ -7,7 +7,13 @@
 from dateutil.relativedelta import relativedelta
 from rest_framework.exceptions import ValidationError
 
-from posthog.constants import MONTHLY_ACTIVE, NON_TIME_SERIES_DISPLAY_TYPES, UNIQUE_GROUPS, UNIQUE_USERS, WEEKLY_ACTIVE
+from posthog.constants import (
+    MONTHLY_ACTIVE,
+    NON_TIME_SERIES_DISPLAY_TYPES,
+    UNIQUE_GROUPS,
+    UNIQUE_USERS,
+    WEEKLY_ACTIVE,
+)
 from posthog.hogql.hogql import translate_hogql
 from posthog.models.entity import Entity
 from posthog.models.event.sql import EVENT_JOIN_PERSON_SQL
@@ -42,7 +48,10 @@
     "p99_count_per_actor": "quantile(0.99)",
 }
 
-ALL_SUPPORTED_MATH_FUNCTIONS = [*list(PROPERTY_MATH_FUNCTIONS.keys()), *list(COUNT_PER_ACTOR_MATH_FUNCTIONS.keys())]
+ALL_SUPPORTED_MATH_FUNCTIONS = [
+    *list(PROPERTY_MATH_FUNCTIONS.keys()),
+    *list(COUNT_PER_ACTOR_MATH_FUNCTIONS.keys()),
+]
 
 
 def process_math(
@@ -72,7 +81,8 @@ def process_math(
     elif entity.math in PROPERTY_MATH_FUNCTIONS:
         if entity.math_property is None:
             raise ValidationError(
-                {"math_property": "This field is required when `math` is set to a function."}, code="required"
+                {"math_property": "This field is required when `math` is set to a function."},
+                code="required",
             )
         if entity.math_property == "$session_duration":
             aggregate_operation = f"{PROPERTY_MATH_FUNCTIONS[entity.math]}(session_duration)"
@@ -90,7 +100,10 @@ def process_math(
 
 
 def parse_response(
-    stats: Dict, filter: Filter, additional_values: Dict = {}, entity: Optional[Entity] = None
+    stats: Dict,
+    filter: Filter,
+    additional_values: Dict = {},
+    entity: Optional[Entity] = None,
 ) -> Dict[str, Any]:
     counts = stats[1]
     labels = [item.strftime("%-d-%b-%Y{}".format(" %H:%M" if filter.interval == "hour" else "")) for item in stats[0]]
diff --git a/posthog/queries/util.py b/posthog/queries/util.py
index ec218785b1dc9..8fdda3799dbd1 100644
--- a/posthog/queries/util.py
+++ b/posthog/queries/util.py
@@ -155,7 +155,9 @@ def convert_to_datetime_aware(date_obj):
 
 
 def correct_result_for_sampling(
-    value: Union[int, float], sampling_factor: Optional[float], entity_math: Optional[str] = None
+    value: Union[int, float],
+    sampling_factor: Optional[float],
+    entity_math: Optional[str] = None,
 ) -> Union[int, float]:
     from posthog.queries.trends.util import ALL_SUPPORTED_MATH_FUNCTIONS
 
diff --git a/posthog/rate_limit.py b/posthog/rate_limit.py
index 587eb742ee4f1..dbaa478d9f462 100644
--- a/posthog/rate_limit.py
+++ b/posthog/rate_limit.py
@@ -82,7 +82,6 @@ def safely_get_team_id_from_view(view):
             return None
 
     def allow_request(self, request, view):
-
         if not is_rate_limit_enabled(round(time.time() / 60)):
             return True
 
@@ -114,7 +113,12 @@ def allow_request(self, request, view):
 
                     statsd.incr(
                         "rate_limit_exceeded",
-                        tags={"team_id": team_id, "scope": scope, "rate": rate, "path": path},
+                        tags={
+                            "team_id": team_id,
+                            "scope": scope,
+                            "rate": rate,
+                            "path": path,
+                        },
                     )
                     RATE_LIMIT_EXCEEDED_COUNTER.labels(team_id=team_id, scope=scope, path=path).inc()
 
@@ -188,7 +192,6 @@ def safely_get_token_from_request(request: Request) -> Optional[str]:
             return None
 
     def allow_request(self, request, view):
-
         if not is_decide_rate_limit_enabled():
             return True
 
diff --git a/posthog/session_recordings/models/session_recording.py b/posthog/session_recordings/models/session_recording.py
index b3b09a03d0b74..5ef51b34c2f1b 100644
--- a/posthog/session_recordings/models/session_recording.py
+++ b/posthog/session_recordings/models/session_recording.py
@@ -12,7 +12,9 @@
     RecordingMatchingEvents,
     RecordingMetadata,
 )
-from posthog.session_recordings.models.session_recording_event import SessionRecordingViewed
+from posthog.session_recordings.models.session_recording_event import (
+    SessionRecordingViewed,
+)
 from posthog.session_recordings.queries.session_replay_events import SessionReplayEvents
 
 
diff --git a/posthog/session_recordings/models/session_recording_playlist.py b/posthog/session_recordings/models/session_recording_playlist.py
index a0f11b5718335..9c198dbd83e3c 100644
--- a/posthog/session_recordings/models/session_recording_playlist.py
+++ b/posthog/session_recordings/models/session_recording_playlist.py
@@ -5,7 +5,6 @@
 
 
 class SessionRecordingPlaylist(models.Model):
-
     short_id: models.CharField = models.CharField(max_length=12, blank=True, default=generate_short_id)
     name: models.CharField = models.CharField(max_length=400, null=True, blank=True)
     derived_name: models.CharField = models.CharField(max_length=400, null=True, blank=True)
@@ -18,7 +17,11 @@ class SessionRecordingPlaylist(models.Model):
     created_by: models.ForeignKey = models.ForeignKey("User", on_delete=models.SET_NULL, null=True, blank=True)
     last_modified_at: models.DateTimeField = models.DateTimeField(default=timezone.now)
     last_modified_by: models.ForeignKey = models.ForeignKey(
-        "User", on_delete=models.SET_NULL, null=True, blank=True, related_name="modified_playlists"
+        "User",
+        on_delete=models.SET_NULL,
+        null=True,
+        blank=True,
+        related_name="modified_playlists",
     )
 
     # DEPRECATED
diff --git a/posthog/session_recordings/models/session_recording_playlist_item.py b/posthog/session_recordings/models/session_recording_playlist_item.py
index f0caf9721aa7b..73d38815fdef8 100644
--- a/posthog/session_recordings/models/session_recording_playlist_item.py
+++ b/posthog/session_recordings/models/session_recording_playlist_item.py
@@ -14,7 +14,9 @@ class Meta:
         blank=True,
     )
     playlist: models.ForeignKey = models.ForeignKey(
-        "SessionRecordingPlaylist", related_name="playlist_items", on_delete=models.CASCADE
+        "SessionRecordingPlaylist",
+        related_name="playlist_items",
+        on_delete=models.CASCADE,
     )
     created_at: models.DateTimeField = models.DateTimeField(auto_now_add=True, blank=True)
 
diff --git a/posthog/session_recordings/models/system_status_queries.py b/posthog/session_recordings/models/system_status_queries.py
index f14396bf06270..9728c0695c1fa 100644
--- a/posthog/session_recordings/models/system_status_queries.py
+++ b/posthog/session_recordings/models/system_status_queries.py
@@ -19,5 +19,7 @@ def get_recording_status_month_to_date() -> RecordingsSystemStatus:
     """
     )[0]
     return RecordingsSystemStatus(
-        count=result[0], events=f"{result[1]:,} rrweb events in {result[2]:,} messages", size=result[3]
+        count=result[0],
+        events=f"{result[1]:,} rrweb events in {result[2]:,} messages",
+        size=result[3],
     )
diff --git a/posthog/session_recordings/queries/session_recording_list_from_replay_summary.py b/posthog/session_recordings/queries/session_recording_list_from_replay_summary.py
index b725c95cb658e..c39eee18bf79c 100644
--- a/posthog/session_recordings/queries/session_recording_list_from_replay_summary.py
+++ b/posthog/session_recordings/queries/session_recording_list_from_replay_summary.py
@@ -117,7 +117,10 @@ def _get_console_log_clause(
         console_logs_filter: List[Literal["error", "warn", "log"]]
     ) -> Tuple[str, Dict[str, Any]]:
         return (
-            (f"AND level in %(console_logs_levels)s", {"console_logs_levels": console_logs_filter})
+            (
+                f"AND level in %(console_logs_levels)s",
+                {"console_logs_levels": console_logs_filter},
+            )
             if console_logs_filter
             else ("", {})
         )
@@ -126,7 +129,10 @@ def get_query(self) -> Tuple[str, Dict]:
         if not self._filter.console_search_query:
             return "", {}
 
-        events_timestamp_clause, events_timestamp_params = self._get_events_timestamp_clause
+        (
+            events_timestamp_clause,
+            events_timestamp_params,
+        ) = self._get_events_timestamp_clause
         console_log_clause, console_log_params = self._get_console_log_clause(self._filter.console_logs_filter)
 
         return self._rawQuery.format(
@@ -319,9 +325,10 @@ def build_event_filters(self) -> SummaryEventFiltersSQL:
                 if entity.id and entity.id not in event_names_to_filter:
                     event_names_to_filter.append(entity.id)
 
-            this_entity_condition_sql, this_entity_filter_params = self.format_event_filter(
-                entity, prepend=f"event_matcher_{index}", team_id=self._team_id
-            )
+            (
+                this_entity_condition_sql,
+                this_entity_filter_params,
+            ) = self.format_event_filter(entity, prepend=f"event_matcher_{index}", team_id=self._team_id)
             joining = "OR" if index > 0 else ""
             condition_sql += f"{joining} {this_entity_condition_sql}"
             # wrap in smooths to constrain the scope of the OR
@@ -355,7 +362,10 @@ def _get_groups_query(self) -> Tuple[str, Dict]:
             from posthog.queries.groups_join_query import GroupsJoinQuery
 
         return GroupsJoinQuery(
-            self._filter, self._team_id, self._column_optimizer, person_on_events_mode=self._person_on_events_mode
+            self._filter,
+            self._team_id,
+            self._column_optimizer,
+            person_on_events_mode=self._person_on_events_mode,
         ).get_join_query()
 
     # We want to select events beyond the range of the recording to handle the case where
@@ -382,13 +392,17 @@ def get_query(self, select_event_ids: bool = False) -> Tuple[str, Dict[str, Any]
         }
 
         _, recording_start_time_params = _get_recording_start_time_clause(self._filter)
-        provided_session_ids_clause, provided_session_ids_params = _get_filter_by_provided_session_ids_clause(
-            recording_filters=self._filter, column_name="$session_id"
-        )
+        (
+            provided_session_ids_clause,
+            provided_session_ids_params,
+        ) = _get_filter_by_provided_session_ids_clause(recording_filters=self._filter, column_name="$session_id")
 
         event_filters = self.build_event_filters
         event_filters_params = event_filters.params
-        events_timestamp_clause, events_timestamp_params = self._get_events_timestamp_clause
+        (
+            events_timestamp_clause,
+            events_timestamp_params,
+        ) = self._get_events_timestamp_clause
 
         groups_query, groups_params = self._get_groups_query()
 
@@ -407,9 +421,11 @@ def get_query(self, select_event_ids: bool = False) -> Tuple[str, Dict[str, Any]
             person_id_joined_alias=f"{self.DISTINCT_ID_TABLE_ALIAS}.person_id",
         )
 
-        persons_join, persons_select_params, persons_sub_query = self._persons_join_or_subquery(
-            event_filters, prop_query
-        )
+        (
+            persons_join,
+            persons_select_params,
+            persons_sub_query,
+        ) = self._persons_join_or_subquery(event_filters, prop_query)
 
         return (
             self._raw_events_query.format(
@@ -590,9 +606,10 @@ def get_query(self) -> Tuple[str, Dict[str, Any]]:
         }
 
         _, recording_start_time_params = _get_recording_start_time_clause(self._filter)
-        provided_session_ids_clause, provided_session_ids_params = _get_filter_by_provided_session_ids_clause(
-            recording_filters=self._filter
-        )
+        (
+            provided_session_ids_clause,
+            provided_session_ids_params,
+        ) = _get_filter_by_provided_session_ids_clause(recording_filters=self._filter)
 
         (
             log_matching_session_ids_clause,
@@ -636,7 +653,8 @@ def get_query(self) -> Tuple[str, Dict[str, Any]]:
         )
 
     def duration_clause(
-        self, duration_filter_type: Literal["duration", "active_seconds", "inactive_seconds"]
+        self,
+        duration_filter_type: Literal["duration", "active_seconds", "inactive_seconds"],
     ) -> Tuple[str, Dict[str, Any]]:
         duration_clause = ""
         duration_params = {}
diff --git a/posthog/session_recordings/queries/session_recording_properties.py b/posthog/session_recordings/queries/session_recording_properties.py
index 22d54e9799b4d..e7c5544f14fe7 100644
--- a/posthog/session_recordings/queries/session_recording_properties.py
+++ b/posthog/session_recordings/queries/session_recording_properties.py
@@ -73,12 +73,19 @@ def format_session_recording_id_filters(self) -> Tuple[str, Dict]:
 
     def get_query(self) -> Tuple[str, Dict[str, Any]]:
         base_params = {"team_id": self._team_id}
-        events_timestamp_clause, events_timestamp_params = self._get_events_timestamp_clause()
-        session_ids_clause, session_ids_params = self.format_session_recording_id_filters()
+        (
+            events_timestamp_clause,
+            events_timestamp_params,
+        ) = self._get_events_timestamp_clause()
+        (
+            session_ids_clause,
+            session_ids_params,
+        ) = self.format_session_recording_id_filters()
 
         return (
             self._core_single_pageview_event_query.format(
-                events_timestamp_clause=events_timestamp_clause, session_ids_clause=session_ids_clause
+                events_timestamp_clause=events_timestamp_clause,
+                session_ids_clause=session_ids_clause,
             ),
             {**base_params, **events_timestamp_params, **session_ids_params},
         )
diff --git a/posthog/session_recordings/queries/session_replay_events.py b/posthog/session_recordings/queries/session_replay_events.py
index 02c2a26519c21..0d60559c7a047 100644
--- a/posthog/session_recordings/queries/session_replay_events.py
+++ b/posthog/session_recordings/queries/session_replay_events.py
@@ -25,12 +25,19 @@ def exists(self, session_id: str, team: Team) -> bool:
             AND session_id = %(session_id)s
             AND min_first_timestamp >= now() - INTERVAL %(recording_ttl_days)s DAY
             """,
-            {"team_id": team.pk, "session_id": session_id, "recording_ttl_days": ttl_days(team)},
+            {
+                "team_id": team.pk,
+                "session_id": session_id,
+                "recording_ttl_days": ttl_days(team),
+            },
         )
         return result[0][0] > 0
 
     def get_metadata(
-        self, session_id: str, team: Team, recording_start_time: Optional[datetime] = None
+        self,
+        session_id: str,
+        team: Team,
+        recording_start_time: Optional[datetime] = None,
     ) -> Optional[RecordingMetadata]:
         query = """
             SELECT
@@ -63,7 +70,11 @@ def get_metadata(
 
         replay_response: List[Tuple] = sync_execute(
             query,
-            {"team_id": team.pk, "session_id": session_id, "recording_start_time": recording_start_time},
+            {
+                "team_id": team.pk,
+                "session_id": session_id,
+                "recording_start_time": recording_start_time,
+            },
         )
 
         if len(replay_response) == 0:
diff --git a/posthog/session_recordings/queries/test/session_replay_sql.py b/posthog/session_recordings/queries/test/session_replay_sql.py
index fcc3eee03a44e..3b094a5a75c8c 100644
--- a/posthog/session_recordings/queries/test/session_replay_sql.py
+++ b/posthog/session_recordings/queries/test/session_replay_sql.py
@@ -7,7 +7,10 @@
 
 from posthog.clickhouse.log_entries import INSERT_LOG_ENTRY_SQL
 from posthog.kafka_client.client import ClickhouseProducer
-from posthog.kafka_client.topics import KAFKA_CLICKHOUSE_SESSION_REPLAY_EVENTS, KAFKA_LOG_ENTRIES
+from posthog.kafka_client.topics import (
+    KAFKA_CLICKHOUSE_SESSION_REPLAY_EVENTS,
+    KAFKA_LOG_ENTRIES,
+)
 from posthog.models.event.util import format_clickhouse_timestamp
 from posthog.utils import cast_timestamp_or_now
 
@@ -134,7 +137,11 @@ def produce_replay_summary(
     }
     p = ClickhouseProducer()
     # because this is in a test it will write directly using SQL not really with Kafka
-    p.produce(topic=KAFKA_CLICKHOUSE_SESSION_REPLAY_EVENTS, sql=INSERT_SINGLE_SESSION_REPLAY, data=data)
+    p.produce(
+        topic=KAFKA_CLICKHOUSE_SESSION_REPLAY_EVENTS,
+        sql=INSERT_SINGLE_SESSION_REPLAY,
+        data=data,
+    )
 
     for level, messages in log_messages.items():
         for message in messages:
diff --git a/posthog/session_recordings/queries/test/test_session_recording_list_from_session_replay.py b/posthog/session_recordings/queries/test/test_session_recording_list_from_session_replay.py
index 9424a9df2a51c..f70f86fdba3cf 100644
--- a/posthog/session_recordings/queries/test/test_session_recording_list_from_session_replay.py
+++ b/posthog/session_recordings/queries/test/test_session_recording_list_from_session_replay.py
@@ -14,13 +14,17 @@
 from posthog.models.action_step import ActionStep
 from posthog.models.filters.session_recordings_filter import SessionRecordingsFilter
 from posthog.models.group.util import create_group
-from posthog.session_recordings.sql.session_replay_event_sql import TRUNCATE_SESSION_REPLAY_EVENTS_TABLE_SQL
+from posthog.session_recordings.sql.session_replay_event_sql import (
+    TRUNCATE_SESSION_REPLAY_EVENTS_TABLE_SQL,
+)
 from posthog.models.team import Team
 from posthog.session_recordings.queries.session_recording_list_from_replay_summary import (
     SessionRecordingListFromReplaySummary,
 )
 from posthog.session_recordings.queries.session_replay_events import ttl_days
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
 from posthog.test.base import (
     APIBaseTest,
     ClickhouseTestMixin,
@@ -64,7 +68,11 @@ def create_event(
         if properties is None:
             properties = {"$os": "Windows 95", "$current_url": "aloha.com/2"}
         return _create_event(
-            team=team, event=event_name, timestamp=timestamp, distinct_id=distinct_id, properties=properties
+            team=team,
+            event=event_name,
+            timestamp=timestamp,
+            distinct_id=distinct_id,
+            properties=properties,
         )
 
     @property
@@ -123,7 +131,10 @@ def test_basic_query(self):
 
         filter = SessionRecordingsFilter(team=self.team, data={"no_filter": None})
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
-        (session_recordings, more_recordings_available) = session_recording_list_instance.run()
+        (
+            session_recordings,
+            more_recordings_available,
+        ) = session_recording_list_instance.run()
 
         assert session_recordings == [
             {
@@ -225,7 +236,10 @@ def test_basic_query_active_sessions(
             },
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
-        (session_recordings, more_recordings_available) = session_recording_list_instance.run()
+        (
+            session_recordings,
+            more_recordings_available,
+        ) = session_recording_list_instance.run()
 
         assert sorted(
             [(s["session_id"], s["duration"], s["active_seconds"]) for s in session_recordings],
@@ -243,7 +257,10 @@ def test_basic_query_active_sessions(
             },
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
-        (session_recordings, more_recordings_available) = session_recording_list_instance.run()
+        (
+            session_recordings,
+            more_recordings_available,
+        ) = session_recording_list_instance.run()
 
         assert [(s["session_id"], s["duration"], s["active_seconds"]) for s in session_recordings] == [
             (session_id_active_is_61, 59, 61.0)
@@ -257,7 +274,10 @@ def test_basic_query_active_sessions(
             },
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
-        (session_recordings, more_recordings_available) = session_recording_list_instance.run()
+        (
+            session_recordings,
+            more_recordings_available,
+        ) = session_recording_list_instance.run()
 
         assert [(s["session_id"], s["duration"], s["inactive_seconds"]) for s in session_recordings] == [
             (session_id_inactive_is_61, 61, 61.0)
@@ -315,7 +335,10 @@ def test_basic_query_with_paging(self):
 
         filter = SessionRecordingsFilter(team=self.team, data={"no_filter": None, "limit": 1, "offset": 0})
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
-        (session_recordings, more_recordings_available) = session_recording_list_instance.run()
+        (
+            session_recordings,
+            more_recordings_available,
+        ) = session_recording_list_instance.run()
 
         assert session_recordings == [
             {
@@ -341,7 +364,10 @@ def test_basic_query_with_paging(self):
 
         filter = SessionRecordingsFilter(team=self.team, data={"no_filter": None, "limit": 1, "offset": 1})
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
-        (session_recordings, more_recordings_available) = session_recording_list_instance.run()
+        (
+            session_recordings,
+            more_recordings_available,
+        ) = session_recording_list_instance.run()
 
         assert session_recordings == [
             {
@@ -367,7 +393,10 @@ def test_basic_query_with_paging(self):
 
         filter = SessionRecordingsFilter(team=self.team, data={"no_filter": None, "limit": 1, "offset": 2})
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
-        (session_recordings, more_recordings_available) = session_recording_list_instance.run()
+        (
+            session_recordings,
+            more_recordings_available,
+        ) = session_recording_list_instance.run()
 
         assert session_recordings == []
 
@@ -479,7 +508,10 @@ def test_first_url_selection(self):
 
         filter = SessionRecordingsFilter(team=self.team, data={"no_filter": None})
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
-        (session_recordings, more_recordings_available) = session_recording_list_instance.run()
+        (
+            session_recordings,
+            more_recordings_available,
+        ) = session_recording_list_instance.run()
 
         assert sorted(
             [{"session_id": r["session_id"], "first_url": r["first_url"]} for r in session_recordings],
@@ -561,7 +593,11 @@ def test_event_filter(self):
             first_timestamp=self.base_time,
             team_id=self.team.id,
         )
-        self.create_event(user, self.base_time, properties={"$session_id": session_id_one, "$window_id": str(uuid4())})
+        self.create_event(
+            user,
+            self.base_time,
+            properties={"$session_id": session_id_one, "$window_id": str(uuid4())},
+        )
         produce_replay_summary(
             distinct_id=user,
             session_id=session_id_one,
@@ -571,7 +607,16 @@ def test_event_filter(self):
 
         filter = SessionRecordingsFilter(
             team=self.team,
-            data={"events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}]},
+            data={
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    }
+                ]
+            },
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
         (session_recordings, _) = session_recording_list_instance.run()
@@ -580,7 +625,16 @@ def test_event_filter(self):
 
         filter = SessionRecordingsFilter(
             team=self.team,
-            data={"events": [{"id": "$autocapture", "type": "events", "order": 0, "name": "$autocapture"}]},
+            data={
+                "events": [
+                    {
+                        "id": "$autocapture",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$autocapture",
+                    }
+                ]
+            },
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
         (session_recordings, _) = session_recording_list_instance.run()
@@ -609,7 +663,16 @@ def test_event_filter_has_ttl_applied_too(self):
 
         filter = SessionRecordingsFilter(
             team=self.team,
-            data={"events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}]},
+            data={
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    }
+                ]
+            },
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
         (session_recordings, _) = session_recording_list_instance.run()
@@ -654,7 +717,12 @@ def test_event_filter_with_active_sessions(
         session_id_active_is_61 = f"test_basic_query_active_sessions-active-{str(uuid4())}"
 
         self.create_event(
-            user, self.base_time, properties={"$session_id": session_id_total_is_61, "$window_id": str(uuid4())}
+            user,
+            self.base_time,
+            properties={
+                "$session_id": session_id_total_is_61,
+                "$window_id": str(uuid4()),
+            },
         )
         produce_replay_summary(
             session_id=session_id_total_is_61,
@@ -671,7 +739,12 @@ def test_event_filter_with_active_sessions(
         )
 
         self.create_event(
-            user, self.base_time, properties={"$session_id": session_id_active_is_61, "$window_id": str(uuid4())}
+            user,
+            self.base_time,
+            properties={
+                "$session_id": session_id_active_is_61,
+                "$window_id": str(uuid4()),
+            },
         )
         produce_replay_summary(
             session_id=session_id_active_is_61,
@@ -691,12 +764,22 @@ def test_event_filter_with_active_sessions(
             team=self.team,
             data={
                 "duration_type_filter": "duration",
-                "events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}],
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    }
+                ],
                 "session_recording_duration": '{"type":"recording","key":"duration","value":60,"operator":"gt"}',
             },
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
-        (session_recordings, more_recordings_available) = session_recording_list_instance.run()
+        (
+            session_recordings,
+            more_recordings_available,
+        ) = session_recording_list_instance.run()
 
         assert [(s["session_id"], s["duration"], s["active_seconds"]) for s in session_recordings] == [
             (session_id_total_is_61, 61, 59.0)
@@ -706,12 +789,22 @@ def test_event_filter_with_active_sessions(
             team=self.team,
             data={
                 "duration_type_filter": "active_seconds",
-                "events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}],
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    }
+                ],
                 "session_recording_duration": '{"type":"recording","key":"duration","value":60,"operator":"gt"}',
             },
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
-        (session_recordings, more_recordings_available) = session_recording_list_instance.run()
+        (
+            session_recordings,
+            more_recordings_available,
+        ) = session_recording_list_instance.run()
 
         assert [(s["session_id"], s["duration"], s["active_seconds"]) for s in session_recordings] == [
             (session_id_active_is_61, 59, 61.0)
@@ -732,7 +825,11 @@ def test_event_filter_with_properties(self):
         self.create_event(
             user,
             self.base_time,
-            properties={"$browser": "Chrome", "$session_id": session_id_one, "$window_id": str(uuid4())},
+            properties={
+                "$browser": "Chrome",
+                "$session_id": session_id_one,
+                "$window_id": str(uuid4()),
+            },
         )
         produce_replay_summary(
             distinct_id=user,
@@ -749,7 +846,14 @@ def test_event_filter_with_properties(self):
                         "type": "events",
                         "order": 0,
                         "name": "$pageview",
-                        "properties": [{"key": "$browser", "value": ["Chrome"], "operator": "exact", "type": "event"}],
+                        "properties": [
+                            {
+                                "key": "$browser",
+                                "value": ["Chrome"],
+                                "operator": "exact",
+                                "type": "event",
+                            }
+                        ],
                     }
                 ]
             },
@@ -768,7 +872,14 @@ def test_event_filter_with_properties(self):
                         "type": "events",
                         "order": 0,
                         "name": "$pageview",
-                        "properties": [{"key": "$browser", "value": ["Firefox"], "operator": "exact", "type": "event"}],
+                        "properties": [
+                            {
+                                "key": "$browser",
+                                "value": ["Firefox"],
+                                "operator": "exact",
+                                "type": "event",
+                            }
+                        ],
                     }
                 ]
             },
@@ -783,12 +894,22 @@ def test_multiple_event_filters(self):
         user = "test_multiple_event_filters-user"
         Person.objects.create(team=self.team, distinct_ids=[user], properties={"email": "bla"})
         produce_replay_summary(
-            distinct_id=user, session_id=session_id, first_timestamp=self.base_time, team_id=self.team.id
+            distinct_id=user,
+            session_id=session_id,
+            first_timestamp=self.base_time,
+            team_id=self.team.id,
         )
 
-        self.create_event(user, self.base_time, properties={"$session_id": session_id, "$window_id": "1"})
         self.create_event(
-            user, self.base_time, properties={"$session_id": session_id, "$window_id": "1"}, event_name="new-event"
+            user,
+            self.base_time,
+            properties={"$session_id": session_id, "$window_id": "1"},
+        )
+        self.create_event(
+            user,
+            self.base_time,
+            properties={"$session_id": session_id, "$window_id": "1"},
+            event_name="new-event",
         )
         produce_replay_summary(
             distinct_id=user,
@@ -801,8 +922,18 @@ def test_multiple_event_filters(self):
             team=self.team,
             data={
                 "events": [
-                    {"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"},
-                    {"id": "new-event", "type": "events", "order": 0, "name": "new-event"},
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    },
+                    {
+                        "id": "new-event",
+                        "type": "events",
+                        "order": 0,
+                        "name": "new-event",
+                    },
                 ]
             },
         )
@@ -817,8 +948,18 @@ def test_multiple_event_filters(self):
             team=self.team,
             data={
                 "events": [
-                    {"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"},
-                    {"id": "new-event2", "type": "events", "order": 0, "name": "new-event2"},
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    },
+                    {
+                        "id": "new-event2",
+                        "type": "events",
+                        "order": 0,
+                        "name": "new-event2",
+                    },
                 ]
             },
         )
@@ -844,7 +985,10 @@ def test_action_filter(self):
         )
         action_without_properties = self.create_action(
             name="custom-event",
-            properties=[{"key": "$session_id", "value": session_id_one}, {"key": "$window_id", "value": window_id}],
+            properties=[
+                {"key": "$session_id", "value": session_id_one},
+                {"key": "$window_id", "value": window_id},
+            ],
         )
 
         produce_replay_summary(
@@ -857,7 +1001,11 @@ def test_action_filter(self):
             user,
             self.base_time,
             event_name="custom-event",
-            properties={"$browser": "Chrome", "$session_id": session_id_one, "$window_id": window_id},
+            properties={
+                "$browser": "Chrome",
+                "$session_id": session_id_one,
+                "$window_id": window_id,
+            },
         )
         produce_replay_summary(
             distinct_id=user,
@@ -869,7 +1017,14 @@ def test_action_filter(self):
         filter = SessionRecordingsFilter(
             team=self.team,
             data={
-                "actions": [{"id": action_with_properties.id, "type": "actions", "order": 1, "name": "custom-event"}]
+                "actions": [
+                    {
+                        "id": action_with_properties.id,
+                        "type": "actions",
+                        "order": 1,
+                        "name": "custom-event",
+                    }
+                ]
             },
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
@@ -879,7 +1034,14 @@ def test_action_filter(self):
         filter = SessionRecordingsFilter(
             team=self.team,
             data={
-                "actions": [{"id": action_without_properties.id, "type": "actions", "order": 1, "name": "custom-event"}]
+                "actions": [
+                    {
+                        "id": action_without_properties.id,
+                        "type": "actions",
+                        "order": 1,
+                        "name": "custom-event",
+                    }
+                ]
             },
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
@@ -898,7 +1060,14 @@ def test_action_filter(self):
                         "type": "actions",
                         "order": 1,
                         "name": "custom-event",
-                        "properties": [{"key": "$browser", "value": ["Firefox"], "operator": "exact", "type": "event"}],
+                        "properties": [
+                            {
+                                "key": "$browser",
+                                "value": ["Firefox"],
+                                "operator": "exact",
+                                "type": "event",
+                            }
+                        ],
                     }
                 ]
             },
@@ -917,7 +1086,14 @@ def test_action_filter(self):
                         "type": "actions",
                         "order": 1,
                         "name": "custom-event",
-                        "properties": [{"key": "$browser", "value": ["Chrome"], "operator": "exact", "type": "event"}],
+                        "properties": [
+                            {
+                                "key": "$browser",
+                                "value": ["Chrome"],
+                                "operator": "exact",
+                                "type": "event",
+                            }
+                        ],
                     }
                 ]
             },
@@ -941,7 +1117,11 @@ def test_all_sessions_recording_object_keys_with_entity_filter(self):
             last_timestamp=(self.base_time + relativedelta(seconds=60)),
             team_id=self.team.id,
         )
-        self.create_event(user, self.base_time, properties={"$session_id": session_id, "$window_id": window_id})
+        self.create_event(
+            user,
+            self.base_time,
+            properties={"$session_id": session_id, "$window_id": window_id},
+        )
         produce_replay_summary(
             distinct_id=user,
             session_id=session_id,
@@ -951,7 +1131,16 @@ def test_all_sessions_recording_object_keys_with_entity_filter(self):
         )
         filter = SessionRecordingsFilter(
             team=self.team,
-            data={"events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}]},
+            data={
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    }
+                ]
+            },
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
         (session_recordings, _) = session_recording_list_instance.run()
@@ -1056,7 +1245,8 @@ def test_date_from_filter(self):
         assert session_recordings == []
 
         filter = SessionRecordingsFilter(
-            team=self.team, data={"date_from": (self.base_time - relativedelta(days=2)).strftime("%Y-%m-%d")}
+            team=self.team,
+            data={"date_from": (self.base_time - relativedelta(days=2)).strftime("%Y-%m-%d")},
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
         (session_recordings, _) = session_recording_list_instance.run()
@@ -1086,7 +1276,8 @@ def test_date_from_filter_cannot_search_before_ttl(self):
             )
 
             filter = SessionRecordingsFilter(
-                team=self.team, data={"date_from": (self.base_time - relativedelta(days=20)).strftime("%Y-%m-%d")}
+                team=self.team,
+                data={"date_from": (self.base_time - relativedelta(days=20)).strftime("%Y-%m-%d")},
             )
             session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
             (session_recordings, _) = session_recording_list_instance.run()
@@ -1094,7 +1285,8 @@ def test_date_from_filter_cannot_search_before_ttl(self):
             assert session_recordings[0]["session_id"] == "storage is not past ttl"
 
             filter = SessionRecordingsFilter(
-                team=self.team, data={"date_from": (self.base_time - relativedelta(days=21)).strftime("%Y-%m-%d")}
+                team=self.team,
+                data={"date_from": (self.base_time - relativedelta(days=21)).strftime("%Y-%m-%d")},
             )
             session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
             (session_recordings, _) = session_recording_list_instance.run()
@@ -1102,7 +1294,8 @@ def test_date_from_filter_cannot_search_before_ttl(self):
             assert session_recordings[0]["session_id"] == "storage is not past ttl"
 
             filter = SessionRecordingsFilter(
-                team=self.team, data={"date_from": (self.base_time - relativedelta(days=22)).strftime("%Y-%m-%d")}
+                team=self.team,
+                data={"date_from": (self.base_time - relativedelta(days=22)).strftime("%Y-%m-%d")},
             )
             session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
             (session_recordings, _) = session_recording_list_instance.run()
@@ -1129,14 +1322,16 @@ def test_date_to_filter(self):
         )
 
         filter = SessionRecordingsFilter(
-            team=self.team, data={"date_to": (self.base_time - relativedelta(days=4)).strftime("%Y-%m-%d")}
+            team=self.team,
+            data={"date_to": (self.base_time - relativedelta(days=4)).strftime("%Y-%m-%d")},
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
         (session_recordings, _) = session_recording_list_instance.run()
         assert session_recordings == []
 
         filter = SessionRecordingsFilter(
-            team=self.team, data={"date_to": (self.base_time - relativedelta(days=3)).strftime("%Y-%m-%d")}
+            team=self.team,
+            data={"date_to": (self.base_time - relativedelta(days=3)).strftime("%Y-%m-%d")},
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
         (session_recordings, _) = session_recording_list_instance.run()
@@ -1176,9 +1371,15 @@ def test_person_id_filter(self):
         session_id_one = f"test_person_id_filter-{str(uuid4())}"
         session_id_two = f"test_person_id_filter-{str(uuid4())}"
         p = Person.objects.create(
-            team=self.team, distinct_ids=[three_user_ids[0], three_user_ids[1]], properties={"email": "bla"}
+            team=self.team,
+            distinct_ids=[three_user_ids[0], three_user_ids[1]],
+            properties={"email": "bla"},
+        )
+        produce_replay_summary(
+            distinct_id=three_user_ids[0],
+            session_id=session_id_one,
+            team_id=self.team.id,
         )
-        produce_replay_summary(distinct_id=three_user_ids[0], session_id=session_id_one, team_id=self.team.id)
         produce_replay_summary(
             distinct_id=three_user_ids[1],
             session_id=session_id_two,
@@ -1201,7 +1402,9 @@ def test_all_filters_at_once(self):
         target_session_id = f"test_all_filters_at_once-{str(uuid4())}"
 
         p = Person.objects.create(
-            team=self.team, distinct_ids=[three_user_ids[0], three_user_ids[1]], properties={"email": "bla"}
+            team=self.team,
+            distinct_ids=[three_user_ids[0], three_user_ids[1]],
+            properties={"email": "bla"},
         )
         custom_event_action = self.create_action(name="custom-event")
 
@@ -1219,7 +1422,9 @@ def test_all_filters_at_once(self):
             team_id=self.team.id,
         )
         self.create_event(
-            three_user_ids[0], self.base_time - relativedelta(days=3), properties={"$session_id": target_session_id}
+            three_user_ids[0],
+            self.base_time - relativedelta(days=3),
+            properties={"$session_id": target_session_id},
         )
         self.create_event(
             three_user_ids[0],
@@ -1250,8 +1455,22 @@ def test_all_filters_at_once(self):
                 "date_to": (self.base_time + relativedelta(days=3)).strftime("%Y-%m-%d"),
                 "date_from": (self.base_time - relativedelta(days=10)).strftime("%Y-%m-%d"),
                 "session_recording_duration": '{"type":"recording","key":"duration","value":60,"operator":"gt"}',
-                "events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}],
-                "actions": [{"id": custom_event_action.id, "type": "actions", "order": 1, "name": "custom-event"}],
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    }
+                ],
+                "actions": [
+                    {
+                        "id": custom_event_action.id,
+                        "type": "actions",
+                        "order": 1,
+                        "name": "custom-event",
+                    }
+                ],
             },
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
@@ -1264,7 +1483,10 @@ def test_teams_dont_leak_event_filter(self):
 
         session_id = f"test_teams_dont_leak_event_filter-{str(uuid4())}"
         produce_replay_summary(
-            distinct_id=user, session_id=session_id, first_timestamp=self.base_time, team_id=self.team.id
+            distinct_id=user,
+            session_id=session_id,
+            first_timestamp=self.base_time,
+            team_id=self.team.id,
         )
         self.create_event(1, self.base_time + relativedelta(seconds=15), team=another_team)
         produce_replay_summary(
@@ -1276,7 +1498,16 @@ def test_teams_dont_leak_event_filter(self):
 
         filter = SessionRecordingsFilter(
             team=self.team,
-            data={"events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}]},
+            data={
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    }
+                ]
+            },
         )
 
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
@@ -1295,7 +1526,10 @@ def test_event_filter_with_person_properties(self):
         Person.objects.create(team=self.team, distinct_ids=[user_two], properties={"email": "bla2"})
 
         produce_replay_summary(
-            distinct_id=user_one, session_id=session_id_one, first_timestamp=self.base_time, team_id=self.team.id
+            distinct_id=user_one,
+            session_id=session_id_one,
+            first_timestamp=self.base_time,
+            team_id=self.team.id,
         )
         produce_replay_summary(
             distinct_id=user_one,
@@ -1304,7 +1538,10 @@ def test_event_filter_with_person_properties(self):
             team_id=self.team.id,
         )
         produce_replay_summary(
-            distinct_id=user_two, session_id=session_id_two, first_timestamp=self.base_time, team_id=self.team.id
+            distinct_id=user_two,
+            session_id=session_id_two,
+            first_timestamp=self.base_time,
+            team_id=self.team.id,
         )
         produce_replay_summary(
             distinct_id=user_two,
@@ -1315,7 +1552,16 @@ def test_event_filter_with_person_properties(self):
 
         filter = SessionRecordingsFilter(
             team=self.team,
-            data={"properties": [{"key": "email", "value": ["bla"], "operator": "exact", "type": "person"}]},
+            data={
+                "properties": [
+                    {
+                        "key": "email",
+                        "value": ["bla"],
+                        "operator": "exact",
+                        "type": "person",
+                    }
+                ]
+            },
         )
 
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
@@ -1336,12 +1582,24 @@ def test_filter_with_cohort_properties(self):
 
                 Person.objects.create(team=self.team, distinct_ids=[user_one], properties={"email": "bla"})
                 Person.objects.create(
-                    team=self.team, distinct_ids=[user_two], properties={"email": "bla2", "$some_prop": "some_val"}
+                    team=self.team,
+                    distinct_ids=[user_two],
+                    properties={"email": "bla2", "$some_prop": "some_val"},
                 )
                 cohort = Cohort.objects.create(
                     team=self.team,
                     name="cohort1",
-                    groups=[{"properties": [{"key": "$some_prop", "value": "some_val", "type": "person"}]}],
+                    groups=[
+                        {
+                            "properties": [
+                                {
+                                    "key": "$some_prop",
+                                    "value": "some_val",
+                                    "type": "person",
+                                }
+                            ]
+                        }
+                    ],
                 )
                 cohort.calculate_people_ch(pending_version=0)
 
@@ -1373,7 +1631,16 @@ def test_filter_with_cohort_properties(self):
                 )
                 filter = SessionRecordingsFilter(
                     team=self.team,
-                    data={"properties": [{"key": "id", "value": cohort.pk, "operator": None, "type": "cohort"}]},
+                    data={
+                        "properties": [
+                            {
+                                "key": "id",
+                                "value": cohort.pk,
+                                "operator": None,
+                                "type": "cohort",
+                            }
+                        ]
+                    },
                 )
                 session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
                 (session_recordings, _) = session_recording_list_instance.run()
@@ -1393,12 +1660,24 @@ def test_filter_with_events_and_cohorts(self):
 
                 Person.objects.create(team=self.team, distinct_ids=[user_one], properties={"email": "bla"})
                 Person.objects.create(
-                    team=self.team, distinct_ids=[user_two], properties={"email": "bla2", "$some_prop": "some_val"}
+                    team=self.team,
+                    distinct_ids=[user_two],
+                    properties={"email": "bla2", "$some_prop": "some_val"},
                 )
                 cohort = Cohort.objects.create(
                     team=self.team,
                     name="cohort1",
-                    groups=[{"properties": [{"key": "$some_prop", "value": "some_val", "type": "person"}]}],
+                    groups=[
+                        {
+                            "properties": [
+                                {
+                                    "key": "$some_prop",
+                                    "value": "some_val",
+                                    "type": "person",
+                                }
+                            ]
+                        }
+                    ],
                 )
                 cohort.calculate_people_ch(pending_version=0)
 
@@ -1446,8 +1725,22 @@ def test_filter_with_events_and_cohorts(self):
                     data={
                         # has to be in the cohort and pageview has to be in the events
                         # test data has one user in the cohort but no pageviews
-                        "properties": [{"key": "id", "value": cohort.pk, "operator": None, "type": "cohort"}],
-                        "events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}],
+                        "properties": [
+                            {
+                                "key": "id",
+                                "value": cohort.pk,
+                                "operator": None,
+                                "type": "cohort",
+                            }
+                        ],
+                        "events": [
+                            {
+                                "id": "$pageview",
+                                "type": "events",
+                                "order": 0,
+                                "name": "$pageview",
+                            }
+                        ],
                     },
                 )
                 session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
@@ -1458,8 +1751,22 @@ def test_filter_with_events_and_cohorts(self):
                 filter = SessionRecordingsFilter(
                     team=self.team,
                     data={
-                        "properties": [{"key": "id", "value": cohort.pk, "operator": None, "type": "cohort"}],
-                        "events": [{"id": "custom_event", "type": "events", "order": 0, "name": "custom_event"}],
+                        "properties": [
+                            {
+                                "key": "id",
+                                "value": cohort.pk,
+                                "operator": None,
+                                "type": "cohort",
+                            }
+                        ],
+                        "events": [
+                            {
+                                "id": "custom_event",
+                                "type": "events",
+                                "order": 0,
+                                "name": "custom_event",
+                            }
+                        ],
                     },
                 )
                 session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
@@ -1476,14 +1783,23 @@ def test_event_filter_with_matching_on_session_id(self):
         session_id = f"test_event_filter_with_matching_on_session_id-1-{str(uuid4())}"
 
         self.create_event(
-            user_distinct_id, self.base_time, event_name="$pageview", properties={"$session_id": session_id}
+            user_distinct_id,
+            self.base_time,
+            event_name="$pageview",
+            properties={"$session_id": session_id},
         )
         self.create_event(
-            user_distinct_id, self.base_time, event_name="$autocapture", properties={"$session_id": str(uuid4())}
+            user_distinct_id,
+            self.base_time,
+            event_name="$autocapture",
+            properties={"$session_id": str(uuid4())},
         )
 
         produce_replay_summary(
-            distinct_id=user_distinct_id, session_id=session_id, first_timestamp=self.base_time, team_id=self.team.id
+            distinct_id=user_distinct_id,
+            session_id=session_id,
+            first_timestamp=self.base_time,
+            team_id=self.team.id,
         )
         produce_replay_summary(
             distinct_id=user_distinct_id,
@@ -1494,7 +1810,16 @@ def test_event_filter_with_matching_on_session_id(self):
 
         filter = SessionRecordingsFilter(
             team=self.team,
-            data={"events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}]},
+            data={
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    }
+                ]
+            },
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
         (session_recordings, _) = session_recording_list_instance.run()
@@ -1504,7 +1829,16 @@ def test_event_filter_with_matching_on_session_id(self):
 
         filter = SessionRecordingsFilter(
             team=self.team,
-            data={"events": [{"id": "$autocapture", "type": "events", "order": 0, "name": "$autocapture"}]},
+            data={
+                "events": [
+                    {
+                        "id": "$autocapture",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$autocapture",
+                    }
+                ]
+            },
         )
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
         (session_recordings, _) = session_recording_list_instance.run()
@@ -1521,11 +1855,18 @@ def test_event_filter_with_hogql_properties(self):
         self.create_event(
             user,
             self.base_time,
-            properties={"$browser": "Chrome", "$session_id": session_id, "$window_id": str(uuid4())},
+            properties={
+                "$browser": "Chrome",
+                "$session_id": session_id,
+                "$window_id": str(uuid4()),
+            },
         )
 
         produce_replay_summary(
-            distinct_id=user, session_id=session_id, first_timestamp=self.base_time, team_id=self.team.id
+            distinct_id=user,
+            session_id=session_id,
+            first_timestamp=self.base_time,
+            team_id=self.team.id,
         )
         produce_replay_summary(
             distinct_id=user,
@@ -1586,11 +1927,18 @@ def test_event_filter_with_hogql_person_properties(self):
         self.create_event(
             user,
             self.base_time,
-            properties={"$browser": "Chrome", "$session_id": session_id, "$window_id": str(uuid4())},
+            properties={
+                "$browser": "Chrome",
+                "$session_id": session_id,
+                "$window_id": str(uuid4()),
+            },
         )
 
         produce_replay_summary(
-            distinct_id=user, session_id=session_id, first_timestamp=self.base_time, team_id=self.team.id
+            distinct_id=user,
+            session_id=session_id,
+            first_timestamp=self.base_time,
+            team_id=self.team.id,
         )
         produce_replay_summary(
             distinct_id=user,
@@ -1609,7 +1957,10 @@ def test_event_filter_with_hogql_person_properties(self):
                         "order": 0,
                         "name": "$pageview",
                         "properties": [
-                            {"key": "person.properties.email == 'bla'", "type": "hogql"},
+                            {
+                                "key": "person.properties.email == 'bla'",
+                                "type": "hogql",
+                            },
                         ],
                     }
                 ]
@@ -1631,7 +1982,10 @@ def test_event_filter_with_hogql_person_properties(self):
                         "order": 0,
                         "name": "$pageview",
                         "properties": [
-                            {"key": "person.properties.email == 'something else'", "type": "hogql"},
+                            {
+                                "key": "person.properties.email == 'something else'",
+                                "type": "hogql",
+                            },
                         ],
                     }
                 ]
@@ -1656,21 +2010,33 @@ def test_any_event_filter_with_properties(self):
         self.create_event(
             "user",
             self.base_time,
-            properties={"$browser": "Chrome", "$session_id": page_view_session_id, "$window_id": "1"},
+            properties={
+                "$browser": "Chrome",
+                "$session_id": page_view_session_id,
+                "$window_id": "1",
+            },
             event_name="$pageview",
         )
 
         self.create_event(
             "user",
             self.base_time,
-            properties={"$browser": "Chrome", "$session_id": my_custom_event_session_id, "$window_id": "1"},
+            properties={
+                "$browser": "Chrome",
+                "$session_id": my_custom_event_session_id,
+                "$window_id": "1",
+            },
             event_name="my-custom-event",
         )
 
         self.create_event(
             "user",
             self.base_time,
-            properties={"$browser": "Safari", "$session_id": non_matching__event_session_id, "$window_id": "1"},
+            properties={
+                "$browser": "Safari",
+                "$session_id": non_matching__event_session_id,
+                "$window_id": "1",
+            },
             event_name="my-non-matching-event",
         )
 
@@ -1727,7 +2093,14 @@ def test_any_event_filter_with_properties(self):
                         "type": "events",
                         "order": 0,
                         "name": "All events",
-                        "properties": [{"key": "$browser", "value": ["Chrome"], "operator": "exact", "type": "event"}],
+                        "properties": [
+                            {
+                                "key": "$browser",
+                                "value": ["Chrome"],
+                                "operator": "exact",
+                                "type": "event",
+                            }
+                        ],
                     }
                 ]
             },
@@ -1749,7 +2122,14 @@ def test_any_event_filter_with_properties(self):
                         "type": "events",
                         "order": 0,
                         "name": "All events",
-                        "properties": [{"key": "$browser", "value": ["Firefox"], "operator": "exact", "type": "event"}],
+                        "properties": [
+                            {
+                                "key": "$browser",
+                                "value": ["Firefox"],
+                                "operator": "exact",
+                                "type": "event",
+                            }
+                        ],
                     }
                 ]
             },
@@ -1990,7 +2370,14 @@ def test_filter_for_recordings_by_console_text(self):
             first_timestamp=self.base_time,
             team_id=self.team.id,
             console_log_count=4,
-            log_messages={"log": ["log message 1", "log message 2", "log message 3", "log message 4"]},
+            log_messages={
+                "log": [
+                    "log message 1",
+                    "log message 2",
+                    "log message 3",
+                    "log message 4",
+                ]
+            },
         )
         produce_replay_summary(
             distinct_id="user",
@@ -1999,7 +2386,13 @@ def test_filter_for_recordings_by_console_text(self):
             team_id=self.team.id,
             console_warn_count=5,
             log_messages={
-                "warn": ["warn message 1", "warn message 2", "warn message 3", "warn message 4", "warn message 5"]
+                "warn": [
+                    "warn message 1",
+                    "warn message 2",
+                    "warn message 3",
+                    "warn message 4",
+                    "warn message 5",
+                ]
             },
         )
         produce_replay_summary(
@@ -2008,7 +2401,14 @@ def test_filter_for_recordings_by_console_text(self):
             first_timestamp=self.base_time,
             team_id=self.team.id,
             console_error_count=4,
-            log_messages={"error": ["error message 1", "error message 2", "error message 3", "error message 4"]},
+            log_messages={
+                "error": [
+                    "error message 1",
+                    "error message 2",
+                    "error message 3",
+                    "error message 4",
+                ]
+            },
         )
         produce_replay_summary(
             distinct_id="user",
@@ -2018,7 +2418,12 @@ def test_filter_for_recordings_by_console_text(self):
             console_error_count=4,
             console_log_count=3,
             log_messages={
-                "error": ["error message 1", "error message 2", "error message 3", "error message 4"],
+                "error": [
+                    "error message 1",
+                    "error message 2",
+                    "error message 3",
+                    "error message 4",
+                ],
                 "log": ["log message 1", "log message 2", "log message 3"],
             },
         )
@@ -2026,7 +2431,10 @@ def test_filter_for_recordings_by_console_text(self):
         filter = SessionRecordingsFilter(
             team=self.team,
             # there are 5 warn and 4 error logs, message 4 matches in both
-            data={"console_logs": ["warn", "error"], "console_search_query": "message 4"},
+            data={
+                "console_logs": ["warn", "error"],
+                "console_search_query": "message 4",
+            },
         )
 
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
@@ -2043,7 +2451,10 @@ def test_filter_for_recordings_by_console_text(self):
         filter = SessionRecordingsFilter(
             team=self.team,
             # there are 5 warn and 4 error logs, message 5 matches only matches in warn
-            data={"console_logs": ["warn", "error"], "console_search_query": "message 5"},
+            data={
+                "console_logs": ["warn", "error"],
+                "console_search_query": "message 5",
+            },
         )
 
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
@@ -2058,7 +2469,10 @@ def test_filter_for_recordings_by_console_text(self):
         filter = SessionRecordingsFilter(
             team=self.team,
             # match is case-insensitive
-            data={"console_logs": ["warn", "error"], "console_search_query": "MESSAGE 5"},
+            data={
+                "console_logs": ["warn", "error"],
+                "console_search_query": "MESSAGE 5",
+            },
         )
 
         session_recording_list_instance = SessionRecordingListFromReplaySummary(filter=filter, team=self.team)
@@ -2083,14 +2497,26 @@ def test_filter_for_recordings_by_console_text(self):
         assert sorted([sr["session_id"] for sr in session_recordings]) == sorted([])
 
     @also_test_with_materialized_columns(
-        event_properties=["is_internal_user"], person_properties=["email"], verify_no_jsonextract=False
+        event_properties=["is_internal_user"],
+        person_properties=["email"],
+        verify_no_jsonextract=False,
     )
     @freeze_time("2021-01-21T20:00:00.000Z")
     @snapshot_clickhouse_queries
     def test_event_filter_with_test_accounts_excluded(self):
         self.team.test_account_filters = [
-            {"key": "email", "value": "@posthog.com", "operator": "not_icontains", "type": "person"},
-            {"key": "is_internal_user", "value": ["false"], "operator": "exact", "type": "event"},
+            {
+                "key": "email",
+                "value": "@posthog.com",
+                "operator": "not_icontains",
+                "type": "person",
+            },
+            {
+                "key": "is_internal_user",
+                "value": ["false"],
+                "operator": "exact",
+                "type": "event",
+            },
             {"key": "properties.$browser == 'Chrome'", "type": "hogql"},
         ]
         self.team.save()
@@ -2106,7 +2532,11 @@ def test_event_filter_with_test_accounts_excluded(self):
         self.create_event(
             "user",
             self.base_time,
-            properties={"$session_id": "1", "$window_id": "1", "is_internal_user": "true"},
+            properties={
+                "$session_id": "1",
+                "$window_id": "1",
+                "is_internal_user": "true",
+            },
         )
         produce_replay_summary(
             distinct_id="user",
@@ -2118,7 +2548,14 @@ def test_event_filter_with_test_accounts_excluded(self):
         filter = SessionRecordingsFilter(
             team=self.team,
             data={
-                "events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}],
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    }
+                ],
                 "filter_test_accounts": True,
             },
         )
@@ -2129,7 +2566,14 @@ def test_event_filter_with_test_accounts_excluded(self):
         filter = SessionRecordingsFilter(
             team=self.team,
             data={
-                "events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}],
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    }
+                ],
                 "filter_test_accounts": False,
             },
         )
@@ -2138,7 +2582,9 @@ def test_event_filter_with_test_accounts_excluded(self):
         self.assertEqual(len(session_recordings), 1)
 
     @also_test_with_materialized_columns(
-        event_properties=["$browser"], person_properties=["email"], verify_no_jsonextract=False
+        event_properties=["$browser"],
+        person_properties=["email"],
+        verify_no_jsonextract=False,
     )
     @freeze_time("2021-01-21T20:00:00.000Z")
     @snapshot_clickhouse_queries
@@ -2149,7 +2595,11 @@ def test_event_filter_with_hogql_event_properties_test_accounts_excluded(self):
         self.team.save()
 
         Person.objects.create(team=self.team, distinct_ids=["user"], properties={"email": "bla"})
-        Person.objects.create(team=self.team, distinct_ids=["user2"], properties={"email": "not-the-other-one"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["user2"],
+            properties={"email": "not-the-other-one"},
+        )
 
         produce_replay_summary(
             distinct_id="user",
@@ -2186,7 +2636,14 @@ def test_event_filter_with_hogql_event_properties_test_accounts_excluded(self):
             team=self.team,
             data={
                 # pageview that matches the hogql test_accounts filter
-                "events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}],
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    }
+                ],
                 "filter_test_accounts": False,
             },
         )
@@ -2203,7 +2660,14 @@ def test_event_filter_with_hogql_event_properties_test_accounts_excluded(self):
             team=self.team,
             data={
                 # only 1 pageview that matches the hogql test_accounts filter
-                "events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}],
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    }
+                ],
                 "filter_test_accounts": True,
             },
         )
@@ -2239,12 +2703,21 @@ def test_top_level_event_property_test_account_filter(self):
         The filter wasn't triggering the "should join events check", and so we didn't apply the filter at all
         """
         self.team.test_account_filters = [
-            {"key": "is_internal_user", "value": ["false"], "operator": "exact", "type": "event"},
+            {
+                "key": "is_internal_user",
+                "value": ["false"],
+                "operator": "exact",
+                "type": "event",
+            },
         ]
         self.team.save()
 
         Person.objects.create(team=self.team, distinct_ids=["user"], properties={"email": "bla"})
-        Person.objects.create(team=self.team, distinct_ids=["user2"], properties={"email": "not-the-other-one"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["user2"],
+            properties={"email": "not-the-other-one"},
+        )
 
         produce_replay_summary(
             distinct_id="user",
@@ -2255,7 +2728,11 @@ def test_top_level_event_property_test_account_filter(self):
         self.create_event(
             "user",
             self.base_time,
-            properties={"$session_id": "1", "$window_id": "1", "is_internal_user": False},
+            properties={
+                "$session_id": "1",
+                "$window_id": "1",
+                "is_internal_user": False,
+            },
         )
         produce_replay_summary(
             distinct_id="user",
@@ -2273,7 +2750,11 @@ def test_top_level_event_property_test_account_filter(self):
         self.create_event(
             "user2",
             self.base_time,
-            properties={"$session_id": "2", "$window_id": "1", "is_internal_user": True},
+            properties={
+                "$session_id": "2",
+                "$window_id": "1",
+                "is_internal_user": True,
+            },
         )
 
         # there are 2 pageviews
@@ -2281,7 +2762,14 @@ def test_top_level_event_property_test_account_filter(self):
             team=self.team,
             data={
                 # pageview that matches the hogql test_accounts filter
-                "events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}],
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    }
+                ],
                 "filter_test_accounts": False,
             },
         )
@@ -2316,7 +2804,11 @@ def test_top_level_hogql_event_property_test_account_filter(self):
         self.team.save()
 
         Person.objects.create(team=self.team, distinct_ids=["user"], properties={"email": "bla"})
-        Person.objects.create(team=self.team, distinct_ids=["user2"], properties={"email": "not-the-other-one"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["user2"],
+            properties={"email": "not-the-other-one"},
+        )
 
         produce_replay_summary(
             distinct_id="user",
@@ -2327,7 +2819,11 @@ def test_top_level_hogql_event_property_test_account_filter(self):
         self.create_event(
             "user",
             self.base_time,
-            properties={"$session_id": "1", "$window_id": "1", "is_internal_user": False},
+            properties={
+                "$session_id": "1",
+                "$window_id": "1",
+                "is_internal_user": False,
+            },
         )
         produce_replay_summary(
             distinct_id="user",
@@ -2345,7 +2841,11 @@ def test_top_level_hogql_event_property_test_account_filter(self):
         self.create_event(
             "user2",
             self.base_time,
-            properties={"$session_id": "2", "$window_id": "1", "is_internal_user": True},
+            properties={
+                "$session_id": "2",
+                "$window_id": "1",
+                "is_internal_user": True,
+            },
         )
 
         # there are 2 pageviews
@@ -2353,7 +2853,14 @@ def test_top_level_hogql_event_property_test_account_filter(self):
             team=self.team,
             data={
                 # pageview that matches the hogql test_accounts filter
-                "events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}],
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    }
+                ],
                 "filter_test_accounts": False,
             },
         )
@@ -2388,7 +2895,11 @@ def test_top_level_hogql_person_property_test_account_filter(self):
         self.team.save()
 
         Person.objects.create(team=self.team, distinct_ids=["user"], properties={"email": "bla"})
-        Person.objects.create(team=self.team, distinct_ids=["user2"], properties={"email": "not-the-other-one"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["user2"],
+            properties={"email": "not-the-other-one"},
+        )
 
         produce_replay_summary(
             distinct_id="user",
@@ -2399,7 +2910,11 @@ def test_top_level_hogql_person_property_test_account_filter(self):
         self.create_event(
             "user",
             self.base_time,
-            properties={"$session_id": "1", "$window_id": "1", "is_internal_user": False},
+            properties={
+                "$session_id": "1",
+                "$window_id": "1",
+                "is_internal_user": False,
+            },
         )
         produce_replay_summary(
             distinct_id="user",
@@ -2417,7 +2932,11 @@ def test_top_level_hogql_person_property_test_account_filter(self):
         self.create_event(
             "user2",
             self.base_time,
-            properties={"$session_id": "2", "$window_id": "1", "is_internal_user": True},
+            properties={
+                "$session_id": "2",
+                "$window_id": "1",
+                "is_internal_user": True,
+            },
         )
 
         # there are 2 pageviews
@@ -2425,7 +2944,14 @@ def test_top_level_hogql_person_property_test_account_filter(self):
             team=self.team,
             data={
                 # pageview that matches the hogql test_accounts filter
-                "events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}],
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    }
+                ],
                 "filter_test_accounts": False,
             },
         )
@@ -2458,7 +2984,11 @@ def test_top_level_person_property_test_account_filter(self):
         self.team.save()
 
         Person.objects.create(team=self.team, distinct_ids=["user"], properties={"email": "bla"})
-        Person.objects.create(team=self.team, distinct_ids=["user2"], properties={"email": "not-the-other-one"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["user2"],
+            properties={"email": "not-the-other-one"},
+        )
 
         produce_replay_summary(
             distinct_id="user",
@@ -2469,7 +2999,11 @@ def test_top_level_person_property_test_account_filter(self):
         self.create_event(
             "user",
             self.base_time,
-            properties={"$session_id": "1", "$window_id": "1", "is_internal_user": False},
+            properties={
+                "$session_id": "1",
+                "$window_id": "1",
+                "is_internal_user": False,
+            },
         )
         produce_replay_summary(
             distinct_id="user",
@@ -2487,7 +3021,11 @@ def test_top_level_person_property_test_account_filter(self):
         self.create_event(
             "user2",
             self.base_time,
-            properties={"$session_id": "2", "$window_id": "1", "is_internal_user": True},
+            properties={
+                "$session_id": "2",
+                "$window_id": "1",
+                "is_internal_user": True,
+            },
         )
 
         # there are 2 pageviews
@@ -2495,7 +3033,14 @@ def test_top_level_person_property_test_account_filter(self):
             team=self.team,
             data={
                 # pageview that matches the hogql test_accounts filter
-                "events": [{"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"}],
+                "events": [
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    }
+                ],
                 "filter_test_accounts": False,
             },
         )
@@ -2531,8 +3076,18 @@ def test_event_filter_with_two_events_and_multiple_teams(self):
             team=self.team,
             data={
                 "events": [
-                    {"id": "$pageview", "type": "events", "order": 0, "name": "$pageview"},
-                    {"id": "$pageleave", "type": "events", "order": 0, "name": "$pageleave"},
+                    {
+                        "id": "$pageview",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageview",
+                    },
+                    {
+                        "id": "$pageleave",
+                        "type": "events",
+                        "order": 0,
+                        "name": "$pageleave",
+                    },
                 ],
             },
         )
@@ -2585,11 +3140,19 @@ def test_event_filter_with_group_filter(self):
 
         GroupTypeMapping.objects.create(team=self.team, group_type="project", group_type_index=0)
         create_group(
-            team_id=self.team.pk, group_type_index=0, group_key="project:1", properties={"name": "project one"}
+            team_id=self.team.pk,
+            group_type_index=0,
+            group_key="project:1",
+            properties={"name": "project one"},
         )
 
         GroupTypeMapping.objects.create(team=self.team, group_type="organization", group_type_index=1)
-        create_group(team_id=self.team.pk, group_type_index=1, group_key="org:1", properties={"name": "org one"})
+        create_group(
+            team_id=self.team.pk,
+            group_type_index=1,
+            group_key="org:1",
+            properties={"name": "org one"},
+        )
 
         self.create_event(
             "user",
diff --git a/posthog/session_recordings/queries/test/test_session_recording_properties.py b/posthog/session_recordings/queries/test/test_session_recording_properties.py
index 9844d77006721..aa152b0b2fa16 100644
--- a/posthog/session_recordings/queries/test/test_session_recording_properties.py
+++ b/posthog/session_recordings/queries/test/test_session_recording_properties.py
@@ -4,9 +4,18 @@
 
 from posthog.models import Person
 from posthog.models.filters.session_recordings_filter import SessionRecordingsFilter
-from posthog.session_recordings.queries.session_recording_properties import SessionRecordingProperties
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
-from posthog.test.base import BaseTest, ClickhouseTestMixin, _create_event, snapshot_clickhouse_queries
+from posthog.session_recordings.queries.session_recording_properties import (
+    SessionRecordingProperties,
+)
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
+from posthog.test.base import (
+    BaseTest,
+    ClickhouseTestMixin,
+    _create_event,
+    snapshot_clickhouse_queries,
+)
 
 
 class TestSessionRecordingProperties(BaseTest, ClickhouseTestMixin):
@@ -20,7 +29,13 @@ def create_event(
     ):
         if team is None:
             team = self.team
-        _create_event(team=team, event=event_name, timestamp=timestamp, distinct_id=distinct_id, properties=properties)
+        _create_event(
+            team=team,
+            event=event_name,
+            timestamp=timestamp,
+            distinct_id=distinct_id,
+            properties=properties,
+        )
 
     @property
     def base_time(self):
@@ -77,7 +92,10 @@ def test_properties_list(self):
         self.assertEqual(session_recordings_properties[0]["properties"]["$browser"], "Chrome")
         self.assertEqual(session_recordings_properties[0]["properties"]["$os"], "Mac OS X")
         self.assertEqual(session_recordings_properties[0]["properties"]["$device_type"], "Desktop")
-        self.assertEqual(session_recordings_properties[0]["properties"]["$current_url"], "https://blah.com/blah")
+        self.assertEqual(
+            session_recordings_properties[0]["properties"]["$current_url"],
+            "https://blah.com/blah",
+        )
         self.assertEqual(session_recordings_properties[0]["properties"]["$host"], "blah.com")
         self.assertEqual(session_recordings_properties[0]["properties"]["$pathname"], "/blah")
         self.assertEqual(session_recordings_properties[0]["properties"]["$geoip_country_code"], "KR")
diff --git a/posthog/session_recordings/queries/test/test_session_replay_events.py b/posthog/session_recordings/queries/test/test_session_replay_events.py
index bbdec4ea0cc3e..04393f8500c07 100644
--- a/posthog/session_recordings/queries/test/test_session_replay_events.py
+++ b/posthog/session_recordings/queries/test/test_session_replay_events.py
@@ -1,6 +1,8 @@
 from posthog.models import Team
 from posthog.session_recordings.queries.session_replay_events import SessionReplayEvents
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
 from posthog.test.base import ClickhouseTestMixin, APIBaseTest
 from dateutil.relativedelta import relativedelta
 from django.utils.timezone import now
@@ -63,6 +65,8 @@ def test_get_metadata_does_not_leak_between_teams(self) -> None:
 
     def test_get_metadata_filters_by_date(self) -> None:
         metadata = SessionReplayEvents().get_metadata(
-            session_id="1", team=self.team, recording_start_time=self.base_time + relativedelta(days=2)
+            session_id="1",
+            team=self.team,
+            recording_start_time=self.base_time + relativedelta(days=2),
         )
         assert metadata is None
diff --git a/posthog/session_recordings/queries/test/test_session_replay_summaries.py b/posthog/session_recordings/queries/test/test_session_replay_summaries.py
index 5a1e9b94db842..6d3376d467ae6 100644
--- a/posthog/session_recordings/queries/test/test_session_replay_summaries.py
+++ b/posthog/session_recordings/queries/test/test_session_replay_summaries.py
@@ -9,7 +9,9 @@
 from posthog.models import Team
 from posthog.models.event.util import format_clickhouse_timestamp
 from posthog.queries.app_metrics.serializers import AppMetricsRequestSerializer
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
 from posthog.test.base import BaseTest, ClickhouseTestMixin, snapshot_clickhouse_queries
 
 
diff --git a/posthog/session_recordings/realtime_snapshots.py b/posthog/session_recordings/realtime_snapshots.py
index 20e8a0846440c..e1191c4ddb37e 100644
--- a/posthog/session_recordings/realtime_snapshots.py
+++ b/posthog/session_recordings/realtime_snapshots.py
@@ -40,7 +40,10 @@ def get_realtime_snapshots(team_id: str, session_id: str, attempt_count=0) -> Op
 
         # We always publish as it could be that a rebalance has occured and the consumer doesn't know it should be
         # sending data to redis
-        redis.publish(SUBSCRIPTION_CHANNEL, json.dumps({"team_id": team_id, "session_id": session_id}))
+        redis.publish(
+            SUBSCRIPTION_CHANNEL,
+            json.dumps({"team_id": team_id, "session_id": session_id}),
+        )
 
         if not encoded_snapshots and attempt_count < ATTEMPT_MAX:
             logger.info(
@@ -50,7 +53,10 @@ def get_realtime_snapshots(team_id: str, session_id: str, attempt_count=0) -> Op
                 attempt_count=attempt_count,
             )
             # If we don't have it we could be in the process of getting it and syncing it
-            redis.publish(SUBSCRIPTION_CHANNEL, json.dumps({"team_id": team_id, "session_id": session_id}))
+            redis.publish(
+                SUBSCRIPTION_CHANNEL,
+                json.dumps({"team_id": team_id, "session_id": session_id}),
+            )
             PUBLISHED_REALTIME_SUBSCRIPTIONS_COUNTER.labels(
                 team_id=team_id, session_id=session_id, attempt_count=attempt_count
             ).inc()
@@ -73,7 +79,10 @@ def get_realtime_snapshots(team_id: str, session_id: str, attempt_count=0) -> Op
         # very broad capture to see if there are any unexpected errors
         capture_exception(
             e,
-            extras={"attempt_count": attempt_count, "operation": "get_realtime_snapshots"},
+            extras={
+                "attempt_count": attempt_count,
+                "operation": "get_realtime_snapshots",
+            },
             tags={"team_id": team_id, "session_id": session_id},
         )
         raise e
diff --git a/posthog/session_recordings/session_recording_api.py b/posthog/session_recordings/session_recording_api.py
index 827703006340c..6996d2c990460 100644
--- a/posthog/session_recordings/session_recording_api.py
+++ b/posthog/session_recordings/session_recording_api.py
@@ -29,17 +29,26 @@
     SharingTokenPermission,
     TeamMemberAccessPermission,
 )
-from posthog.session_recordings.models.session_recording_event import SessionRecordingViewed
+from posthog.session_recordings.models.session_recording_event import (
+    SessionRecordingViewed,
+)
 
 from posthog.session_recordings.queries.session_recording_list_from_replay_summary import (
     SessionRecordingListFromReplaySummary,
     SessionIdEventsQuery,
 )
-from posthog.session_recordings.queries.session_recording_properties import SessionRecordingProperties
-from posthog.rate_limit import ClickHouseBurstRateThrottle, ClickHouseSustainedRateThrottle
+from posthog.session_recordings.queries.session_recording_properties import (
+    SessionRecordingProperties,
+)
+from posthog.rate_limit import (
+    ClickHouseBurstRateThrottle,
+    ClickHouseSustainedRateThrottle,
+)
 from posthog.session_recordings.queries.session_replay_events import SessionReplayEvents
 from posthog.session_recordings.realtime_snapshots import get_realtime_snapshots
-from posthog.session_recordings.snapshots.convert_legacy_snapshots import convert_original_version_lts_recording
+from posthog.session_recordings.snapshots.convert_legacy_snapshots import (
+    convert_original_version_lts_recording,
+)
 from posthog.storage import object_storage
 from prometheus_client import Counter
 
@@ -130,7 +139,11 @@ class SessionRecordingSnapshotsSerializer(serializers.Serializer):
 
 
 class SessionRecordingViewSet(StructuredViewSetMixin, viewsets.GenericViewSet):
-    permission_classes = [IsAuthenticated, ProjectMembershipNecessaryPermissions, TeamMemberAccessPermission]
+    permission_classes = [
+        IsAuthenticated,
+        ProjectMembershipNecessaryPermissions,
+        TeamMemberAccessPermission,
+    ]
     throttle_classes = [ClickHouseBurstRateThrottle, ClickHouseSustainedRateThrottle]
     serializer_class = SessionRecordingSerializer
     # We don't use this
@@ -269,7 +282,9 @@ def snapshots(self, request: request.Request, **kwargs):
             event_properties["$session_id"] = request.headers["X-POSTHOG-SESSION-ID"]
 
         posthoganalytics.capture(
-            self._distinct_id_from_request(request), "v2 session recording snapshots viewed", event_properties
+            self._distinct_id_from_request(request),
+            "v2 session recording snapshots viewed",
+            event_properties,
         )
 
         if source:
@@ -338,7 +353,9 @@ def snapshots(self, request: request.Request, **kwargs):
             event_properties["source"] = "realtime"
             event_properties["snapshots_length"] = len(snapshots)
             posthoganalytics.capture(
-                self._distinct_id_from_request(request), "session recording snapshots v2 loaded", event_properties
+                self._distinct_id_from_request(request),
+                "session recording snapshots v2 loaded",
+                event_properties,
             )
 
             response_data["snapshots"] = snapshots
@@ -366,7 +383,9 @@ def snapshots(self, request: request.Request, **kwargs):
             event_properties["source"] = "blob"
             event_properties["blob_key"] = blob_key
             posthoganalytics.capture(
-                self._distinct_id_from_request(request), "session recording snapshots v2 loaded", event_properties
+                self._distinct_id_from_request(request),
+                "session recording snapshots v2 loaded",
+                event_properties,
             )
 
             with requests.get(url=url, stream=True) as r:
@@ -451,9 +470,10 @@ def list_recordings(filter: SessionRecordingsFilter, request: request.Request, c
 
     if (all_session_ids and filter.session_ids) or not all_session_ids:
         # Only go to clickhouse if we still have remaining specified IDs, or we are not specifying IDs
-        (ch_session_recordings, more_recordings_available) = SessionRecordingListFromReplaySummary(
-            filter=filter, team=team
-        ).run()
+        (
+            ch_session_recordings,
+            more_recordings_available,
+        ) = SessionRecordingListFromReplaySummary(filter=filter, team=team).run()
 
         recordings_from_clickhouse = SessionRecording.get_or_build_from_clickhouse(team, ch_session_recordings)
         recordings = recordings + recordings_from_clickhouse
@@ -462,7 +482,10 @@ def list_recordings(filter: SessionRecordingsFilter, request: request.Request, c
 
     # If we have specified session_ids we need to sort them by the order they were specified
     if all_session_ids:
-        recordings = sorted(recordings, key=lambda x: cast(List[str], all_session_ids).index(x.session_id))
+        recordings = sorted(
+            recordings,
+            key=lambda x: cast(List[str], all_session_ids).index(x.session_id),
+        )
 
     if not request.user.is_authenticated:  # for mypy
         raise exceptions.NotAuthenticated()
diff --git a/posthog/session_recordings/snapshots/convert_legacy_snapshots.py b/posthog/session_recordings/snapshots/convert_legacy_snapshots.py
index a60e1b74717e0..963016d0e869a 100644
--- a/posthog/session_recordings/snapshots/convert_legacy_snapshots.py
+++ b/posthog/session_recordings/snapshots/convert_legacy_snapshots.py
@@ -18,12 +18,17 @@
 
 def _save_converted_content_back_to_storage(converted_content: str, recording: SessionRecording) -> str:
     try:
-        from ee.session_recordings.session_recording_extensions import save_recording_with_new_content
+        from ee.session_recordings.session_recording_extensions import (
+            save_recording_with_new_content,
+        )
 
         return save_recording_with_new_content(recording, converted_content)
     except ImportError:
         # not running in EE context... shouldn't get here
-        logger.error("attempted_to_save_converted_content_back_to_storage_in_non_ee_context", recording_id=recording.id)
+        logger.error(
+            "attempted_to_save_converted_content_back_to_storage_in_non_ee_context",
+            recording_id=recording.id,
+        )
         return ""
 
 
diff --git a/posthog/session_recordings/sql/session_recording_event_sql.py b/posthog/session_recordings/sql/session_recording_event_sql.py
index 908b4b4034ddd..fc52f27fbdae8 100644
--- a/posthog/session_recordings/sql/session_recording_event_sql.py
+++ b/posthog/session_recordings/sql/session_recording_event_sql.py
@@ -2,7 +2,11 @@
 
 from posthog.clickhouse.indexes import index_by_kafka_timestamp
 from posthog.clickhouse.kafka_engine import KAFKA_COLUMNS, kafka_engine, ttl_period
-from posthog.clickhouse.table_engines import Distributed, ReplacingMergeTree, ReplicationScheme
+from posthog.clickhouse.table_engines import (
+    Distributed,
+    ReplacingMergeTree,
+    ReplicationScheme,
+)
 from posthog.kafka_client.topics import KAFKA_CLICKHOUSE_SESSION_RECORDING_EVENTS
 
 SESSION_RECORDING_EVENTS_DATA_TABLE = lambda: "sharded_session_recording_events"
@@ -72,7 +76,9 @@
 
 
 SESSION_RECORDING_EVENTS_DATA_TABLE_ENGINE = lambda: ReplacingMergeTree(
-    "session_recording_events", ver="_timestamp", replication_scheme=ReplicationScheme.SHARDED
+    "session_recording_events",
+    ver="_timestamp",
+    replication_scheme=ReplicationScheme.SHARDED,
 )
 SESSION_RECORDING_EVENTS_TABLE_SQL = lambda: (
     SESSION_RECORDING_EVENTS_TABLE_BASE_SQL
@@ -129,7 +135,10 @@
 WRITABLE_SESSION_RECORDING_EVENTS_TABLE_SQL = lambda: SESSION_RECORDING_EVENTS_TABLE_BASE_SQL.format(
     table_name="writable_session_recording_events",
     cluster=settings.CLICKHOUSE_CLUSTER,
-    engine=Distributed(data_table=SESSION_RECORDING_EVENTS_DATA_TABLE(), sharding_key="sipHash64(distinct_id)"),
+    engine=Distributed(
+        data_table=SESSION_RECORDING_EVENTS_DATA_TABLE(),
+        sharding_key="sipHash64(distinct_id)",
+    ),
     extra_fields=KAFKA_COLUMNS,
     materialized_columns="",
 )
@@ -138,7 +147,10 @@
 DISTRIBUTED_SESSION_RECORDING_EVENTS_TABLE_SQL = lambda: SESSION_RECORDING_EVENTS_TABLE_BASE_SQL.format(
     table_name="session_recording_events",
     cluster=settings.CLICKHOUSE_CLUSTER,
-    engine=Distributed(data_table=SESSION_RECORDING_EVENTS_DATA_TABLE(), sharding_key="sipHash64(distinct_id)"),
+    engine=Distributed(
+        data_table=SESSION_RECORDING_EVENTS_DATA_TABLE(),
+        sharding_key="sipHash64(distinct_id)",
+    ),
     extra_fields=KAFKA_COLUMNS,
     materialized_columns=SESSION_RECORDING_EVENTS_PROXY_MATERIALIZED_COLUMNS,
 )
diff --git a/posthog/session_recordings/sql/session_replay_event_migrations_sql.py b/posthog/session_recordings/sql/session_replay_event_migrations_sql.py
index ac897fccc1d08..dcf8e5abd809d 100644
--- a/posthog/session_recordings/sql/session_replay_event_migrations_sql.py
+++ b/posthog/session_recordings/sql/session_replay_event_migrations_sql.py
@@ -1,6 +1,8 @@
 from django.conf import settings
 
-from posthog.session_recordings.sql.session_replay_event_sql import SESSION_REPLAY_EVENTS_DATA_TABLE
+from posthog.session_recordings.sql.session_replay_event_sql import (
+    SESSION_REPLAY_EVENTS_DATA_TABLE,
+)
 
 DROP_SESSION_REPLAY_EVENTS_TABLE_MV_SQL = (
     lambda: "DROP TABLE IF EXISTS session_replay_events_mv ON CLUSTER {cluster}".format(
diff --git a/posthog/session_recordings/sql/session_replay_event_sql.py b/posthog/session_recordings/sql/session_replay_event_sql.py
index dfe839843979f..e7c2576e93f66 100644
--- a/posthog/session_recordings/sql/session_replay_event_sql.py
+++ b/posthog/session_recordings/sql/session_replay_event_sql.py
@@ -1,7 +1,11 @@
 from django.conf import settings
 
 from posthog.clickhouse.kafka_engine import kafka_engine
-from posthog.clickhouse.table_engines import Distributed, ReplicationScheme, AggregatingMergeTree
+from posthog.clickhouse.table_engines import (
+    Distributed,
+    ReplicationScheme,
+    AggregatingMergeTree,
+)
 from posthog.kafka_client.topics import KAFKA_CLICKHOUSE_SESSION_REPLAY_EVENTS
 
 SESSION_REPLAY_EVENTS_DATA_TABLE = lambda: "sharded_session_replay_events"
@@ -147,7 +151,10 @@
 WRITABLE_SESSION_REPLAY_EVENTS_TABLE_SQL = lambda: SESSION_REPLAY_EVENTS_TABLE_BASE_SQL.format(
     table_name="writable_session_replay_events",
     cluster=settings.CLICKHOUSE_CLUSTER,
-    engine=Distributed(data_table=SESSION_REPLAY_EVENTS_DATA_TABLE(), sharding_key="sipHash64(distinct_id)"),
+    engine=Distributed(
+        data_table=SESSION_REPLAY_EVENTS_DATA_TABLE(),
+        sharding_key="sipHash64(distinct_id)",
+    ),
 )
 
 
@@ -155,7 +162,10 @@
 DISTRIBUTED_SESSION_REPLAY_EVENTS_TABLE_SQL = lambda: SESSION_REPLAY_EVENTS_TABLE_BASE_SQL.format(
     table_name="session_replay_events",
     cluster=settings.CLICKHOUSE_CLUSTER,
-    engine=Distributed(data_table=SESSION_REPLAY_EVENTS_DATA_TABLE(), sharding_key="sipHash64(distinct_id)"),
+    engine=Distributed(
+        data_table=SESSION_REPLAY_EVENTS_DATA_TABLE(),
+        sharding_key="sipHash64(distinct_id)",
+    ),
 )
 
 
diff --git a/posthog/session_recordings/test/test_lts_session_recordings.py b/posthog/session_recordings/test/test_lts_session_recordings.py
index b16d873b93d7b..e7de94464c18f 100644
--- a/posthog/session_recordings/test/test_lts_session_recordings.py
+++ b/posthog/session_recordings/test/test_lts_session_recordings.py
@@ -19,7 +19,10 @@ def setUp(self):
         # Create a new team each time to ensure no clashing between tests
         self.team = Team.objects.create(organization=self.organization, name="New Team")
 
-    @patch("posthog.session_recordings.queries.session_replay_events.SessionReplayEvents.exists", return_value=True)
+    @patch(
+        "posthog.session_recordings.queries.session_replay_events.SessionReplayEvents.exists",
+        return_value=True,
+    )
     @patch("posthog.session_recordings.session_recording_api.object_storage.list_objects")
     def test_2023_08_01_version_stored_snapshots_can_be_gathered(
         self, mock_list_objects: MagicMock, _mock_exists: MagicMock
@@ -72,7 +75,10 @@ def list_objects_func(path: str) -> List[str]:
             ],
         }
 
-    @patch("posthog.session_recordings.queries.session_replay_events.SessionReplayEvents.exists", return_value=True)
+    @patch(
+        "posthog.session_recordings.queries.session_replay_events.SessionReplayEvents.exists",
+        return_value=True,
+    )
     @patch("posthog.session_recordings.session_recording_api.object_storage.list_objects")
     def test_original_version_stored_snapshots_can_be_gathered(
         self, mock_list_objects: MagicMock, _mock_exists: MagicMock
@@ -112,7 +118,10 @@ def list_objects_func(path: str) -> List[str]:
             ],
         }
 
-    @patch("posthog.session_recordings.queries.session_replay_events.SessionReplayEvents.exists", return_value=True)
+    @patch(
+        "posthog.session_recordings.queries.session_replay_events.SessionReplayEvents.exists",
+        return_value=True,
+    )
     @patch("posthog.session_recordings.session_recording_api.requests.get")
     @patch("posthog.session_recordings.session_recording_api.object_storage.get_presigned_url")
     @patch("posthog.session_recordings.session_recording_api.object_storage.list_objects")
@@ -173,7 +182,10 @@ def list_objects_func(path: str) -> List[str]:
 
         assert response_data == "the file contents"
 
-    @patch("posthog.session_recordings.queries.session_replay_events.SessionReplayEvents.exists", return_value=True)
+    @patch(
+        "posthog.session_recordings.queries.session_replay_events.SessionReplayEvents.exists",
+        return_value=True,
+    )
     @patch("posthog.session_recordings.session_recording_api.requests.get")
     @patch("posthog.session_recordings.session_recording_api.object_storage.tag")
     @patch("posthog.session_recordings.session_recording_api.object_storage.write")
diff --git a/posthog/session_recordings/test/test_session_recording_helpers.py b/posthog/session_recordings/test/test_session_recording_helpers.py
index 6c64d84efaf78..d59cf816dbf83 100644
--- a/posthog/session_recordings/test/test_session_recording_helpers.py
+++ b/posthog/session_recordings/test/test_session_recording_helpers.py
@@ -244,14 +244,20 @@ def test_new_ingestion_large_full_snapshot_is_separated(raw_snapshot_events, moc
                 "distinct_id": "abc123",
                 "$session_id": "1234",
                 "$window_id": "1",
-                "$snapshot_items": [{"type": 3, "timestamp": 1546300800000}, {"type": 3, "timestamp": 1546300800000}],
+                "$snapshot_items": [
+                    {"type": 3, "timestamp": 1546300800000},
+                    {"type": 3, "timestamp": 1546300800000},
+                ],
             },
         },
     ]
 
 
 def test_new_ingestion_large_non_full_snapshots_are_separated(raw_snapshot_events, mocker: MockerFixture):
-    mocker.patch("posthog.models.utils.UUIDT", return_value="0178495e-8521-0000-8e1c-2652fa57099b")
+    mocker.patch(
+        "posthog.models.utils.UUIDT",
+        return_value="0178495e-8521-0000-8e1c-2652fa57099b",
+    )
     mocker.patch("time.time", return_value=0)
 
     almost_too_big_payloads = [
@@ -265,7 +271,11 @@ def test_new_ingestion_large_non_full_snapshots_are_separated(raw_snapshot_event
             "properties": {
                 "$session_id": "1234",
                 "$window_id": "1",
-                "$snapshot_data": {"type": 7, "timestamp": 234, "something": almost_too_big_payloads[0]},
+                "$snapshot_data": {
+                    "type": 7,
+                    "timestamp": 234,
+                    "something": almost_too_big_payloads[0],
+                },
                 "distinct_id": "abc123",
             },
         },
@@ -274,7 +284,11 @@ def test_new_ingestion_large_non_full_snapshots_are_separated(raw_snapshot_event
             "properties": {
                 "$session_id": "1234",
                 "$window_id": "1",
-                "$snapshot_data": {"type": 8, "timestamp": 123, "something": almost_too_big_payloads[1]},
+                "$snapshot_data": {
+                    "type": 8,
+                    "timestamp": 123,
+                    "something": almost_too_big_payloads[1],
+                },
                 "distinct_id": "abc123",
             },
         },
@@ -285,7 +299,13 @@ def test_new_ingestion_large_non_full_snapshots_are_separated(raw_snapshot_event
             "properties": {
                 "$session_id": "1234",
                 "$window_id": "1",
-                "$snapshot_items": [{"type": 7, "timestamp": 234, "something": almost_too_big_payloads[0]}],
+                "$snapshot_items": [
+                    {
+                        "type": 7,
+                        "timestamp": 234,
+                        "something": almost_too_big_payloads[0],
+                    }
+                ],
                 "distinct_id": "abc123",
             },
         },
@@ -294,7 +314,13 @@ def test_new_ingestion_large_non_full_snapshots_are_separated(raw_snapshot_event
             "properties": {
                 "$session_id": "1234",
                 "$window_id": "1",
-                "$snapshot_items": [{"type": 8, "timestamp": 123, "something": almost_too_big_payloads[1]}],
+                "$snapshot_items": [
+                    {
+                        "type": 8,
+                        "timestamp": 123,
+                        "something": almost_too_big_payloads[1],
+                    }
+                ],
                 "distinct_id": "abc123",
             },
         },
@@ -302,7 +328,10 @@ def test_new_ingestion_large_non_full_snapshots_are_separated(raw_snapshot_event
 
 
 def test_new_ingestion_groups_using_snapshot_bytes_if_possible(raw_snapshot_events, mocker: MockerFixture):
-    mocker.patch("posthog.models.utils.UUIDT", return_value="0178495e-8521-0000-8e1c-2652fa57099b")
+    mocker.patch(
+        "posthog.models.utils.UUIDT",
+        return_value="0178495e-8521-0000-8e1c-2652fa57099b",
+    )
     mocker.patch("time.time", return_value=0)
 
     almost_too_big_event = {
@@ -350,7 +379,11 @@ def test_new_ingestion_groups_using_snapshot_bytes_if_possible(raw_snapshot_even
         },
     ]
 
-    assert [event["properties"]["$snapshot_bytes"] for event in events] == [106, 1072, 159]
+    assert [event["properties"]["$snapshot_bytes"] for event in events] == [
+        106,
+        1072,
+        159,
+    ]
 
     space_with_headroom = math.ceil((106 + 1072 + 50) * 1.05)
     assert list(mock_capture_flow(events, max_size_bytes=space_with_headroom)[1]) == [
diff --git a/posthog/session_recordings/test/test_session_recordings.py b/posthog/session_recordings/test/test_session_recordings.py
index 61c05d993ee4a..3dca9b46b9fb2 100644
--- a/posthog/session_recordings/test/test_session_recordings.py
+++ b/posthog/session_recordings/test/test_session_recordings.py
@@ -12,13 +12,17 @@
 from freezegun import freeze_time
 from rest_framework import status
 
-from posthog.session_recordings.models.session_recording_event import SessionRecordingViewed
+from posthog.session_recordings.models.session_recording_event import (
+    SessionRecordingViewed,
+)
 from posthog.api.test.test_team import create_team
 from posthog.constants import SESSION_RECORDINGS_FILTER_IDS
 from posthog.models import Organization, Person, SessionRecording
 from posthog.models.filters.session_recordings_filter import SessionRecordingsFilter
 from posthog.models.team import Team
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
 from posthog.test.base import (
     APIBaseTest,
     ClickhouseTestMixin,
@@ -122,10 +126,14 @@ def create_snapshots(
 
     def test_get_session_recordings(self):
         user = Person.objects.create(
-            team=self.team, distinct_ids=["user"], properties={"$some_prop": "something", "email": "bob@bob.com"}
+            team=self.team,
+            distinct_ids=["user"],
+            properties={"$some_prop": "something", "email": "bob@bob.com"},
         )
         user2 = Person.objects.create(
-            team=self.team, distinct_ids=["user2"], properties={"$some_prop": "something", "email": "bob@bob.com"}
+            team=self.team,
+            distinct_ids=["user2"],
+            properties={"$some_prop": "something", "email": "bob@bob.com"},
         )
         base_time = (now() - relativedelta(days=1)).replace(microsecond=0)
         session_id_one = f"test_get_session_recordings-1-{uuid.uuid4()}"
@@ -160,7 +168,15 @@ def test_get_session_recordings(self):
                 False,
                 user2.pk,
             ),
-            (session_id_one, "user", base_time, base_time + relativedelta(seconds=30), 30, False, user.pk),
+            (
+                session_id_one,
+                "user",
+                base_time,
+                base_time + relativedelta(seconds=30),
+                30,
+                False,
+                user.pk,
+            ),
         ]
 
     @patch("posthog.session_recordings.session_recording_api.SessionRecordingListFromReplaySummary")
@@ -170,7 +186,7 @@ def test_console_log_filters_are_correctly_passed_to_listing(self, mock_summary_
         self.client.get(f'/api/projects/{self.team.id}/session_recordings?console_logs=["warn", "error"]')
 
         assert len(mock_summary_lister.call_args_list) == 1
-        filter_passed_to_mock: SessionRecordingsFilter = mock_summary_lister.call_args_list[0].kwargs["filter"]
+        filter_passed_to_mock: (SessionRecordingsFilter) = mock_summary_lister.call_args_list[0].kwargs["filter"]
         assert filter_passed_to_mock.console_logs_filter == ["warn", "error"]
 
     @snapshot_postgres_queries
@@ -194,7 +210,9 @@ def test_listing_recordings_is_not_nplus1_for_persons(self):
 
     def _person_with_snapshots(self, base_time: datetime, distinct_id: str = "user", session_id: str = "1") -> None:
         Person.objects.create(
-            team=self.team, distinct_ids=[distinct_id], properties={"$some_prop": "something", "email": "bob@bob.com"}
+            team=self.team,
+            distinct_ids=[distinct_id],
+            properties={"$some_prop": "something", "email": "bob@bob.com"},
         )
         self.create_snapshot(distinct_id, session_id, base_time)
         self.create_snapshot(distinct_id, session_id, base_time + relativedelta(seconds=10))
@@ -203,10 +221,14 @@ def _person_with_snapshots(self, base_time: datetime, distinct_id: str = "user",
     def test_session_recordings_dont_leak_teams(self) -> None:
         another_team = Team.objects.create(organization=self.organization)
         Person.objects.create(
-            team=another_team, distinct_ids=["user"], properties={"$some_prop": "something", "email": "bob@bob.com"}
+            team=another_team,
+            distinct_ids=["user"],
+            properties={"$some_prop": "something", "email": "bob@bob.com"},
         )
         Person.objects.create(
-            team=self.team, distinct_ids=["user"], properties={"$some_prop": "something", "email": "bob@bob.com"}
+            team=self.team,
+            distinct_ids=["user"],
+            properties={"$some_prop": "something", "email": "bob@bob.com"},
         )
 
         base_time = (now() - relativedelta(days=1)).replace(microsecond=0)
@@ -236,7 +258,9 @@ def test_session_recording_for_user_with_multiple_distinct_ids(self) -> None:
 
     def test_viewed_state_of_session_recording_version_1(self):
         Person.objects.create(
-            team=self.team, distinct_ids=["u1"], properties={"$some_prop": "something", "email": "bob@bob.com"}
+            team=self.team,
+            distinct_ids=["u1"],
+            properties={"$some_prop": "something", "email": "bob@bob.com"},
         )
         base_time = (now() - timedelta(days=1)).replace(microsecond=0)
         SessionRecordingViewed.objects.create(team=self.team, user=self.user, session_id="1")
@@ -252,7 +276,9 @@ def test_viewed_state_of_session_recording_version_1(self):
 
     def test_viewed_state_of_session_recording_version_3(self):
         Person.objects.create(
-            team=self.team, distinct_ids=["u1"], properties={"$some_prop": "something", "email": "bob@bob.com"}
+            team=self.team,
+            distinct_ids=["u1"],
+            properties={"$some_prop": "something", "email": "bob@bob.com"},
         )
         base_time = (now() - timedelta(days=1)).replace(microsecond=0)
         session_id_one = "1"
@@ -272,7 +298,9 @@ def test_viewed_state_of_session_recording_version_3(self):
 
     def test_setting_viewed_state_of_session_recording(self):
         Person.objects.create(
-            team=self.team, distinct_ids=["u1"], properties={"$some_prop": "something", "email": "bob@bob.com"}
+            team=self.team,
+            distinct_ids=["u1"],
+            properties={"$some_prop": "something", "email": "bob@bob.com"},
         )
         base_time = (now() - relativedelta(days=1)).replace(microsecond=0)
 
@@ -326,7 +354,9 @@ def test_setting_viewed_state_of_session_recording(self):
     def test_get_single_session_recording_metadata(self):
         with freeze_time("2023-01-01T12:00:00.000Z"):
             p = Person.objects.create(
-                team=self.team, distinct_ids=["d1"], properties={"$some_prop": "something", "email": "bob@bob.com"}
+                team=self.team,
+                distinct_ids=["d1"],
+                properties={"$some_prop": "something", "email": "bob@bob.com"},
             )
             session_recording_id = "session_1"
             base_time = (now() - relativedelta(days=1)).replace(microsecond=0)
@@ -370,7 +400,12 @@ def test_get_single_session_recording_metadata(self):
 
     def test_single_session_recording_doesnt_leak_teams(self):
         another_team = Team.objects.create(organization=self.organization)
-        self.create_snapshot("user", "id_no_team_leaking", now() - relativedelta(days=1), team_id=another_team.pk)
+        self.create_snapshot(
+            "user",
+            "id_no_team_leaking",
+            now() - relativedelta(days=1),
+            team_id=another_team.pk,
+        )
         response = self.client.get(f"/api/projects/{self.team.id}/session_recordings/id_no_team_leaking")
         self.assertEqual(response.status_code, status.HTTP_404_NOT_FOUND)
 
@@ -400,7 +435,12 @@ def test_session_recording_doesnt_exist(self):
     def test_request_to_another_teams_endpoint_returns_401(self):
         org = Organization.objects.create(name="Separate Org")
         another_team = Team.objects.create(organization=org)
-        self.create_snapshot("user", "id_no_team_leaking", now() - relativedelta(days=1), team_id=another_team.pk)
+        self.create_snapshot(
+            "user",
+            "id_no_team_leaking",
+            now() - relativedelta(days=1),
+            team_id=another_team.pk,
+        )
         response = self.client.get(f"/api/projects/{another_team.pk}/session_recordings/id_no_team_leaking")
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
 
@@ -413,11 +453,28 @@ def test_request_to_another_teams_endpoint_returns_401(self):
     def test_session_ids_filter(self, use_recording_events: bool, api_version: int):
         with freeze_time("2020-09-13T12:26:40.000Z"):
             Person.objects.create(
-                team=self.team, distinct_ids=["user"], properties={"$some_prop": "something", "email": "bob@bob.com"}
+                team=self.team,
+                distinct_ids=["user"],
+                properties={"$some_prop": "something", "email": "bob@bob.com"},
+            )
+            self.create_snapshot(
+                "user",
+                "1",
+                now() - relativedelta(days=1),
+                use_recording_table=use_recording_events,
+            )
+            self.create_snapshot(
+                "user",
+                "2",
+                now() - relativedelta(days=2),
+                use_recording_table=use_recording_events,
+            )
+            self.create_snapshot(
+                "user",
+                "3",
+                now() - relativedelta(days=3),
+                use_recording_table=use_recording_events,
             )
-            self.create_snapshot("user", "1", now() - relativedelta(days=1), use_recording_table=use_recording_events)
-            self.create_snapshot("user", "2", now() - relativedelta(days=2), use_recording_table=use_recording_events)
-            self.create_snapshot("user", "3", now() - relativedelta(days=3), use_recording_table=use_recording_events)
 
             # Fetch playlist
             params_string = urlencode({"session_ids": '["1", "2", "3"]', "version": api_version})
@@ -433,7 +490,9 @@ def test_session_ids_filter(self, use_recording_events: bool, api_version: int):
     def test_empty_list_session_ids_filter_returns_no_recordings(self):
         with freeze_time("2020-09-13T12:26:40.000Z"):
             Person.objects.create(
-                team=self.team, distinct_ids=["user"], properties={"$some_prop": "something", "email": "bob@bob.com"}
+                team=self.team,
+                distinct_ids=["user"],
+                properties={"$some_prop": "something", "email": "bob@bob.com"},
             )
             self.create_snapshot("user", "1", now() - relativedelta(days=1))
             self.create_snapshot("user", "2", now() - relativedelta(days=2))
@@ -455,7 +514,10 @@ def test_delete_session_recording(self):
         response = self.client.delete(f"/api/projects/{self.team.id}/session_recordings/1")
         self.assertEqual(response.status_code, status.HTTP_404_NOT_FOUND)
 
-    @patch("ee.session_recordings.session_recording_extensions.object_storage.copy_objects", return_value=2)
+    @patch(
+        "ee.session_recordings.session_recording_extensions.object_storage.copy_objects",
+        return_value=2,
+    )
     def test_persist_session_recording(self, _mock_copy_objects: MagicMock) -> None:
         self.create_snapshot("user", "1", now() - relativedelta(days=1), team_id=self.team.pk)
 
@@ -473,7 +535,10 @@ def test_persist_session_recording(self, _mock_copy_objects: MagicMock) -> None:
 
     # New snapshot loading method
     @freeze_time("2023-01-01T00:00:00Z")
-    @patch("posthog.session_recordings.queries.session_replay_events.SessionReplayEvents.exists", return_value=True)
+    @patch(
+        "posthog.session_recordings.queries.session_replay_events.SessionReplayEvents.exists",
+        return_value=True,
+    )
     @patch("posthog.session_recordings.session_recording_api.object_storage.list_objects")
     def test_get_snapshots_v2_default_response(self, mock_list_objects: MagicMock, _mock_exists: MagicMock) -> None:
         session_id = str(uuid.uuid4())
@@ -510,7 +575,10 @@ def test_get_snapshots_v2_default_response(self, mock_list_objects: MagicMock, _
         mock_list_objects.assert_called_with(f"session_recordings/team_id/{self.team.pk}/session_id/{session_id}/data")
 
     @freeze_time("2023-01-01T00:00:00Z")
-    @patch("posthog.session_recordings.queries.session_replay_events.SessionReplayEvents.exists", return_value=True)
+    @patch(
+        "posthog.session_recordings.queries.session_replay_events.SessionReplayEvents.exists",
+        return_value=True,
+    )
     @patch("posthog.session_recordings.session_recording_api.object_storage.list_objects")
     def test_get_snapshots_v2_from_lts(self, mock_list_objects: MagicMock, _mock_exists: MagicMock) -> None:
         session_id = str(uuid.uuid4())
@@ -568,7 +636,10 @@ def list_objects_func(path: str) -> List[str]:
         ]
 
     @freeze_time("2023-01-01T00:00:00Z")
-    @patch("posthog.session_recordings.queries.session_replay_events.SessionReplayEvents.exists", return_value=True)
+    @patch(
+        "posthog.session_recordings.queries.session_replay_events.SessionReplayEvents.exists",
+        return_value=True,
+    )
     @patch("posthog.session_recordings.session_recording_api.object_storage.list_objects")
     def test_get_snapshots_v2_default_response_no_realtime_if_old(self, mock_list_objects, _mock_exists) -> None:
         session_id = str(uuid.uuid4())
@@ -591,12 +662,19 @@ def test_get_snapshots_v2_default_response_no_realtime_if_old(self, mock_list_ob
             ]
         }
 
-    @patch("posthog.session_recordings.queries.session_replay_events.SessionReplayEvents.exists", return_value=True)
+    @patch(
+        "posthog.session_recordings.queries.session_replay_events.SessionReplayEvents.exists",
+        return_value=True,
+    )
     @patch("posthog.session_recordings.session_recording_api.SessionRecording.get_or_build")
     @patch("posthog.session_recordings.session_recording_api.object_storage.get_presigned_url")
     @patch("posthog.session_recordings.session_recording_api.requests")
     def test_can_get_session_recording_blob(
-        self, _mock_requests, mock_presigned_url, mock_get_session_recording, _mock_exists
+        self,
+        _mock_requests,
+        mock_presigned_url,
+        mock_get_session_recording,
+        _mock_exists,
     ) -> None:
         session_id = str(uuid.uuid4())
         """API will add session_recordings/team_id/{self.team.pk}/session_id/{session_id}"""
@@ -662,7 +740,8 @@ def test_get_via_sharing_token(self, mock_copy_objects: MagicMock) -> None:
             )
 
         token = self.client.patch(
-            f"/api/projects/{self.team.id}/session_recordings/{session_id}/sharing", {"enabled": True}
+            f"/api/projects/{self.team.id}/session_recordings/{session_id}/sharing",
+            {"enabled": True},
         ).json()["access_token"]
 
         self.client.logout()
@@ -764,7 +843,10 @@ def test_get_matching_events(self) -> None:
         session_id = f"test_get_matching_events-1-{uuid.uuid4()}"
         self.create_snapshot("user", session_id, base_time)
         event_id = _create_event(
-            event="$pageview", properties={"$session_id": session_id}, team=self.team, distinct_id=uuid.uuid4()
+            event="$pageview",
+            properties={"$session_id": session_id},
+            team=self.team,
+            distinct_id=uuid.uuid4(),
         )
 
         # a non-matching session
diff --git a/posthog/settings/__init__.py b/posthog/settings/__init__.py
index c164be0503f5d..099e1812e5311 100644
--- a/posthog/settings/__init__.py
+++ b/posthog/settings/__init__.py
@@ -46,7 +46,10 @@
 # https://posthog.com/docs/self-host/configure/environment-variables
 debug_queries = get_from_env("DEBUG_QUERIES", False, type_cast=str_to_bool)
 disable_paid_fs = get_from_env("DISABLE_PAID_FEATURE_SHOWCASING", False, type_cast=str_to_bool)
-INSTANCE_PREFERENCES = {"debug_queries": debug_queries, "disable_paid_fs": disable_paid_fs}
+INSTANCE_PREFERENCES = {
+    "debug_queries": debug_queries,
+    "disable_paid_fs": disable_paid_fs,
+}
 
 SITE_URL: str = os.getenv("SITE_URL", "http://localhost:8000").rstrip("/")
 INSTANCE_TAG: str = os.getenv("INSTANCE_TAG", "none")
@@ -60,7 +63,10 @@
     "DISABLE_MMDB", TEST, type_cast=str_to_bool
 )  # plugin server setting disabling GeoIP feature
 PLUGINS_PREINSTALLED_URLS: List[str] = (
-    os.getenv("PLUGINS_PREINSTALLED_URLS", "https://www.npmjs.com/package/@posthog/geoip-plugin").split(",")
+    os.getenv(
+        "PLUGINS_PREINSTALLED_URLS",
+        "https://www.npmjs.com/package/@posthog/geoip-plugin",
+    ).split(",")
     if not DISABLE_MMDB
     else []
 )
diff --git a/posthog/settings/data_stores.py b/posthog/settings/data_stores.py
index 49fa73f3bd030..9f6f9ca74cab8 100644
--- a/posthog/settings/data_stores.py
+++ b/posthog/settings/data_stores.py
@@ -62,7 +62,10 @@ def postgres_config(host: str) -> dict:
     PG_PASSWORD = os.getenv("PGPASSWORD", "posthog")
     PG_PORT = os.getenv("PGPORT", "5432")
     PG_DATABASE = os.getenv("PGDATABASE", "posthog")
-    DATABASE_URL = os.getenv("DATABASE_URL", f"postgres://{PG_USER}:{PG_PASSWORD}@{PG_HOST}:{PG_PORT}/{PG_DATABASE}")
+    DATABASE_URL = os.getenv(
+        "DATABASE_URL",
+        f"postgres://{PG_USER}:{PG_PASSWORD}@{PG_HOST}:{PG_PORT}/{PG_DATABASE}",
+    )
 else:
     DATABASE_URL = os.getenv("DATABASE_URL", "")
 
diff --git a/posthog/settings/dynamic_settings.py b/posthog/settings/dynamic_settings.py
index 94d774b0200f0..b7eb65967fc65 100644
--- a/posthog/settings/dynamic_settings.py
+++ b/posthog/settings/dynamic_settings.py
@@ -223,4 +223,9 @@
 
 # SECRET_SETTINGS can only be updated but will never be exposed through the API (we do store them plain text in the DB)
 # On the frontend UI will clearly show which configuration elements are secret and whether they have a set value or not.
-SECRET_SETTINGS = ["EMAIL_HOST_PASSWORD", "SLACK_APP_CLIENT_SECRET", "SLACK_APP_SIGNING_SECRET", "SENTRY_AUTH_TOKEN"]
+SECRET_SETTINGS = [
+    "EMAIL_HOST_PASSWORD",
+    "SLACK_APP_CLIENT_SECRET",
+    "SLACK_APP_SIGNING_SECRET",
+    "SENTRY_AUTH_TOKEN",
+]
diff --git a/posthog/settings/sentry.py b/posthog/settings/sentry.py
index 208f3bfd81e2c..f2c36695b62cb 100644
--- a/posthog/settings/sentry.py
+++ b/posthog/settings/sentry.py
@@ -136,7 +136,12 @@ def sentry_init() -> None:
             send_default_pii=send_pii,
             dsn=os.environ["SENTRY_DSN"],
             release=release,
-            integrations=[DjangoIntegration(), CeleryIntegration(), RedisIntegration(), sentry_logging],
+            integrations=[
+                DjangoIntegration(),
+                CeleryIntegration(),
+                RedisIntegration(),
+                sentry_logging,
+            ],
             request_bodies="always" if send_pii else "never",
             sample_rate=1.0,
             # Configures the sample rate for error events, in the range of 0.0 to 1.0 (default).
diff --git a/posthog/settings/service_requirements.py b/posthog/settings/service_requirements.py
index 2592d73a1be60..79cdc55d51c67 100644
--- a/posthog/settings/service_requirements.py
+++ b/posthog/settings/service_requirements.py
@@ -8,7 +8,9 @@
 
 
 SKIP_SERVICE_VERSION_REQUIREMENTS = get_from_env(
-    "SKIP_SERVICE_VERSION_REQUIREMENTS", TEST or IS_COLLECT_STATIC or DEBUG, type_cast=str_to_bool
+    "SKIP_SERVICE_VERSION_REQUIREMENTS",
+    TEST or IS_COLLECT_STATIC or DEBUG,
+    type_cast=str_to_bool,
 )
 
 if SKIP_SERVICE_VERSION_REQUIREMENTS and not (TEST or DEBUG):
diff --git a/posthog/settings/utils.py b/posthog/settings/utils.py
index 51ce8543645ba..6dd22dbf97cf8 100644
--- a/posthog/settings/utils.py
+++ b/posthog/settings/utils.py
@@ -8,7 +8,13 @@
 __all__ = ["get_from_env", "get_list", "str_to_bool"]
 
 
-def get_from_env(key: str, default: Any = None, *, optional: bool = False, type_cast: Optional[Callable] = None) -> Any:
+def get_from_env(
+    key: str,
+    default: Any = None,
+    *,
+    optional: bool = False,
+    type_cast: Optional[Callable] = None,
+) -> Any:
     value = os.getenv(key)
     if value is None or value == "":
         if optional:
diff --git a/posthog/settings/web.py b/posthog/settings/web.py
index c732c7a8e4314..b846a2486c5df 100644
--- a/posthog/settings/web.py
+++ b/posthog/settings/web.py
@@ -183,7 +183,12 @@
 
 SOCIAL_AUTH_STRATEGY = "social_django.strategy.DjangoStrategy"
 SOCIAL_AUTH_STORAGE = "social_django.models.DjangoStorage"
-SOCIAL_AUTH_FIELDS_STORED_IN_SESSION = ["invite_id", "user_name", "email_opt_in", "organization_name"]
+SOCIAL_AUTH_FIELDS_STORED_IN_SESSION = [
+    "invite_id",
+    "user_name",
+    "email_opt_in",
+    "organization_name",
+]
 SOCIAL_AUTH_GITHUB_SCOPE = ["user:email"]
 SOCIAL_AUTH_GITHUB_KEY = os.getenv("SOCIAL_AUTH_GITHUB_KEY")
 SOCIAL_AUTH_GITHUB_SECRET = os.getenv("SOCIAL_AUTH_GITHUB_SECRET")
@@ -222,7 +227,10 @@
 
 STATIC_ROOT = os.path.join(BASE_DIR, "staticfiles")
 STATIC_URL = "/static/"
-STATICFILES_DIRS = [os.path.join(BASE_DIR, "frontend/dist"), os.path.join(BASE_DIR, "posthog/year_in_posthog/images")]
+STATICFILES_DIRS = [
+    os.path.join(BASE_DIR, "frontend/dist"),
+    os.path.join(BASE_DIR, "posthog/year_in_posthog/images"),
+]
 STATICFILES_STORAGE = "whitenoise.storage.ManifestStaticFilesStorage"
 
 AUTH_USER_MODEL = "posthog.User"
diff --git a/posthog/storage/object_storage.py b/posthog/storage/object_storage.py
index 79ea0c90ceb19..a1ff639b1c293 100644
--- a/posthog/storage/object_storage.py
+++ b/posthog/storage/object_storage.py
@@ -111,7 +111,12 @@ def list_objects(self, bucket: str, prefix: str) -> Optional[List[str]]:
             else:
                 return None
         except Exception as e:
-            logger.error("object_storage.list_objects_failed", bucket=bucket, prefix=prefix, error=e)
+            logger.error(
+                "object_storage.list_objects_failed",
+                bucket=bucket,
+                prefix=prefix,
+                error=e,
+            )
             capture_exception(e)
             return None
 
@@ -128,7 +133,13 @@ def read_bytes(self, bucket: str, key: str) -> Optional[bytes]:
             s3_response = self.aws_client.get_object(Bucket=bucket, Key=key)
             return s3_response["Body"].read()
         except Exception as e:
-            logger.error("object_storage.read_failed", bucket=bucket, file_name=key, error=e, s3_response=s3_response)
+            logger.error(
+                "object_storage.read_failed",
+                bucket=bucket,
+                file_name=key,
+                error=e,
+                s3_response=s3_response,
+            )
             capture_exception(e)
             raise ObjectStorageError("read failed") from e
 
@@ -149,7 +160,13 @@ def write(self, bucket: str, key: str, content: Union[str, bytes], extras: Dict
         try:
             s3_response = self.aws_client.put_object(Bucket=bucket, Body=content, Key=key, **(extras or {}))
         except Exception as e:
-            logger.error("object_storage.write_failed", bucket=bucket, file_name=key, error=e, s3_response=s3_response)
+            logger.error(
+                "object_storage.write_failed",
+                bucket=bucket,
+                file_name=key,
+                error=e,
+                s3_response=s3_response,
+            )
             capture_exception(e)
             raise ObjectStorageError("write failed") from e
 
@@ -165,7 +182,10 @@ def copy_objects(self, bucket: str, source_prefix: str, target_prefix: str) -> i
             return len(source_objects)
         except Exception as e:
             logger.error(
-                "object_storage.copy_objects_failed", source_prefix=source_prefix, target_prefix=target_prefix, error=e
+                "object_storage.copy_objects_failed",
+                source_prefix=source_prefix,
+                target_prefix=target_prefix,
+                error=e,
             )
             capture_exception(e)
             return None
@@ -186,7 +206,11 @@ def object_storage_client() -> ObjectStorageClient:
                 endpoint_url=settings.OBJECT_STORAGE_ENDPOINT,
                 aws_access_key_id=settings.OBJECT_STORAGE_ACCESS_KEY_ID,
                 aws_secret_access_key=settings.OBJECT_STORAGE_SECRET_ACCESS_KEY,
-                config=Config(signature_version="s3v4", connect_timeout=1, retries={"max_attempts": 1}),
+                config=Config(
+                    signature_version="s3v4",
+                    connect_timeout=1,
+                    retries={"max_attempts": 1},
+                ),
                 region_name=settings.OBJECT_STORAGE_REGION,
             )
         )
@@ -196,7 +220,10 @@ def object_storage_client() -> ObjectStorageClient:
 
 def write(file_name: str, content: Union[str, bytes], extras: Dict | None = None) -> None:
     return object_storage_client().write(
-        bucket=settings.OBJECT_STORAGE_BUCKET, key=file_name, content=content, extras=extras
+        bucket=settings.OBJECT_STORAGE_BUCKET,
+        key=file_name,
+        content=content,
+        extras=extras,
     )
 
 
@@ -219,7 +246,9 @@ def list_objects(prefix: str) -> Optional[List[str]]:
 def copy_objects(source_prefix: str, target_prefix: str) -> int:
     return (
         object_storage_client().copy_objects(
-            bucket=settings.OBJECT_STORAGE_BUCKET, source_prefix=source_prefix, target_prefix=target_prefix
+            bucket=settings.OBJECT_STORAGE_BUCKET,
+            source_prefix=source_prefix,
+            target_prefix=target_prefix,
         )
         or 0
     )
diff --git a/posthog/storage/test/test_object_storage.py b/posthog/storage/test/test_object_storage.py
index 3544df570d4c2..f24114911ba9e 100644
--- a/posthog/storage/test/test_object_storage.py
+++ b/posthog/storage/test/test_object_storage.py
@@ -10,7 +10,14 @@
     OBJECT_STORAGE_ENDPOINT,
     OBJECT_STORAGE_SECRET_ACCESS_KEY,
 )
-from posthog.storage.object_storage import health_check, read, write, get_presigned_url, list_objects, copy_objects
+from posthog.storage.object_storage import (
+    health_check,
+    read,
+    write,
+    get_presigned_url,
+    list_objects,
+    copy_objects,
+)
 from posthog.test.base import APIBaseTest
 
 TEST_BUCKET = "test_storage_bucket"
@@ -113,7 +120,8 @@ def test_can_copy_objects_between_prefixes(self) -> None:
                 write(file_name, "my content".encode("utf-8"))
 
             copied_count = copy_objects(
-                source_prefix=f"{TEST_BUCKET}/{shared_prefix}", target_prefix=f"{TEST_BUCKET}/the_destination/folder"
+                source_prefix=f"{TEST_BUCKET}/{shared_prefix}",
+                target_prefix=f"{TEST_BUCKET}/the_destination/folder",
             )
             assert copied_count == 3
 
@@ -137,7 +145,8 @@ def test_can_safely_copy_objects_from_unknown_prefix(self) -> None:
                 write(file_name, "my content".encode("utf-8"))
 
             copied_count = copy_objects(
-                source_prefix=f"nothing_here", target_prefix=f"{TEST_BUCKET}/the_destination/folder"
+                source_prefix=f"nothing_here",
+                target_prefix=f"{TEST_BUCKET}/the_destination/folder",
             )
             assert copied_count == 0
 
diff --git a/posthog/tasks/async_migrations.py b/posthog/tasks/async_migrations.py
index 608fead3e07a3..ae505b44131e5 100644
--- a/posthog/tasks/async_migrations.py
+++ b/posthog/tasks/async_migrations.py
@@ -7,7 +7,11 @@
     start_async_migration,
     update_migration_progress,
 )
-from posthog.async_migrations.utils import force_stop_migration, process_error, trigger_migration
+from posthog.async_migrations.utils import (
+    force_stop_migration,
+    process_error,
+    trigger_migration,
+)
 from posthog.celery import app
 from posthog.models.instance_setting import get_instance_setting
 
@@ -44,7 +48,11 @@ def check_async_migration_health() -> None:
     # failures and successes are handled elsewhere
     # pending means we haven't picked up the task yet
     # retry is not possible as max_retries == 0
-    if migration_task_celery_state not in (states.STARTED, states.PENDING, states.FAILURE):
+    if migration_task_celery_state not in (
+        states.STARTED,
+        states.PENDING,
+        states.FAILURE,
+    ):
         return
 
     inspector = app.control.inspect()
diff --git a/posthog/tasks/calculate_cohort.py b/posthog/tasks/calculate_cohort.py
index f3c09f65119e4..1c4492071c78a 100644
--- a/posthog/tasks/calculate_cohort.py
+++ b/posthog/tasks/calculate_cohort.py
@@ -62,7 +62,10 @@ def calculate_cohort_from_list(cohort_id: int, items: List[str]) -> None:
 
 @shared_task(ignore_result=True, max_retries=1)
 def insert_cohort_from_insight_filter(cohort_id: int, filter_data: Dict[str, Any]) -> None:
-    from posthog.api.cohort import insert_cohort_actors_into_ch, insert_cohort_people_into_pg
+    from posthog.api.cohort import (
+        insert_cohort_actors_into_ch,
+        insert_cohort_people_into_pg,
+    )
 
     cohort = Cohort.objects.get(pk=cohort_id)
 
diff --git a/posthog/tasks/check_clickhouse_schema_drift.py b/posthog/tasks/check_clickhouse_schema_drift.py
index d4ed1347f4419..bea00530b7eba 100644
--- a/posthog/tasks/check_clickhouse_schema_drift.py
+++ b/posthog/tasks/check_clickhouse_schema_drift.py
@@ -91,7 +91,8 @@ def get_clickhouse_schema_drift(
 
 
 def check_clickhouse_schema_drift(
-    clickhouse_nodes: List[Tuple[str]] = [], clickhouse_schema: List[Tuple[str, str, str]] = []
+    clickhouse_nodes: List[Tuple[str]] = [],
+    clickhouse_schema: List[Tuple[str, str, str]] = [],
 ) -> None:
     try:
         if not clickhouse_nodes:
diff --git a/posthog/tasks/email.py b/posthog/tasks/email.py
index 44bd8eae03087..bd7f60188b166 100644
--- a/posthog/tasks/email.py
+++ b/posthog/tasks/email.py
@@ -9,7 +9,15 @@
 from posthog.celery import app
 from posthog.cloud_utils import is_cloud
 from posthog.email import EmailMessage, is_email_available
-from posthog.models import Organization, OrganizationInvite, OrganizationMembership, Plugin, PluginConfig, Team, User
+from posthog.models import (
+    Organization,
+    OrganizationInvite,
+    OrganizationMembership,
+    Plugin,
+    PluginConfig,
+    Team,
+    User,
+)
 from posthog.user_permissions import UserPermissions
 
 logger = structlog.get_logger(__name__)
@@ -119,7 +127,10 @@ def send_email_verification(user_id: int, token: str) -> None:
     retry_backoff=True,
 )
 def send_fatal_plugin_error(
-    plugin_config_id: int, plugin_config_updated_at: Optional[str], error: str, is_system_error: bool
+    plugin_config_id: int,
+    plugin_config_updated_at: Optional[str],
+    error: str,
+    is_system_error: bool,
 ) -> None:
     if not is_email_available(with_absolute_urls=True):
         return
@@ -131,7 +142,12 @@ def send_fatal_plugin_error(
         campaign_key=campaign_key,
         subject=f"[Alert] {plugin} has been disabled in project {team} due to a fatal error",
         template_name="fatal_plugin_error",
-        template_context={"plugin": plugin, "team": team, "error": error, "is_system_error": is_system_error},
+        template_context={
+            "plugin": plugin,
+            "team": team,
+            "error": error,
+            "is_system_error": is_system_error,
+        },
     )
     memberships_to_email = []
     memberships = OrganizationMembership.objects.prefetch_related("user", "organization").filter(
@@ -181,13 +197,21 @@ def send_email_change_emails(now_iso: str, user_name: str, old_address: str, new
         campaign_key=f"email_change_old_address_{now_iso}",
         subject="This is no longer your PostHog account email",
         template_name="email_change_old_address",
-        template_context={"user_name": user_name, "old_address": old_address, "new_address": new_address},
+        template_context={
+            "user_name": user_name,
+            "old_address": old_address,
+            "new_address": new_address,
+        },
     )
     message_new_address = EmailMessage(
         campaign_key=f"email_change_new_address_{now_iso}",
         subject="This is your new PostHog account email",
         template_name="email_change_new_address",
-        template_context={"user_name": user_name, "old_address": old_address, "new_address": new_address},
+        template_context={
+            "user_name": user_name,
+            "old_address": old_address,
+            "new_address": new_address,
+        },
     )
     message_old_address.add_recipient(email=old_address)
     message_new_address.add_recipient(email=new_address)
diff --git a/posthog/tasks/exporter.py b/posthog/tasks/exporter.py
index 01c85537602f0..ed41d9d5412d0 100644
--- a/posthog/tasks/exporter.py
+++ b/posthog/tasks/exporter.py
@@ -34,14 +34,20 @@
 
 
 # export_asset is used in chords/groups and so must not ignore its results
-@app.task(autoretry_for=(Exception,), max_retries=5, retry_backoff=True, acks_late=True, ignore_result=False)
+@app.task(
+    autoretry_for=(Exception,),
+    max_retries=5,
+    retry_backoff=True,
+    acks_late=True,
+    ignore_result=False,
+)
 def export_asset(exported_asset_id: int, limit: Optional[int] = None) -> None:
     from posthog.tasks.exports import csv_exporter, image_exporter
 
     # if Celery is lagging then you can end up with an exported asset that has had a TTL added
     # and that TTL has passed, in the exporter we don't care about that.
     # the TTL is for later cleanup.
-    exported_asset: ExportedAsset = ExportedAsset.objects_including_ttl_deleted.select_related(
+    exported_asset: (ExportedAsset) = ExportedAsset.objects_including_ttl_deleted.select_related(
         "insight", "dashboard"
     ).get(pk=exported_asset_id)
 
diff --git a/posthog/tasks/exports/csv_exporter.py b/posthog/tasks/exports/csv_exporter.py
index 9643244119668..622798774ec1d 100644
--- a/posthog/tasks/exports/csv_exporter.py
+++ b/posthog/tasks/exports/csv_exporter.py
@@ -12,7 +12,12 @@
 from posthog.models.exported_asset import ExportedAsset, save_content
 from posthog.utils import absolute_uri
 from .ordered_csv_renderer import OrderedCsvRenderer
-from ..exporter import EXPORT_FAILED_COUNTER, EXPORT_ASSET_UNKNOWN_COUNTER, EXPORT_SUCCEEDED_COUNTER, EXPORT_TIMER
+from ..exporter import (
+    EXPORT_FAILED_COUNTER,
+    EXPORT_ASSET_UNKNOWN_COUNTER,
+    EXPORT_SUCCEEDED_COUNTER,
+    EXPORT_TIMER,
+)
 from ...constants import CSV_EXPORT_LIMIT
 
 logger = structlog.get_logger(__name__)
@@ -128,12 +133,18 @@ def _convert_response_to_csv_data(data: Any) -> List[Any]:
             for item in items:
                 if item.get("date"):
                     # Dated means we create a grid
-                    line = {"cohort": item["date"], "cohort size": item["values"][0]["count"]}
+                    line = {
+                        "cohort": item["date"],
+                        "cohort size": item["values"][0]["count"],
+                    }
                     for index, data in enumerate(item["values"]):
                         line[items[index]["label"]] = data["count"]
                 else:
                     # Otherwise we just specify "Period" for titles
-                    line = {"cohort": item["label"], "cohort size": item["values"][0]["count"]}
+                    line = {
+                        "cohort": item["label"],
+                        "cohort size": item["values"][0]["count"],
+                    }
                     for index, data in enumerate(item["values"]):
                         line[f"Period {index}"] = data["count"]
 
@@ -182,7 +193,9 @@ def _export_to_csv(exported_asset: ExportedAsset, limit: int = 1000) -> None:
         body = resource.get("body", None)
         next_url = None
         access_token = encode_jwt(
-            {"id": exported_asset.created_by_id}, datetime.timedelta(minutes=15), PosthogJwtAudience.IMPERSONATED_USER
+            {"id": exported_asset.created_by_id},
+            datetime.timedelta(minutes=15),
+            PosthogJwtAudience.IMPERSONATED_USER,
         )
 
         while len(all_csv_rows) < CSV_EXPORT_LIMIT:
@@ -243,13 +256,24 @@ def get_limit_param_key(path: str) -> str:
 
 
 def make_api_call(
-    access_token: str, body: Any, limit: int, method: str, next_url: Optional[str], path: str
+    access_token: str,
+    body: Any,
+    limit: int,
+    method: str,
+    next_url: Optional[str],
+    path: str,
 ) -> requests.models.Response:
     request_url: str = absolute_uri(next_url or path)
     try:
-        url = add_query_params(request_url, {get_limit_param_key(request_url): str(limit), "is_csv_export": "1"})
+        url = add_query_params(
+            request_url,
+            {get_limit_param_key(request_url): str(limit), "is_csv_export": "1"},
+        )
         response = requests.request(
-            method=method.lower(), url=url, json=body, headers={"Authorization": f"Bearer {access_token}"}
+            method=method.lower(),
+            url=url,
+            json=body,
+            headers={"Authorization": f"Bearer {access_token}"},
         )
         return response
     except Exception as ex:
diff --git a/posthog/tasks/exports/exporter_utils.py b/posthog/tasks/exports/exporter_utils.py
index 38b8979f8f467..a47f43aa41710 100644
--- a/posthog/tasks/exports/exporter_utils.py
+++ b/posthog/tasks/exports/exporter_utils.py
@@ -50,4 +50,8 @@ def log_error_if_site_url_not_reachable() -> None:
     if not settings.SITE_URL:
         logger.error("site_url_not_set")
     elif not is_site_url_reachable():
-        logger.error("site_url_not_reachable", site_url=settings.SITE_URL, exception=_site_reachable_exception)
+        logger.error(
+            "site_url_not_reachable",
+            site_url=settings.SITE_URL,
+            exception=_site_reachable_exception,
+        )
diff --git a/posthog/tasks/exports/image_exporter.py b/posthog/tasks/exports/image_exporter.py
index 057239a929f50..1961d9a456053 100644
--- a/posthog/tasks/exports/image_exporter.py
+++ b/posthog/tasks/exports/image_exporter.py
@@ -16,8 +16,16 @@
 from webdriver_manager.core.os_manager import ChromeType
 
 from posthog.caching.fetch_from_cache import synchronously_update_cache
-from posthog.models.exported_asset import ExportedAsset, get_public_access_token, save_content
-from posthog.tasks.exporter import EXPORT_SUCCEEDED_COUNTER, EXPORT_FAILED_COUNTER, EXPORT_TIMER
+from posthog.models.exported_asset import (
+    ExportedAsset,
+    get_public_access_token,
+    save_content,
+)
+from posthog.tasks.exporter import (
+    EXPORT_SUCCEEDED_COUNTER,
+    EXPORT_FAILED_COUNTER,
+    EXPORT_TIMER,
+)
 from posthog.tasks.exports.exporter_utils import log_error_if_site_url_not_reachable
 from posthog.utils import absolute_uri
 
@@ -111,7 +119,10 @@ def _export_to_png(exported_asset: ExportedAsset) -> None:
 
 
 def _screenshot_asset(
-    image_path: str, url_to_render: str, screenshot_width: ScreenWidth, wait_for_css_selector: CSSSelector
+    image_path: str,
+    url_to_render: str,
+    screenshot_width: ScreenWidth,
+    wait_for_css_selector: CSSSelector,
 ) -> None:
     driver: Optional[webdriver.Chrome] = None
     try:
diff --git a/posthog/tasks/exports/ordered_csv_renderer.py b/posthog/tasks/exports/ordered_csv_renderer.py
index c969772e9d815..1b7a16dd83c3e 100644
--- a/posthog/tasks/exports/ordered_csv_renderer.py
+++ b/posthog/tasks/exports/ordered_csv_renderer.py
@@ -16,7 +16,6 @@ def tablize(self, data: Any, header: Any = None, labels: Any = None) -> Generato
             header = data.header
 
         if data:
-
             # First, flatten the data (i.e., convert it to a list of
             # dictionaries that are each exactly one level deep).  The key for
             # each item designates the name of the column that the item will
diff --git a/posthog/tasks/exports/test/test_csv_exporter.py b/posthog/tasks/exports/test/test_csv_exporter.py
index 62ca713517f0e..65fda3baa0dd4 100644
--- a/posthog/tasks/exports/test/test_csv_exporter.py
+++ b/posthog/tasks/exports/test/test_csv_exporter.py
@@ -19,7 +19,10 @@
 from posthog.storage import object_storage
 from posthog.storage.object_storage import ObjectStorageError
 from posthog.tasks.exports import csv_exporter
-from posthog.tasks.exports.csv_exporter import UnexpectedEmptyJsonResponse, add_query_params
+from posthog.tasks.exports.csv_exporter import (
+    UnexpectedEmptyJsonResponse,
+    add_query_params,
+)
 from posthog.test.base import APIBaseTest, _create_event, flush_persons_and_events
 from posthog.utils import absolute_uri
 
@@ -257,7 +260,10 @@ def test_limiting_query_as_expected(self) -> None:
         with self.settings(SITE_URL="https://app.posthog.com"):
             modified_url = add_query_params(absolute_uri(regression_11204), {"limit": "3500"})
             actual_bits = self._split_to_dict(modified_url)
-            expected_bits = {**self._split_to_dict(regression_11204), **{"limit": "3500"}}
+            expected_bits = {
+                **self._split_to_dict(regression_11204),
+                **{"limit": "3500"},
+            }
             assert expected_bits == actual_bits
 
     def test_limiting_existing_limit_query_as_expected(self) -> None:
@@ -265,7 +271,10 @@ def test_limiting_existing_limit_query_as_expected(self) -> None:
             url_with_existing_limit = regression_11204 + "&limit=100000"
             modified_url = add_query_params(absolute_uri(url_with_existing_limit), {"limit": "3500"})
             actual_bits = self._split_to_dict(modified_url)
-            expected_bits = {**self._split_to_dict(regression_11204), **{"limit": "3500"}}
+            expected_bits = {
+                **self._split_to_dict(regression_11204),
+                **{"limit": "3500"},
+            }
             assert expected_bits == actual_bits
 
     @patch("posthog.tasks.exports.csv_exporter.make_api_call")
@@ -341,7 +350,11 @@ def test_csv_exporter_events_query(self, mocked_uuidt, MAX_SELECT_RETURNED_ROWS=
             team=self.team,
             export_format=ExportedAsset.ExportFormat.CSV,
             export_context={
-                "source": {"kind": "EventsQuery", "select": ["event", "*"], "where": [f"distinct_id = '{random_uuid}'"]}
+                "source": {
+                    "kind": "EventsQuery",
+                    "select": ["event", "*"],
+                    "where": [f"distinct_id = '{random_uuid}'"],
+                }
             },
         )
         exported_asset.save()
diff --git a/posthog/tasks/exports/test/test_csv_exporter_renders.py b/posthog/tasks/exports/test/test_csv_exporter_renders.py
index 26cb67c08885a..f17e64635370b 100644
--- a/posthog/tasks/exports/test/test_csv_exporter_renders.py
+++ b/posthog/tasks/exports/test/test_csv_exporter_renders.py
@@ -33,7 +33,9 @@ def test_csv_rendering(mock_settings, mock_request, filename):
         fixture = json.load(f)
 
     asset = ExportedAsset(
-        team=team, export_format=ExportedAsset.ExportFormat.CSV, export_context={"path": "/api/literally/anything"}
+        team=team,
+        export_format=ExportedAsset.ExportFormat.CSV,
+        export_context={"path": "/api/literally/anything"},
     )
     asset.save()
 
diff --git a/posthog/tasks/exports/test/test_csv_exporter_url_sanitising.py b/posthog/tasks/exports/test/test_csv_exporter_url_sanitising.py
index 70161c42b6244..b78a870e626c4 100644
--- a/posthog/tasks/exports/test/test_csv_exporter_url_sanitising.py
+++ b/posthog/tasks/exports/test/test_csv_exporter_url_sanitising.py
@@ -16,10 +16,26 @@ def test_sanitize_url_when_provided_path_and_site_url_has_a_port(self) -> None:
             assert sanitised == "https://localhost:8000/some/location"
 
     error_test_cases = [
-        ("changing scheme", "https://localhost:8000", "http://localhost:8000/some/location"),
-        ("changing port", "https://localhost:8000", "https://localhost:8123/some/location"),
-        ("changing port and url", "https://something.posthog.com:8000", "https://localhost:8123/some/location"),
-        ("changing domain", "https://app.posthog.com", "https://google.com/some/location"),
+        (
+            "changing scheme",
+            "https://localhost:8000",
+            "http://localhost:8000/some/location",
+        ),
+        (
+            "changing port",
+            "https://localhost:8000",
+            "https://localhost:8123/some/location",
+        ),
+        (
+            "changing port and url",
+            "https://something.posthog.com:8000",
+            "https://localhost:8123/some/location",
+        ),
+        (
+            "changing domain",
+            "https://app.posthog.com",
+            "https://google.com/some/location",
+        ),
     ]
 
     @parameterized.expand(error_test_cases)
diff --git a/posthog/tasks/exports/test/test_image_exporter.py b/posthog/tasks/exports/test/test_image_exporter.py
index 948500a9d77b8..3c3a84133a1b1 100644
--- a/posthog/tasks/exports/test/test_image_exporter.py
+++ b/posthog/tasks/exports/test/test_image_exporter.py
@@ -20,7 +20,11 @@
 
 @patch("posthog.tasks.exports.image_exporter.synchronously_update_cache")
 @patch("posthog.tasks.exports.image_exporter._screenshot_asset")
-@patch("posthog.tasks.exports.image_exporter.open", new_callable=mock_open, read_data=b"image_data")
+@patch(
+    "posthog.tasks.exports.image_exporter.open",
+    new_callable=mock_open,
+    read_data=b"image_data",
+)
 @patch("os.remove")
 class TestImageExporter(APIBaseTest):
     exported_asset: ExportedAsset
@@ -28,7 +32,9 @@ class TestImageExporter(APIBaseTest):
     def setup_method(self, method):
         insight = Insight.objects.create(team=self.team)
         asset = ExportedAsset.objects.create(
-            team=self.team, export_format=ExportedAsset.ExportFormat.PNG, insight=insight
+            team=self.team,
+            export_format=ExportedAsset.ExportFormat.PNG,
+            insight=insight,
         )
         self.exported_asset = asset
 
diff --git a/posthog/tasks/test/test_async_migrations.py b/posthog/tasks/test/test_async_migrations.py
index bb7cfce0797e7..27bb8fc991b8a 100644
--- a/posthog/tasks/test/test_async_migrations.py
+++ b/posthog/tasks/test/test_async_migrations.py
@@ -6,7 +6,10 @@
 from celery.result import AsyncResult
 
 from posthog.async_migrations.examples.test_migration import Migration
-from posthog.async_migrations.runner import run_async_migration_next_op, run_async_migration_operations
+from posthog.async_migrations.runner import (
+    run_async_migration_next_op,
+    run_async_migration_operations,
+)
 from posthog.async_migrations.test.util import create_async_migration
 from posthog.models.async_migration import AsyncMigration, MigrationStatus
 from posthog.models.instance_setting import set_instance_setting
@@ -45,7 +48,10 @@ def setUp(self) -> None:
     @pytest.mark.ee
     @patch.object(AsyncResult, "state", states.STARTED)
     @patch("posthog.celery.app.control.inspect", side_effect=inspect_mock)
-    @patch("posthog.tasks.async_migrations.run_async_migration.delay", side_effect=run_async_migration_mock)
+    @patch(
+        "posthog.tasks.async_migrations.run_async_migration.delay",
+        side_effect=run_async_migration_mock,
+    )
     def test_check_async_migration_health_during_resumable_op(self, _: Any, __: Any) -> None:
         """
         Mocks celery tasks and tests that `check_async_migration_health` works as expected
@@ -76,7 +82,10 @@ def test_check_async_migration_health_during_resumable_op(self, _: Any, __: Any)
     @pytest.mark.ee
     @patch.object(AsyncResult, "state", states.STARTED)
     @patch("posthog.celery.app.control.inspect", side_effect=inspect_mock)
-    @patch("posthog.tasks.async_migrations.run_async_migration.delay", side_effect=run_async_migration_mock)
+    @patch(
+        "posthog.tasks.async_migrations.run_async_migration.delay",
+        side_effect=run_async_migration_mock,
+    )
     def test_check_async_migration_health_during_non_resumable_op(self, _: Any, __: Any) -> None:
         """
         Same as above, but now we find a non-resumbale op.
diff --git a/posthog/tasks/test/test_calculate_cohort.py b/posthog/tasks/test/test_calculate_cohort.py
index 749387c2a6344..0c81076c8fa81 100644
--- a/posthog/tasks/test/test_calculate_cohort.py
+++ b/posthog/tasks/test/test_calculate_cohort.py
@@ -71,7 +71,10 @@ def test_calculate_cohorts(self) -> None:
                 team=self.team,
                 filters={
                     "groups": [
-                        {"properties": [{"key": "id", "type": "cohort", "value": 267}], "rollout_percentage": None}
+                        {
+                            "properties": [{"key": "id", "type": "cohort", "value": 267}],
+                            "rollout_percentage": None,
+                        }
                     ]
                 },
                 key="default-flag-1",
diff --git a/posthog/tasks/test/test_check_clickhouse_schema_drift.py b/posthog/tasks/test/test_check_clickhouse_schema_drift.py
index 831e4ffbc1c3d..8d38d134cac40 100644
--- a/posthog/tasks/test/test_check_clickhouse_schema_drift.py
+++ b/posthog/tasks/test/test_check_clickhouse_schema_drift.py
@@ -2,7 +2,10 @@
 
 from clickhouse_driver.errors import Error as ClickhouseError
 
-from posthog.tasks.check_clickhouse_schema_drift import check_clickhouse_schema_drift, get_clickhouse_schema_drift
+from posthog.tasks.check_clickhouse_schema_drift import (
+    check_clickhouse_schema_drift,
+    get_clickhouse_schema_drift,
+)
 
 
 def test_get_clickhouse_schema_drift() -> None:
diff --git a/posthog/tasks/test/test_email.py b/posthog/tasks/test/test_email.py
index 9ef1f27907908..a728879586aad 100644
--- a/posthog/tasks/test/test_email.py
+++ b/posthog/tasks/test/test_email.py
@@ -28,7 +28,10 @@ def create_org_team_and_user(creation_date: str, email: str, ingested_event: boo
         org = Organization.objects.create(name="too_late_org")
         Team.objects.create(organization=org, name="Default Project", ingested_event=ingested_event)
         user = User.objects.create_and_join(
-            organization=org, email=email, password=None, level=OrganizationMembership.Level.OWNER
+            organization=org,
+            email=email,
+            password=None,
+            level=OrganizationMembership.Level.OWNER,
         )
         return org, user
 
@@ -47,7 +50,11 @@ def setUpTestData(cls) -> None:
         set_instance_setting("EMAIL_HOST", "fake_host")
         set_instance_setting("EMAIL_ENABLED", True)
         create_org_team_and_user("2022-01-01 00:00:00", "too_late_user@posthog.com")
-        create_org_team_and_user("2022-01-02 00:00:00", "ingested_event_in_range_user@posthog.com", ingested_event=True)
+        create_org_team_and_user(
+            "2022-01-02 00:00:00",
+            "ingested_event_in_range_user@posthog.com",
+            ingested_event=True,
+        )
         create_org_team_and_user("2022-01-03 00:00:00", "too_early_user@posthog.com")
 
     def test_send_invite(self, MockEmailMessage: MagicMock) -> None:
@@ -68,7 +75,10 @@ def test_send_member_join(self, MockEmailMessage: MagicMock) -> None:
         org, user = create_org_team_and_user("2022-01-02 00:00:00", "admin@posthog.com")
 
         user = User.objects.create_and_join(
-            organization=org, email="new-user@posthog.com", password=None, level=OrganizationMembership.Level.MEMBER
+            organization=org,
+            email="new-user@posthog.com",
+            password=None,
+            level=OrganizationMembership.Level.MEMBER,
         )
         send_member_join(user.uuid, org.id)
 
diff --git a/posthog/tasks/test/test_usage_report.py b/posthog/tasks/test/test_usage_report.py
index ec758a24fd548..715c3829855d2 100644
--- a/posthog/tasks/test/test_usage_report.py
+++ b/posthog/tasks/test/test_usage_report.py
@@ -28,7 +28,9 @@
 from posthog.models.plugin import PluginConfig
 from posthog.models.sharing_configuration import SharingConfiguration
 from posthog.schema import EventsQuery
-from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.session_recordings.queries.test.session_replay_sql import (
+    produce_replay_summary,
+)
 from posthog.tasks.usage_report import (
     _get_all_org_reports,
     _get_all_usage_data_as_team_rows,
@@ -109,7 +111,10 @@ def _create_sample_usage_data(self) -> None:
                 created_by=self.user,
             )
             SharingConfiguration.objects.create(
-                team=self.org_1_team_1, dashboard=dashboard, access_token="testtoken", enabled=True
+                team=self.org_1_team_1,
+                dashboard=dashboard,
+                access_token="testtoken",
+                enabled=True,
             )
 
             FeatureFlag.objects.create(
@@ -184,7 +189,10 @@ def _create_sample_usage_data(self) -> None:
             GroupTypeMapping.objects.create(team=self.org_1_team_1, group_type="organization", group_type_index=0)
             GroupTypeMapping.objects.create(team=self.org_1_team_1, group_type="company", group_type_index=1)
             create_group(
-                team_id=self.org_1_team_1.pk, group_type_index=0, group_key="org:5", properties={"industry": "finance"}
+                team_id=self.org_1_team_1.pk,
+                group_type_index=0,
+                group_key="org:5",
+                properties={"industry": "finance"},
             )
             create_group(
                 team_id=self.org_1_team_1.pk,
@@ -323,7 +331,10 @@ def _test_usage_report(self) -> List[dict]:
             period_start, period_end = period
             all_reports = _get_all_org_reports(period_start, period_end)
             report = _get_full_org_usage_report_as_dict(
-                _get_full_org_usage_report(all_reports[str(self.organization.id)], get_instance_metadata(period))
+                _get_full_org_usage_report(
+                    all_reports[str(self.organization.id)],
+                    get_instance_metadata(period),
+                )
             )
 
             assert report["table_sizes"]
@@ -349,7 +360,10 @@ def _test_usage_report(self) -> List[dict]:
                     "users_who_signed_up": [],
                     "users_who_signed_up_count": 0,
                     "table_sizes": report["table_sizes"],
-                    "plugins_installed": {"Installed and enabled": 1, "Installed but not enabled": 1},
+                    "plugins_installed": {
+                        "Installed and enabled": 1,
+                        "Installed but not enabled": 1,
+                    },
                     "plugins_enabled": {"Installed and enabled": 1},
                     "instance_tag": "none",
                     "event_count_lifetime": 55,
@@ -480,7 +494,10 @@ def _test_usage_report(self) -> List[dict]:
                     "users_who_signed_up": [],
                     "users_who_signed_up_count": 0,
                     "table_sizes": report["table_sizes"],
-                    "plugins_installed": {"Installed and enabled": 1, "Installed but not enabled": 1},
+                    "plugins_installed": {
+                        "Installed and enabled": 1,
+                        "Installed but not enabled": 1,
+                    },
                     "plugins_enabled": {"Installed and enabled": 1},
                     "instance_tag": "none",
                     "event_count_lifetime": 11,
@@ -571,7 +588,8 @@ def _test_usage_report(self) -> List[dict]:
             for expectation in expectations:
                 report = _get_full_org_usage_report_as_dict(
                     _get_full_org_usage_report(
-                        all_reports[expectation["organization_id"]], get_instance_metadata(period)
+                        all_reports[expectation["organization_id"]],
+                        get_instance_metadata(period),
                     )
                 )
                 assert report == expectation
@@ -634,7 +652,11 @@ def test_usage_report_hogql_queries(self) -> None:
         sync_execute("SYSTEM FLUSH LOGS")
         sync_execute("TRUNCATE TABLE system.query_log")
 
-        execute_hogql_query(query="select * from events limit 200", team=self.team, query_type="HogQLQuery")
+        execute_hogql_query(
+            query="select * from events limit 200",
+            team=self.team,
+            query_type="HogQLQuery",
+        )
         EventsQueryRunner(query=EventsQuery(select=["event"], limit=50), team=self.team).calculate()
         sync_execute("SYSTEM FLUSH LOGS")
 
@@ -881,7 +903,10 @@ def test_usage_report_survey_responses(self, billing_task_mock: MagicMock, posth
             _create_event(
                 distinct_id="3",
                 event="survey sent",
-                properties={"$survey_id": "seeeep-o12-as124", "$survey_response": "correct"},
+                properties={
+                    "$survey_id": "seeeep-o12-as124",
+                    "$survey_response": "correct",
+                },
                 timestamp=now() - relativedelta(hours=i),
                 team=self.analytics_team,
             )
@@ -890,7 +915,10 @@ def test_usage_report_survey_responses(self, billing_task_mock: MagicMock, posth
             _create_event(
                 distinct_id="4",
                 event="survey sent",
-                properties={"$survey_id": "see22eep-o12-as124", "$survey_response": "correct"},
+                properties={
+                    "$survey_id": "see22eep-o12-as124",
+                    "$survey_response": "correct",
+                },
                 timestamp=now() - relativedelta(hours=i),
                 team=self.org_1_team_1,
             )
@@ -958,17 +986,42 @@ def setUp(self) -> None:
 
         self.team2 = Team.objects.create(organization=self.organization)
 
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-08T14:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-09T12:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-09T13:01:01Z")
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-08T14:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-09T12:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-09T13:01:01Z",
+        )
         _create_event(
             event="$$internal_metrics_shouldnt_be_billed",
             team=self.team,
             distinct_id=1,
             timestamp="2021-10-09T13:01:01Z",
         )
-        _create_event(event="$pageview", team=self.team2, distinct_id=1, timestamp="2021-10-09T14:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-10T14:01:01Z")
+        _create_event(
+            event="$pageview",
+            team=self.team2,
+            distinct_id=1,
+            timestamp="2021-10-09T14:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-10T14:01:01Z",
+        )
         flush_persons_and_events()
         TEST_clear_instance_license_cache()
 
@@ -1041,7 +1094,10 @@ def test_send_usage_cloud(self, mock_post: MagicMock, mock_client: MagicMock) ->
             period_start, period_end = period
             all_reports = _get_all_org_reports(period_start, period_end)
             full_report_as_dict = _get_full_org_usage_report_as_dict(
-                _get_full_org_usage_report(all_reports[str(self.organization.id)], get_instance_metadata(period))
+                _get_full_org_usage_report(
+                    all_reports[str(self.organization.id)],
+                    get_instance_metadata(period),
+                )
             )
             send_all_org_usage_reports(dry_run=False)
             license = License.objects.first()
@@ -1057,7 +1113,10 @@ def test_send_usage_cloud(self, mock_post: MagicMock, mock_client: MagicMock) ->
                 self.user.distinct_id,
                 "organization usage report",
                 {**full_report_as_dict, "scope": "user"},
-                groups={"instance": "http://localhost:8000", "organization": str(self.organization.id)},
+                groups={
+                    "instance": "http://localhost:8000",
+                    "organization": str(self.organization.id),
+                },
                 timestamp=None,
             )
 
@@ -1134,7 +1193,13 @@ def test_capture_event_called_with_string_timestamp(self, mock_client: MagicMock
         organization = Organization.objects.create()
         mock_posthog = MagicMock()
         mock_client.return_value = mock_posthog
-        capture_event(mock_client, "test event", organization.id, {"prop1": "val1"}, "2021-10-10T23:01:00.00Z")
+        capture_event(
+            mock_client,
+            "test event",
+            organization.id,
+            {"prop1": "val1"},
+            "2021-10-10T23:01:00.00Z",
+        )
         assert mock_client.capture.call_args[1]["timestamp"] == datetime(2021, 10, 10, 23, 1, tzinfo=tzutc())
 
 
@@ -1158,11 +1223,36 @@ class SendUsageNoLicenseTest(APIBaseTest):
     def test_no_license(self, mock_post: MagicMock, mock_client: MagicMock) -> None:
         TEST_clear_instance_license_cache()
         # Same test, we just don't include the LicensedTestMixin so no license
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-08T14:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-09T12:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-09T13:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-09T14:01:01Z")
-        _create_event(event="$pageview", team=self.team, distinct_id=1, timestamp="2021-10-10T14:01:01Z")
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-08T14:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-09T12:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-09T13:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-09T14:01:01Z",
+        )
+        _create_event(
+            event="$pageview",
+            team=self.team,
+            distinct_id=1,
+            timestamp="2021-10-10T14:01:01Z",
+        )
 
         flush_persons_and_events()
 
diff --git a/posthog/tasks/usage_report.py b/posthog/tasks/usage_report.py
index b150a75f88f12..a9a06ecbff7c5 100644
--- a/posthog/tasks/usage_report.py
+++ b/posthog/tasks/usage_report.py
@@ -41,7 +41,13 @@
 from posthog.models.team.team import Team
 from posthog.models.utils import namedtuplefetchall
 from posthog.settings import CLICKHOUSE_CLUSTER, INSTANCE_TAG
-from posthog.utils import get_helm_info_env, get_instance_realm, get_instance_region, get_machine_id, get_previous_day
+from posthog.utils import (
+    get_helm_info_env,
+    get_instance_realm,
+    get_instance_region,
+    get_machine_id,
+    get_previous_day,
+)
 
 logger = structlog.get_logger(__name__)
 
@@ -174,7 +180,10 @@ def get_instance_metadata(period: Tuple[datetime, datetime]) -> InstanceMetadata
     metadata = InstanceMetadata(
         deployment_infrastructure=os.getenv("DEPLOYMENT", "unknown"),
         realm=realm,
-        period={"start_inclusive": period_start.isoformat(), "end_inclusive": period_end.isoformat()},
+        period={
+            "start_inclusive": period_start.isoformat(),
+            "end_inclusive": period_end.isoformat(),
+        },
         site_url=settings.SITE_URL,
         product=get_product_name(realm, has_license),
         # Non-cloud vars
@@ -197,7 +206,12 @@ def get_instance_metadata(period: Tuple[datetime, datetime]) -> InstanceMetadata
         metadata.users_who_logged_in = [
             {"id": user.id, "distinct_id": user.distinct_id}
             if user.anonymize_data
-            else {"id": user.id, "distinct_id": user.distinct_id, "first_name": user.first_name, "email": user.email}
+            else {
+                "id": user.id,
+                "distinct_id": user.distinct_id,
+                "first_name": user.first_name,
+                "email": user.email,
+            }
             for user in User.objects.filter(is_active=True, last_login__gte=period_start, last_login__lte=period_end)
         ]
         metadata.users_who_logged_in_count = len(metadata.users_who_logged_in)
@@ -205,8 +219,17 @@ def get_instance_metadata(period: Tuple[datetime, datetime]) -> InstanceMetadata
         metadata.users_who_signed_up = [
             {"id": user.id, "distinct_id": user.distinct_id}
             if user.anonymize_data
-            else {"id": user.id, "distinct_id": user.distinct_id, "first_name": user.first_name, "email": user.email}
-            for user in User.objects.filter(is_active=True, date_joined__gte=period_start, date_joined__lte=period_end)
+            else {
+                "id": user.id,
+                "distinct_id": user.distinct_id,
+                "first_name": user.first_name,
+                "email": user.email,
+            }
+            for user in User.objects.filter(
+                is_active=True,
+                date_joined__gte=period_start,
+                date_joined__lte=period_end,
+            )
         ]
         metadata.users_who_signed_up_count = len(metadata.users_who_signed_up)
 
@@ -243,7 +266,8 @@ def get_org_owner_or_first_user(organization_id: str) -> Optional[User]:
         user = membership.user
     else:
         capture_exception(
-            Exception("No user found for org while generating report"), {"org": {"organization_id": organization_id}}
+            Exception("No user found for org while generating report"),
+            {"org": {"organization_id": organization_id}},
         )
     return user
 
@@ -288,7 +312,12 @@ def send_report_to_billing_service(org_id: str, report: Dict[str, Any]) -> None:
         logger.error(f"UsageReport failed sending to Billing for organization: {organization.id}: {err}")
         capture_exception(err)
         pha_client = Client("sTMFPsFhdP1Ssg")
-        capture_event(pha_client, f"organization usage report to billing service failure", org_id, {"err": str(err)})
+        capture_event(
+            pha_client,
+            f"organization usage report to billing service failure",
+            org_id,
+            {"err": str(err)},
+        )
         raise err
 
 
@@ -496,7 +525,12 @@ def get_teams_with_hogql_metric(
           AND access_method = %(access_method)s
         GROUP BY team_id
     """,
-        {"begin": begin, "end": end, "query_types": query_types, "access_method": access_method},
+        {
+            "begin": begin,
+            "end": end,
+            "query_types": query_types,
+            "access_method": access_method,
+        },
         workload=Workload.OFFLINE,
         settings=CH_BILLING_SETTINGS,
     )
@@ -559,7 +593,10 @@ def get_teams_with_survey_responses_count_in_period(
 
 @app.task(ignore_result=True, max_retries=0)
 def capture_report(
-    capture_event_name: str, org_id: str, full_report_dict: Dict[str, Any], at_date: Optional[datetime] = None
+    capture_event_name: str,
+    org_id: str,
+    full_report_dict: Dict[str, Any],
+    at_date: Optional[datetime] = None,
 ) -> None:
     pha_client = Client("sTMFPsFhdP1Ssg")
     try:
@@ -821,7 +858,10 @@ def _get_team_report(all_data: Dict[str, Any], team: Team) -> UsageReportCounter
 
 
 def _add_team_report_to_org_reports(
-    org_reports: Dict[str, OrgReport], team: Team, team_report: UsageReportCounters, period_start: datetime
+    org_reports: Dict[str, OrgReport],
+    team: Team,
+    team_report: UsageReportCounters,
+    period_start: datetime,
 ) -> None:
     org_id = str(team.organization.id)
     if org_id not in org_reports:
diff --git a/posthog/tasks/user_identify.py b/posthog/tasks/user_identify.py
index 9235410582eca..93dd0c851dbe8 100644
--- a/posthog/tasks/user_identify.py
+++ b/posthog/tasks/user_identify.py
@@ -6,6 +6,9 @@
 
 @app.task(ignore_result=True)
 def identify_task(user_id: int) -> None:
-
     user = User.objects.get(id=user_id)
-    posthoganalytics.capture(user.distinct_id, "update user properties", {"$set": user.get_analytics_metadata()})
+    posthoganalytics.capture(
+        user.distinct_id,
+        "update user properties",
+        {"$set": user.get_analytics_metadata()},
+    )
diff --git a/posthog/tasks/verify_persons_data_in_sync.py b/posthog/tasks/verify_persons_data_in_sync.py
index d5cf24d9ad220..8aea487d96279 100644
--- a/posthog/tasks/verify_persons_data_in_sync.py
+++ b/posthog/tasks/verify_persons_data_in_sync.py
@@ -53,7 +53,9 @@ def verify_persons_data_in_sync(
     max_pk = Person.objects.filter(created_at__lte=now() - period_start).latest("id").id
     person_data = list(
         Person.objects.filter(
-            pk__lte=max_pk, pk__gte=max_pk - LIMIT * 5, created_at__gte=now() - period_end
+            pk__lte=max_pk,
+            pk__gte=max_pk - LIMIT * 5,
+            created_at__gte=now() - period_end,
         ).values_list("id", "uuid", "team_id")[:limit]
     )
     person_data.sort(key=lambda row: row[2])  # keep persons from same team together
@@ -94,11 +96,15 @@ def _team_integrity_statistics(person_data: List[Any]) -> Counter:
     )
 
     ch_persons = _index_by(
-        sync_execute(GET_PERSON_CH_QUERY, {"person_ids": person_uuids, "team_ids": team_ids}), lambda row: row[0]
+        sync_execute(GET_PERSON_CH_QUERY, {"person_ids": person_uuids, "team_ids": team_ids}),
+        lambda row: row[0],
     )
 
     ch_distinct_ids_mapping = _index_by(
-        sync_execute(GET_DISTINCT_IDS_CH_QUERY, {"person_ids": person_uuids, "team_ids": team_ids}),
+        sync_execute(
+            GET_DISTINCT_IDS_CH_QUERY,
+            {"person_ids": person_uuids, "team_ids": team_ids},
+        ),
         lambda row: row[1],
         flat=False,
     )
diff --git a/posthog/temporal/client.py b/posthog/temporal/client.py
index e98687a6f7659..df6dc1cc81e74 100644
--- a/posthog/temporal/client.py
+++ b/posthog/temporal/client.py
@@ -8,7 +8,15 @@
 from posthog.temporal.codec import EncryptionCodec
 
 
-async def connect(host, port, namespace, server_root_ca_cert=None, client_cert=None, client_key=None, runtime=None):
+async def connect(
+    host,
+    port,
+    namespace,
+    server_root_ca_cert=None,
+    client_cert=None,
+    client_key=None,
+    runtime=None,
+):
     tls: TLSConfig | bool = False
     if server_root_ca_cert and client_cert and client_key:
         tls = TLSConfig(
@@ -22,7 +30,8 @@ async def connect(host, port, namespace, server_root_ca_cert=None, client_cert=N
         tls=tls,
         runtime=runtime,
         data_converter=dataclasses.replace(
-            temporalio.converter.default(), payload_codec=EncryptionCodec(settings=settings)
+            temporalio.converter.default(),
+            payload_codec=EncryptionCodec(settings=settings),
         ),
     )
     return client
diff --git a/posthog/temporal/tests/batch_exports/test_batch_exports.py b/posthog/temporal/tests/batch_exports/test_batch_exports.py
index a760baed9d4b0..e59d6c178c7f1 100644
--- a/posthog/temporal/tests/batch_exports/test_batch_exports.py
+++ b/posthog/temporal/tests/batch_exports/test_batch_exports.py
@@ -253,7 +253,11 @@ async def test_get_rows_count_can_exclude_events(client):
     # Exclude the latter half of events.
     exclude_events = (f"test-{i}" for i in range(5000, 10000))
     row_count = await get_rows_count(
-        client, team_id, "2023-04-20 14:30:00", "2023-04-20 14:31:00", exclude_events=exclude_events
+        client,
+        team_id,
+        "2023-04-20 14:30:00",
+        "2023-04-20 14:31:00",
+        exclude_events=exclude_events,
     )
     assert row_count == 5000
 
@@ -302,7 +306,11 @@ async def test_get_rows_count_can_include_events(client):
     # Include the latter half of events.
     include_events = (f"test-{i}" for i in range(5000, 10000))
     row_count = await get_rows_count(
-        client, team_id, "2023-04-20 14:30:00", "2023-04-20 14:31:00", include_events=include_events
+        client,
+        team_id,
+        "2023-04-20 14:30:00",
+        "2023-04-20 14:31:00",
+        include_events=include_events,
     )
     assert row_count == 5000
 
@@ -715,7 +723,13 @@ def test_batch_export_temporary_file_write_records_to_csv(records):
         assert be_file.records_since_last_reset == len(records)
 
         be_file.seek(0)
-        reader = csv.reader(be_file._file, delimiter=",", quotechar='"', escapechar="\\", quoting=csv.QUOTE_NONE)
+        reader = csv.reader(
+            be_file._file,
+            delimiter=",",
+            quotechar='"',
+            escapechar="\\",
+            quoting=csv.QUOTE_NONE,
+        )
 
         rows = [row for row in reader]
         assert len(rows) == len(records)
@@ -761,7 +775,13 @@ def test_batch_export_temporary_file_write_records_to_tsv(records):
         assert be_file.records_since_last_reset == len(records)
 
         be_file.seek(0)
-        reader = csv.reader(be_file._file, delimiter="\t", quotechar='"', escapechar="\\", quoting=csv.QUOTE_NONE)
+        reader = csv.reader(
+            be_file._file,
+            delimiter="\t",
+            quotechar='"',
+            escapechar="\\",
+            quoting=csv.QUOTE_NONE,
+        )
 
         rows = [row for row in reader]
         assert len(rows) == len(records)
diff --git a/posthog/temporal/tests/batch_exports/test_bigquery_batch_export_workflow.py b/posthog/temporal/tests/batch_exports/test_bigquery_batch_export_workflow.py
index 5abec97d3e4ad..f28be3815d846 100644
--- a/posthog/temporal/tests/batch_exports/test_bigquery_batch_export_workflow.py
+++ b/posthog/temporal/tests/batch_exports/test_bigquery_batch_export_workflow.py
@@ -283,7 +283,10 @@ async def test_bigquery_export_workflow(
     team = await acreate_team(organization=organization)
 
     test_table_id = f"test_workflow_table_{team.pk}_{interval}"
-    destination_data = {"type": "BigQuery", "config": {**bigquery_config, "table_id": test_table_id}}
+    destination_data = {
+        "type": "BigQuery",
+        "config": {**bigquery_config, "table_id": test_table_id},
+    }
     batch_export_data = {
         "name": "my-production-bigquery-export",
         "destination": destination_data,
@@ -385,12 +388,16 @@ async def test_bigquery_export_workflow(
     )
 
     with freeze_time(TEST_TIME) as frozen_time:
-        async with await WorkflowEnvironment.start_time_skipping() as activity_environment:
+        async with await (WorkflowEnvironment.start_time_skipping()) as activity_environment:
             async with Worker(
                 activity_environment.client,
                 task_queue=settings.TEMPORAL_TASK_QUEUE,
                 workflows=[BigQueryBatchExportWorkflow],
-                activities=[create_export_run, insert_into_bigquery_activity, update_export_run_status],
+                activities=[
+                    create_export_run,
+                    insert_into_bigquery_activity,
+                    update_export_run_status,
+                ],
                 workflow_runner=UnsandboxedWorkflowRunner(),
             ):
                 await activity_environment.client.execute_workflow(
@@ -493,7 +500,11 @@ async def insert_into_bigquery_activity_mocked(_: BigQueryInsertInputs) -> str:
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[BigQueryBatchExportWorkflow],
-            activities=[create_export_run, insert_into_bigquery_activity_mocked, update_export_run_status],
+            activities=[
+                create_export_run,
+                insert_into_bigquery_activity_mocked,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             with pytest.raises(WorkflowFailureError):
@@ -536,7 +547,11 @@ async def never_finish_activity(_: BigQueryInsertInputs) -> str:
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[BigQueryBatchExportWorkflow],
-            activities=[create_export_run, never_finish_activity, update_export_run_status],
+            activities=[
+                create_export_run,
+                never_finish_activity,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             handle = await activity_environment.client.start_workflow(
diff --git a/posthog/temporal/tests/batch_exports/test_postgres_batch_export_workflow.py b/posthog/temporal/tests/batch_exports/test_postgres_batch_export_workflow.py
index e7ae1a7d09144..d7ca05c0784b6 100644
--- a/posthog/temporal/tests/batch_exports/test_postgres_batch_export_workflow.py
+++ b/posthog/temporal/tests/batch_exports/test_postgres_batch_export_workflow.py
@@ -110,7 +110,10 @@ def setup_test_db(postgres_config):
     connection.set_session(autocommit=True)
 
     with connection.cursor() as cursor:
-        cursor.execute(sql.SQL("SELECT 1 FROM pg_database WHERE datname = %s"), (postgres_config["database"],))
+        cursor.execute(
+            sql.SQL("SELECT 1 FROM pg_database WHERE datname = %s"),
+            (postgres_config["database"],),
+        )
 
         if cursor.fetchone() is None:
             cursor.execute(sql.SQL("CREATE DATABASE {}").format(sql.Identifier(postgres_config["database"])))
@@ -322,7 +325,10 @@ async def test_postgres_export_workflow(
 ):
     """Test Postgres Export Workflow end-to-end by using a local PG database."""
     table_name = "test_workflow_table"
-    destination_data = {"type": "Postgres", "config": {**postgres_config, "table_name": table_name}}
+    destination_data = {
+        "type": "Postgres",
+        "config": {**postgres_config, "table_name": table_name},
+    }
     batch_export_data = {
         "name": "my-production-postgres-export",
         "destination": destination_data,
@@ -430,7 +436,11 @@ async def test_postgres_export_workflow(
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[PostgresBatchExportWorkflow],
-            activities=[create_export_run, insert_into_postgres_activity, update_export_run_status],
+            activities=[
+                create_export_run,
+                insert_into_postgres_activity,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             with override_settings(BATCH_EXPORT_POSTGRES_UPLOAD_CHUNK_SIZE_BYTES=5 * 1024**2):
@@ -469,7 +479,10 @@ async def team(organization):
 @pytest_asyncio.fixture
 async def batch_export(team, postgres_config):
     table_name = "test_workflow_table"
-    destination_data = {"type": "Postgres", "config": {**postgres_config, "table_name": table_name}}
+    destination_data = {
+        "type": "Postgres",
+        "config": {**postgres_config, "table_name": table_name},
+    }
     batch_export_data = {
         "name": "my-production-postgres-export",
         "destination": destination_data,
@@ -517,7 +530,11 @@ async def insert_into_postgres_activity_mocked(_: PostgresInsertInputs) -> str:
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[PostgresBatchExportWorkflow],
-            activities=[create_export_run, insert_into_postgres_activity_mocked, update_export_run_status],
+            activities=[
+                create_export_run,
+                insert_into_postgres_activity_mocked,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             with pytest.raises(WorkflowFailureError):
@@ -560,7 +577,11 @@ async def never_finish_activity(_: PostgresInsertInputs) -> str:
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[PostgresBatchExportWorkflow],
-            activities=[create_export_run, never_finish_activity, update_export_run_status],
+            activities=[
+                create_export_run,
+                never_finish_activity,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             handle = await activity_environment.client.start_workflow(
diff --git a/posthog/temporal/tests/batch_exports/test_s3_batch_export_workflow.py b/posthog/temporal/tests/batch_exports/test_s3_batch_export_workflow.py
index 8dd8636a87e56..3487c612808f3 100644
--- a/posthog/temporal/tests/batch_exports/test_s3_batch_export_workflow.py
+++ b/posthog/temporal/tests/batch_exports/test_s3_batch_export_workflow.py
@@ -105,7 +105,12 @@ async def s3_client(bucket_name):
 
 
 async def assert_events_in_s3(
-    s3_client, bucket_name, key_prefix, events, compression: str | None = None, exclude_events: list[str] | None = None
+    s3_client,
+    bucket_name,
+    key_prefix,
+    events,
+    compression: str | None = None,
+    exclude_events: list[str] | None = None,
 ):
     """Assert provided events written to JSON in key_prefix in S3 bucket_name."""
     # List the objects in the bucket with the prefix.
@@ -148,7 +153,12 @@ def to_expected_event(event):
             k: mapping_functions.get(k, lambda x: x)(v) for k, v in event.items() if k not in ["team_id", "_timestamp"]
         }
 
-    expected_events = list(map(to_expected_event, (event for event in events if event["event"] not in exclude_events)))
+    expected_events = list(
+        map(
+            to_expected_event,
+            (event for event in events if event["event"] not in exclude_events),
+        )
+    )
 
     expected_events.sort(key=lambda x: x["timestamp"] if x["timestamp"] is not None else 0)
 
@@ -309,7 +319,8 @@ async def test_insert_into_s3_activity_puts_data_into_s3(
         BATCH_EXPORT_S3_UPLOAD_CHUNK_SIZE_BYTES=5 * 1024**2
     ):  # 5MB, the minimum for Multipart uploads
         with mock.patch(
-            "posthog.temporal.workflows.s3_batch_export.aioboto3.Session.client", side_effect=create_test_client
+            "posthog.temporal.workflows.s3_batch_export.aioboto3.Session.client",
+            side_effect=create_test_client,
         ):
             await activity_environment.run(insert_into_s3_activity, insert_inputs)
 
@@ -320,7 +331,11 @@ async def test_insert_into_s3_activity_puts_data_into_s3(
 @pytest.mark.asyncio
 @pytest.mark.parametrize(
     "interval,compression,exclude_events",
-    itertools.product(["hour", "day", "every 5 minutes"], [None, "gzip", "brotli"], [None, ["test-exclude"]]),
+    itertools.product(
+        ["hour", "day", "every 5 minutes"],
+        [None, "gzip", "brotli"],
+        [None, ["test-exclude"]],
+    ),
 )
 async def test_s3_export_workflow_with_minio_bucket(
     client: HttpClient, s3_client, bucket_name, interval, compression, exclude_events
@@ -428,11 +443,16 @@ async def test_s3_export_workflow_with_minio_bucket(
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[S3BatchExportWorkflow],
-            activities=[create_export_run, insert_into_s3_activity, update_export_run_status],
+            activities=[
+                create_export_run,
+                insert_into_s3_activity,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             with mock.patch(
-                "posthog.temporal.workflows.s3_batch_export.aioboto3.Session.client", side_effect=create_test_client
+                "posthog.temporal.workflows.s3_batch_export.aioboto3.Session.client",
+                side_effect=create_test_client,
             ):
                 await activity_environment.client.execute_workflow(
                     S3BatchExportWorkflow.run,
@@ -581,16 +601,21 @@ async def create_s3_client(*args, **kwargs):
             """Mock function to return an already initialized S3 client."""
             yield s3_client
 
-        async with await WorkflowEnvironment.start_time_skipping() as activity_environment:
+        async with await (WorkflowEnvironment.start_time_skipping()) as activity_environment:
             async with Worker(
                 activity_environment.client,
                 task_queue=settings.TEMPORAL_TASK_QUEUE,
                 workflows=[S3BatchExportWorkflow],
-                activities=[create_export_run, insert_into_s3_activity, update_export_run_status],
+                activities=[
+                    create_export_run,
+                    insert_into_s3_activity,
+                    update_export_run_status,
+                ],
                 workflow_runner=UnsandboxedWorkflowRunner(),
             ):
                 with mock.patch(
-                    "posthog.temporal.workflows.s3_batch_export.aioboto3.Session.client", side_effect=create_s3_client
+                    "posthog.temporal.workflows.s3_batch_export.aioboto3.Session.client",
+                    side_effect=create_s3_client,
                 ):
                     await activity_environment.client.execute_workflow(
                         S3BatchExportWorkflow.run,
@@ -691,11 +716,16 @@ async def test_s3_export_workflow_with_minio_bucket_and_a_lot_of_data(s3_client,
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[S3BatchExportWorkflow],
-            activities=[create_export_run, insert_into_s3_activity, update_export_run_status],
+            activities=[
+                create_export_run,
+                insert_into_s3_activity,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             with mock.patch(
-                "posthog.temporal.workflows.s3_batch_export.aioboto3.Session.client", side_effect=create_test_client
+                "posthog.temporal.workflows.s3_batch_export.aioboto3.Session.client",
+                side_effect=create_test_client,
             ):
                 await activity_environment.client.execute_workflow(
                     S3BatchExportWorkflow.run,
@@ -713,7 +743,11 @@ async def test_s3_export_workflow_with_minio_bucket_and_a_lot_of_data(s3_client,
     assert run.status == "Completed"
 
     await assert_events_in_s3(
-        s3_client, bucket_name, prefix.format(year=2023, month="04", day="25"), events, compression
+        s3_client,
+        bucket_name,
+        prefix.format(year=2023, month="04", day="25"),
+        events,
+        compression,
     )
 
 
@@ -811,11 +845,16 @@ async def test_s3_export_workflow_defaults_to_timestamp_on_null_inserted_at(s3_c
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[S3BatchExportWorkflow],
-            activities=[create_export_run, insert_into_s3_activity, update_export_run_status],
+            activities=[
+                create_export_run,
+                insert_into_s3_activity,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             with mock.patch(
-                "posthog.temporal.workflows.s3_batch_export.aioboto3.Session.client", side_effect=create_test_client
+                "posthog.temporal.workflows.s3_batch_export.aioboto3.Session.client",
+                side_effect=create_test_client,
             ):
                 await activity_environment.client.execute_workflow(
                     S3BatchExportWorkflow.run,
@@ -914,11 +953,16 @@ async def test_s3_export_workflow_with_minio_bucket_and_custom_key_prefix(s3_cli
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[S3BatchExportWorkflow],
-            activities=[create_export_run, insert_into_s3_activity, update_export_run_status],
+            activities=[
+                create_export_run,
+                insert_into_s3_activity,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             with mock.patch(
-                "posthog.temporal.workflows.s3_batch_export.aioboto3.Session.client", side_effect=create_test_client
+                "posthog.temporal.workflows.s3_batch_export.aioboto3.Session.client",
+                side_effect=create_test_client,
             ):
                 await activity_environment.client.execute_workflow(
                     S3BatchExportWorkflow.run,
@@ -936,7 +980,13 @@ async def test_s3_export_workflow_with_minio_bucket_and_custom_key_prefix(s3_cli
     assert run.status == "Completed"
 
     expected_key_prefix = prefix.format(
-        table="events", year="2023", month="04", day="25", hour="14", minute="30", second="00"
+        table="events",
+        year="2023",
+        month="04",
+        day="25",
+        hour="14",
+        minute="30",
+        second="00",
     )
     objects = await s3_client.list_objects_v2(Bucket=bucket_name, Prefix=expected_key_prefix)
     key = objects["Contents"][0].get("Key")
@@ -1058,11 +1108,16 @@ async def test_s3_export_workflow_with_minio_bucket_produces_no_duplicates(s3_cl
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[S3BatchExportWorkflow],
-            activities=[create_export_run, insert_into_s3_activity, update_export_run_status],
+            activities=[
+                create_export_run,
+                insert_into_s3_activity,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             with mock.patch(
-                "posthog.temporal.workflows.s3_batch_export.aioboto3.Session.client", side_effect=create_test_client
+                "posthog.temporal.workflows.s3_batch_export.aioboto3.Session.client",
+                side_effect=create_test_client,
             ):
                 await activity_environment.client.execute_workflow(
                     S3BatchExportWorkflow.run,
@@ -1157,7 +1212,11 @@ async def insert_into_s3_activity_mocked(_: S3InsertInputs) -> str:
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[S3BatchExportWorkflow],
-            activities=[create_export_run, insert_into_s3_activity_mocked, update_export_run_status],
+            activities=[
+                create_export_run,
+                insert_into_s3_activity_mocked,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             with pytest.raises(WorkflowFailureError):
@@ -1200,7 +1259,11 @@ async def never_finish_activity(_: S3InsertInputs) -> str:
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[S3BatchExportWorkflow],
-            activities=[create_export_run, never_finish_activity, update_export_run_status],
+            activities=[
+                create_export_run,
+                never_finish_activity,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             handle = await activity_environment.client.start_workflow(
@@ -1536,7 +1599,8 @@ def assert_heartbeat_details(*details):
 
     with override_settings(BATCH_EXPORT_S3_UPLOAD_CHUNK_SIZE_BYTES=5 * 1024**2):
         with mock.patch(
-            "posthog.temporal.workflows.s3_batch_export.aioboto3.Session.client", side_effect=create_test_client
+            "posthog.temporal.workflows.s3_batch_export.aioboto3.Session.client",
+            side_effect=create_test_client,
         ):
             await activity_environment.run(insert_into_s3_activity, insert_inputs)
 
diff --git a/posthog/temporal/tests/batch_exports/test_snowflake_batch_export_workflow.py b/posthog/temporal/tests/batch_exports/test_snowflake_batch_export_workflow.py
index 3a92f9fad84b4..2205977459b91 100644
--- a/posthog/temporal/tests/batch_exports/test_snowflake_batch_export_workflow.py
+++ b/posthog/temporal/tests/batch_exports/test_snowflake_batch_export_workflow.py
@@ -89,7 +89,18 @@ def query_request_handler(request: PreparedRequest):
                 staged_files.append(f.read())
 
             if fail == "put":
-                rowset = [("test", "test.gz", 456, 0, "NONE", "GZIP", "FAILED", "Some error on put")]
+                rowset = [
+                    (
+                        "test",
+                        "test.gz",
+                        456,
+                        0,
+                        "NONE",
+                        "GZIP",
+                        "FAILED",
+                        "Some error on put",
+                    )
+                ]
 
         else:
             if fail == "copy":
@@ -186,7 +197,12 @@ def query_request_handler(request: PreparedRequest):
         "https://account.snowflakecomputing.com:443/session/v1/login-request",
         json={
             "success": True,
-            "data": {"token": "test-token", "masterToken": "test-token", "code": None, "message": None},
+            "data": {
+                "token": "test-token",
+                "masterToken": "test-token",
+                "code": None,
+                "message": None,
+            },
         },
     )
     rsps.add_callback(
@@ -335,7 +351,11 @@ async def test_snowflake_export_workflow_exports_events_in_the_last_hour_for_the
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[SnowflakeBatchExportWorkflow],
-            activities=[create_export_run, insert_into_snowflake_activity, update_export_run_status],
+            activities=[
+                create_export_run,
+                insert_into_snowflake_activity,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             with responses.RequestsMock(
@@ -414,7 +434,11 @@ async def test_snowflake_export_workflow_exports_events_in_the_last_hour_for_the
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[SnowflakeBatchExportWorkflow],
-            activities=[create_export_run, insert_into_snowflake_activity, update_export_run_status],
+            activities=[
+                create_export_run,
+                insert_into_snowflake_activity,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             with responses.RequestsMock(
@@ -534,7 +558,11 @@ async def test_snowflake_export_workflow_raises_error_on_put_fail():
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[SnowflakeBatchExportWorkflow],
-            activities=[create_export_run, insert_into_snowflake_activity, update_export_run_status],
+            activities=[
+                create_export_run,
+                insert_into_snowflake_activity,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             with responses.RequestsMock(
@@ -633,7 +661,11 @@ async def test_snowflake_export_workflow_raises_error_on_copy_fail():
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[SnowflakeBatchExportWorkflow],
-            activities=[create_export_run, insert_into_snowflake_activity, update_export_run_status],
+            activities=[
+                create_export_run,
+                insert_into_snowflake_activity,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             with responses.RequestsMock(
@@ -732,7 +764,11 @@ async def insert_into_snowflake_activity_mocked(_: SnowflakeInsertInputs) -> str
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[SnowflakeBatchExportWorkflow],
-            activities=[create_export_run, insert_into_snowflake_activity_mocked, update_export_run_status],
+            activities=[
+                create_export_run,
+                insert_into_snowflake_activity_mocked,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             with pytest.raises(WorkflowFailureError):
@@ -775,7 +811,11 @@ async def never_finish_activity(_: SnowflakeInsertInputs) -> str:
             activity_environment.client,
             task_queue=settings.TEMPORAL_TASK_QUEUE,
             workflows=[SnowflakeBatchExportWorkflow],
-            activities=[create_export_run, never_finish_activity, update_export_run_status],
+            activities=[
+                create_export_run,
+                never_finish_activity,
+                update_export_run_status,
+            ],
             workflow_runner=UnsandboxedWorkflowRunner(),
         ):
             handle = await activity_environment.client.start_workflow(
diff --git a/posthog/temporal/tests/test_clickhouse.py b/posthog/temporal/tests/test_clickhouse.py
index 9f5798b2e877c..d31d6c2b5dd59 100644
--- a/posthog/temporal/tests/test_clickhouse.py
+++ b/posthog/temporal/tests/test_clickhouse.py
@@ -9,7 +9,10 @@
 @pytest.mark.parametrize(
     "data,expected",
     [
-        (uuid.UUID("c4c5547d-8782-4017-8eca-3ea19f4d528e"), b"'c4c5547d-8782-4017-8eca-3ea19f4d528e'"),
+        (
+            uuid.UUID("c4c5547d-8782-4017-8eca-3ea19f4d528e"),
+            b"'c4c5547d-8782-4017-8eca-3ea19f4d528e'",
+        ),
         ("", b"''"),
         ("'", b"'\\''"),
         ("\\", b"'\\\\'"),
@@ -19,7 +22,10 @@
         (["a", 1, ["b", 2]], b"['a',1,['b',2]]"),
         (("; DROP TABLE events --",), b"('; DROP TABLE events --')"),
         (("'a'); DROP TABLE events --",), b"('\\'a\\'); DROP TABLE events --')"),
-        (dt.datetime(2023, 7, 14, 0, 0, 0, tzinfo=dt.timezone.utc), b"toDateTime('2023-07-14 00:00:00', 'UTC')"),
+        (
+            dt.datetime(2023, 7, 14, 0, 0, 0, tzinfo=dt.timezone.utc),
+            b"toDateTime('2023-07-14 00:00:00', 'UTC')",
+        ),
         (dt.datetime(2023, 7, 14, 0, 0, 0), b"toDateTime('2023-07-14 00:00:00')"),
         (
             dt.datetime(2023, 7, 14, 0, 0, 0, 5555, tzinfo=dt.timezone.utc),
diff --git a/posthog/temporal/tests/test_squash_person_overrides_workflow.py b/posthog/temporal/tests/test_squash_person_overrides_workflow.py
index d3040583bfad5..8cde17ccb42d1 100644
--- a/posthog/temporal/tests/test_squash_person_overrides_workflow.py
+++ b/posthog/temporal/tests/test_squash_person_overrides_workflow.py
@@ -41,10 +41,19 @@
 @pytest.mark.parametrize(
     "inputs,expected",
     [
-        ({"partition_ids": None, "last_n_months": 5}, ["202303", "202302", "202301", "202212", "202211"]),
+        (
+            {"partition_ids": None, "last_n_months": 5},
+            ["202303", "202302", "202301", "202212", "202211"],
+        ),
         ({"last_n_months": 1}, ["202303"]),
-        ({"partition_ids": ["202303", "202302"], "last_n_months": 3}, ["202303", "202302"]),
-        ({"partition_ids": ["202303", "202302"], "last_n_months": None}, ["202303", "202302"]),
+        (
+            {"partition_ids": ["202303", "202302"], "last_n_months": 3},
+            ["202303", "202302"],
+        ),
+        (
+            {"partition_ids": ["202303", "202302"], "last_n_months": None},
+            ["202303", "202302"],
+        ),
     ],
 )
 def test_workflow_inputs_yields_partition_ids(inputs, expected):
@@ -490,7 +499,10 @@ def events_to_override(person_overrides_data):
             }
             all_test_events.append(values)
 
-    sync_execute("INSERT INTO sharded_events (uuid, event, timestamp, team_id, person_id) VALUES", all_test_events)
+    sync_execute(
+        "INSERT INTO sharded_events (uuid, event, timestamp, team_id, person_id) VALUES",
+        all_test_events,
+    )
 
     yield all_test_events
 
@@ -505,7 +517,8 @@ def assert_events_have_been_overriden(overriden_events, person_overrides):
     """
     for event in overriden_events:
         rows = sync_execute(
-            "SELECT uuid, event, team_id, person_id FROM events WHERE uuid = %(uuid)s", {"uuid": event["uuid"]}
+            "SELECT uuid, event, team_id, person_id FROM events WHERE uuid = %(uuid)s",
+            {"uuid": event["uuid"]},
         )
         new_event = {
             "uuid": rows[0][0],
@@ -569,7 +582,8 @@ async def test_squash_events_partition_dry_run(
 
     for event in events_to_override:
         rows = sync_execute(
-            "SELECT uuid, event, team_id, person_id FROM events WHERE uuid = %(uuid)s", {"uuid": event["uuid"]}
+            "SELECT uuid, event, team_id, person_id FROM events WHERE uuid = %(uuid)s",
+            {"uuid": event["uuid"]},
         )
         new_event = {
             "uuid": rows[0][0],
@@ -586,7 +600,11 @@ async def test_squash_events_partition_dry_run(
 @pytest.mark.django_db
 @pytest.mark.asyncio
 async def test_squash_events_partition_with_older_overrides(
-    query_inputs, activity_environment, person_overrides_data, events_to_override, older_overrides
+    query_inputs,
+    activity_environment,
+    person_overrides_data,
+    events_to_override,
+    older_overrides,
 ):
     """Test events are properly squashed even in the prescence of older overrides.
 
@@ -613,7 +631,11 @@ async def test_squash_events_partition_with_older_overrides(
 @pytest.mark.django_db
 @pytest.mark.asyncio
 async def test_squash_events_partition_with_newer_overrides(
-    query_inputs, activity_environment, person_overrides_data, events_to_override, newer_overrides
+    query_inputs,
+    activity_environment,
+    person_overrides_data,
+    events_to_override,
+    newer_overrides,
 ):
     """Test events are properly squashed even in the prescence of newer overrides.
 
@@ -1218,7 +1240,11 @@ async def test_squash_person_overrides_workflow(
 @pytest.mark.django_db
 @pytest.mark.asyncio
 async def test_squash_person_overrides_workflow_with_newer_overrides(
-    query_inputs, events_to_override, person_overrides_data, person_overrides, newer_overrides
+    query_inputs,
+    events_to_override,
+    person_overrides_data,
+    person_overrides,
+    newer_overrides,
 ):
     """Test the squash_person_overrides workflow end-to-end with newer overrides."""
     client = await Client.connect(
diff --git a/posthog/temporal/worker.py b/posthog/temporal/worker.py
index d506c29c497fb..fcae8d29d65d4 100644
--- a/posthog/temporal/worker.py
+++ b/posthog/temporal/worker.py
@@ -9,9 +9,25 @@
 from posthog.temporal.workflows import ACTIVITIES, WORKFLOWS
 
 
-async def start_worker(host, port, namespace, task_queue, server_root_ca_cert=None, client_cert=None, client_key=None):
+async def start_worker(
+    host,
+    port,
+    namespace,
+    task_queue,
+    server_root_ca_cert=None,
+    client_cert=None,
+    client_key=None,
+):
     runtime = Runtime(telemetry=TelemetryConfig(metrics=PrometheusConfig(bind_address="0.0.0.0:8596")))
-    client = await connect(host, port, namespace, server_root_ca_cert, client_cert, client_key, runtime=runtime)
+    client = await connect(
+        host,
+        port,
+        namespace,
+        server_root_ca_cert,
+        client_cert,
+        client_key,
+        runtime=runtime,
+    )
     worker = Worker(
         client,
         task_queue=task_queue,
diff --git a/posthog/temporal/workflows/backfill_batch_export.py b/posthog/temporal/workflows/backfill_batch_export.py
index 6c0e653cf6a8c..b47cbf5d8cb30 100644
--- a/posthog/temporal/workflows/backfill_batch_export.py
+++ b/posthog/temporal/workflows/backfill_batch_export.py
@@ -281,7 +281,10 @@ async def run(self, inputs: BackfillBatchExportInputs) -> None:
         """Workflow implementation to backfill a BatchExport."""
         logger = get_batch_exports_logger(inputs=inputs)
         logger.info(
-            "Starting Backfill for BatchExport %s: %s - %s", inputs.batch_export_id, inputs.start_at, inputs.end_at
+            "Starting Backfill for BatchExport %s: %s - %s",
+            inputs.batch_export_id,
+            inputs.start_at,
+            inputs.end_at,
         )
 
         create_batch_export_backfill_inputs = CreateBatchExportBackfillInputs(
diff --git a/posthog/temporal/workflows/batch_exports.py b/posthog/temporal/workflows/batch_exports.py
index c0d253852417f..bf375ada75ce7 100644
--- a/posthog/temporal/workflows/batch_exports.py
+++ b/posthog/temporal/workflows/batch_exports.py
@@ -649,7 +649,11 @@ class UpdateBatchExportRunStatusInputs:
 @activity.defn
 async def update_export_run_status(inputs: UpdateBatchExportRunStatusInputs):
     """Activity that updates the status of an BatchExportRun."""
-    await sync_to_async(update_batch_export_run_status)(run_id=uuid.UUID(inputs.id), status=inputs.status, latest_error=inputs.latest_error)  # type: ignore
+    await sync_to_async(update_batch_export_run_status)(
+        run_id=uuid.UUID(inputs.id),
+        status=inputs.status,
+        latest_error=inputs.latest_error,
+    )  # type: ignore
 
 
 @dataclasses.dataclass
@@ -698,4 +702,6 @@ class UpdateBatchExportBackfillStatusInputs:
 @activity.defn
 async def update_batch_export_backfill_model_status(inputs: UpdateBatchExportBackfillStatusInputs):
     """Activity that updates the status of an BatchExportRun."""
-    await sync_to_async(update_batch_export_backfill_status)(backfill_id=uuid.UUID(inputs.id), status=inputs.status)  # type: ignore
+    await sync_to_async(update_batch_export_backfill_status)(
+        backfill_id=uuid.UUID(inputs.id), status=inputs.status
+    )  # type: ignore
diff --git a/posthog/temporal/workflows/bigquery_batch_export.py b/posthog/temporal/workflows/bigquery_batch_export.py
index 01a1a622633fb..09234c0db86d5 100644
--- a/posthog/temporal/workflows/bigquery_batch_export.py
+++ b/posthog/temporal/workflows/bigquery_batch_export.py
@@ -154,7 +154,11 @@ async def insert_into_bigquery_activity(inputs: BigQueryInsertInputs):
 
         with bigquery_client(inputs) as bq_client:
             bigquery_table = create_table_in_bigquery(
-                inputs.project_id, inputs.dataset_id, inputs.table_id, table_schema, bq_client
+                inputs.project_id,
+                inputs.dataset_id,
+                inputs.table_id,
+                table_schema,
+                bq_client,
             )
 
             with BatchExportTemporaryFile() as jsonl_file:
@@ -212,7 +216,11 @@ async def run(self, inputs: BigQueryBatchExportInputs):
         """Workflow implementation to export data to BigQuery."""
         logger = get_batch_exports_logger(inputs=inputs)
         data_interval_start, data_interval_end = get_data_interval(inputs.interval, inputs.data_interval_end)
-        logger.info("Starting BigQuery export batch %s - %s", data_interval_start, data_interval_end)
+        logger.info(
+            "Starting BigQuery export batch %s - %s",
+            data_interval_start,
+            data_interval_end,
+        )
 
         data_interval_start, data_interval_end = get_data_interval(inputs.interval, inputs.data_interval_end)
 
@@ -289,7 +297,11 @@ async def run(self, inputs: BigQueryBatchExportInputs):
             raise
 
         else:
-            logger.info("Successfully finished BigQuery export batch %s - %s", data_interval_start, data_interval_end)
+            logger.info(
+                "Successfully finished BigQuery export batch %s - %s",
+                data_interval_start,
+                data_interval_end,
+            )
 
         finally:
             await workflow.execute_activity(
diff --git a/posthog/temporal/workflows/clickhouse.py b/posthog/temporal/workflows/clickhouse.py
index 55e19b4eeb338..0c8f5d6c558e9 100644
--- a/posthog/temporal/workflows/clickhouse.py
+++ b/posthog/temporal/workflows/clickhouse.py
@@ -123,7 +123,10 @@ async def is_alive(self) -> bool:
         """
         try:
             await self.session.get(
-                url=self.url, params={**self.params, "query": "SELECT 1"}, headers=self.headers, raise_for_status=True
+                url=self.url,
+                params={**self.params, "query": "SELECT 1"},
+                headers=self.headers,
+                raise_for_status=True,
             )
         except aiohttp.ClientResponseError:
             return False
@@ -236,7 +239,12 @@ def post_query(self, query, *data, query_parameters, query_id) -> collections.ab
 
         with requests.Session() as s:
             response = s.post(
-                url=self.url, params=params, headers=self.headers, data=request_data, stream=True, verify=False
+                url=self.url,
+                params=params,
+                headers=self.headers,
+                data=request_data,
+                stream=True,
+                verify=False,
             )
             self.check_response(response, query)
             yield response
@@ -259,7 +267,12 @@ async def read_query(self, query, *data, query_parameters=None, query_id: str |
             return await response.content.read()
 
     async def stream_query_as_jsonl(
-        self, query, *data, query_parameters=None, query_id: str | None = None, line_separator=b"\n"
+        self,
+        query,
+        *data,
+        query_parameters=None,
+        query_id: str | None = None,
+        line_separator=b"\n",
     ) -> typing.AsyncGenerator[dict[typing.Any, typing.Any], None]:
         """Execute the given query in ClickHouse and stream back the response as one JSON per line.
 
diff --git a/posthog/temporal/workflows/postgres_batch_export.py b/posthog/temporal/workflows/postgres_batch_export.py
index 4c02a3c983119..f47684242df6b 100644
--- a/posthog/temporal/workflows/postgres_batch_export.py
+++ b/posthog/temporal/workflows/postgres_batch_export.py
@@ -178,7 +178,13 @@ async def insert_into_postgres_activity(inputs: PostgresInsertInputs):
                             pg_file.records_since_last_reset,
                             pg_file.bytes_since_last_reset,
                         )
-                        copy_tsv_to_postgres(pg_file, connection, inputs.schema, inputs.table_name, schema_columns)
+                        copy_tsv_to_postgres(
+                            pg_file,
+                            connection,
+                            inputs.schema,
+                            inputs.table_name,
+                            schema_columns,
+                        )
                         pg_file.reset()
 
                 if pg_file.tell() > 0:
@@ -187,7 +193,13 @@ async def insert_into_postgres_activity(inputs: PostgresInsertInputs):
                         pg_file.records_since_last_reset,
                         pg_file.bytes_since_last_reset,
                     )
-                    copy_tsv_to_postgres(pg_file, connection, inputs.schema, inputs.table_name, schema_columns)
+                    copy_tsv_to_postgres(
+                        pg_file,
+                        connection,
+                        inputs.schema,
+                        inputs.table_name,
+                        schema_columns,
+                    )
 
 
 @workflow.defn(name="postgres-export")
@@ -211,7 +223,11 @@ async def run(self, inputs: PostgresBatchExportInputs):
         """Workflow implementation to export data to Postgres."""
         logger = get_batch_exports_logger(inputs=inputs)
         data_interval_start, data_interval_end = get_data_interval(inputs.interval, inputs.data_interval_end)
-        logger.info("Starting Postgres export batch %s - %s", data_interval_start, data_interval_end)
+        logger.info(
+            "Starting Postgres export batch %s - %s",
+            data_interval_start,
+            data_interval_end,
+        )
 
         create_export_run_inputs = CreateBatchExportRunInputs(
             team_id=inputs.team_id,
@@ -288,7 +304,11 @@ async def run(self, inputs: PostgresBatchExportInputs):
             raise
 
         else:
-            logger.info("Successfully finished Postgres export batch %s - %s", data_interval_start, data_interval_end)
+            logger.info(
+                "Successfully finished Postgres export batch %s - %s",
+                data_interval_start,
+                data_interval_end,
+            )
 
         finally:
             await workflow.execute_activity(
diff --git a/posthog/temporal/workflows/s3_batch_export.py b/posthog/temporal/workflows/s3_batch_export.py
index 2c7545fecfb3e..1e3e59a8ca4e8 100644
--- a/posthog/temporal/workflows/s3_batch_export.py
+++ b/posthog/temporal/workflows/s3_batch_export.py
@@ -178,7 +178,10 @@ async def complete(self) -> str:
 
         async with self.s3_client() as s3_client:
             response = await s3_client.complete_multipart_upload(
-                Bucket=self.bucket_name, Key=self.key, UploadId=self.upload_id, MultipartUpload={"Parts": self.parts}
+                Bucket=self.bucket_name,
+                Key=self.key,
+                UploadId=self.upload_id,
+                MultipartUpload={"Parts": self.parts},
             )
 
         self.upload_id = None
@@ -538,7 +541,11 @@ async def run(self, inputs: S3BatchExportInputs):
             raise
 
         else:
-            logger.info("Successfully finished S3 export batch %s - %s", data_interval_start, data_interval_end)
+            logger.info(
+                "Successfully finished S3 export batch %s - %s",
+                data_interval_start,
+                data_interval_end,
+            )
 
         finally:
             await workflow.execute_activity(
diff --git a/posthog/temporal/workflows/snowflake_batch_export.py b/posthog/temporal/workflows/snowflake_batch_export.py
index 7b844a9ef268b..ba65ef418d41d 100644
--- a/posthog/temporal/workflows/snowflake_batch_export.py
+++ b/posthog/temporal/workflows/snowflake_batch_export.py
@@ -296,7 +296,11 @@ async def run(self, inputs: SnowflakeBatchExportInputs):
         """Workflow implementation to export data to Snowflake table."""
         logger = get_batch_exports_logger(inputs=inputs)
         data_interval_start, data_interval_end = get_data_interval(inputs.interval, inputs.data_interval_end)
-        logger.info("Starting Snowflake export batch %s - %s", data_interval_start, data_interval_end)
+        logger.info(
+            "Starting Snowflake export batch %s - %s",
+            data_interval_start,
+            data_interval_end,
+        )
 
         data_interval_start, data_interval_end = get_data_interval(inputs.interval, inputs.data_interval_end)
 
@@ -374,7 +378,11 @@ async def run(self, inputs: SnowflakeBatchExportInputs):
             raise
 
         else:
-            logger.info("Successfully finished Snowflake export batch %s - %s", data_interval_start, data_interval_end)
+            logger.info(
+                "Successfully finished Snowflake export batch %s - %s",
+                data_interval_start,
+                data_interval_end,
+            )
 
         finally:
             await workflow.execute_activity(
diff --git a/posthog/temporal/workflows/squash_person_overrides.py b/posthog/temporal/workflows/squash_person_overrides.py
index 90d78bad9abf3..1386964339589 100644
--- a/posthog/temporal/workflows/squash_person_overrides.py
+++ b/posthog/temporal/workflows/squash_person_overrides.py
@@ -268,7 +268,10 @@ async def drop_dictionary(inputs: QueryInputs) -> None:
 
     activity.logger.info("Dropping DICTIONARY %s", inputs.dictionary_name)
     sync_execute(
-        DROP_DICTIONARY_QUERY.format(database=settings.CLICKHOUSE_DATABASE, dictionary_name=inputs.dictionary_name)
+        DROP_DICTIONARY_QUERY.format(
+            database=settings.CLICKHOUSE_DATABASE,
+            dictionary_name=inputs.dictionary_name,
+        )
     )
 
 
@@ -492,7 +495,9 @@ async def delete_squashed_person_overrides_from_postgres(inputs: QueryInputs) ->
                 if inputs.dry_run is True:
                     activity.logger.info("This is a DRY RUN so nothing will be deleted.")
                     activity.logger.info(
-                        "Would have run query: %s with parameters %s", DELETE_FROM_PERSON_OVERRIDES, parameters
+                        "Would have run query: %s with parameters %s",
+                        DELETE_FROM_PERSON_OVERRIDES,
+                        parameters,
                     )
                     continue
 
diff --git a/posthog/test/activity_logging/test_activity_logging.py b/posthog/test/activity_logging/test_activity_logging.py
index b700fb13bcc85..9e2030779f1a9 100644
--- a/posthog/test/activity_logging/test_activity_logging.py
+++ b/posthog/test/activity_logging/test_activity_logging.py
@@ -2,14 +2,25 @@
 from django.db.utils import IntegrityError
 
 from posthog.models import User
-from posthog.models.activity_logging.activity_log import ActivityLog, Change, Detail, log_activity
+from posthog.models.activity_logging.activity_log import (
+    ActivityLog,
+    Change,
+    Detail,
+    log_activity,
+)
 from posthog.models.utils import UUIDT
 from posthog.test.base import BaseTest
 
 
 class TestActivityLogModel(BaseTest):
     def test_can_save_a_model_changed_activity_log(self) -> None:
-        change = Change(type="FeatureFlag", field="active", action="created", before=False, after=True)
+        change = Change(
+            type="FeatureFlag",
+            field="active",
+            action="created",
+            before=False,
+            after=True,
+        )
         log_activity(
             organization_id=self.organization.id,
             team_id=self.team.id,
@@ -87,7 +98,10 @@ def test_does_not_throw_if_cannot_log_activity(self) -> None:
 
             logged_warning = log.records[0].__dict__
             self.assertEqual(logged_warning["levelname"], "WARNING")
-            self.assertEqual(logged_warning["msg"]["event"], "activity_log.failed_to_write_to_activity_log")
+            self.assertEqual(
+                logged_warning["msg"]["event"],
+                "activity_log.failed_to_write_to_activity_log",
+            )
             self.assertEqual(logged_warning["msg"]["scope"], "testing throwing exceptions on create")
             self.assertEqual(logged_warning["msg"]["team"], 1)
             self.assertEqual(logged_warning["msg"]["activity"], "does not explode")
diff --git a/posthog/test/activity_logging/test_feature_flag_activity_logging.py b/posthog/test/activity_logging/test_feature_flag_activity_logging.py
index bd4fe53c51219..e3c48cd1b7766 100644
--- a/posthog/test/activity_logging/test_feature_flag_activity_logging.py
+++ b/posthog/test/activity_logging/test_feature_flag_activity_logging.py
@@ -18,7 +18,15 @@ def test_a_change_of_name_can_be_logged(self) -> None:
             previous=self._a_feature_flag_with(name="a"),
             current=self._a_feature_flag_with(name="b"),
         )
-        expected = [Change(type="FeatureFlag", field="name", action="changed", before="a", after="b")]
+        expected = [
+            Change(
+                type="FeatureFlag",
+                field="name",
+                action="changed",
+                before="a",
+                after="b",
+            )
+        ]
         assert actual == expected
 
     def test_a_change_of_key_can_be_logged(self) -> None:
@@ -27,7 +35,15 @@ def test_a_change_of_key_can_be_logged(self) -> None:
             previous=self._a_feature_flag_with(key="the-key"),
             current=self._a_feature_flag_with(key="the-new-key"),
         )
-        expected = [Change(type="FeatureFlag", field="key", action="changed", before="the-key", after="the-new-key")]
+        expected = [
+            Change(
+                type="FeatureFlag",
+                field="key",
+                action="changed",
+                before="the-key",
+                after="the-new-key",
+            )
+        ]
         assert actual == expected
 
     def test_a_change_of_flag_active_status_can_be_logged(self) -> None:
@@ -36,7 +52,15 @@ def test_a_change_of_flag_active_status_can_be_logged(self) -> None:
             previous=self._a_feature_flag_with(active=False),
             current=self._a_feature_flag_with(active=True),
         )
-        expected = [Change(type="FeatureFlag", field="active", action="changed", before=False, after=True)]
+        expected = [
+            Change(
+                type="FeatureFlag",
+                field="active",
+                action="changed",
+                before=False,
+                after=True,
+            )
+        ]
         assert actual == expected
 
     def test_adding_a_rollout_percentage_can_be_logged(self) -> None:
@@ -45,7 +69,14 @@ def test_adding_a_rollout_percentage_can_be_logged(self) -> None:
             previous=self._a_feature_flag_with(),
             current=self._a_feature_flag_with(rollout_percentage=23),
         )
-        expected = [Change(type="FeatureFlag", field="rollout_percentage", action="created", after=23)]
+        expected = [
+            Change(
+                type="FeatureFlag",
+                field="rollout_percentage",
+                action="created",
+                after=23,
+            )
+        ]
         assert actual == expected
 
     def test_a_change_of_rollout_percentage_can_be_logged(self) -> None:
@@ -54,7 +85,15 @@ def test_a_change_of_rollout_percentage_can_be_logged(self) -> None:
             previous=self._a_feature_flag_with(rollout_percentage=12),
             current=self._a_feature_flag_with(rollout_percentage=23),
         )
-        expected = [Change(type="FeatureFlag", field="rollout_percentage", action="changed", before=12, after=23)]
+        expected = [
+            Change(
+                type="FeatureFlag",
+                field="rollout_percentage",
+                action="changed",
+                before=12,
+                after=23,
+            )
+        ]
         assert actual == expected
 
     def test_a_change_of_soft_delete_can_be_logged(self) -> None:
@@ -63,7 +102,15 @@ def test_a_change_of_soft_delete_can_be_logged(self) -> None:
             previous=self._a_feature_flag_with(deleted=False),
             current=self._a_feature_flag_with(deleted=True),
         )
-        expected = [Change(type="FeatureFlag", field="deleted", action="changed", before=False, after=True)]
+        expected = [
+            Change(
+                type="FeatureFlag",
+                field="deleted",
+                action="changed",
+                before=False,
+                after=True,
+            )
+        ]
         assert actual == expected
 
     def test_a_change_of_filters_can_be_logged(self) -> None:
diff --git a/posthog/test/activity_logging/test_insight_activity_logging.py b/posthog/test/activity_logging/test_insight_activity_logging.py
index a41268a8e6b90..0c0ec74b97667 100644
--- a/posthog/test/activity_logging/test_insight_activity_logging.py
+++ b/posthog/test/activity_logging/test_insight_activity_logging.py
@@ -23,7 +23,10 @@ def test_a_change_of_insight_dashboard_can_be_logged(self) -> None:
                 field="dashboards",
                 before=[],
                 after=[
-                    {"dashboard": {"id": dashboard.id, "name": dashboard.name}, "insight": {"id": insight_after.id}}
+                    {
+                        "dashboard": {"id": dashboard.id, "name": dashboard.name},
+                        "insight": {"id": insight_after.id},
+                    }
                 ],
             )
         ]
@@ -36,7 +39,15 @@ def test_insight_change_of_name_can_be_logged(self) -> None:
             previous=self._an_insight_with(name="name"),
             current=self._an_insight_with(name="new name"),
         )
-        expected = [Change(type="Insight", field="name", action="changed", before="name", after="new name")]
+        expected = [
+            Change(
+                type="Insight",
+                field="name",
+                action="changed",
+                before="name",
+                after="new name",
+            )
+        ]
 
         self.assertCountEqual(actual, expected)
 
@@ -47,7 +58,13 @@ def test_insight_change_of_tags_can_be_logged(self) -> None:
             current=self._an_insight_with(tagged_items=["after", "tags"]),
         )
         expected = [
-            Change(type="Insight", field="tags", action="changed", before=["before", "tags"], after=["after", "tags"])
+            Change(
+                type="Insight",
+                field="tags",
+                action="changed",
+                before=["before", "tags"],
+                after=["after", "tags"],
+            )
         ]
 
         self.assertCountEqual(actual, expected)
@@ -58,7 +75,15 @@ def test_insight_change_of_derived_name_can_be_logged(self) -> None:
             previous=self._an_insight_with(derived_name="starting"),
             current=self._an_insight_with(derived_name="after"),
         )
-        expected = [Change(type="Insight", field="derived_name", action="changed", before="starting", after="after")]
+        expected = [
+            Change(
+                type="Insight",
+                field="derived_name",
+                action="changed",
+                before="starting",
+                after="after",
+            )
+        ]
 
         self.assertCountEqual(actual, expected)
 
@@ -68,7 +93,15 @@ def test_insight_change_of_description_can_be_logged(self) -> None:
             previous=self._an_insight_with(description="starting"),
             current=self._an_insight_with(description="after"),
         )
-        expected = [Change(type="Insight", field="description", action="changed", before="starting", after="after")]
+        expected = [
+            Change(
+                type="Insight",
+                field="description",
+                action="changed",
+                before="starting",
+                after="after",
+            )
+        ]
 
         self.assertCountEqual(actual, expected)
 
@@ -91,7 +124,10 @@ def _an_insight_with(self, tagged_items=None, **kwargs) -> Insight:
             refreshing=kwargs.get("refreshing", False),
             created_by=kwargs.get("user", self.user),
             is_sample=kwargs.get("is_sample", False),
-            short_id=kwargs.get("short_id", "".join(random.choices(string.ascii_letters + string.digits, k=6))),
+            short_id=kwargs.get(
+                "short_id",
+                "".join(random.choices(string.ascii_letters + string.digits, k=6)),
+            ),
             favorited=kwargs.get("favorited", False),
             refresh_attempt=kwargs.get("refresh_attempt", 0),
             last_modified_at=kwargs.get("last_modified_at", parser.parse("12th April 2003")),
diff --git a/posthog/test/base.py b/posthog/test/base.py
index d76a2e28b732d..105285fa3073e 100644
--- a/posthog/test/base.py
+++ b/posthog/test/base.py
@@ -24,10 +24,18 @@
 from posthog.clickhouse.client import sync_execute
 from posthog.clickhouse.client.connection import ch_pool
 from posthog.clickhouse.plugin_log_entries import TRUNCATE_PLUGIN_LOG_ENTRIES_TABLE_SQL
-from posthog.cloud_utils import TEST_clear_cloud_cache, TEST_clear_instance_license_cache, is_cloud
+from posthog.cloud_utils import (
+    TEST_clear_cloud_cache,
+    TEST_clear_instance_license_cache,
+    is_cloud,
+)
 from posthog.models import Dashboard, DashboardTile, Insight, Organization, Team, User
 from posthog.models.cohort.sql import TRUNCATE_COHORTPEOPLE_TABLE_SQL
-from posthog.models.event.sql import DISTRIBUTED_EVENTS_TABLE_SQL, DROP_EVENTS_TABLE_SQL, EVENTS_TABLE_SQL
+from posthog.models.event.sql import (
+    DISTRIBUTED_EVENTS_TABLE_SQL,
+    DROP_EVENTS_TABLE_SQL,
+    EVENTS_TABLE_SQL,
+)
 from posthog.models.event.util import bulk_create_events
 from posthog.models.group.sql import TRUNCATE_GROUPS_TABLE_SQL
 from posthog.models.instance_setting import get_instance_setting
@@ -68,7 +76,14 @@ def _setup_test_data(klass):
     klass.team = Team.objects.create(
         organization=klass.organization,
         api_token=klass.CONFIG_API_TOKEN,
-        test_account_filters=[{"key": "email", "value": "@posthog.com", "operator": "not_icontains", "type": "person"}],
+        test_account_filters=[
+            {
+                "key": "email",
+                "value": "@posthog.com",
+                "operator": "not_icontains",
+                "type": "person",
+            }
+        ],
         has_completed_onboarding_for={"product_analytics": True},
     )
     if klass.CONFIG_EMAIL:
@@ -108,12 +123,22 @@ class ErrorResponsesMixin:
     }
 
     def not_found_response(self, message: str = "Not found.") -> Dict[str, Optional[str]]:
-        return {"type": "invalid_request", "code": "not_found", "detail": message, "attr": None}
+        return {
+            "type": "invalid_request",
+            "code": "not_found",
+            "detail": message,
+            "attr": None,
+        }
 
     def permission_denied_response(
         self, message: str = "You do not have permission to perform this action."
     ) -> Dict[str, Optional[str]]:
-        return {"type": "authentication_error", "code": "permission_denied", "detail": message, "attr": None}
+        return {
+            "type": "authentication_error",
+            "code": "permission_denied",
+            "detail": message,
+            "attr": None,
+        }
 
     def method_not_allowed_response(self, method: str) -> Dict[str, Optional[str]]:
         return {
@@ -124,14 +149,29 @@ def method_not_allowed_response(self, method: str) -> Dict[str, Optional[str]]:
         }
 
     def unauthenticated_response(
-        self, message: str = "Authentication credentials were not provided.", code: str = "not_authenticated"
+        self,
+        message: str = "Authentication credentials were not provided.",
+        code: str = "not_authenticated",
     ) -> Dict[str, Optional[str]]:
-        return {"type": "authentication_error", "code": code, "detail": message, "attr": None}
+        return {
+            "type": "authentication_error",
+            "code": code,
+            "detail": message,
+            "attr": None,
+        }
 
     def validation_error_response(
-        self, message: str = "Malformed request", code: str = "invalid_input", attr: Optional[str] = None
+        self,
+        message: str = "Malformed request",
+        code: str = "invalid_input",
+        attr: Optional[str] = None,
     ) -> Dict[str, Optional[str]]:
-        return {"type": "validation_error", "code": code, "detail": message, "attr": attr}
+        return {
+            "type": "validation_error",
+            "code": code,
+            "detail": message,
+            "attr": attr,
+        }
 
 
 class TestMixin:
@@ -313,7 +353,9 @@ def stripResponse(response, remove=("action", "label", "persons_urls", "filter")
 def default_materialised_columns():
     try:
         from ee.clickhouse.materialized_columns.analyze import get_materialized_columns
-        from ee.clickhouse.materialized_columns.test.test_columns import EVENTS_TABLE_DEFAULT_MATERIALIZED_COLUMNS
+        from ee.clickhouse.materialized_columns.test.test_columns import (
+            EVENTS_TABLE_DEFAULT_MATERIALIZED_COLUMNS,
+        )
 
     except:
         # EE not available? Skip
@@ -383,7 +425,11 @@ def fn_with_materialized(self, *args, **kwargs):
                 materialize("person", prop)
                 materialize("events", prop, table_column="person_properties")
             for group_type_index, prop in group_properties:
-                materialize("events", prop, table_column=f"group{group_type_index}_properties")  # type: ignore
+                materialize(
+                    "events",
+                    prop,
+                    table_column=f"group{group_type_index}_properties",  # type: ignore
+                )
 
             try:
                 with self.capture_select_queries() as sqls:
@@ -461,7 +507,11 @@ def assertQueryMatchesSnapshot(self, query, params=None, replace_all_numbers=Fal
             query,
         )
 
-        query = re.sub(rf"""user_id:([0-9]+) request:[a-zA-Z0-9-_]+""", r"""user_id:0 request:_snapshot_""", query)
+        query = re.sub(
+            rf"""user_id:([0-9]+) request:[a-zA-Z0-9-_]+""",
+            r"""user_id:0 request:_snapshot_""",
+            query,
+        )
 
         # ee license check has varying datetime
         # e.g. WHERE "ee_license"."valid_until" >= '2023-03-02T21:13:59.298031+00:00'::timestamptz
@@ -482,7 +532,11 @@ def assertQueryMatchesSnapshot(self, query, params=None, replace_all_numbers=Fal
         query = re.sub(r"SAVEPOINT \".+\"", "SAVEPOINT _snapshot_", query)
 
         # test_formula has some values that change on every run
-        query = re.sub(r"\SELECT \[\d+, \d+] as breakdown_value", "SELECT [1, 2] as breakdown_value", query)
+        query = re.sub(
+            r"\SELECT \[\d+, \d+] as breakdown_value",
+            "SELECT [1, 2] as breakdown_value",
+            query,
+        )
         query = re.sub(
             r"SELECT distinct_id,[\n\r\s]+\d+ as value",
             "SELECT distinct_id, 1 as value",
diff --git a/posthog/test/test_celery.py b/posthog/test/test_celery.py
index c004be2370a97..19b0a303fd57b 100644
--- a/posthog/test/test_celery.py
+++ b/posthog/test/test_celery.py
@@ -16,6 +16,7 @@ def test_clickhouse_errors_count(self, _, mock_push_to_gateway, mock_sync_execut
         self.assertEqual(
             60,
             registry.get_sample_value(
-                "posthog_celery_clickhouse_errors", labels={"name": "NO_ZOOKEEPER", "replica": "ch1", "shard": "1"}
+                "posthog_celery_clickhouse_errors",
+                labels={"name": "NO_ZOOKEEPER", "replica": "ch1", "shard": "1"},
             ),
         )
diff --git a/posthog/test/test_cohort_model.py b/posthog/test/test_cohort_model.py
index df9da32b0a2ee..4d7eabe210740 100644
--- a/posthog/test/test_cohort_model.py
+++ b/posthog/test/test_cohort_model.py
@@ -41,11 +41,15 @@ def test_calculating_cohort_clickhouse(self):
             name="cohort1",
         )
         person1 = Person.objects.create(
-            distinct_ids=["person1"], team_id=self.team.pk, properties={"$some_prop": "something"}
+            distinct_ids=["person1"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
         )
         Person.objects.create(distinct_ids=["person2"], team_id=self.team.pk, properties={})
         person3 = Person.objects.create(
-            distinct_ids=["person3"], team_id=self.team.pk, properties={"$some_prop": "something"}
+            distinct_ids=["person3"],
+            team_id=self.team.pk,
+            properties={"$some_prop": "something"},
         )
         cohort.calculate_people_ch(pending_version=0)
 
@@ -53,7 +57,11 @@ def test_calculating_cohort_clickhouse(self):
             row[0]
             for row in sync_execute(
                 GET_COHORTPEOPLE_BY_COHORT_ID,
-                {"cohort_id": cohort.pk, "team_id": self.team.pk, "version": cohort.version},
+                {
+                    "cohort_id": cohort.pk,
+                    "team_id": self.team.pk,
+                    "version": cohort.version,
+                },
             )
         ]
         self.assertCountEqual(uuids, [person1.uuid, person3.uuid])
@@ -74,11 +82,22 @@ def test_group_to_property_conversion(self):
             groups=[
                 {
                     "properties": [
-                        {"key": "$some_prop", "value": "something", "type": "person", "operator": "contains"},
+                        {
+                            "key": "$some_prop",
+                            "value": "something",
+                            "type": "person",
+                            "operator": "contains",
+                        },
                         {"key": "other_prop", "value": "other_value", "type": "person"},
                     ]
                 },
-                {"days": "4", "count": "3", "label": "$pageview", "action_id": 1, "count_operator": "eq"},
+                {
+                    "days": "4",
+                    "count": "3",
+                    "label": "$pageview",
+                    "action_id": 1,
+                    "count_operator": "eq",
+                },
             ],
             name="cohort1",
         )
@@ -91,8 +110,17 @@ def test_group_to_property_conversion(self):
                     {
                         "type": "AND",
                         "values": [
-                            {"key": "$some_prop", "type": "person", "value": "something", "operator": "contains"},
-                            {"key": "other_prop", "type": "person", "value": "other_value"},
+                            {
+                                "key": "$some_prop",
+                                "type": "person",
+                                "value": "something",
+                                "operator": "contains",
+                            },
+                            {
+                                "key": "other_prop",
+                                "type": "person",
+                                "value": "other_value",
+                            },
                         ],
                     },
                     {
@@ -120,11 +148,22 @@ def test_group_to_property_conversion_with_valid_zero_count(self):
             groups=[
                 {
                     "properties": [
-                        {"key": "$some_prop", "value": "something", "type": "person", "operator": "contains"},
+                        {
+                            "key": "$some_prop",
+                            "value": "something",
+                            "type": "person",
+                            "operator": "contains",
+                        },
                         {"key": "other_prop", "value": "other_value", "type": "person"},
                     ]
                 },
-                {"days": "4", "count": "0", "label": "$pageview", "event_id": "$pageview", "count_operator": "gte"},
+                {
+                    "days": "4",
+                    "count": "0",
+                    "label": "$pageview",
+                    "event_id": "$pageview",
+                    "count_operator": "gte",
+                },
             ],
             name="cohort1",
         )
@@ -137,8 +176,17 @@ def test_group_to_property_conversion_with_valid_zero_count(self):
                     {
                         "type": "AND",
                         "values": [
-                            {"key": "$some_prop", "type": "person", "value": "something", "operator": "contains"},
-                            {"key": "other_prop", "type": "person", "value": "other_value"},
+                            {
+                                "key": "$some_prop",
+                                "type": "person",
+                                "value": "something",
+                                "operator": "contains",
+                            },
+                            {
+                                "key": "other_prop",
+                                "type": "person",
+                                "value": "other_value",
+                            },
                         ],
                     },
                     {
@@ -164,7 +212,13 @@ def test_group_to_property_conversion_with_valid_zero_count_different_operator(s
         cohort = Cohort.objects.create(
             team=self.team,
             groups=[
-                {"days": "4", "count": "0", "label": "$pageview", "event_id": "$pageview", "count_operator": "lte"}
+                {
+                    "days": "4",
+                    "count": "0",
+                    "label": "$pageview",
+                    "event_id": "$pageview",
+                    "count_operator": "lte",
+                }
             ],
             name="cohort1",
         )
@@ -196,7 +250,14 @@ def test_group_to_property_conversion_with_valid_zero_count_different_operator(s
     def test_group_to_property_conversion_with_missing_days_and_invalid_count(self):
         cohort = Cohort.objects.create(
             team=self.team,
-            groups=[{"count": -3, "label": "$pageview", "event_id": "$pageview", "count_operator": "gte"}],
+            groups=[
+                {
+                    "count": -3,
+                    "label": "$pageview",
+                    "event_id": "$pageview",
+                    "count_operator": "gte",
+                }
+            ],
             name="cohort1",
         )
 
diff --git a/posthog/test/test_datetime.py b/posthog/test/test_datetime.py
index b25fa7098f9b5..2b8e6b087e5fb 100644
--- a/posthog/test/test_datetime.py
+++ b/posthog/test/test_datetime.py
@@ -1,6 +1,12 @@
 from datetime import datetime, timezone
 
-from posthog.datetime import start_of_hour, start_of_day, end_of_day, start_of_week, start_of_month
+from posthog.datetime import (
+    start_of_hour,
+    start_of_day,
+    end_of_day,
+    start_of_week,
+    start_of_month,
+)
 
 
 def test_start_of_hour():
diff --git a/posthog/test/test_decorators.py b/posthog/test/test_decorators.py
index 5ff6a48441369..a796125345b07 100644
--- a/posthog/test/test_decorators.py
+++ b/posthog/test/test_decorators.py
@@ -81,7 +81,10 @@ def test_discards_stale_response(self) -> None:
 
 
 class TestIsStaleHelper(BaseTest):
-    cached_response = {"last_refresh": datetime.fromisoformat("2023-02-08T12:05:23+00:00"), "result": "bla"}
+    cached_response = {
+        "last_refresh": datetime.fromisoformat("2023-02-08T12:05:23+00:00"),
+        "result": "bla",
+    }
 
     def test_keeps_fresh_hourly_result(self) -> None:
         with freeze_time("2023-02-08T12:59:59Z"):
diff --git a/posthog/test/test_element_model.py b/posthog/test/test_element_model.py
index 0286a6d55776c..bb51463464b23 100644
--- a/posthog/test/test_element_model.py
+++ b/posthog/test/test_element_model.py
@@ -21,7 +21,12 @@ def test_elements_to_string(self) -> None:
                     nth_child=1,
                     nth_of_type=0,
                 ),
-                Element(tag_name="button", attr_class=["btn", "btn-primary"], nth_child=0, nth_of_type=0),
+                Element(
+                    tag_name="button",
+                    attr_class=["btn", "btn-primary"],
+                    nth_child=0,
+                    nth_of_type=0,
+                ),
                 Element(tag_name="div", nth_child=0, nth_of_type=0),
                 Element(tag_name="div", nth_child=0, nth_of_type=0, attr_id="nested"),
             ]
@@ -66,7 +71,10 @@ def test_broken_class_names(self):
         elements_string = elements_to_string(
             elements=[
                 Element(
-                    tag_name="a", href="/a-url", attr_class=['small"', "xy:z"], attributes={"attr_class": 'xyz small"'}
+                    tag_name="a",
+                    href="/a-url",
+                    attr_class=['small"', "xy:z"],
+                    attributes={"attr_class": 'xyz small"'},
                 )
             ]
         )
diff --git a/posthog/test/test_email.py b/posthog/test/test_email.py
index 6beea8f3d2251..85f48107913ed 100644
--- a/posthog/test/test_email.py
+++ b/posthog/test/test_email.py
@@ -53,10 +53,14 @@ def test_cant_send_same_campaign_twice(self) -> None:
             record.save()
 
             with self.settings(CELERY_TASK_ALWAYS_EAGER=True):
-
                 _send_email(
                     campaign_key="campaign_1",
-                    to=[{"raw_email": "test0@posthog.com", "recipient": "Test PostHog <test0@posthog.com>"}],
+                    to=[
+                        {
+                            "raw_email": "test0@posthog.com",
+                            "recipient": "Test PostHog <test0@posthog.com>",
+                        }
+                    ],
                     subject="Test email",
                     headers={},
                 )
diff --git a/posthog/test/test_feature_flag.py b/posthog/test/test_feature_flag.py
index e9d12f7d6d047..668868356f46e 100644
--- a/posthog/test/test_feature_flag.py
+++ b/posthog/test/test_feature_flag.py
@@ -24,7 +24,12 @@
 from posthog.models.organization import Organization
 from posthog.models.team import Team
 from posthog.models.user import User
-from posthog.test.base import BaseTest, QueryMatchingTest, snapshot_postgres_queries, snapshot_postgres_queries_context
+from posthog.test.base import (
+    BaseTest,
+    QueryMatchingTest,
+    snapshot_postgres_queries,
+    snapshot_postgres_queries_context,
+)
 
 
 class TestFeatureFlagCohortExpansion(BaseTest):
@@ -34,7 +39,16 @@ def test_cohort_expansion(self):
         cohort = Cohort.objects.create(
             team=self.team,
             groups=[
-                {"properties": [{"key": "email", "value": ["@posthog.com"], "type": "person", "operator": "icontains"}]}
+                {
+                    "properties": [
+                        {
+                            "key": "email",
+                            "value": ["@posthog.com"],
+                            "type": "person",
+                            "operator": "icontains",
+                        }
+                    ]
+                }
             ],
         )
         flag: FeatureFlag = FeatureFlag.objects.create(
@@ -49,7 +63,12 @@ def test_cohort_expansion(self):
             [
                 {
                     "properties": [
-                        {"key": "email", "operator": "icontains", "type": "person", "value": ["@posthog.com"]}
+                        {
+                            "key": "email",
+                            "operator": "icontains",
+                            "type": "person",
+                            "value": ["@posthog.com"],
+                        }
                     ],
                     "rollout_percentage": None,
                 }
@@ -91,8 +110,18 @@ def test_cohort_expansion_multiple_properties(self):
             groups=[
                 {
                     "properties": [
-                        {"key": "email", "value": ["@posthog.com"], "type": "person", "operator": "icontains"},
-                        {"key": "name", "value": ["posthog"], "type": "person", "operator": "icontains"},
+                        {
+                            "key": "email",
+                            "value": ["@posthog.com"],
+                            "type": "person",
+                            "operator": "icontains",
+                        },
+                        {
+                            "key": "name",
+                            "value": ["posthog"],
+                            "type": "person",
+                            "operator": "icontains",
+                        },
                     ]
                 }
             ],
@@ -109,8 +138,18 @@ def test_cohort_expansion_multiple_properties(self):
             [
                 {
                     "properties": [
-                        {"key": "email", "operator": "icontains", "type": "person", "value": ["@posthog.com"]},
-                        {"key": "name", "value": ["posthog"], "type": "person", "operator": "icontains"},
+                        {
+                            "key": "email",
+                            "operator": "icontains",
+                            "type": "person",
+                            "value": ["@posthog.com"],
+                        },
+                        {
+                            "key": "name",
+                            "value": ["posthog"],
+                            "type": "person",
+                            "operator": "icontains",
+                        },
                     ],
                     "rollout_percentage": None,
                 }
@@ -127,8 +166,16 @@ def test_cohort_property_group(self):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
-                                {"key": "$some_prop2", "value": "nomatchihope2", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "value": "nomatchihope2",
+                                    "type": "person",
+                                },
                             ],
                         }
                     ],
@@ -143,7 +190,10 @@ def test_cohort_property_group(self):
             key="active-flag",
             filters={
                 "groups": [
-                    {"properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}], "rollout_percentage": 50}
+                    {
+                        "properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}],
+                        "rollout_percentage": 50,
+                    }
                 ]
             },
         )
@@ -155,7 +205,13 @@ def test_cohort_property_group(self):
                     "rollout_percentage": 50,
                 },
                 {
-                    "properties": [{"key": "$some_prop2", "value": "nomatchihope2", "type": "person"}],
+                    "properties": [
+                        {
+                            "key": "$some_prop2",
+                            "value": "nomatchihope2",
+                            "type": "person",
+                        }
+                    ],
                     "rollout_percentage": 50,
                 },
             ],
@@ -171,8 +227,16 @@ def test_behavioral_cohorts(self):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
-                                {"key": "$some_prop2", "value": "nomatchihope2", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "value": "nomatchihope2",
+                                    "type": "person",
+                                },
                                 {
                                     "key": "$pageview",
                                     "event_type": "events",
@@ -195,13 +259,21 @@ def test_behavioral_cohorts(self):
             key="active-flag",
             filters={
                 "groups": [
-                    {"properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}], "rollout_percentage": 50}
+                    {
+                        "properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}],
+                        "rollout_percentage": 50,
+                    }
                 ]
             },
         )
         self.assertEqual(
             flag.transform_cohort_filters_for_easy_evaluation(),
-            [{"properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}], "rollout_percentage": 50}],
+            [
+                {
+                    "properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}],
+                    "rollout_percentage": 50,
+                }
+            ],
         )
 
     def test_multiple_cohorts(self):
@@ -214,8 +286,16 @@ def test_multiple_cohorts(self):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
-                                {"key": "$some_prop2", "value": "nomatchihope2", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "value": "nomatchihope2",
+                                    "type": "person",
+                                },
                             ],
                         }
                     ],
@@ -233,8 +313,16 @@ def test_multiple_cohorts(self):
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
-                                {"key": "$some_prop2", "value": "nomatchihope2", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "value": "nomatchihope2",
+                                    "type": "person",
+                                },
                             ],
                         }
                     ],
@@ -249,8 +337,14 @@ def test_multiple_cohorts(self):
             key="active-flag",
             filters={
                 "groups": [
-                    {"properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}], "rollout_percentage": 50},
-                    {"properties": [{"key": "id", "value": cohort2.pk, "type": "cohort"}], "rollout_percentage": 50},
+                    {
+                        "properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}],
+                        "rollout_percentage": 50,
+                    },
+                    {
+                        "properties": [{"key": "id", "value": cohort2.pk, "type": "cohort"}],
+                        "rollout_percentage": 50,
+                    },
                 ]
             },
         )
@@ -269,15 +363,31 @@ def test_cohort_thats_impossible_to_expand(self):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
-                                {"key": "$some_prop2", "value": "nomatchihope2", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "value": "nomatchihope2",
+                                    "type": "person",
+                                },
                             ],
                         },
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "$some_prop3", "value": "nomatchihope", "type": "person"},
-                                {"key": "$some_prop4", "value": "nomatchihope2", "type": "person"},
+                                {
+                                    "key": "$some_prop3",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "$some_prop4",
+                                    "value": "nomatchihope2",
+                                    "type": "person",
+                                },
                             ],
                         },
                     ],
@@ -293,7 +403,10 @@ def test_cohort_thats_impossible_to_expand(self):
             key="active-flag",
             filters={
                 "groups": [
-                    {"properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}], "rollout_percentage": 50},
+                    {
+                        "properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}],
+                        "rollout_percentage": 50,
+                    },
                 ]
             },
         )
@@ -310,8 +423,16 @@ def test_feature_flag_preventing_simple_cohort_expansion(self):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
-                                {"key": "$some_prop2", "value": "nomatchihope2", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "value": "nomatchihope2",
+                                    "type": "person",
+                                },
                             ],
                         }
                     ],
@@ -350,20 +471,36 @@ def test_feature_flag_with_additional_conditions_playing_well_with_complex_cohor
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
-                                {"key": "$some_prop2", "value": "nomatchihope2", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "value": "nomatchihope2",
+                                    "type": "person",
+                                },
                             ],
                         },
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "$name", "value": "nomatchihope", "type": "person"},
+                                {
+                                    "key": "$name",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
                             ],
                         },
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "$email", "value": "nomatchihope", "type": "person"},
+                                {
+                                    "key": "$email",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
                             ],
                         },
                     ],
@@ -383,8 +520,14 @@ def test_feature_flag_with_additional_conditions_playing_well_with_complex_cohor
                         "properties": [{"key": "name_above", "value": "name", "type": "person"}],
                         "rollout_percentage": 50,
                     },
-                    {"properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}], "rollout_percentage": 50},
-                    {"properties": [{"key": "name", "value": "name", "type": "person"}], "rollout_percentage": 50},
+                    {
+                        "properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}],
+                        "rollout_percentage": 50,
+                    },
+                    {
+                        "properties": [{"key": "name", "value": "name", "type": "person"}],
+                        "rollout_percentage": 50,
+                    },
                 ]
             },
         )
@@ -392,12 +535,26 @@ def test_feature_flag_with_additional_conditions_playing_well_with_complex_cohor
         self.assertEqual(
             flag.transform_cohort_filters_for_easy_evaluation(),
             [
-                {"properties": [{"key": "name_above", "value": "name", "type": "person"}], "rollout_percentage": 50},
-                {"properties": [{"key": "name", "value": "name", "type": "person"}], "rollout_percentage": 50},
+                {
+                    "properties": [{"key": "name_above", "value": "name", "type": "person"}],
+                    "rollout_percentage": 50,
+                },
+                {
+                    "properties": [{"key": "name", "value": "name", "type": "person"}],
+                    "rollout_percentage": 50,
+                },
                 {
                     "properties": [
-                        {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
-                        {"key": "$some_prop2", "value": "nomatchihope2", "type": "person"},
+                        {
+                            "key": "$some_prop",
+                            "value": "nomatchihope",
+                            "type": "person",
+                        },
+                        {
+                            "key": "$some_prop2",
+                            "value": "nomatchihope2",
+                            "type": "person",
+                        },
                     ],
                     "rollout_percentage": 50,
                 },
@@ -426,19 +583,31 @@ def test_complex_cohort_expansion_that_is_simplified_via_clearing_excess_levels(
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
                             ],
                         },
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$name", "value": "nomatchihope", "type": "person"},
+                                {
+                                    "key": "$name",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
                             ],
                         },
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "$email", "value": "nomatchihope", "type": "person"},
+                                {
+                                    "key": "$email",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
                             ],
                         },
                     ],
@@ -454,8 +623,14 @@ def test_complex_cohort_expansion_that_is_simplified_via_clearing_excess_levels(
             key="active-flag",
             filters={
                 "groups": [
-                    {"properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}], "rollout_percentage": 50},
-                    {"properties": [{"key": "name", "value": "name", "type": "person"}], "rollout_percentage": 50},
+                    {
+                        "properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}],
+                        "rollout_percentage": 50,
+                    },
+                    {
+                        "properties": [{"key": "name", "value": "name", "type": "person"}],
+                        "rollout_percentage": 50,
+                    },
                 ]
             },
         )
@@ -463,12 +638,18 @@ def test_complex_cohort_expansion_that_is_simplified_via_clearing_excess_levels(
         self.assertEqual(
             flag.transform_cohort_filters_for_easy_evaluation(),
             [
-                {"properties": [{"key": "name", "value": "name", "type": "person"}], "rollout_percentage": 50},
+                {
+                    "properties": [{"key": "name", "value": "name", "type": "person"}],
+                    "rollout_percentage": 50,
+                },
                 {
                     "properties": [{"key": "$some_prop", "value": "nomatchihope", "type": "person"}],
                     "rollout_percentage": 50,
                 },
-                {"properties": [{"key": "$name", "value": "nomatchihope", "type": "person"}], "rollout_percentage": 50},
+                {
+                    "properties": [{"key": "$name", "value": "nomatchihope", "type": "person"}],
+                    "rollout_percentage": 50,
+                },
                 {
                     "properties": [{"key": "$email", "value": "nomatchihope", "type": "person"}],
                     "rollout_percentage": 50,
@@ -590,7 +771,16 @@ def test_coercion_of_strings_and_numbers(self):
         feature_flag = self.create_feature_flag(
             filters={
                 "groups": [
-                    {"properties": [{"key": "Organizer Id", "value": ["307"], "operator": "exact", "type": "person"}]}
+                    {
+                        "properties": [
+                            {
+                                "key": "Organizer Id",
+                                "value": ["307"],
+                                "operator": "exact",
+                                "type": "person",
+                            }
+                        ]
+                    }
                 ]
             }
         )
@@ -598,8 +788,26 @@ def test_coercion_of_strings_and_numbers(self):
             key="random",
             filters={
                 "groups": [
-                    {"properties": [{"key": "Distinct Id", "value": ["307"], "operator": "exact", "type": "person"}]},
-                    {"properties": [{"key": "Distinct Id", "value": [307], "operator": "exact", "type": "person"}]},
+                    {
+                        "properties": [
+                            {
+                                "key": "Distinct Id",
+                                "value": ["307"],
+                                "operator": "exact",
+                                "type": "person",
+                            }
+                        ]
+                    },
+                    {
+                        "properties": [
+                            {
+                                "key": "Distinct Id",
+                                "value": [307],
+                                "operator": "exact",
+                                "type": "person",
+                            }
+                        ]
+                    },
                 ]
             },
         )
@@ -660,7 +868,16 @@ def test_coercion_of_booleans(self):
             key="random1",
             filters={
                 "groups": [
-                    {"properties": [{"key": "enabled", "value": ["true"], "operator": "exact", "type": "person"}]}
+                    {
+                        "properties": [
+                            {
+                                "key": "enabled",
+                                "value": ["true"],
+                                "operator": "exact",
+                                "type": "person",
+                            }
+                        ]
+                    }
                 ]
             },
         )
@@ -668,8 +885,26 @@ def test_coercion_of_booleans(self):
             key="random2",
             filters={
                 "groups": [
-                    {"properties": [{"key": "enabled", "value": True, "operator": "exact", "type": "person"}]},
-                    {"properties": [{"key": "enabled", "value": [True], "operator": "exact", "type": "person"}]},
+                    {
+                        "properties": [
+                            {
+                                "key": "enabled",
+                                "value": True,
+                                "operator": "exact",
+                                "type": "person",
+                            }
+                        ]
+                    },
+                    {
+                        "properties": [
+                            {
+                                "key": "enabled",
+                                "value": [True],
+                                "operator": "exact",
+                                "type": "person",
+                            }
+                        ]
+                    },
                 ]
             },
         )
@@ -677,8 +912,26 @@ def test_coercion_of_booleans(self):
             key="random3",
             filters={
                 "groups": [
-                    {"properties": [{"key": "string_enabled", "value": [True], "operator": "exact", "type": "person"}]},
-                    {"properties": [{"key": "string_enabled", "value": True, "operator": "exact", "type": "person"}]},
+                    {
+                        "properties": [
+                            {
+                                "key": "string_enabled",
+                                "value": [True],
+                                "operator": "exact",
+                                "type": "person",
+                            }
+                        ]
+                    },
+                    {
+                        "properties": [
+                            {
+                                "key": "string_enabled",
+                                "value": True,
+                                "operator": "exact",
+                                "type": "person",
+                            }
+                        ]
+                    },
                 ]
             },
         )
@@ -688,12 +941,22 @@ def test_coercion_of_booleans(self):
                 "groups": [
                     {
                         "properties": [
-                            {"key": "string_enabled", "value": ['"true"'], "operator": "exact", "type": "person"}
+                            {
+                                "key": "string_enabled",
+                                "value": ['"true"'],
+                                "operator": "exact",
+                                "type": "person",
+                            }
                         ]
                     },
                     {
                         "properties": [
-                            {"key": "string_enabled", "value": '"true"', "operator": "exact", "type": "person"}
+                            {
+                                "key": "string_enabled",
+                                "value": '"true"',
+                                "operator": "exact",
+                                "type": "person",
+                            }
                         ]
                     },
                 ]
@@ -731,15 +994,19 @@ def test_coercion_of_booleans(self):
             FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
         )
         self.assertEqual(
-            FeatureFlagMatcher([feature_flag3], "307", property_value_overrides={"string_enabled": True}).get_match(
-                feature_flag3
-            ),
+            FeatureFlagMatcher(
+                [feature_flag3],
+                "307",
+                property_value_overrides={"string_enabled": True},
+            ).get_match(feature_flag3),
             FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
         )
         self.assertEqual(
-            FeatureFlagMatcher([feature_flag4], "307", property_value_overrides={"string_enabled": True}).get_match(
-                feature_flag4
-            ),
+            FeatureFlagMatcher(
+                [feature_flag4],
+                "307",
+                property_value_overrides={"string_enabled": True},
+            ).get_match(feature_flag4),
             FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
         )
 
@@ -756,15 +1023,19 @@ def test_coercion_of_booleans(self):
             FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
         )
         self.assertEqual(
-            FeatureFlagMatcher([feature_flag3], "307", property_value_overrides={"string_enabled": "true"}).get_match(
-                feature_flag3
-            ),
+            FeatureFlagMatcher(
+                [feature_flag3],
+                "307",
+                property_value_overrides={"string_enabled": "true"},
+            ).get_match(feature_flag3),
             FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
         )
         self.assertEqual(
-            FeatureFlagMatcher([feature_flag4], "307", property_value_overrides={"string_enabled": "true"}).get_match(
-                feature_flag4
-            ),
+            FeatureFlagMatcher(
+                [feature_flag4],
+                "307",
+                property_value_overrides={"string_enabled": "true"},
+            ).get_match(feature_flag4),
             FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
         )
 
@@ -782,7 +1053,16 @@ def test_db_matches_independent_of_string_or_number_type(self):
         feature_flag = self.create_feature_flag(
             filters={
                 "groups": [
-                    {"properties": [{"key": "Distinct Id", "value": ["307"], "operator": "exact", "type": "person"}]}
+                    {
+                        "properties": [
+                            {
+                                "key": "Distinct Id",
+                                "value": ["307"],
+                                "operator": "exact",
+                                "type": "person",
+                            }
+                        ]
+                    }
                 ]
             }
         )
@@ -790,7 +1070,16 @@ def test_db_matches_independent_of_string_or_number_type(self):
             key="random",
             filters={
                 "groups": [
-                    {"properties": [{"key": "Distinct Id", "value": [307], "operator": "exact", "type": "person"}]},
+                    {
+                        "properties": [
+                            {
+                                "key": "Distinct Id",
+                                "value": [307],
+                                "operator": "exact",
+                                "type": "person",
+                            }
+                        ]
+                    },
                 ]
             },
         )
@@ -799,7 +1088,16 @@ def test_db_matches_independent_of_string_or_number_type(self):
             key="random2",
             filters={
                 "groups": [
-                    {"properties": [{"key": "Distinct Id", "value": 307, "operator": "exact", "type": "person"}]},
+                    {
+                        "properties": [
+                            {
+                                "key": "Distinct Id",
+                                "value": 307,
+                                "operator": "exact",
+                                "type": "person",
+                            }
+                        ]
+                    },
                 ]
             },
         )
@@ -873,14 +1171,23 @@ def test_zero_rollout_percentage(self):
         )
 
     def test_complicated_flag(self):
-        Person.objects.create(team=self.team, distinct_ids=["test_id"], properties={"email": "test@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["test_id"],
+            properties={"email": "test@posthog.com"},
+        )
 
         feature_flag = self.create_feature_flag(
             filters={
                 "groups": [
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "test@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 100,
                     },
@@ -904,7 +1211,9 @@ def test_complicated_flag(self):
 
     def test_super_condition_matches_boolean(self):
         Person.objects.create(
-            team=self.team, distinct_ids=["test_id"], properties={"email": "test@posthog.com", "is_enabled": True}
+            team=self.team,
+            distinct_ids=["test_id"],
+            properties={"email": "test@posthog.com", "is_enabled": True},
         )
 
         feature_flag = self.create_feature_flag(
@@ -912,13 +1221,23 @@ def test_super_condition_matches_boolean(self):
                 "groups": [
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "fake@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "fake@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 0,
                     },
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "test@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 100,
                     },
@@ -926,8 +1245,15 @@ def test_super_condition_matches_boolean(self):
                 ],
                 "super_groups": [
                     {
-                        "properties": [{"key": "is_enabled", "type": "person", "operator": "exact", "value": ["true"]}],
-                        "rollout_percentage": 100,
+                        "properties": [
+                            {
+                                "key": "is_enabled",
+                                "type": "person",
+                                "operator": "exact",
+                                "value": ["true"],
+                            }
+                        ],
+                        "rollout_percentage": 100,
                     },
                 ],
             },
@@ -948,7 +1274,9 @@ def test_super_condition_matches_boolean(self):
 
     def test_super_condition_matches_string(self):
         Person.objects.create(
-            team=self.team, distinct_ids=["test_id"], properties={"email": "test@posthog.com", "is_enabled": "true"}
+            team=self.team,
+            distinct_ids=["test_id"],
+            properties={"email": "test@posthog.com", "is_enabled": "true"},
         )
 
         feature_flag = self.create_feature_flag(
@@ -956,13 +1284,23 @@ def test_super_condition_matches_string(self):
                 "groups": [
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "fake@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "fake@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 0,
                     },
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "test@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 100,
                     },
@@ -970,7 +1308,14 @@ def test_super_condition_matches_string(self):
                 ],
                 "super_groups": [
                     {
-                        "properties": [{"key": "is_enabled", "type": "person", "operator": "exact", "value": "true"}],
+                        "properties": [
+                            {
+                                "key": "is_enabled",
+                                "type": "person",
+                                "operator": "exact",
+                                "value": "true",
+                            }
+                        ],
                         "rollout_percentage": 100,
                     },
                 ],
@@ -985,7 +1330,9 @@ def test_super_condition_matches_string(self):
 
     def test_super_condition_matches_and_false(self):
         Person.objects.create(
-            team=self.team, distinct_ids=["test_id"], properties={"email": "test@posthog.com", "is_enabled": True}
+            team=self.team,
+            distinct_ids=["test_id"],
+            properties={"email": "test@posthog.com", "is_enabled": True},
         )
 
         feature_flag = self.create_feature_flag(
@@ -993,13 +1340,23 @@ def test_super_condition_matches_and_false(self):
                 "groups": [
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "fake@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "fake@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 0,
                     },
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "test@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 100,
                     },
@@ -1007,7 +1364,14 @@ def test_super_condition_matches_and_false(self):
                 ],
                 "super_groups": [
                     {
-                        "properties": [{"key": "is_enabled", "type": "person", "operator": "exact", "value": False}],
+                        "properties": [
+                            {
+                                "key": "is_enabled",
+                                "type": "person",
+                                "operator": "exact",
+                                "value": False,
+                            }
+                        ],
                         "rollout_percentage": 100,
                     },
                 ],
@@ -1028,20 +1392,34 @@ def test_super_condition_matches_and_false(self):
         )
 
     def test_super_condition_is_not_set(self):
-        Person.objects.create(team=self.team, distinct_ids=["test_id"], properties={"email": "test@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["test_id"],
+            properties={"email": "test@posthog.com"},
+        )
 
         feature_flag = self.create_feature_flag(
             filters={
                 "groups": [
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "fake@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "fake@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 0,
                     },
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "test@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 100,
                     },
@@ -1049,7 +1427,14 @@ def test_super_condition_is_not_set(self):
                 ],
                 "super_groups": [
                     {
-                        "properties": [{"key": "is_enabled", "type": "person", "operator": "exact", "value": True}],
+                        "properties": [
+                            {
+                                "key": "is_enabled",
+                                "type": "person",
+                                "operator": "exact",
+                                "value": True,
+                            }
+                        ],
                         "rollout_percentage": 100,
                     },
                 ],
@@ -1071,7 +1456,9 @@ def test_super_condition_is_not_set(self):
 
     def test_super_condition_promoted(self):
         Person.objects.create(
-            team=self.team, distinct_ids=["test_id"], properties={"email": "test@posthog.com", "is_enabled": True}
+            team=self.team,
+            distinct_ids=["test_id"],
+            properties={"email": "test@posthog.com", "is_enabled": True},
         )
 
         feature_flag = self.create_feature_flag(
@@ -1079,13 +1466,23 @@ def test_super_condition_promoted(self):
                 "groups": [
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "fake@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "fake@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 0,
                     },
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "test@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 100,
                     },
@@ -1116,7 +1513,9 @@ def test_super_condition_promoted(self):
 
     def test_super_condition_rolled_out_to_50(self):
         Person.objects.create(
-            team=self.team, distinct_ids=["test_id"], properties={"email": "test@posthog.com", "is_enabled": True}
+            team=self.team,
+            distinct_ids=["test_id"],
+            properties={"email": "test@posthog.com", "is_enabled": True},
         )
 
         feature_flag = self.create_feature_flag(
@@ -1124,13 +1523,23 @@ def test_super_condition_rolled_out_to_50(self):
                 "groups": [
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "fake@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "fake@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 0,
                     },
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "test@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 100,
                     },
@@ -1161,7 +1570,9 @@ def test_super_condition_rolled_out_to_50(self):
 
     def test_super_condition_with_override_properties(self):
         Person.objects.create(
-            team=self.team, distinct_ids=["test_id"], properties={"email": "test@posthog.com", "is_enabled": False}
+            team=self.team,
+            distinct_ids=["test_id"],
+            properties={"email": "test@posthog.com", "is_enabled": False},
         )
 
         feature_flag = self.create_feature_flag(
@@ -1169,13 +1580,23 @@ def test_super_condition_with_override_properties(self):
                 "groups": [
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "fake@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "fake@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 0,
                     },
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "test@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 100,
                     },
@@ -1183,7 +1604,14 @@ def test_super_condition_with_override_properties(self):
                 ],
                 "super_groups": [
                     {
-                        "properties": [{"key": "is_enabled", "type": "person", "operator": "exact", "value": True}],
+                        "properties": [
+                            {
+                                "key": "is_enabled",
+                                "type": "person",
+                                "operator": "exact",
+                                "value": True,
+                            }
+                        ],
                         "rollout_percentage": 100,
                     },
                 ],
@@ -1205,9 +1633,11 @@ def test_super_condition_with_override_properties(self):
             FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 2),
         )
         self.assertEqual(
-            FeatureFlagMatcher([feature_flag], "example_id", property_value_overrides={"is_enabled": True}).get_match(
-                feature_flag
-            ),
+            FeatureFlagMatcher(
+                [feature_flag],
+                "example_id",
+                property_value_overrides={"is_enabled": True},
+            ).get_match(feature_flag),
             FeatureFlagMatch(True, None, FeatureFlagMatchReason.SUPER_CONDITION_VALUE, 0),
         )
         self.assertEqual(
@@ -1215,27 +1645,43 @@ def test_super_condition_with_override_properties(self):
             FeatureFlagMatch(False, None, FeatureFlagMatchReason.OUT_OF_ROLLOUT_BOUND, 2),
         )
         self.assertEqual(
-            FeatureFlagMatcher([feature_flag], "another_id", property_value_overrides={"is_enabled": True}).get_match(
-                feature_flag
-            ),
+            FeatureFlagMatcher(
+                [feature_flag],
+                "another_id",
+                property_value_overrides={"is_enabled": True},
+            ).get_match(feature_flag),
             FeatureFlagMatch(True, None, FeatureFlagMatchReason.SUPER_CONDITION_VALUE, 0),
         )
 
     def test_super_condition_with_override_properties_with_property_not_ingested(self):
-        Person.objects.create(team=self.team, distinct_ids=["test_id"], properties={"email": "test@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["test_id"],
+            properties={"email": "test@posthog.com"},
+        )
 
         feature_flag = self.create_feature_flag(
             filters={
                 "groups": [
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "fake@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "fake@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 0,
                     },
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "test@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 100,
                     },
@@ -1243,7 +1689,14 @@ def test_super_condition_with_override_properties_with_property_not_ingested(sel
                 ],
                 "super_groups": [
                     {
-                        "properties": [{"key": "is_enabled", "type": "person", "operator": "exact", "value": True}],
+                        "properties": [
+                            {
+                                "key": "is_enabled",
+                                "type": "person",
+                                "operator": "exact",
+                                "value": True,
+                            }
+                        ],
                         "rollout_percentage": 100,
                     },
                 ],
@@ -1265,9 +1718,11 @@ def test_super_condition_with_override_properties_with_property_not_ingested(sel
             FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 2),
         )
         self.assertEqual(
-            FeatureFlagMatcher([feature_flag], "example_id", property_value_overrides={"is_enabled": True}).get_match(
-                feature_flag
-            ),
+            FeatureFlagMatcher(
+                [feature_flag],
+                "example_id",
+                property_value_overrides={"is_enabled": True},
+            ).get_match(feature_flag),
             FeatureFlagMatch(True, None, FeatureFlagMatchReason.SUPER_CONDITION_VALUE, 0),
         )
         self.assertEqual(
@@ -1275,15 +1730,21 @@ def test_super_condition_with_override_properties_with_property_not_ingested(sel
             FeatureFlagMatch(False, None, FeatureFlagMatchReason.OUT_OF_ROLLOUT_BOUND, 2),
         )
         self.assertEqual(
-            FeatureFlagMatcher([feature_flag], "another_id", property_value_overrides={"is_enabled": True}).get_match(
-                feature_flag
-            ),
+            FeatureFlagMatcher(
+                [feature_flag],
+                "another_id",
+                property_value_overrides={"is_enabled": True},
+            ).get_match(feature_flag),
             FeatureFlagMatch(True, None, FeatureFlagMatchReason.SUPER_CONDITION_VALUE, 0),
         )
 
     @pytest.mark.skip("TODO: We're going to the database for now, but we should be able to do this in memory.")
     def test_super_condition_with_override_properties_doesnt_make_database_requests(self):
-        Person.objects.create(team=self.team, distinct_ids=["test_id"], properties={"email": "test@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["test_id"],
+            properties={"email": "test@posthog.com"},
+        )
 
         feature_flag = self.create_feature_flag(
             filters={
@@ -1292,7 +1753,14 @@ def test_super_condition_with_override_properties_doesnt_make_database_requests(
                 ],
                 "super_groups": [
                     {
-                        "properties": [{"key": "is_enabled", "type": "person", "operator": "exact", "value": True}],
+                        "properties": [
+                            {
+                                "key": "is_enabled",
+                                "type": "person",
+                                "operator": "exact",
+                                "value": True,
+                            }
+                        ],
                         "rollout_percentage": 100,
                     },
                 ],
@@ -1301,27 +1769,40 @@ def test_super_condition_with_override_properties_doesnt_make_database_requests(
 
         with self.assertNumQueries(0), snapshot_postgres_queries_context(self):
             self.assertEqual(
-                FeatureFlagMatcher([feature_flag], "test_id", property_value_overrides={"is_enabled": True}).get_match(
-                    feature_flag
-                ),
+                FeatureFlagMatcher(
+                    [feature_flag],
+                    "test_id",
+                    property_value_overrides={"is_enabled": True},
+                ).get_match(feature_flag),
                 FeatureFlagMatch(True, None, FeatureFlagMatchReason.SUPER_CONDITION_VALUE, 0),
             )
             self.assertEqual(
                 FeatureFlagMatcher(
-                    [feature_flag], "example_id", property_value_overrides={"is_enabled": True}
+                    [feature_flag],
+                    "example_id",
+                    property_value_overrides={"is_enabled": True},
                 ).get_match(feature_flag),
                 FeatureFlagMatch(True, None, FeatureFlagMatchReason.SUPER_CONDITION_VALUE, 0),
             )
 
     def test_flag_with_variant_overrides(self):
-        Person.objects.create(team=self.team, distinct_ids=["test_id"], properties={"email": "test@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["test_id"],
+            properties={"email": "test@posthog.com"},
+        )
 
         feature_flag = self.create_feature_flag(
             filters={
                 "groups": [
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "test@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 100,
                         "variant": "second-variant",
@@ -1330,9 +1811,21 @@ def test_flag_with_variant_overrides(self):
                 ],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             }
@@ -1355,7 +1848,9 @@ def test_flag_with_variant_overrides(self):
 
     def test_flag_with_clashing_variant_overrides(self):
         Person.objects.create(
-            team=self.team, distinct_ids=["test_id", "example_id"], properties={"email": "test@posthog.com"}
+            team=self.team,
+            distinct_ids=["test_id", "example_id"],
+            properties={"email": "test@posthog.com"},
         )
 
         feature_flag = self.create_feature_flag(
@@ -1363,7 +1858,12 @@ def test_flag_with_clashing_variant_overrides(self):
                 "groups": [
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "test@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 100,
                         "variant": "second-variant",
@@ -1371,7 +1871,12 @@ def test_flag_with_clashing_variant_overrides(self):
                     # since second-variant comes first in the list, it will be the one that gets picked
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "test@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 100,
                         "variant": "first-variant",
@@ -1380,9 +1885,21 @@ def test_flag_with_clashing_variant_overrides(self):
                 ],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             }
@@ -1402,14 +1919,23 @@ def test_flag_with_clashing_variant_overrides(self):
         )
 
     def test_flag_with_invalid_variant_overrides(self):
-        Person.objects.create(team=self.team, distinct_ids=["test_id"], properties={"email": "test@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["test_id"],
+            properties={"email": "test@posthog.com"},
+        )
 
         feature_flag = self.create_feature_flag(
             filters={
                 "groups": [
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "test@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 100,
                         "variant": "second???",
@@ -1418,9 +1944,21 @@ def test_flag_with_invalid_variant_overrides(self):
                 ],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             }
@@ -1442,7 +1980,11 @@ def test_flag_with_invalid_variant_overrides(self):
         )
 
     def test_flag_with_multiple_variant_overrides(self):
-        Person.objects.create(team=self.team, distinct_ids=["test_id"], properties={"email": "test@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["test_id"],
+            properties={"email": "test@posthog.com"},
+        )
 
         feature_flag = self.create_feature_flag(
             filters={
@@ -1453,7 +1995,12 @@ def test_flag_with_multiple_variant_overrides(self):
                     },
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "test@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 100,
                         "variant": "second-variant",
@@ -1462,9 +2009,21 @@ def test_flag_with_multiple_variant_overrides(self):
                 ],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             }
@@ -1484,14 +2043,23 @@ def test_flag_with_multiple_variant_overrides(self):
         )
 
     def test_multiple_flags(self):
-        Person.objects.create(team=self.team, distinct_ids=["test_id"], properties={"email": "test@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["test_id"],
+            properties={"email": "test@posthog.com"},
+        )
         self.create_groups()
         feature_flag_one = self.create_feature_flag(
             filters={
                 "groups": [
                     {
                         "properties": [
-                            {"key": "email", "type": "person", "value": "test@posthog.com", "operator": "exact"}
+                            {
+                                "key": "email",
+                                "type": "person",
+                                "value": "test@posthog.com",
+                                "operator": "exact",
+                            }
                         ],
                         "rollout_percentage": 100,
                     },
@@ -1507,10 +2075,18 @@ def test_multiple_flags(self):
             filters={"groups": [{"rollout_percentage": 0}]}, key="never_match"
         )
         feature_flag_group_match = self.create_feature_flag(
-            filters={"aggregation_group_type_index": 1, "groups": [{"rollout_percentage": 100}]}, key="group_match"
+            filters={
+                "aggregation_group_type_index": 1,
+                "groups": [{"rollout_percentage": 100}],
+            },
+            key="group_match",
         )
         feature_flag_group_no_match = self.create_feature_flag(
-            filters={"aggregation_group_type_index": 1, "groups": [{"rollout_percentage": 0}]}, key="group_no_match"
+            filters={
+                "aggregation_group_type_index": 1,
+                "groups": [{"rollout_percentage": 0}],
+            },
+            key="group_no_match",
         )
         feature_flag_group_property_match = self.create_feature_flag(
             filters={
@@ -1621,13 +2197,34 @@ def test_multiple_flags(self):
         self.assertEqual(
             reasons,
             {
-                "one": {"reason": FeatureFlagMatchReason.CONDITION_MATCH, "condition_index": 0},
-                "always_match": {"reason": FeatureFlagMatchReason.CONDITION_MATCH, "condition_index": 0},
-                "group_match": {"reason": FeatureFlagMatchReason.CONDITION_MATCH, "condition_index": 0},
-                "variant": {"reason": FeatureFlagMatchReason.CONDITION_MATCH, "condition_index": 0},
-                "group_property_match": {"reason": FeatureFlagMatchReason.CONDITION_MATCH, "condition_index": 0},
-                "never_match": {"reason": FeatureFlagMatchReason.OUT_OF_ROLLOUT_BOUND, "condition_index": 0},
-                "group_no_match": {"reason": FeatureFlagMatchReason.OUT_OF_ROLLOUT_BOUND, "condition_index": 0},
+                "one": {
+                    "reason": FeatureFlagMatchReason.CONDITION_MATCH,
+                    "condition_index": 0,
+                },
+                "always_match": {
+                    "reason": FeatureFlagMatchReason.CONDITION_MATCH,
+                    "condition_index": 0,
+                },
+                "group_match": {
+                    "reason": FeatureFlagMatchReason.CONDITION_MATCH,
+                    "condition_index": 0,
+                },
+                "variant": {
+                    "reason": FeatureFlagMatchReason.CONDITION_MATCH,
+                    "condition_index": 0,
+                },
+                "group_property_match": {
+                    "reason": FeatureFlagMatchReason.CONDITION_MATCH,
+                    "condition_index": 0,
+                },
+                "never_match": {
+                    "reason": FeatureFlagMatchReason.OUT_OF_ROLLOUT_BOUND,
+                    "condition_index": 0,
+                },
+                "group_no_match": {
+                    "reason": FeatureFlagMatchReason.OUT_OF_ROLLOUT_BOUND,
+                    "condition_index": 0,
+                },
                 "group_property_different_match": {
                     "reason": FeatureFlagMatchReason.NO_CONDITION_MATCH,
                     "condition_index": 0,
@@ -1678,23 +2275,52 @@ def test_multiple_flags(self):
         self.assertEqual(
             reasons,
             {
-                "one": {"reason": FeatureFlagMatchReason.CONDITION_MATCH, "condition_index": 0},
-                "always_match": {"reason": FeatureFlagMatchReason.CONDITION_MATCH, "condition_index": 0},
-                "group_match": {"reason": FeatureFlagMatchReason.NO_GROUP_TYPE, "condition_index": None},
-                "variant": {"reason": FeatureFlagMatchReason.CONDITION_MATCH, "condition_index": 0},
+                "one": {
+                    "reason": FeatureFlagMatchReason.CONDITION_MATCH,
+                    "condition_index": 0,
+                },
+                "always_match": {
+                    "reason": FeatureFlagMatchReason.CONDITION_MATCH,
+                    "condition_index": 0,
+                },
+                "group_match": {
+                    "reason": FeatureFlagMatchReason.NO_GROUP_TYPE,
+                    "condition_index": None,
+                },
+                "variant": {
+                    "reason": FeatureFlagMatchReason.CONDITION_MATCH,
+                    "condition_index": 0,
+                },
                 "group_property_different_match": {
                     "reason": FeatureFlagMatchReason.CONDITION_MATCH,
                     "condition_index": 0,
                 },
-                "never_match": {"reason": FeatureFlagMatchReason.OUT_OF_ROLLOUT_BOUND, "condition_index": 0},
-                "group_no_match": {"reason": FeatureFlagMatchReason.NO_GROUP_TYPE, "condition_index": None},
-                "group_property_match": {"reason": FeatureFlagMatchReason.NO_CONDITION_MATCH, "condition_index": 0},
+                "never_match": {
+                    "reason": FeatureFlagMatchReason.OUT_OF_ROLLOUT_BOUND,
+                    "condition_index": 0,
+                },
+                "group_no_match": {
+                    "reason": FeatureFlagMatchReason.NO_GROUP_TYPE,
+                    "condition_index": None,
+                },
+                "group_property_match": {
+                    "reason": FeatureFlagMatchReason.NO_CONDITION_MATCH,
+                    "condition_index": 0,
+                },
             },
         )
 
     def test_multi_property_filters(self):
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
-        Person.objects.create(team=self.team, distinct_ids=["another_id"], properties={"email": "example@example.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["another_id"],
+            properties={"email": "example@example.com"},
+        )
         Person.objects.create(team=self.team, distinct_ids=["false_id"], properties={})
         feature_flag = self.create_feature_flag(
             filters={
@@ -1720,8 +2346,16 @@ def test_multi_property_filters(self):
         )
 
     def test_multi_property_filters_with_override_properties(self):
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
-        Person.objects.create(team=self.team, distinct_ids=["another_id"], properties={"email": "example@example.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["another_id"],
+            properties={"email": "example@example.com"},
+        )
         Person.objects.create(team=self.team, distinct_ids=["random_id"], properties={})
         feature_flag = self.create_feature_flag(
             filters={
@@ -1738,9 +2372,11 @@ def test_multi_property_filters_with_override_properties(self):
             )
             # can be computed locally
             self.assertEqual(
-                FeatureFlagMatcher([feature_flag], "example_id", property_value_overrides={"email": "bzz"}).get_match(
-                    feature_flag
-                ),
+                FeatureFlagMatcher(
+                    [feature_flag],
+                    "example_id",
+                    property_value_overrides={"email": "bzz"},
+                ).get_match(feature_flag),
                 FeatureFlagMatch(False, None, FeatureFlagMatchReason.NO_CONDITION_MATCH, 1),
             )
 
@@ -1753,7 +2389,9 @@ def test_multi_property_filters_with_override_properties(self):
             # can be computed locally
             self.assertEqual(
                 FeatureFlagMatcher(
-                    [feature_flag], "random_id", property_value_overrides={"email": "example@example.com"}
+                    [feature_flag],
+                    "random_id",
+                    property_value_overrides={"email": "example@example.com"},
                 ).get_match(feature_flag),
                 FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 1),
             )
@@ -1766,8 +2404,18 @@ def test_multi_property_filters_with_override_group_properties(self):
                 "groups": [
                     {
                         "properties": [
-                            {"key": "name", "value": ["foo.inc"], "type": "group", "group_type_index": 0},
-                            {"key": "not_ingested", "value": "example.com", "type": "group", "group_type_index": 0},
+                            {
+                                "key": "name",
+                                "value": ["foo.inc"],
+                                "type": "group",
+                                "group_type_index": 0,
+                            },
+                            {
+                                "key": "not_ingested",
+                                "value": "example.com",
+                                "type": "group",
+                                "group_type_index": 0,
+                            },
                         ]
                     },
                 ],
@@ -1775,7 +2423,7 @@ def test_multi_property_filters_with_override_group_properties(self):
         )
         cache = FlagsMatcherCache(self.team.id)
         # force the query to load group types
-        cache.group_type_index_to_name
+        cache.group_type_index_to_name  # noqa: B018
 
         with self.assertNumQueries(12):
             self.assertEqual(
@@ -1824,7 +2472,12 @@ def test_multi_property_filters_with_override_group_properties(self):
                     "random_id",
                     cache=cache,
                     groups={"organization": "foo"},
-                    group_property_value_overrides={"organization": {"not_ingested": "example.com", "name": "foo.inc"}},
+                    group_property_value_overrides={
+                        "organization": {
+                            "not_ingested": "example.com",
+                            "name": "foo.inc",
+                        }
+                    },
                 ).get_match(feature_flag),
                 FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
             )
@@ -1835,7 +2488,12 @@ def test_multi_property_filters_with_override_group_properties(self):
                     "random_id",
                     cache=cache,
                     groups={"organization": "bar"},
-                    group_property_value_overrides={"organization": {"not_ingested": "example.com", "name": "foo.inc"}},
+                    group_property_value_overrides={
+                        "organization": {
+                            "not_ingested": "example.com",
+                            "name": "foo.inc",
+                        }
+                    },
                 ).get_match(feature_flag),
                 FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
             )
@@ -1844,7 +2502,15 @@ def test_override_properties_where_person_doesnt_exist_yet(self):
         feature_flag = self.create_feature_flag(
             filters={
                 "groups": [
-                    {"properties": [{"key": "email", "value": "tim@posthog.com", "type": "person"}]},
+                    {
+                        "properties": [
+                            {
+                                "key": "email",
+                                "value": "tim@posthog.com",
+                                "type": "person",
+                            }
+                        ]
+                    },
                     {"properties": [{"key": "email", "value": "example@example.com"}]},
                 ]
             }
@@ -1852,14 +2518,18 @@ def test_override_properties_where_person_doesnt_exist_yet(self):
         with self.assertNumQueries(0):
             self.assertEqual(
                 FeatureFlagMatcher(
-                    [feature_flag], "example_id", property_value_overrides={"email": "tim@posthog.com"}
+                    [feature_flag],
+                    "example_id",
+                    property_value_overrides={"email": "tim@posthog.com"},
                 ).get_match(feature_flag),
                 FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
             )
             self.assertEqual(
-                FeatureFlagMatcher([feature_flag], "example_id", property_value_overrides={"email": "bzz"}).get_match(
-                    feature_flag
-                ),
+                FeatureFlagMatcher(
+                    [feature_flag],
+                    "example_id",
+                    property_value_overrides={"email": "bzz"},
+                ).get_match(feature_flag),
                 FeatureFlagMatch(False, None, FeatureFlagMatchReason.NO_CONDITION_MATCH, 1),
             )
 
@@ -1872,7 +2542,9 @@ def test_override_properties_where_person_doesnt_exist_yet(self):
         with self.assertNumQueries(0):
             self.assertEqual(
                 FeatureFlagMatcher(
-                    [feature_flag], "random_id", property_value_overrides={"email": "example@example.com"}
+                    [feature_flag],
+                    "random_id",
+                    property_value_overrides={"email": "example@example.com"},
                 ).get_match(feature_flag),
                 FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 1),
             )
@@ -1896,14 +2568,18 @@ def test_override_properties_where_person_doesnt_exist_yet_multiple_conditions(s
             # and user doesn't exist yet
             self.assertEqual(
                 FeatureFlagMatcher(
-                    [feature_flag], "example_id", property_value_overrides={"email": "tim@posthog.com"}
+                    [feature_flag],
+                    "example_id",
+                    property_value_overrides={"email": "tim@posthog.com"},
                 ).get_match(feature_flag),
                 FeatureFlagMatch(False, None, FeatureFlagMatchReason.NO_CONDITION_MATCH, 0),
             )
             self.assertEqual(
-                FeatureFlagMatcher([feature_flag], "example_id", property_value_overrides={"email": "bzz"}).get_match(
-                    feature_flag
-                ),
+                FeatureFlagMatcher(
+                    [feature_flag],
+                    "example_id",
+                    property_value_overrides={"email": "bzz"},
+                ).get_match(feature_flag),
                 FeatureFlagMatch(False, None, FeatureFlagMatchReason.NO_CONDITION_MATCH, 0),
             )
 
@@ -1919,7 +2595,11 @@ def test_override_properties_where_person_doesnt_exist_yet_multiple_conditions(s
                 FeatureFlagMatcher(
                     [feature_flag],
                     "random_id_without_rollout",
-                    property_value_overrides={"email": "tim@posthog.com", "another_prop": "slow", "blah": "blah"},
+                    property_value_overrides={
+                        "email": "tim@posthog.com",
+                        "another_prop": "slow",
+                        "blah": "blah",
+                    },
                 ).get_match(feature_flag),
                 FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
             )
@@ -1927,7 +2607,11 @@ def test_override_properties_where_person_doesnt_exist_yet_multiple_conditions(s
                 FeatureFlagMatcher(
                     [feature_flag],
                     "random_id_within_rollout",
-                    property_value_overrides={"email": "tim@posthog.com", "another_prop": "slow", "blah": "blah"},
+                    property_value_overrides={
+                        "email": "tim@posthog.com",
+                        "another_prop": "slow",
+                        "blah": "blah",
+                    },
                 ).get_match(feature_flag),
                 FeatureFlagMatch(False, None, FeatureFlagMatchReason.OUT_OF_ROLLOUT_BOUND, 0),
             )
@@ -1938,7 +2622,11 @@ def test_override_properties_where_person_doesnt_exist_yet_multiple_conditions(s
                 FeatureFlagMatcher(
                     [feature_flag],
                     "random_id_without_rollout",
-                    property_value_overrides={"email": "tim@posthog.com", "another_prop": "slow2", "blah": "blah"},
+                    property_value_overrides={
+                        "email": "tim@posthog.com",
+                        "another_prop": "slow2",
+                        "blah": "blah",
+                    },
                 ).get_match(feature_flag),
                 FeatureFlagMatch(False, None, FeatureFlagMatchReason.NO_CONDITION_MATCH, 0),
             )
@@ -1946,14 +2634,26 @@ def test_override_properties_where_person_doesnt_exist_yet_multiple_conditions(s
                 FeatureFlagMatcher(
                     [feature_flag],
                     "random_id_without_rollout",
-                    property_value_overrides={"email": "tim2@posthog.com", "another_prop": "slow", "blah": "blah"},
+                    property_value_overrides={
+                        "email": "tim2@posthog.com",
+                        "another_prop": "slow",
+                        "blah": "blah",
+                    },
                 ).get_match(feature_flag),
                 FeatureFlagMatch(False, None, FeatureFlagMatchReason.NO_CONDITION_MATCH, 0),
             )
 
     def test_multi_property_filters_with_override_properties_with_is_not_set(self):
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
-        Person.objects.create(team=self.team, distinct_ids=["another_id"], properties={"email": "example@example.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["another_id"],
+            properties={"email": "example@example.com"},
+        )
         Person.objects.create(team=self.team, distinct_ids=["random_id"], properties={})
         feature_flag = self.create_feature_flag(
             filters={"groups": [{"properties": [{"key": "email", "operator": "is_not_set"}]}]}
@@ -1964,9 +2664,11 @@ def test_multi_property_filters_with_override_properties_with_is_not_set(self):
                 FeatureFlagMatch(False, None, FeatureFlagMatchReason.NO_CONDITION_MATCH, 0),
             )
             self.assertEqual(
-                FeatureFlagMatcher([feature_flag], "example_id", property_value_overrides={"email": "bzz"}).get_match(
-                    feature_flag
-                ),
+                FeatureFlagMatcher(
+                    [feature_flag],
+                    "example_id",
+                    property_value_overrides={"email": "bzz"},
+                ).get_match(feature_flag),
                 FeatureFlagMatch(False, None, FeatureFlagMatchReason.NO_CONDITION_MATCH, 0),
             )
 
@@ -1977,7 +2679,9 @@ def test_multi_property_filters_with_override_properties_with_is_not_set(self):
             )
             self.assertEqual(
                 FeatureFlagMatcher(
-                    [feature_flag], "random_id", property_value_overrides={"email": "example@example.com"}
+                    [feature_flag],
+                    "random_id",
+                    property_value_overrides={"email": "example@example.com"},
                 ).get_match(feature_flag),
                 FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
             )
@@ -2037,7 +2741,8 @@ def test_cohort_cache_no_unnecessary_queries(self):
         )
 
         feature_flag1: FeatureFlag = self.create_feature_flag(
-            key="x1", filters={"groups": [{"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]}]}
+            key="x1",
+            filters={"groups": [{"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]}]},
         )
         feature_flag2: FeatureFlag = self.create_feature_flag(
             filters={"groups": [{"properties": [{"key": "id", "value": cohort2.pk, "type": "cohort"}]}]}
@@ -2052,14 +2757,20 @@ def test_cohort_cache_no_unnecessary_queries(self):
                 ]
             },
         )
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
 
         with self.assertNumQueries(5):
             # single query for all cohorts
             # no team queries
             self.assertEqual(
                 FeatureFlagMatcher(
-                    [feature_flag1, feature_flag2, feature_flag3], "example_id", property_value_overrides={}
+                    [feature_flag1, feature_flag2, feature_flag3],
+                    "example_id",
+                    property_value_overrides={},
                 ).get_match(feature_flag1),
                 FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
             )
@@ -2101,18 +2812,25 @@ def test_cohort_filters_with_override_properties(self):
         )
 
         feature_flag1: FeatureFlag = self.create_feature_flag(
-            key="x1", filters={"groups": [{"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]}]}
+            key="x1",
+            filters={"groups": [{"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]}]},
         )
         feature_flag2: FeatureFlag = self.create_feature_flag(
             filters={"groups": [{"properties": [{"key": "id", "value": cohort2.pk, "type": "cohort"}]}]}
         )
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
 
         with self.assertNumQueries(5):
             self.assertEqual(
-                FeatureFlagMatcher([feature_flag1, feature_flag2], "example_id", property_value_overrides={}).get_match(
-                    feature_flag1
-                ),
+                FeatureFlagMatcher(
+                    [feature_flag1, feature_flag2],
+                    "example_id",
+                    property_value_overrides={},
+                ).get_match(feature_flag1),
                 FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
             )
 
@@ -2121,7 +2839,9 @@ def test_cohort_filters_with_override_properties(self):
             # no postgres person query required here to get the person, because email is sufficient
             self.assertEqual(
                 FeatureFlagMatcher(
-                    [feature_flag1, feature_flag2], "example_id", property_value_overrides={"email": "bzz"}
+                    [feature_flag1, feature_flag2],
+                    "example_id",
+                    property_value_overrides={"email": "bzz"},
                 ).get_match(feature_flag1),
                 FeatureFlagMatch(False, None, FeatureFlagMatchReason.NO_CONDITION_MATCH, 0),
             )
@@ -2130,7 +2850,9 @@ def test_cohort_filters_with_override_properties(self):
             # no postgres query required here to get the person
             self.assertEqual(
                 FeatureFlagMatcher(
-                    [feature_flag1, feature_flag2], "example_id", property_value_overrides={"email": "neil@posthog.com"}
+                    [feature_flag1, feature_flag2],
+                    "example_id",
+                    property_value_overrides={"email": "neil@posthog.com"},
                 ).get_match(feature_flag1),
                 FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
             )
@@ -2139,7 +2861,9 @@ def test_cohort_filters_with_override_properties(self):
             # Random person doesn't yet exist, but still should resolve thanks to overrides
             self.assertEqual(
                 FeatureFlagMatcher(
-                    [feature_flag1, feature_flag2], "random_id", property_value_overrides={"email": "xxx"}
+                    [feature_flag1, feature_flag2],
+                    "random_id",
+                    property_value_overrides={"email": "xxx"},
                 ).get_match(feature_flag2),
                 FeatureFlagMatch(False, None, FeatureFlagMatchReason.NO_CONDITION_MATCH, 0),
             )
@@ -2192,13 +2916,16 @@ def test_complex_cohort_filter_with_override_properties(self):
             name="cohort1",
         )
         feature_flag1: FeatureFlag = self.create_feature_flag(
-            key="x1", filters={"groups": [{"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]}]}
+            key="x1",
+            filters={"groups": [{"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]}]},
         )
 
         with self.assertNumQueries(5):
             self.assertEqual(
                 FeatureFlagMatcher(
-                    [feature_flag1], "example_id", property_value_overrides={"email": "neil@posthog.com"}
+                    [feature_flag1],
+                    "example_id",
+                    property_value_overrides={"email": "neil@posthog.com"},
                 ).get_match(feature_flag1),
                 FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
             )
@@ -2206,9 +2933,11 @@ def test_complex_cohort_filter_with_override_properties(self):
         with self.assertNumQueries(5):
             # no local computation because cohort lookup is required
             self.assertEqual(
-                FeatureFlagMatcher([feature_flag1], "example_id", property_value_overrides={"email": "bzz"}).get_match(
-                    feature_flag1
-                ),
+                FeatureFlagMatcher(
+                    [feature_flag1],
+                    "example_id",
+                    property_value_overrides={"email": "bzz"},
+                ).get_match(feature_flag1),
                 FeatureFlagMatch(False, None, FeatureFlagMatchReason.NO_CONDITION_MATCH, 0),
             )
 
@@ -2234,7 +2963,12 @@ def test_cohort_filters_with_multiple_OR_override_properties(self):
                         {
                             "type": "AND",
                             "values": [
-                                {"key": "email", "type": "person", "value": ["fuzion@xyz.com"], "operator": "exact"}
+                                {
+                                    "key": "email",
+                                    "type": "person",
+                                    "value": ["fuzion@xyz.com"],
+                                    "operator": "exact",
+                                }
                             ],
                         },
                     ],
@@ -2247,7 +2981,11 @@ def test_cohort_filters_with_multiple_OR_override_properties(self):
             filters={"groups": [{"properties": [{"key": "id", "value": cohort1.pk, "type": "cohort"}]}]}
         )
 
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
 
         with self.assertNumQueries(5):
             self.assertEqual(
@@ -2259,16 +2997,32 @@ def test_cohort_filters_with_multiple_OR_override_properties(self):
             # no local computation because cohort lookup is required
             self.assertEqual(
                 FeatureFlagMatcher(
-                    [feature_flag1], "example_id", property_value_overrides={"email": "neil@posthog.com"}
+                    [feature_flag1],
+                    "example_id",
+                    property_value_overrides={"email": "neil@posthog.com"},
                 ).get_match(feature_flag1),
                 FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
             )
 
     def test_user_in_cohort(self):
-        Person.objects.create(team=self.team, distinct_ids=["example_id_1"], properties={"$some_prop_1": "something_1"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id_1"],
+            properties={"$some_prop_1": "something_1"},
+        )
         cohort = Cohort.objects.create(
             team=self.team,
-            groups=[{"properties": [{"key": "$some_prop_1", "value": "something_1", "type": "person"}]}],
+            groups=[
+                {
+                    "properties": [
+                        {
+                            "key": "$some_prop_1",
+                            "value": "something_1",
+                            "type": "person",
+                        }
+                    ]
+                }
+            ],
             name="cohort1",
         )
         cohort.calculate_people_ch(pending_version=0)
@@ -2287,9 +3041,21 @@ def test_user_in_cohort(self):
         )
 
     def test_cohort_expansion_returns_same_result_as_regular_flag(self):
-        Person.objects.create(team=self.team, distinct_ids=["example_id_4"], properties={"$some_prop1": "something1"})
-        Person.objects.create(team=self.team, distinct_ids=["example_id_5"], properties={"$some_prop2": "something2"})
-        Person.objects.create(team=self.team, distinct_ids=["example_id_6"], properties={"$some_prop": "something"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id_4"],
+            properties={"$some_prop1": "something1"},
+        )
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id_5"],
+            properties={"$some_prop2": "something2"},
+        )
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id_6"],
+            properties={"$some_prop": "something"},
+        )
 
         cohort = Cohort.objects.create(
             team=self.team,
@@ -2300,8 +3066,16 @@ def test_cohort_expansion_returns_same_result_as_regular_flag(self):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop1", "value": "something1", "type": "person"},
-                                {"key": "$some_prop2", "value": "something2", "type": "person"},
+                                {
+                                    "key": "$some_prop1",
+                                    "value": "something1",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "value": "something2",
+                                    "type": "person",
+                                },
                             ],
                         }
                     ],
@@ -2318,7 +3092,10 @@ def test_cohort_expansion_returns_same_result_as_regular_flag(self):
             key=ff_key,
             filters={
                 "groups": [
-                    {"properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}], "rollout_percentage": 28}
+                    {
+                        "properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}],
+                        "rollout_percentage": 28,
+                    }
                 ]
             },
         )
@@ -2377,10 +3154,24 @@ def test_user_in_static_cohort(self):
         )
 
     def test_user_in_cohort_without_calculation(self):
-        Person.objects.create(team=self.team, distinct_ids=["example_id_1"], properties={"$some_prop_1": "something_1"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id_1"],
+            properties={"$some_prop_1": "something_1"},
+        )
         cohort = Cohort.objects.create(
             team=self.team,
-            groups=[{"properties": [{"key": "$some_prop_1", "value": "something_1", "type": "person"}]}],
+            groups=[
+                {
+                    "properties": [
+                        {
+                            "key": "$some_prop_1",
+                            "value": "something_1",
+                            "type": "person",
+                        }
+                    ]
+                }
+            ],
             name="cohort1",
         )
         feature_flag: FeatureFlag = self.create_feature_flag(
@@ -2407,8 +3198,16 @@ def test_invalid_filters_dont_set_db_down(self, mock_database_healthcheck):
                         {
                             "type": "OR",
                             "values": [
-                                {"key": "$some_prop", "value": "nomatchihope", "type": "person"},
-                                {"key": "$some_prop2", "value": "nomatchihope2", "type": "person"},
+                                {
+                                    "key": "$some_prop",
+                                    "value": "nomatchihope",
+                                    "type": "person",
+                                },
+                                {
+                                    "key": "$some_prop2",
+                                    "value": "nomatchihope2",
+                                    "type": "person",
+                                },
                                 {
                                     "key": "$pageview",
                                     "event_type": "events",
@@ -2431,7 +3230,10 @@ def test_invalid_filters_dont_set_db_down(self, mock_database_healthcheck):
             key="active-flag",
             filters={
                 "groups": [
-                    {"properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}], "rollout_percentage": 50}
+                    {
+                        "properties": [{"key": "id", "value": cohort.pk, "type": "cohort"}],
+                        "rollout_percentage": 50,
+                    }
                 ]
             },
         )
@@ -2469,7 +3271,12 @@ def test_invalid_group_filters_dont_set_db_down(self, mock_database_healthcheck)
             matcher.get_matches(),
             (
                 {"active-flag": True},
-                {"active-flag": {"condition_index": 0, "reason": FeatureFlagMatchReason.CONDITION_MATCH}},
+                {
+                    "active-flag": {
+                        "condition_index": 0,
+                        "reason": FeatureFlagMatchReason.CONDITION_MATCH,
+                    }
+                },
                 {},
                 True,
             ),
@@ -2512,9 +3319,21 @@ def test_legacy_property_filters(self):
         )
 
     def test_legacy_rollout_and_property_filter(self):
-        Person.objects.create(team=self.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com"})
-        Person.objects.create(team=self.team, distinct_ids=["another_id"], properties={"email": "tim@posthog.com"})
-        Person.objects.create(team=self.team, distinct_ids=["id_number_3"], properties={"email": "example@example.com"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com"},
+        )
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["another_id"],
+            properties={"email": "tim@posthog.com"},
+        )
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["id_number_3"],
+            properties={"email": "example@example.com"},
+        )
         feature_flag = self.create_feature_flag(
             rollout_percentage=50,
             filters={"properties": [{"key": "email", "value": "tim@posthog.com", "type": "person"}]},
@@ -2534,10 +3353,24 @@ def test_legacy_rollout_and_property_filter(self):
         )
 
     def test_legacy_user_in_cohort(self):
-        Person.objects.create(team=self.team, distinct_ids=["example_id_2"], properties={"$some_prop_2": "something_2"})
+        Person.objects.create(
+            team=self.team,
+            distinct_ids=["example_id_2"],
+            properties={"$some_prop_2": "something_2"},
+        )
         cohort = Cohort.objects.create(
             team=self.team,
-            groups=[{"properties": [{"key": "$some_prop_2", "value": "something_2", "type": "person"}]}],
+            groups=[
+                {
+                    "properties": [
+                        {
+                            "key": "$some_prop_2",
+                            "value": "something_2",
+                            "type": "person",
+                        }
+                    ]
+                }
+            ],
             name="cohort2",
         )
         cohort.calculate_people_ch(pending_version=0)
@@ -2561,9 +3394,21 @@ def test_variants(self):
                 "groups": [{"properties": [], "rollout_percentage": None}],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             }
@@ -2572,26 +3417,38 @@ def test_variants(self):
         self.assertEqual(
             FeatureFlagMatcher([feature_flag], "11").get_match(feature_flag),
             FeatureFlagMatch(
-                True, variant="first-variant", reason=FeatureFlagMatchReason.CONDITION_MATCH, condition_index=0
+                True,
+                variant="first-variant",
+                reason=FeatureFlagMatchReason.CONDITION_MATCH,
+                condition_index=0,
             ),
         )
         self.assertEqual(
             FeatureFlagMatcher([feature_flag], "example_id").get_match(feature_flag),
             FeatureFlagMatch(
-                True, variant="second-variant", reason=FeatureFlagMatchReason.CONDITION_MATCH, condition_index=0
+                True,
+                variant="second-variant",
+                reason=FeatureFlagMatchReason.CONDITION_MATCH,
+                condition_index=0,
             ),
         )
         self.assertEqual(
             FeatureFlagMatcher([feature_flag], "3").get_match(feature_flag),
             FeatureFlagMatch(
-                True, variant="third-variant", reason=FeatureFlagMatchReason.CONDITION_MATCH, condition_index=0
+                True,
+                variant="third-variant",
+                reason=FeatureFlagMatchReason.CONDITION_MATCH,
+                condition_index=0,
             ),
         )
 
     def test_flag_by_groups_with_rollout_100(self):
         self.create_groups()
         feature_flag = self.create_feature_flag(
-            filters={"aggregation_group_type_index": 1, "groups": [{"rollout_percentage": 100}]}
+            filters={
+                "aggregation_group_type_index": 1,
+                "groups": [{"rollout_percentage": 100}],
+            }
         )
 
         self.assertEqual(
@@ -2614,7 +3471,10 @@ def test_flag_by_groups_with_rollout_100(self):
     def test_flag_by_groups_with_rollout_50(self):
         self.create_groups()
         feature_flag = self.create_feature_flag(
-            filters={"aggregation_group_type_index": 1, "groups": [{"rollout_percentage": 50}]}
+            filters={
+                "aggregation_group_type_index": 1,
+                "groups": [{"rollout_percentage": 50}],
+            }
         )
 
         self.assertEqual(
@@ -2632,7 +3492,16 @@ def test_flag_by_group_properties(self):
             filters={
                 "aggregation_group_type_index": 0,
                 "groups": [
-                    {"properties": [{"key": "name", "value": ["foo.inc"], "type": "group", "group_type_index": 0}]}
+                    {
+                        "properties": [
+                            {
+                                "key": "name",
+                                "value": ["foo.inc"],
+                                "type": "group",
+                                "group_type_index": 0,
+                            }
+                        ]
+                    }
                 ],
             }
         )
@@ -2659,18 +3528,34 @@ def create_groups(self):
                 version=1,
             )
         Group.objects.create(
-            team=self.team, group_type_index=0, group_key="foo", group_properties={"name": "foo.inc"}, version=1
+            team=self.team,
+            group_type_index=0,
+            group_key="foo",
+            group_properties={"name": "foo.inc"},
+            version=1,
         )
         Group.objects.create(
-            team=self.team, group_type_index=0, group_key="bar", group_properties={"name": "var.inc"}, version=1
+            team=self.team,
+            group_type_index=0,
+            group_key="bar",
+            group_properties={"name": "var.inc"},
+            version=1,
         )
         # Add other irrelevant groups
         for i in range(5):
             Group.objects.create(
-                team=self.team, group_type_index=1, group_key=f"group_key{i}", group_properties={}, version=1
+                team=self.team,
+                group_type_index=1,
+                group_key=f"group_key{i}",
+                group_properties={},
+                version=1,
             )
         Group.objects.create(
-            team=self.team, group_type_index=1, group_key="group_key", group_properties={"name": "var.inc"}, version=1
+            team=self.team,
+            group_type_index=1,
+            group_key="group_key",
+            group_properties={"name": "var.inc"},
+            version=1,
         )
 
     def create_feature_flag(self, key="beta-feature", **kwargs):
@@ -2704,9 +3589,21 @@ def setUpTestData(cls):
                 "groups": [{"properties": [], "rollout_percentage": None}],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             },
@@ -2717,12 +3614,16 @@ def setUpTestData(cls):
         )
 
         cls.person = Person.objects.create(
-            team=cls.team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com", "team": "posthog"}
+            team=cls.team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com", "team": "posthog"},
         )
 
     def test_setting_overrides(self):
         set_feature_flag_hash_key_overrides(
-            team_id=self.team.pk, distinct_ids=self.person.distinct_ids, hash_key_override="other_id"
+            team_id=self.team.pk,
+            distinct_ids=self.person.distinct_ids,
+            hash_key_override="other_id",
         )
 
         with connection.cursor() as cursor:
@@ -2735,7 +3636,9 @@ def test_setting_overrides(self):
 
     def test_retrieving_hash_key_overrides(self):
         set_feature_flag_hash_key_overrides(
-            team_id=self.team.pk, distinct_ids=self.person.distinct_ids, hash_key_override="other_id"
+            team_id=self.team.pk,
+            distinct_ids=self.person.distinct_ids,
+            hash_key_override="other_id",
         )
 
         hash_keys = get_feature_flag_hash_key_overrides(self.team.pk, ["example_id"])
@@ -2744,11 +3647,15 @@ def test_retrieving_hash_key_overrides(self):
 
     def test_hash_key_overrides_for_multiple_ids_when_people_are_not_merged(self):
         Person.objects.create(
-            team=self.team, distinct_ids=["1"], properties={"email": "beuk@posthog.com", "team": "posthog"}
+            team=self.team,
+            distinct_ids=["1"],
+            properties={"email": "beuk@posthog.com", "team": "posthog"},
         )
 
         Person.objects.create(
-            team=self.team, distinct_ids=["2"], properties={"email": "beuk2@posthog.com", "team": "posthog"}
+            team=self.team,
+            distinct_ids=["2"],
+            properties={"email": "beuk2@posthog.com", "team": "posthog"},
         )
 
         set_feature_flag_hash_key_overrides(team_id=self.team.pk, distinct_ids=["1"], hash_key_override="other_id1")
@@ -2766,7 +3673,10 @@ def test_setting_overrides_doesnt_balk_with_existing_overrides(self):
         FeatureFlagHashKeyOverride.objects.bulk_create(
             [
                 FeatureFlagHashKeyOverride(
-                    team_id=self.team.pk, person_id=self.person.id, feature_flag_key=feature_flag.key, hash_key=hash_key
+                    team_id=self.team.pk,
+                    person_id=self.person.id,
+                    feature_flag_key=feature_flag.key,
+                    hash_key=hash_key,
                 )
                 for feature_flag in all_feature_flags
             ]
@@ -2774,7 +3684,9 @@ def test_setting_overrides_doesnt_balk_with_existing_overrides(self):
 
         # and now we come to get new overrides
         set_feature_flag_hash_key_overrides(
-            team_id=self.team.pk, distinct_ids=self.person.distinct_ids, hash_key_override="other_id"
+            team_id=self.team.pk,
+            distinct_ids=self.person.distinct_ids,
+            hash_key_override="other_id",
         )
 
         with connection.cursor() as cursor:
@@ -2787,7 +3699,9 @@ def test_setting_overrides_doesnt_balk_with_existing_overrides(self):
 
     def test_setting_overrides_when_persons_dont_exist(self):
         set_feature_flag_hash_key_overrides(
-            team_id=self.team.pk, distinct_ids=["1", "2", "3", "4"], hash_key_override="other_id"
+            team_id=self.team.pk,
+            distinct_ids=["1", "2", "3", "4"],
+            hash_key_override="other_id",
         )
 
         with connection.cursor() as cursor:
@@ -2830,7 +3744,10 @@ def test_entire_flow_with_hash_key_override(self):
         self.assertEqual(payloads, {})
 
 
-@patch("posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected", return_value=True)
+@patch(
+    "posthog.models.feature_flag.flag_matching.postgres_healthcheck.is_connected",
+    return_value=True,
+)
 class TestHashKeyOverridesRaceConditions(TransactionTestCase, QueryMatchingTest):
     def setUp(self) -> None:
         return super().setUp()
@@ -2861,9 +3778,21 @@ def test_hash_key_overrides_with_race_conditions(self, *args):
                 "groups": [{"properties": [], "rollout_percentage": None}],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             },
@@ -2874,12 +3803,20 @@ def test_hash_key_overrides_with_race_conditions(self, *args):
         )
 
         Person.objects.create(
-            team=team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com", "team": "posthog"}
+            team=team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com", "team": "posthog"},
         )
 
         with concurrent.futures.ThreadPoolExecutor(max_workers=5) as executor:
             future_to_index = {
-                executor.submit(get_all_feature_flags, team.pk, "other_id", {}, hash_key_override="example_id"): index
+                executor.submit(
+                    get_all_feature_flags,
+                    team.pk,
+                    "other_id",
+                    {},
+                    hash_key_override="example_id",
+                ): index
                 for index in range(5)
             }
             for future in concurrent.futures.as_completed(future_to_index):
@@ -2934,9 +3871,21 @@ def insert_fail(execute, sql, *args, **kwargs):
                 "groups": [{"properties": [], "rollout_percentage": None}],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             },
@@ -2947,10 +3896,14 @@ def insert_fail(execute, sql, *args, **kwargs):
         )
 
         Person.objects.create(
-            team=team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com", "team": "posthog"}
+            team=team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com", "team": "posthog"},
         )
         Person.objects.create(
-            team=team, distinct_ids=["other_id"], properties={"email": "tim@posthog.com", "team": "posthog"}
+            team=team,
+            distinct_ids=["other_id"],
+            properties={"email": "tim@posthog.com", "team": "posthog"},
         )
 
         with snapshot_postgres_queries_context(self, capture_all_queries=True), connection.execute_wrapper(insert_fail):
@@ -3011,9 +3964,21 @@ def __call__(self, execute, sql, *args, **kwargs):
                 "groups": [{"properties": [], "rollout_percentage": None}],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             },
@@ -3024,10 +3989,14 @@ def __call__(self, execute, sql, *args, **kwargs):
         )
 
         Person.objects.create(
-            team=team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com", "team": "posthog"}
+            team=team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com", "team": "posthog"},
         )
         Person.objects.create(
-            team=team, distinct_ids=["other_id"], properties={"email": "tim@posthog.com", "team": "posthog"}
+            team=team,
+            distinct_ids=["other_id"],
+            properties={"email": "tim@posthog.com", "team": "posthog"},
         )
 
         with snapshot_postgres_queries_context(self, capture_all_queries=True), connection.execute_wrapper(
@@ -3070,9 +4039,21 @@ def test_hash_key_overrides_with_race_conditions_on_person_creation_and_deletion
                 "groups": [{"properties": [], "rollout_percentage": None}],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 25},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 25},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 25,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 25,
+                        },
                     ]
                 },
             },
@@ -3083,10 +4064,14 @@ def test_hash_key_overrides_with_race_conditions_on_person_creation_and_deletion
         )
 
         person1 = Person.objects.create(
-            team=team, distinct_ids=["example_id"], properties={"email": "tim@posthog.com", "team": "posthog"}
+            team=team,
+            distinct_ids=["example_id"],
+            properties={"email": "tim@posthog.com", "team": "posthog"},
         )
         person2 = Person.objects.create(
-            team=team, distinct_ids=["other_id"], properties={"email": "tim@posthog.com", "team": "posthog"}
+            team=team,
+            distinct_ids=["other_id"],
+            properties={"email": "tim@posthog.com", "team": "posthog"},
         )
 
         def delete_and_add(person, person2, distinct_id):
@@ -3097,7 +4082,13 @@ def delete_and_add(person, person2, distinct_id):
 
         with concurrent.futures.ThreadPoolExecutor(max_workers=5) as executor:
             future_to_index = {
-                executor.submit(get_all_feature_flags, team.pk, "other_id", {}, hash_key_override="example_id"): index
+                executor.submit(
+                    get_all_feature_flags,
+                    team.pk,
+                    "other_id",
+                    {},
+                    hash_key_override="example_id",
+                ): index
                 for index in range(5)
             }
 
@@ -4142,11 +5133,13 @@ def test_simple_flag_consistency(self):
 
             if results[i]:
                 self.assertEqual(
-                    feature_flag_match, FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0)
+                    feature_flag_match,
+                    FeatureFlagMatch(True, None, FeatureFlagMatchReason.CONDITION_MATCH, 0),
                 )
             else:
                 self.assertEqual(
-                    feature_flag_match, FeatureFlagMatch(False, None, FeatureFlagMatchReason.OUT_OF_ROLLOUT_BOUND, 0)
+                    feature_flag_match,
+                    FeatureFlagMatch(False, None, FeatureFlagMatchReason.OUT_OF_ROLLOUT_BOUND, 0),
                 )
 
     def test_multivariate_flag_consistency(self):
@@ -4159,11 +5152,31 @@ def test_multivariate_flag_consistency(self):
                 "groups": [{"properties": [], "rollout_percentage": 55}],
                 "multivariate": {
                     "variants": [
-                        {"key": "first-variant", "name": "First Variant", "rollout_percentage": 50},
-                        {"key": "second-variant", "name": "Second Variant", "rollout_percentage": 20},
-                        {"key": "third-variant", "name": "Third Variant", "rollout_percentage": 20},
-                        {"key": "fourth-variant", "name": "Fourth Variant", "rollout_percentage": 5},
-                        {"key": "fifth-variant", "name": "Fifth Variant", "rollout_percentage": 5},
+                        {
+                            "key": "first-variant",
+                            "name": "First Variant",
+                            "rollout_percentage": 50,
+                        },
+                        {
+                            "key": "second-variant",
+                            "name": "Second Variant",
+                            "rollout_percentage": 20,
+                        },
+                        {
+                            "key": "third-variant",
+                            "name": "Third Variant",
+                            "rollout_percentage": 20,
+                        },
+                        {
+                            "key": "fourth-variant",
+                            "name": "Fourth Variant",
+                            "rollout_percentage": 5,
+                        },
+                        {
+                            "key": "fifth-variant",
+                            "name": "Fifth Variant",
+                            "rollout_percentage": 5,
+                        },
                     ]
                 },
             },
@@ -5189,5 +6202,6 @@ def test_multivariate_flag_consistency(self):
                 )
             else:
                 self.assertEqual(
-                    feature_flag_match, FeatureFlagMatch(False, None, FeatureFlagMatchReason.OUT_OF_ROLLOUT_BOUND, 0)
+                    feature_flag_match,
+                    FeatureFlagMatch(False, None, FeatureFlagMatchReason.OUT_OF_ROLLOUT_BOUND, 0),
                 )
diff --git a/posthog/test/test_feature_flag_analytics.py b/posthog/test/test_feature_flag_analytics.py
index 17566d9806fd0..6387b96fda750 100644
--- a/posthog/test/test_feature_flag_analytics.py
+++ b/posthog/test/test_feature_flag_analytics.py
@@ -57,10 +57,12 @@ def test_increment_request_count_adds_requests_to_appropriate_buckets(self):
 
             # redis returns encoded bytes
             self.assertEqual(
-                client.hgetall(f"posthog:decide_requests:{team_id}"), {b"165192618": b"10", b"165192619": b"5"}
+                client.hgetall(f"posthog:decide_requests:{team_id}"),
+                {b"165192618": b"10", b"165192619": b"5"},
             )
             self.assertEqual(
-                client.hgetall(f"posthog:decide_requests:{other_team_id}"), {b"165192618": b"7", b"165192619": b"3"}
+                client.hgetall(f"posthog:decide_requests:{other_team_id}"),
+                {b"165192618": b"7", b"165192619": b"3"},
             )
             self.assertEqual(client.hgetall(f"posthog:decide_requests:other"), {})
 
@@ -184,7 +186,10 @@ def test_no_token_loses_capture_team_decide_usage_data(self):
             mock_capture.capture.assert_not_called()
 
             client = redis.get_client()
-            self.assertEqual(client.hgetall(f"posthog:decide_requests:{team_id}"), {b"165192620": b"5"})
+            self.assertEqual(
+                client.hgetall(f"posthog:decide_requests:{team_id}"),
+                {b"165192620": b"5"},
+            )
 
             with self.settings(DECIDE_BILLING_ANALYTICS_TOKEN="token"):
                 capture_team_decide_usage(mock_capture, team_id, team_uuid)
@@ -252,7 +257,12 @@ def test_no_interference_between_different_types_of_new_incoming_increments(self
                     for index in range(5)
                 }
                 future_to_index = {
-                    executor.submit(increment_request_count, team_id, 1, FlagRequestType.LOCAL_EVALUATION): index
+                    executor.submit(
+                        increment_request_count,
+                        team_id,
+                        1,
+                        FlagRequestType.LOCAL_EVALUATION,
+                    ): index
                     for index in range(10, 15)
                 }
 
@@ -291,8 +301,14 @@ def test_no_interference_between_different_types_of_new_incoming_increments(self
 
             # check that the increments made it through
             # and no extra requests were counted
-            self.assertEqual(client.hgetall(f"posthog:decide_requests:{team_id}"), {b"165192620": b"8"})
-            self.assertEqual(client.hgetall(f"posthog:local_evaluation_requests:{team_id}"), {b"165192620": b"8"})
+            self.assertEqual(
+                client.hgetall(f"posthog:decide_requests:{team_id}"),
+                {b"165192620": b"8"},
+            )
+            self.assertEqual(
+                client.hgetall(f"posthog:local_evaluation_requests:{team_id}"),
+                {b"165192620": b"8"},
+            )
             self.assertEqual(client.hgetall(f"posthog:decide_requests:{other_team_id}"), {})
             self.assertEqual(client.hgetall(f"posthog:local_evaluation_requests:{other_team_id}"), {})
 
@@ -345,7 +361,12 @@ def test_locking_works_for_capture_team_decide_usage(self):
                     for index in range(5)
                 }
                 future_to_index = {
-                    executor.submit(capture_team_decide_usage, mock_capture, other_team_id, other_team_uuid): index
+                    executor.submit(
+                        capture_team_decide_usage,
+                        mock_capture,
+                        other_team_id,
+                        other_team_uuid,
+                    ): index
                     for index in range(5, 10)
                 }
 
@@ -446,7 +467,10 @@ def test_locking_in_redis_doesnt_block_new_incoming_increments(self):
 
             # check that the increments made it through
             # and no extra requests were counted
-            self.assertEqual(client.hgetall(f"posthog:decide_requests:{team_id}"), {b"165192620": b"8"})
+            self.assertEqual(
+                client.hgetall(f"posthog:decide_requests:{team_id}"),
+                {b"165192620": b"8"},
+            )
             self.assertEqual(client.hgetall(f"posthog:decide_requests:{other_team_id}"), {})
 
 
diff --git a/posthog/test/test_gzip_middleware.py b/posthog/test/test_gzip_middleware.py
index bdb9176bf1005..8ee7529767608 100644
--- a/posthog/test/test_gzip_middleware.py
+++ b/posthog/test/test_gzip_middleware.py
@@ -33,7 +33,11 @@ def test_compresses_when_on_allow_list(self) -> None:
     def test_no_compression_for_unsuccessful_requests_to_paths_on_the_allow_list(self) -> None:
         with self.settings(GZIP_RESPONSE_ALLOW_LIST=["something-else", "snapshots$"]):
             response = self._get_path(f"/api/projects/{self.team.pk}/session_recordings/blah/snapshots")
-            self.assertEqual(response.status_code, status.HTTP_404_NOT_FOUND, msg=response.content.decode("utf-8"))
+            self.assertEqual(
+                response.status_code,
+                status.HTTP_404_NOT_FOUND,
+                msg=response.content.decode("utf-8"),
+            )
 
             contentEncoding = response.headers.get("Content-Encoding", None)
             self.assertEqual(contentEncoding, None)
diff --git a/posthog/test/test_instance_setting_model.py b/posthog/test/test_instance_setting_model.py
index 2c3b28408594d..6ddd659c6a213 100644
--- a/posthog/test/test_instance_setting_model.py
+++ b/posthog/test/test_instance_setting_model.py
@@ -59,7 +59,11 @@ def test_can_retrieve_multiple_settings(db):
     assert get_instance_setting("ASYNC_MIGRATIONS_ROLLBACK_TIMEOUT") == 20000
 
     returned = get_instance_settings(
-        ["MATERIALIZED_COLUMNS_ENABLED", "ASYNC_MIGRATIONS_ROLLBACK_TIMEOUT", "ASYNC_MIGRATIONS_AUTO_CONTINUE"]
+        [
+            "MATERIALIZED_COLUMNS_ENABLED",
+            "ASYNC_MIGRATIONS_ROLLBACK_TIMEOUT",
+            "ASYNC_MIGRATIONS_AUTO_CONTINUE",
+        ]
     )
 
     assert returned == {
diff --git a/posthog/test/test_journeys.py b/posthog/test/test_journeys.py
index 0b48e84e3e553..784a1d8867d81 100644
--- a/posthog/test/test_journeys.py
+++ b/posthog/test/test_journeys.py
@@ -13,7 +13,9 @@
 
 
 def journeys_for(
-    events_by_person: Dict[str, List[Dict[str, Any]]], team: Team, create_people: bool = True
+    events_by_person: Dict[str, List[Dict[str, Any]]],
+    team: Team,
+    create_people: bool = True,
 ) -> Dict[str, Person]:
     """
     Helper for creating specific events for a team.
@@ -48,18 +50,22 @@ def _create_event_from_args(**event):
             people[distinct_id] = update_or_create_person(distinct_ids=[distinct_id], team_id=team.pk)
         else:
             people[distinct_id] = Person.objects.get(
-                persondistinctid__distinct_id=distinct_id, persondistinctid__team_id=team.pk
+                persondistinctid__distinct_id=distinct_id,
+                persondistinctid__team_id=team.pk,
             )
 
         for event in events:
-
             # Populate group properties as well
             group_mapping = {}
             for property_key, value in (event.get("properties") or {}).items():
                 if property_key.startswith("$group_"):
                     group_type_index = property_key[-1]
                     try:
-                        group = Group.objects.get(team_id=team.pk, group_type_index=group_type_index, group_key=value)
+                        group = Group.objects.get(
+                            team_id=team.pk,
+                            group_type_index=group_type_index,
+                            group_key=value,
+                        )
                         group_mapping[f"group{group_type_index}"] = group
 
                     except Group.DoesNotExist:
@@ -191,6 +197,10 @@ def update_or_create_person(distinct_ids: List[str], team_id: int, **kwargs):
         PersonDistinctId.objects.update_or_create(
             distinct_id=distinct_id,
             team_id=person.team_id,
-            defaults={"person_id": person.id, "team_id": team_id, "distinct_id": distinct_id},
+            defaults={
+                "person_id": person.id,
+                "team_id": team_id,
+                "distinct_id": distinct_id,
+            },
         )
     return person
diff --git a/posthog/test/test_middleware.py b/posthog/test/test_middleware.py
index 2739336182db7..b5efb9c731891 100644
--- a/posthog/test/test_middleware.py
+++ b/posthog/test/test_middleware.py
@@ -68,21 +68,42 @@ def test_ip_range(self):
             self.assertIn(b"IP is not allowed", response.content)
 
     def test_trusted_proxies(self):
-        with self.settings(ALLOWED_IP_BLOCKS=["192.168.0.0/31", "127.0.0.0/25,128.0.0.1"], USE_X_FORWARDED_HOST=True):
+        with self.settings(
+            ALLOWED_IP_BLOCKS=["192.168.0.0/31", "127.0.0.0/25,128.0.0.1"],
+            USE_X_FORWARDED_HOST=True,
+        ):
             with self.settings(TRUSTED_PROXIES="10.0.0.1"):
-                response = self.client.get("/", REMOTE_ADDR="10.0.0.1", HTTP_X_FORWARDED_FOR="192.168.0.1,10.0.0.1")
+                response = self.client.get(
+                    "/",
+                    REMOTE_ADDR="10.0.0.1",
+                    HTTP_X_FORWARDED_FOR="192.168.0.1,10.0.0.1",
+                )
                 self.assertNotIn(b"IP is not allowed", response.content)
 
     def test_attempt_spoofing(self):
-        with self.settings(ALLOWED_IP_BLOCKS=["192.168.0.0/31", "127.0.0.0/25,128.0.0.1"], USE_X_FORWARDED_HOST=True):
+        with self.settings(
+            ALLOWED_IP_BLOCKS=["192.168.0.0/31", "127.0.0.0/25,128.0.0.1"],
+            USE_X_FORWARDED_HOST=True,
+        ):
             with self.settings(TRUSTED_PROXIES="10.0.0.1"):
-                response = self.client.get("/", REMOTE_ADDR="10.0.0.1", HTTP_X_FORWARDED_FOR="192.168.0.1,10.0.0.2")
+                response = self.client.get(
+                    "/",
+                    REMOTE_ADDR="10.0.0.1",
+                    HTTP_X_FORWARDED_FOR="192.168.0.1,10.0.0.2",
+                )
                 self.assertIn(b"IP is not allowed", response.content)
 
     def test_trust_all_proxies(self):
-        with self.settings(ALLOWED_IP_BLOCKS=["192.168.0.0/31", "127.0.0.0/25,128.0.0.1"], USE_X_FORWARDED_HOST=True):
+        with self.settings(
+            ALLOWED_IP_BLOCKS=["192.168.0.0/31", "127.0.0.0/25,128.0.0.1"],
+            USE_X_FORWARDED_HOST=True,
+        ):
             with self.settings(TRUST_ALL_PROXIES=True):
-                response = self.client.get("/", REMOTE_ADDR="10.0.0.1", HTTP_X_FORWARDED_FOR="192.168.0.1,10.0.0.1")
+                response = self.client.get(
+                    "/",
+                    REMOTE_ADDR="10.0.0.1",
+                    HTTP_X_FORWARDED_FOR="192.168.0.1,10.0.0.1",
+                )
                 self.assertNotIn(b"IP is not allowed", response.content)
 
 
@@ -137,7 +158,10 @@ def test_project_switched_when_accessing_dashboard_of_another_accessible_team_wi
 
     def test_project_unchanged_when_accessing_dashboard_of_another_off_limits_team(self):
         _, _, third_team = Organization.objects.bootstrap(
-            None, name="Third Party", slug="third-party", team_fields={"name": "Third Team"}
+            None,
+            name="Third Party",
+            slug="third-party",
+            team_fields={"name": "Third Team"},
         )
         dashboard = Dashboard.objects.create(team=third_team)
 
diff --git a/posthog/test/test_migration_0218.py b/posthog/test/test_migration_0218.py
index 28e2269a4f13d..3165b4f6ef845 100644
--- a/posthog/test/test_migration_0218.py
+++ b/posthog/test/test_migration_0218.py
@@ -7,7 +7,6 @@
 
 
 class TaggedItemsUniquenessTest(NonAtomicTestMigrations):
-
     migrate_from = "0217_team_primary_dashboard"
     migrate_to = "0218_uniqueness_constraint_tagged_items"
 
diff --git a/posthog/test/test_migration_0219.py b/posthog/test/test_migration_0219.py
index 0b3e91016537b..65be99a451258 100644
--- a/posthog/test/test_migration_0219.py
+++ b/posthog/test/test_migration_0219.py
@@ -7,7 +7,6 @@
 
 
 class TagsTestCase(TestMigrations):
-
     migrate_from = "0218_uniqueness_constraint_tagged_items"
     migrate_to = "0219_migrate_tags_v2"
     assert_snapshots = True
@@ -27,7 +26,10 @@ def setUpBeforeMigration(self, apps):
             name="private dashboard",
             deprecated_tags=["a", "b", "c", "a", "b", "existing tag", "", "  ", None],
         )
-        filter_dict = {"events": [{"id": "$pageview"}], "properties": [{"key": "$browser", "value": "Mac OS X"}]}
+        filter_dict = {
+            "events": [{"id": "$pageview"}],
+            "properties": [{"key": "$browser", "value": "Mac OS X"}],
+        }
         self.insight_with_tags = Insight.objects.create(
             dashboard=self.dashboard,
             filters=filter_dict,
@@ -45,7 +47,12 @@ def setUpBeforeMigration(self, apps):
             organization=self.org2,
             api_token="token12345",
             test_account_filters=[
-                {"key": "email", "value": "@posthog.com", "operator": "not_icontains", "type": "person"}
+                {
+                    "key": "email",
+                    "value": "@posthog.com",
+                    "operator": "not_icontains",
+                    "type": "person",
+                }
             ],
         )
         self.team2_total_insights = 1_001
@@ -64,7 +71,10 @@ def setUpBeforeMigration(self, apps):
             ignore_conflicts=True,
             batch_size=1000,
         )
-        TaggedItem.objects.create(tag=tag2, insight_id=Insight.objects.filter(team_id=self.team2.id).first().id)
+        TaggedItem.objects.create(
+            tag=tag2,
+            insight_id=Insight.objects.filter(team_id=self.team2.id).first().id,
+        )
 
     def test_tags_migrated(self):
         Tag = self.apps.get_model("posthog", "Tag")  # type: ignore
diff --git a/posthog/test/test_migration_0220.py b/posthog/test/test_migration_0220.py
index 94be745296a62..c052967cd7383 100644
--- a/posthog/test/test_migration_0220.py
+++ b/posthog/test/test_migration_0220.py
@@ -6,7 +6,6 @@
 
 
 class TagsTestCase(TestMigrations):
-
     migrate_from = "0219_migrate_tags_v2"
     migrate_to = "0220_backfill_primary_dashboards"
     assert_snapshots = True
@@ -63,16 +62,25 @@ def test_backfill_primary_dashboard(self):
         Team = self.apps.get_model("posthog", "Team")  # type: ignore
 
         # CASE 1:
-        self.assertEqual(Team.objects.get(name="t1").primary_dashboard.id, Dashboard.objects.get(name="d2").id)
+        self.assertEqual(
+            Team.objects.get(name="t1").primary_dashboard.id,
+            Dashboard.objects.get(name="d2").id,
+        )
 
         # CASE 2:
         self.assertEqual(Team.objects.get(name="t2").primary_dashboard, None)
 
         # CASE 3:
-        self.assertEqual(Team.objects.get(name="t3").primary_dashboard.id, Dashboard.objects.get(name="d4").id)
+        self.assertEqual(
+            Team.objects.get(name="t3").primary_dashboard.id,
+            Dashboard.objects.get(name="d4").id,
+        )
 
         # CASE 4:
-        self.assertEqual(Team.objects.get(name="t4").primary_dashboard.id, Dashboard.objects.get(name="d6").id)
+        self.assertEqual(
+            Team.objects.get(name="t4").primary_dashboard.id,
+            Dashboard.objects.get(name="d6").id,
+        )
 
         # BATCH CASE
         teams = Team.objects.filter(name__startswith="batch_team-")
diff --git a/posthog/test/test_migration_0222.py b/posthog/test/test_migration_0222.py
index 759fe8e27e453..e2b80f26d3eba 100644
--- a/posthog/test/test_migration_0222.py
+++ b/posthog/test/test_migration_0222.py
@@ -6,7 +6,6 @@
 
 
 class DeletedPrimaryDashboardTestCase(TestMigrations):
-
     migrate_from = "0221_add_activity_log_model"
     migrate_to = "0222_fix_deleted_primary_dashboards"
     assert_snapshots = True
@@ -65,19 +64,31 @@ def test_backfill_primary_dashboard(self):
         Team = self.apps.get_model("posthog", "Team")  # type: ignore
 
         # CASE 1:
-        self.assertEqual(Team.objects.get(name="t1").primary_dashboard.id, Dashboard.objects.get(name="d1").id)
+        self.assertEqual(
+            Team.objects.get(name="t1").primary_dashboard.id,
+            Dashboard.objects.get(name="d1").id,
+        )
 
         # CASE 2:
         self.assertEqual(Team.objects.get(name="t2").primary_dashboard, None)
 
         # CASE 3:
-        self.assertEqual(Team.objects.get(name="t3").primary_dashboard.id, Dashboard.objects.get(name="d4").id)
+        self.assertEqual(
+            Team.objects.get(name="t3").primary_dashboard.id,
+            Dashboard.objects.get(name="d4").id,
+        )
 
         # CASE 4:
-        self.assertEqual(Team.objects.get(name="t4").primary_dashboard.id, Dashboard.objects.get(name="d6").id)
+        self.assertEqual(
+            Team.objects.get(name="t4").primary_dashboard.id,
+            Dashboard.objects.get(name="d6").id,
+        )
 
         # CASE 5:
-        self.assertEqual(Team.objects.get(name="t5").primary_dashboard.id, Dashboard.objects.get(name="d9").id)
+        self.assertEqual(
+            Team.objects.get(name="t5").primary_dashboard.id,
+            Dashboard.objects.get(name="d9").id,
+        )
 
     def tearDown(self):
         Team = self.apps.get_model("posthog", "Team")  # type: ignore
diff --git a/posthog/test/test_migration_0227.py b/posthog/test/test_migration_0227.py
index 6a024080fa2d4..d920752faa57a 100644
--- a/posthog/test/test_migration_0227.py
+++ b/posthog/test/test_migration_0227.py
@@ -6,7 +6,6 @@
 
 
 class CreatingDashboardTilesTestCase(TestMigrations):
-
     migrate_from = "0226_longer_action_slack_message_format"
     migrate_to = "0227_add_dashboard_tiles"
 
@@ -50,7 +49,10 @@ def setUpBeforeMigration(self, apps):
         # Expect: no tiles
         dashboard_3 = Dashboard.objects.create(name="d3", team=team, deleted=False)
         Insight.objects.create(
-            team=team, filters={"insight": "TRENDS", "date_from": "-7d"}, dashboard=dashboard_3, deleted=True
+            team=team,
+            filters={"insight": "TRENDS", "date_from": "-7d"},
+            dashboard=dashboard_3,
+            deleted=True,
         )
 
     def test_migrate_to_create_tiles(self):
diff --git a/posthog/test/test_migration_0228.py b/posthog/test/test_migration_0228.py
index 1bdd78d476f1d..d4031020e6c48 100644
--- a/posthog/test/test_migration_0228.py
+++ b/posthog/test/test_migration_0228.py
@@ -8,7 +8,6 @@
 
 
 class FixingDashboardTilesTestCase(TestMigrations):
-
     migrate_from = "0227_add_dashboard_tiles"
     migrate_to = "0228_fix_tile_layouts"
 
@@ -27,7 +26,9 @@ def setUpBeforeMigration(self, apps):
         # dashboard tile with valid layouts
         # Expect: no conversion for this tile
         insight_for_case_1 = Insight.objects.create(
-            team=team, filters={"insight": "TRENDS", "date_from": "-7d"}, name="has valid layouts on tile"
+            team=team,
+            filters={"insight": "TRENDS", "date_from": "-7d"},
+            name="has valid layouts on tile",
         )
         DashboardTile.objects.create(dashboard=dashboard, insight=insight_for_case_1, layouts={"a": "dict"})
 
@@ -35,9 +36,15 @@ def setUpBeforeMigration(self, apps):
         # dashboard with layout that has been stringified once
         # Expect: conversion for this tile
         insight_for_case_2 = Insight.objects.create(
-            team=team, filters={"insight": "TRENDS", "date_from": "-7d"}, name="has invalid layouts on tile"
+            team=team,
+            filters={"insight": "TRENDS", "date_from": "-7d"},
+            name="has invalid layouts on tile",
+        )
+        DashboardTile.objects.create(
+            dashboard=dashboard,
+            insight=insight_for_case_2,
+            layouts=json.dumps({"a": "dict"}),
         )
-        DashboardTile.objects.create(dashboard=dashboard, insight=insight_for_case_2, layouts=json.dumps({"a": "dict"}))
 
     def test_migrate_to_create_tiles(self):
         """
@@ -56,12 +63,14 @@ def test_migrate_to_create_tiles(self):
 
         # CASE 1:
         self.assertIsInstance(
-            DashboardTile.objects.get(dashboard__name="d1", insight__name="has valid layouts on tile").layouts, dict
+            DashboardTile.objects.get(dashboard__name="d1", insight__name="has valid layouts on tile").layouts,
+            dict,
         )
 
         # CASE 2:
         self.assertIsInstance(
-            DashboardTile.objects.get(dashboard__name="d1", insight__name="has invalid layouts on tile").layouts, dict
+            DashboardTile.objects.get(dashboard__name="d1", insight__name="has invalid layouts on tile").layouts,
+            dict,
         )
 
     def tearDown(self):
diff --git a/posthog/test/test_migration_0259.py b/posthog/test/test_migration_0259.py
index 297ed9db491a7..304a05c9fd6ac 100644
--- a/posthog/test/test_migration_0259.py
+++ b/posthog/test/test_migration_0259.py
@@ -6,7 +6,6 @@
 
 
 class RecordingDomainMigrationTestCase(TestMigrations):
-
     migrate_from = "0258_team_recording_domains"
     migrate_to = "0259_backfill_team_recording_domains"
     assert_snapshots = True
@@ -48,7 +47,13 @@ def setUpBeforeMigration(self, apps):
         Team.objects.create(
             name="t4",
             organization=org,
-            app_urls=["jamaican me crazy", "test.com", "http://", "", "https://test.example.com"],
+            app_urls=[
+                "jamaican me crazy",
+                "test.com",
+                "http://",
+                "",
+                "https://test.example.com",
+            ],
         )
 
     def test_backfill_recording_domain(self):
diff --git a/posthog/test/test_migration_0273.py b/posthog/test/test_migration_0273.py
index 333bde6cffad9..3ce270f54540c 100644
--- a/posthog/test/test_migration_0273.py
+++ b/posthog/test/test_migration_0273.py
@@ -136,7 +136,9 @@ def test_migration(self):
             },
         )
         PluginStorage.objects.create(
-            plugin_config_id=self.plugin_configs[4].pk, key="EXPORT_PARAMETERS", value=json.dumps({"id": "5"})
+            plugin_config_id=self.plugin_configs[4].pk,
+            key="EXPORT_PARAMETERS",
+            value=json.dumps({"id": "5"}),
         )
 
         # Case 6: Started export with storage containing another that's running
@@ -153,7 +155,9 @@ def test_migration(self):
             },
         )
         PluginStorage.objects.create(
-            plugin_config_id=self.plugin_configs[5].pk, key="EXPORT_PARAMETERS", value=json.dumps({"id": "7"})
+            plugin_config_id=self.plugin_configs[5].pk,
+            key="EXPORT_PARAMETERS",
+            value=json.dumps({"id": "7"}),
         )
 
         migration = importlib.import_module("posthog.migrations.0273_mark_inactive_exports_as_finished")
diff --git a/posthog/test/test_migration_0287.py b/posthog/test/test_migration_0287.py
index 0335be816919d..13740f7aab983 100644
--- a/posthog/test/test_migration_0287.py
+++ b/posthog/test/test_migration_0287.py
@@ -2,7 +2,6 @@
 
 
 class CreatingSessionRecordingModelMigrationTestCase(NonAtomicTestMigrations):
-
     migrate_from = "0286_index_insightcachingstate_lookup"
     migrate_to = "0287_add_session_recording_model"
 
diff --git a/posthog/test/test_plugin.py b/posthog/test/test_plugin.py
index 3522d29a7249d..8e249de2f7399 100644
--- a/posthog/test/test_plugin.py
+++ b/posthog/test/test_plugin.py
@@ -27,7 +27,8 @@
 class TestPlugin(BaseTest):
     def test_default_config_list(self):
         some_plugin: Plugin = Plugin.objects.create(
-            organization=self.organization, config_schema=[{"key": "a", "default": 2}, {"key": "b"}]
+            organization=self.organization,
+            config_schema=[{"key": "a", "default": 2}, {"key": "b"}],
         )
 
         default_config = some_plugin.get_default_config()
@@ -36,7 +37,8 @@ def test_default_config_list(self):
 
     def test_default_config_dict(self):
         some_plugin: Plugin = Plugin.objects.create(
-            organization=self.organization, config_schema={"x": {"default": "z"}, "y": {"default": None}}
+            organization=self.organization,
+            config_schema={"x": {"default": "z"}, "y": {"default": None}},
         )
 
         default_config = some_plugin.get_default_config()
@@ -50,9 +52,17 @@ def test_validate_plugin_job_payload(self):
             validate_plugin_job_payload(Plugin(public_jobs={}), "unknown_job", {}, is_staff=False)
 
         validate_plugin_job_payload(Plugin(public_jobs={"foo_job": {}}), "foo_job", {}, is_staff=False)
-        validate_plugin_job_payload(Plugin(public_jobs={"foo_job": {"payload": {}}}), "foo_job", {}, is_staff=False)
         validate_plugin_job_payload(
-            Plugin(public_jobs={"foo_job": {"payload": {"param": {"type": "number"}}}}), "foo_job", {}, is_staff=False
+            Plugin(public_jobs={"foo_job": {"payload": {}}}),
+            "foo_job",
+            {},
+            is_staff=False,
+        )
+        validate_plugin_job_payload(
+            Plugin(public_jobs={"foo_job": {"payload": {"param": {"type": "number"}}}}),
+            "foo_job",
+            {},
+            is_staff=False,
         )
         validate_plugin_job_payload(
             Plugin(public_jobs={"foo_job": {"payload": {"param": {"type": "number", "required": False}}}}),
@@ -77,7 +87,17 @@ def test_validate_plugin_job_payload(self):
             )
         validate_plugin_job_payload(
             Plugin(
-                public_jobs={"foo_job": {"payload": {"param": {"type": "number", "staff_only": True, "default": 5}}}}
+                public_jobs={
+                    "foo_job": {
+                        "payload": {
+                            "param": {
+                                "type": "number",
+                                "staff_only": True,
+                                "default": 5,
+                            }
+                        }
+                    }
+                }
             ),
             "foo_job",
             {"param": 5},
@@ -88,7 +108,15 @@ def test_validate_plugin_job_payload(self):
             validate_plugin_job_payload(
                 Plugin(
                     public_jobs={
-                        "foo_job": {"payload": {"param": {"type": "number", "staff_only": True, "default": 1}}}
+                        "foo_job": {
+                            "payload": {
+                                "param": {
+                                    "type": "number",
+                                    "staff_only": True,
+                                    "default": 1,
+                                }
+                            }
+                        }
                     }
                 ),
                 "foo_job",
@@ -120,7 +148,10 @@ def test_sync_from_plugin_archive_from_no_archive_fails(self):
         with self.assertRaises(exceptions.ValidationError) as cm:
             PluginSourceFile.objects.sync_from_plugin_archive(test_plugin)
 
-        self.assertEqual(cm.exception.message, f"There is no archive to extract code from in plugin Contoso")
+        self.assertEqual(
+            cm.exception.message,
+            f"There is no archive to extract code from in plugin Contoso",
+        )
 
     @snapshot_postgres_queries
     def test_sync_from_plugin_archive_from_zip_without_plugin_js_fails(self):
@@ -138,7 +169,9 @@ def test_sync_from_plugin_archive_from_zip_without_plugin_js_fails(self):
     @snapshot_postgres_queries
     def test_sync_from_plugin_archive_from_zip_with_explicit_index_js_works(self):
         test_plugin: Plugin = Plugin.objects.create(
-            organization=self.organization, name="Contoso", archive=base64.b64decode(HELLO_WORLD_PLUGIN_GITHUB_ZIP[1])
+            organization=self.organization,
+            name="Contoso",
+            archive=base64.b64decode(HELLO_WORLD_PLUGIN_GITHUB_ZIP[1]),
         )
 
         (
@@ -158,7 +191,9 @@ def test_sync_from_plugin_archive_from_zip_with_explicit_index_js_works(self):
     @snapshot_postgres_queries
     def test_sync_from_plugin_archive_from_tgz_with_explicit_index_js_works(self):
         test_plugin: Plugin = Plugin.objects.create(
-            organization=self.organization, name="Contoso", archive=base64.b64decode(HELLO_WORLD_PLUGIN_NPM_TGZ[1])
+            organization=self.organization,
+            name="Contoso",
+            archive=base64.b64decode(HELLO_WORLD_PLUGIN_NPM_TGZ[1]),
         )
 
         # First time - create
@@ -273,7 +308,10 @@ def test_sync_from_plugin_archive_from_zip_without_any_code_fails(self):
         with self.assertRaises(exceptions.ValidationError) as cm:
             PluginSourceFile.objects.sync_from_plugin_archive(test_plugin)
 
-        self.assertEqual(cm.exception.message, f"Could not find main file index.js or index.ts in plugin Contoso")
+        self.assertEqual(
+            cm.exception.message,
+            f"Could not find main file index.js or index.ts in plugin Contoso",
+        )
 
     @snapshot_postgres_queries
     def test_sync_from_plugin_archive_twice_from_zip_with_index_ts_replaced_by_frontend_tsx_works(self):
diff --git a/posthog/test/test_plugin_log_entry.py b/posthog/test/test_plugin_log_entry.py
index 917642bd992d9..29cc1c5e3dbb0 100644
--- a/posthog/test/test_plugin_log_entry.py
+++ b/posthog/test/test_plugin_log_entry.py
@@ -2,7 +2,11 @@
 
 from posthog.client import sync_execute
 from posthog.models import Plugin, PluginConfig
-from posthog.models.plugin import PluginLogEntrySource, PluginLogEntryType, fetch_plugin_log_entries
+from posthog.models.plugin import (
+    PluginLogEntrySource,
+    PluginLogEntryType,
+    fetch_plugin_log_entries,
+)
 from posthog.models.utils import UUIDT
 from posthog.test.base import BaseTest
 
@@ -126,7 +130,8 @@ def test_log_type_filter_works(self):
         )
 
         results = fetch_plugin_log_entries(
-            plugin_config_id=some_plugin_config.pk, type_filter=[PluginLogEntryType.ERROR, PluginLogEntryType.DEBUG]
+            plugin_config_id=some_plugin_config.pk,
+            type_filter=[PluginLogEntryType.ERROR, PluginLogEntryType.DEBUG],
         )
 
         self.assertEqual(len(results), 2)
diff --git a/posthog/test/test_rate_limit.py b/posthog/test/test_rate_limit.py
index 019e203a403a9..d3499a215a1da 100644
--- a/posthog/test/test_rate_limit.py
+++ b/posthog/test/test_rate_limit.py
@@ -28,7 +28,11 @@ def setUp(self):
         cache.clear()
 
         self.personal_api_key = generate_random_token_personal()
-        PersonalAPIKey.objects.create(label="X", user=self.user, secure_value=hash_key_value(self.personal_api_key))
+        PersonalAPIKey.objects.create(
+            label="X",
+            user=self.user,
+            secure_value=hash_key_value(self.personal_api_key),
+        )
 
     def tearDown(self):
         super().tearDown()
@@ -42,18 +46,23 @@ def tearDown(self):
     def test_default_burst_rate_limit(self, rate_limit_enabled_mock, incr_mock):
         for _ in range(5):
             response = self.client.get(
-                f"/api/projects/{self.team.pk}/feature_flags", HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}"
+                f"/api/projects/{self.team.pk}/feature_flags",
+                HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}",
             )
             self.assertEqual(response.status_code, status.HTTP_200_OK)
 
         response = self.client.get(
-            f"/api/projects/{self.team.pk}/feature_flags", HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}"
+            f"/api/projects/{self.team.pk}/feature_flags",
+            HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}",
         )
         self.assertEqual(response.status_code, status.HTTP_429_TOO_MANY_REQUESTS)
 
         # mock_calls call object is a tuple of (function, args, kwargs)
         # so the incremented metric is args[0]
-        self.assertEqual(len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]), 1)
+        self.assertEqual(
+            len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]),
+            1,
+        )
         incr_mock.assert_any_call(
             "rate_limit_exceeded",
             tags={
@@ -72,7 +81,8 @@ def test_default_sustained_rate_limit(self, rate_limit_enabled_mock, incr_mock):
         for _ in range(5):
             with freeze_time(base_time):
                 response = self.client.get(
-                    f"/api/projects/{self.team.pk}/feature_flags", HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}"
+                    f"/api/projects/{self.team.pk}/feature_flags",
+                    HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}",
                 )
                 base_time += timedelta(seconds=61)
         self.assertEqual(response.status_code, status.HTTP_200_OK)
@@ -80,11 +90,13 @@ def test_default_sustained_rate_limit(self, rate_limit_enabled_mock, incr_mock):
         with freeze_time(base_time):
             for _ in range(2):
                 response = self.client.get(
-                    f"/api/projects/{self.team.pk}/feature_flags", HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}"
+                    f"/api/projects/{self.team.pk}/feature_flags",
+                    HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}",
                 )
                 self.assertEqual(response.status_code, status.HTTP_429_TOO_MANY_REQUESTS)
             self.assertEqual(
-                len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]), 2
+                len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]),
+                2,
             )
             incr_mock.assert_any_call(
                 "rate_limit_exceeded",
@@ -103,24 +115,30 @@ def test_clickhouse_burst_rate_limit(self, rate_limit_enabled_mock, incr_mock):
         # Does nothing on /feature_flags endpoint
         for _ in range(10):
             response = self.client.get(
-                f"/api/projects/{self.team.pk}/feature_flags", HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}"
+                f"/api/projects/{self.team.pk}/feature_flags",
+                HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}",
             )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         assert call("rate_limit_exceeded", tags=ANY) not in incr_mock.mock_calls
 
         for _ in range(5):
             response = self.client.get(
-                f"/api/projects/{self.team.pk}/events", HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}"
+                f"/api/projects/{self.team.pk}/events",
+                HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}",
             )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
 
         # Does not actually block the request, but increments the counter
         response = self.client.get(
-            f"/api/projects/{self.team.pk}/events", HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}"
+            f"/api/projects/{self.team.pk}/events",
+            HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}",
         )
         self.assertEqual(response.status_code, status.HTTP_429_TOO_MANY_REQUESTS)
 
-        self.assertEqual(len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]), 1)
+        self.assertEqual(
+            len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]),
+            1,
+        )
         incr_mock.assert_any_call(
             "rate_limit_exceeded",
             tags={
@@ -138,16 +156,21 @@ def test_rate_limits_are_based_on_the_team_not_user(self, rate_limit_enabled_moc
         self.client.logout()
         for _ in range(5):
             response = self.client.get(
-                f"/api/projects/{self.team.pk}/feature_flags", HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}"
+                f"/api/projects/{self.team.pk}/feature_flags",
+                HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}",
             )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
 
         # First user gets rate limited
         response = self.client.get(
-            f"/api/projects/{self.team.pk}/feature_flags", HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}"
+            f"/api/projects/{self.team.pk}/feature_flags",
+            HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}",
         )
         self.assertEqual(response.status_code, status.HTTP_429_TOO_MANY_REQUESTS)
-        self.assertEqual(len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]), 1)
+        self.assertEqual(
+            len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]),
+            1,
+        )
         incr_mock.assert_any_call(
             "rate_limit_exceeded",
             tags={
@@ -168,11 +191,15 @@ def test_rate_limits_are_based_on_the_team_not_user(self, rate_limit_enabled_moc
 
         # Second user gets rate limited after a single request
         response = self.client.get(
-            f"/api/projects/{self.team.pk}/feature_flags", HTTP_AUTHORIZATION=f"Bearer {new_personal_api_key}"
+            f"/api/projects/{self.team.pk}/feature_flags",
+            HTTP_AUTHORIZATION=f"Bearer {new_personal_api_key}",
         )
         self.assertEqual(response.status_code, status.HTTP_429_TOO_MANY_REQUESTS)
 
-        self.assertEqual(len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]), 1)
+        self.assertEqual(
+            len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]),
+            1,
+        )
         incr_mock.assert_any_call(
             "rate_limit_exceeded",
             tags={
@@ -193,18 +220,26 @@ def test_rate_limits_are_based_on_the_team_not_user(self, rate_limit_enabled_moc
 
         # Requests to the new team are not rate limited
         response = self.client.get(
-            f"/api/projects/{new_team.pk}/feature_flags", HTTP_AUTHORIZATION=f"Bearer {new_personal_api_key}"
+            f"/api/projects/{new_team.pk}/feature_flags",
+            HTTP_AUTHORIZATION=f"Bearer {new_personal_api_key}",
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
-        self.assertEqual(len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]), 0)
+        self.assertEqual(
+            len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]),
+            0,
+        )
 
         # until it hits their specific limit
         for _ in range(5):
             response = self.client.get(
-                f"/api/projects/{new_team.pk}/feature_flags", HTTP_AUTHORIZATION=f"Bearer {new_personal_api_key}"
+                f"/api/projects/{new_team.pk}/feature_flags",
+                HTTP_AUTHORIZATION=f"Bearer {new_personal_api_key}",
             )
         self.assertEqual(response.status_code, status.HTTP_429_TOO_MANY_REQUESTS)
-        self.assertEqual(len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]), 1)
+        self.assertEqual(
+            len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]),
+            1,
+        )
 
     @patch("posthog.rate_limit.BurstRateThrottle.rate", new="5/minute")
     @patch("posthog.rate_limit.statsd.incr")
@@ -219,11 +254,15 @@ def test_rate_limits_work_on_non_team_endpoints(self, rate_limit_enabled_mock, i
         self.assertEqual(response.status_code, status.HTTP_200_OK)
 
         response = self.client.get(
-            f"/api/organizations/{self.organization.pk}/plugins", HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}"
+            f"/api/organizations/{self.organization.pk}/plugins",
+            HTTP_AUTHORIZATION=f"Bearer {self.personal_api_key}",
         )
         self.assertEqual(response.status_code, status.HTTP_429_TOO_MANY_REQUESTS)
 
-        self.assertEqual(len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]), 1)
+        self.assertEqual(
+            len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]),
+            1,
+        )
         incr_mock.assert_any_call(
             "rate_limit_exceeded",
             tags={
@@ -247,7 +286,10 @@ def test_does_not_rate_limit_non_personal_api_key_endpoints(self, rate_limit_ena
             )
         self.assertEqual(response.status_code, status.HTTP_429_TOO_MANY_REQUESTS)
         # got rate limited with personal API key
-        self.assertEqual(len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]), 1)
+        self.assertEqual(
+            len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]),
+            1,
+        )
         incr_mock.reset_mock()
 
         # if not logged in, we 401
@@ -259,7 +301,10 @@ def test_does_not_rate_limit_non_personal_api_key_endpoints(self, rate_limit_ena
         # but no rate limits when logged in and not using personal API key
         response = self.client.get(f"/api/organizations/{self.organization.pk}/plugins")
         self.assertEqual(response.status_code, status.HTTP_200_OK)
-        self.assertEqual(len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]), 0)
+        self.assertEqual(
+            len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]),
+            0,
+        )
 
     @patch("posthog.rate_limit.BurstRateThrottle.rate", new="5/minute")
     @patch("posthog.rate_limit.statsd.incr")
@@ -274,7 +319,10 @@ def test_rate_limits_unauthenticated_users(self, rate_limit_enabled_mock, incr_m
         response = self.client.post(f"/api/login")
         self.assertEqual(response.status_code, status.HTTP_429_TOO_MANY_REQUESTS)
 
-        self.assertEqual(len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]), 1)
+        self.assertEqual(
+            len([1 for name, args, kwargs in incr_mock.mock_calls if args[0] == "rate_limit_exceeded"]),
+            1,
+        )
         incr_mock.assert_any_call(
             "rate_limit_exceeded",
             tags={
@@ -290,7 +338,10 @@ def test_rate_limits_unauthenticated_users(self, rate_limit_enabled_mock, incr_m
     @patch("posthog.rate_limit.is_rate_limit_enabled", return_value=True)
     @patch("posthog.kafka_client.client._KafkaProducer.produce")
     def test_does_not_rate_limit_capture_endpoints(self, kafka_mock, rate_limit_enabled_mock, incr_mock):
-        data = {"event": "$autocapture", "properties": {"distinct_id": 2, "token": self.team.api_token}}
+        data = {
+            "event": "$autocapture",
+            "properties": {"distinct_id": 2, "token": self.team.api_token},
+        }
         for _ in range(6):
             response = self.client.get("/e/?data=%s" % quote(json.dumps(data)), HTTP_ORIGIN="https://localhost")
         self.assertEqual(response.status_code, status.HTTP_200_OK)
@@ -331,7 +382,9 @@ def test_does_not_call_get_instance_setting_for_every_request(self, rate_limit_e
         with freeze_time("2022-04-01 12:34:45") as frozen_time:
             with override_instance_config("RATE_LIMITING_ALLOW_LIST_TEAMS", f"{self.team.pk}"):
                 with patch.object(
-                    rate_limit, "get_instance_setting", wraps=models.instance_setting.get_instance_setting
+                    rate_limit,
+                    "get_instance_setting",
+                    wraps=models.instance_setting.get_instance_setting,
                 ) as wrapped_get_instance_setting:
                     for _ in range(10):
                         self.client.get(
diff --git a/posthog/test/test_renderers.py b/posthog/test/test_renderers.py
index 07eaedd62f43d..a68b24afa97f1 100644
--- a/posthog/test/test_renderers.py
+++ b/posthog/test/test_renderers.py
@@ -14,7 +14,14 @@ def test_cleans_dict_with_nan_and_inf_scalars(self):
 
         self.assertEqual(top_level_markers, (False, False))
         self.assertDictEqual(
-            data, {"control": 1.0, "test_1": None, "test_1::nan": True, "test_2": None, "test_2::inf": True}
+            data,
+            {
+                "control": 1.0,
+                "test_1": None,
+                "test_1::nan": True,
+                "test_2": None,
+                "test_2::inf": True,
+            },
         )
 
     def test_cleans_dict_with_nan_and_inf_list(self):
@@ -26,13 +33,24 @@ def test_cleans_dict_with_nan_and_inf_list(self):
 
         self.assertEqual(top_level_markers, (False, False))
         self.assertDictEqual(
-            {"control": 1.0, "test": [None, 1.0, None], "test::nan": {2: True}, "test::inf": {0: True}}, data
+            {
+                "control": 1.0,
+                "test": [None, 1.0, None],
+                "test::nan": {2: True},
+                "test::inf": {0: True},
+            },
+            data,
         )
 
     def test_cleans_dict_with_nan_and_inf_nested_list(self):
         data = {
             "control": 1.0,
-            "test": [float("inf"), [float("inf"), float("nan"), 1.0], float("nan"), 5.0],
+            "test": [
+                float("inf"),
+                [float("inf"), float("nan"), 1.0],
+                float("nan"),
+                5.0,
+            ],
         }
         top_level_markers = clean_data_for_json(data)
 
@@ -56,6 +74,9 @@ def test_cleans_dict_with_nan_nested_dict(self):
 
         self.assertEqual(top_level_markers, (False, False))
         self.assertDictEqual(
-            {"control": 1.0, "test": [{"yup": True, "meh": [], "nope": None, "nope::nan": True}]},
+            {
+                "control": 1.0,
+                "test": [{"yup": True, "meh": [], "nope": None, "nope::nan": True}],
+            },
             data,
         )
diff --git a/posthog/test/test_team.py b/posthog/test/test_team.py
index b8f6dc5cff7b8..ac95e5c8cc7e7 100644
--- a/posthog/test/test_team.py
+++ b/posthog/test/test_team.py
@@ -3,7 +3,14 @@
 from django.core.cache import cache
 from django.test import TestCase
 
-from posthog.models import Dashboard, DashboardTile, Organization, PluginConfig, Team, User
+from posthog.models import (
+    Dashboard,
+    DashboardTile,
+    Organization,
+    PluginConfig,
+    Team,
+    User,
+)
 from posthog.models.instance_setting import override_instance_config
 from posthog.models.team import get_team_in_cache, util
 from posthog.plugins.test.mock import mocked_plugin_requests_get
@@ -70,7 +77,12 @@ def test_create_team_with_test_account_filters(self):
         self.assertEqual(
             team.test_account_filters,
             [
-                {"key": "email", "value": "@posthog.com", "operator": "not_icontains", "type": "person"},
+                {
+                    "key": "email",
+                    "value": "@posthog.com",
+                    "operator": "not_icontains",
+                    "type": "person",
+                },
                 {
                     "key": "$host",
                     "operator": "not_regex",
@@ -109,11 +121,15 @@ def test_preinstalled_are_autoenabled(self, mock_get):
         with self.is_cloud(False):
             with self.settings(PLUGINS_PREINSTALLED_URLS=["https://github.com/PostHog/helloworldplugin/"]):
                 _, _, new_team = Organization.objects.bootstrap(
-                    self.user, plugins_access_level=Organization.PluginsAccessLevel.INSTALL
+                    self.user,
+                    plugins_access_level=Organization.PluginsAccessLevel.INSTALL,
                 )
 
         self.assertEqual(PluginConfig.objects.filter(team=new_team, enabled=True).count(), 1)
-        self.assertEqual(PluginConfig.objects.filter(team=new_team, enabled=True).get().plugin.name, "helloworldplugin")
+        self.assertEqual(
+            PluginConfig.objects.filter(team=new_team, enabled=True).get().plugin.name,
+            "helloworldplugin",
+        )
         self.assertEqual(mock_get.call_count, 2)
 
     @mock.patch("posthoganalytics.feature_enabled", return_value=True)
@@ -139,7 +155,6 @@ def test_team_on_cloud_uses_feature_flag_to_determine_person_on_events(self, moc
 
     @mock.patch("posthoganalytics.feature_enabled", return_value=False)
     def test_team_on_self_hosted_uses_instance_setting_to_determine_person_on_events(self, mock_feature_enabled):
-
         with self.is_cloud(False):
             with override_instance_config("PERSON_ON_EVENTS_V2_ENABLED", True):
                 team = Team.objects.create_with_data(organization=self.organization)
diff --git a/posthog/test/test_urls.py b/posthog/test/test_urls.py
index 9f9581a920853..23d02f30f0584 100644
--- a/posthog/test/test_urls.py
+++ b/posthog/test/test_urls.py
@@ -58,37 +58,43 @@ def test_authorize_and_redirect_domain(self):
         self.team.save()
 
         response = self.client.get(
-            "/authorize_and_redirect/?redirect=https://not-permitted.com", HTTP_REFERER="https://not-permitted.com"
+            "/authorize_and_redirect/?redirect=https://not-permitted.com",
+            HTTP_REFERER="https://not-permitted.com",
         )
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertTrue("Can only redirect to a permitted domain." in str(response.content))
 
         response = self.client.get(
-            "/authorize_and_redirect/?redirect=https://domain.com", HTTP_REFERER="https://not.com"
+            "/authorize_and_redirect/?redirect=https://domain.com",
+            HTTP_REFERER="https://not.com",
         )
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertTrue("Can only redirect to the same domain as the referer: not.com" in str(response.content))
 
         response = self.client.get(
-            "/authorize_and_redirect/?redirect=http://domain.com", HTTP_REFERER="https://domain.com"
+            "/authorize_and_redirect/?redirect=http://domain.com",
+            HTTP_REFERER="https://domain.com",
         )
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertTrue("Can only redirect to the same scheme as the referer: https" in str(response.content))
 
         response = self.client.get(
-            "/authorize_and_redirect/?redirect=https://domain.com:555", HTTP_REFERER="https://domain.com:443"
+            "/authorize_and_redirect/?redirect=https://domain.com:555",
+            HTTP_REFERER="https://domain.com:443",
         )
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertTrue("Can only redirect to the same port as the referer: 443" in str(response.content))
 
         response = self.client.get(
-            "/authorize_and_redirect/?redirect=https://domain.com:555", HTTP_REFERER="https://domain.com/no-port"
+            "/authorize_and_redirect/?redirect=https://domain.com:555",
+            HTTP_REFERER="https://domain.com/no-port",
         )
         self.assertEqual(response.status_code, status.HTTP_403_FORBIDDEN)
         self.assertTrue("Can only redirect to the same port as the referer: no port in URL" in str(response.content))
 
         response = self.client.get(
-            "/authorize_and_redirect/?redirect=https://domain.com/sdf", HTTP_REFERER="https://domain.com/asd"
+            "/authorize_and_redirect/?redirect=https://domain.com/sdf",
+            HTTP_REFERER="https://domain.com/asd",
         )
         self.assertEqual(response.status_code, status.HTTP_200_OK)
         # TODO: build frontend before backend tests, or find a way to mock the template
diff --git a/posthog/test/test_user_permissions.py b/posthog/test/test_user_permissions.py
index ea80fb9c77677..da9faef7330ad 100644
--- a/posthog/test/test_user_permissions.py
+++ b/posthog/test/test_user_permissions.py
@@ -70,7 +70,9 @@ def test_team_effective_membership_level_with_explicit_membership_returns_explic
         self.organization_membership.save()
 
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.ADMIN
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.ADMIN,
         )
 
         with self.assertNumQueries(2):
@@ -90,7 +92,9 @@ def test_team_ids_visible_for_user_explicit_permission(self):
         self.team.save()
 
         ExplicitTeamMembership.objects.create(
-            team=self.team, parent_membership=self.organization_membership, level=ExplicitTeamMembership.Level.ADMIN
+            team=self.team,
+            parent_membership=self.organization_membership,
+            level=ExplicitTeamMembership.Level.ADMIN,
         )
 
         assert self.permissions().team_ids_visible_for_user == [self.team.pk]
@@ -165,7 +169,9 @@ def test_dashboard_effective_privilege_level_priviledged(self):
         self.dashboard.save()
 
         DashboardPrivilege.objects.create(
-            user=self.user, dashboard=self.dashboard, level=Dashboard.PrivilegeLevel.CAN_EDIT
+            user=self.user,
+            dashboard=self.dashboard,
+            level=Dashboard.PrivilegeLevel.CAN_EDIT,
         )
 
         assert self.dashboard_permissions().effective_privilege_level == Dashboard.PrivilegeLevel.CAN_EDIT
@@ -203,7 +209,9 @@ def test_dashboard_can_edit_priviledged(self):
         self.dashboard.save()
 
         DashboardPrivilege.objects.create(
-            user=self.user, dashboard=self.dashboard, level=Dashboard.PrivilegeLevel.CAN_EDIT
+            user=self.user,
+            dashboard=self.dashboard,
+            level=Dashboard.PrivilegeLevel.CAN_EDIT,
         )
 
         assert self.dashboard_permissions().can_edit
@@ -216,7 +224,8 @@ def setUp(self):
         self.organization.save()
 
         self.dashboard1 = Dashboard.objects.create(
-            team=self.team, restriction_level=Dashboard.RestrictionLevel.ONLY_COLLABORATORS_CAN_EDIT
+            team=self.team,
+            restriction_level=Dashboard.RestrictionLevel.ONLY_COLLABORATORS_CAN_EDIT,
         )
         self.dashboard2 = Dashboard.objects.create(team=self.team)
         self.insight = Insight.objects.create(team=self.team)
@@ -287,7 +296,8 @@ def test_dashboard_efficiency(self):
         self.organization.save()
 
         dashboard = Dashboard.objects.create(
-            team=self.team, restriction_level=Dashboard.RestrictionLevel.ONLY_COLLABORATORS_CAN_EDIT
+            team=self.team,
+            restriction_level=Dashboard.RestrictionLevel.ONLY_COLLABORATORS_CAN_EDIT,
         )
         insights, tiles = [], []
         for _ in range(10):
diff --git a/posthog/test/test_utils.py b/posthog/test/test_utils.py
index 444355857b40b..f6c5d4079505c 100644
--- a/posthog/test/test_utils.py
+++ b/posthog/test/test_utils.py
@@ -35,12 +35,36 @@ def test_format_absolute_url(self) -> None:
         absolute_urls_test_cases = [
             (None, "https://my-amazing.site", "https://my-amazing.site"),
             (None, "https://my-amazing.site/", "https://my-amazing.site/"),
-            ("api/path", "https://my-amazing.site/", "https://my-amazing.site/api/path"),
-            ("/api/path", "https://my-amazing.site/", "https://my-amazing.site/api/path"),
-            ("api/path", "https://my-amazing.site/base_url/", "https://my-amazing.site/base_url/api/path"),
-            ("/api/path", "https://my-amazing.site/base_url", "https://my-amazing.site/base_url/api/path"),
-            (regression_11204, "https://app.posthog.com", f"https://app.posthog.com/{regression_11204}"),
-            ("https://app.posthog.com", "https://app.posthog.com", "https://app.posthog.com"),
+            (
+                "api/path",
+                "https://my-amazing.site/",
+                "https://my-amazing.site/api/path",
+            ),
+            (
+                "/api/path",
+                "https://my-amazing.site/",
+                "https://my-amazing.site/api/path",
+            ),
+            (
+                "api/path",
+                "https://my-amazing.site/base_url/",
+                "https://my-amazing.site/base_url/api/path",
+            ),
+            (
+                "/api/path",
+                "https://my-amazing.site/base_url",
+                "https://my-amazing.site/base_url/api/path",
+            ),
+            (
+                regression_11204,
+                "https://app.posthog.com",
+                f"https://app.posthog.com/{regression_11204}",
+            ),
+            (
+                "https://app.posthog.com",
+                "https://app.posthog.com",
+                "https://app.posthog.com",
+            ),
             (
                 "https://app.posthog.com/some/path?=something",
                 "https://app.posthog.com",
@@ -70,17 +94,17 @@ def test_format_absolute_url(self) -> None:
     def test_absolute_uri_can_not_escape_out_host(self) -> None:
         with self.settings(SITE_URL="https://app.posthog.com"):
             with pytest.raises(PotentialSecurityProblemException):
-                absolute_uri("https://an.external.domain.com/something-outside-posthog"),
+                (absolute_uri("https://an.external.domain.com/something-outside-posthog"),)
 
     def test_absolute_uri_can_not_escape_out_host_on_different_scheme(self) -> None:
         with self.settings(SITE_URL="https://app.posthog.com"):
             with pytest.raises(PotentialSecurityProblemException):
-                absolute_uri("ftp://an.external.domain.com/something-outside-posthog"),
+                (absolute_uri("ftp://an.external.domain.com/something-outside-posthog"),)
 
     def test_absolute_uri_can_not_escape_out_host_when_site_url_is_the_empty_string(self) -> None:
         with self.settings(SITE_URL=""):
             with pytest.raises(PotentialSecurityProblemException):
-                absolute_uri("https://an.external.domain.com/something-outside-posthog"),
+                (absolute_uri("https://an.external.domain.com/something-outside-posthog"),)
 
 
 class TestFormatUrls(TestCase):
@@ -111,12 +135,18 @@ def test_format_query_params_absolute_url(self) -> None:
         ]
 
         for params, expected in test_to_expected:
-            self.assertEqual(expected, format_query_params_absolute_url(Request(request=build_req), *params))
+            self.assertEqual(
+                expected,
+                format_query_params_absolute_url(Request(request=build_req), *params),
+            )
 
     def test_format_query_params_absolute_url_with_https(self) -> None:
         with self.settings(SECURE_PROXY_SSL_HEADER=("HTTP_X_FORWARDED_PROTO", "https")):
             build_req = HttpRequest()
-            build_req.META = {"HTTP_HOST": "www.testserver", "HTTP_X_FORWARDED_PROTO": "https"}
+            build_req.META = {
+                "HTTP_HOST": "www.testserver",
+                "HTTP_X_FORWARDED_PROTO": "https",
+            }
             request: Request = Request(build_req)
             self.assertEqual("https://www.testserver", format_query_params_absolute_url(request))
 
@@ -155,41 +185,98 @@ def test_fetching_env_var_parsed_as_float_from_nonsense_input(self, mock_env):
 class TestRelativeDateParse(TestCase):
     @freeze_time("2020-01-31T12:22:23")
     def test_hour(self):
-        self.assertEqual(relative_date_parse("-24h", ZoneInfo("UTC")).isoformat(), "2020-01-30T12:22:23+00:00")
-        self.assertEqual(relative_date_parse("-48h", ZoneInfo("UTC")).isoformat(), "2020-01-29T12:22:23+00:00")
+        self.assertEqual(
+            relative_date_parse("-24h", ZoneInfo("UTC")).isoformat(),
+            "2020-01-30T12:22:23+00:00",
+        )
+        self.assertEqual(
+            relative_date_parse("-48h", ZoneInfo("UTC")).isoformat(),
+            "2020-01-29T12:22:23+00:00",
+        )
 
     @freeze_time("2020-01-31")
     def test_day(self):
-        self.assertEqual(relative_date_parse("dStart", ZoneInfo("UTC")).strftime("%Y-%m-%d"), "2020-01-31")
-        self.assertEqual(relative_date_parse("-1d", ZoneInfo("UTC")).strftime("%Y-%m-%d"), "2020-01-30")
-        self.assertEqual(relative_date_parse("-2d", ZoneInfo("UTC")).strftime("%Y-%m-%d"), "2020-01-29")
+        self.assertEqual(
+            relative_date_parse("dStart", ZoneInfo("UTC")).strftime("%Y-%m-%d"),
+            "2020-01-31",
+        )
+        self.assertEqual(
+            relative_date_parse("-1d", ZoneInfo("UTC")).strftime("%Y-%m-%d"),
+            "2020-01-30",
+        )
+        self.assertEqual(
+            relative_date_parse("-2d", ZoneInfo("UTC")).strftime("%Y-%m-%d"),
+            "2020-01-29",
+        )
 
-        self.assertEqual(relative_date_parse("-1dStart", ZoneInfo("UTC")).isoformat(), "2020-01-30T00:00:00+00:00")
-        self.assertEqual(relative_date_parse("-1dEnd", ZoneInfo("UTC")).isoformat(), "2020-01-30T23:59:59.999999+00:00")
+        self.assertEqual(
+            relative_date_parse("-1dStart", ZoneInfo("UTC")).isoformat(),
+            "2020-01-30T00:00:00+00:00",
+        )
+        self.assertEqual(
+            relative_date_parse("-1dEnd", ZoneInfo("UTC")).isoformat(),
+            "2020-01-30T23:59:59.999999+00:00",
+        )
 
     @freeze_time("2020-01-31")
     def test_month(self):
-        self.assertEqual(relative_date_parse("-1m", ZoneInfo("UTC")).strftime("%Y-%m-%d"), "2019-12-31")
-        self.assertEqual(relative_date_parse("-2m", ZoneInfo("UTC")).strftime("%Y-%m-%d"), "2019-11-30")
+        self.assertEqual(
+            relative_date_parse("-1m", ZoneInfo("UTC")).strftime("%Y-%m-%d"),
+            "2019-12-31",
+        )
+        self.assertEqual(
+            relative_date_parse("-2m", ZoneInfo("UTC")).strftime("%Y-%m-%d"),
+            "2019-11-30",
+        )
 
-        self.assertEqual(relative_date_parse("mStart", ZoneInfo("UTC")).strftime("%Y-%m-%d"), "2020-01-01")
-        self.assertEqual(relative_date_parse("-1mStart", ZoneInfo("UTC")).strftime("%Y-%m-%d"), "2019-12-01")
-        self.assertEqual(relative_date_parse("-2mStart", ZoneInfo("UTC")).strftime("%Y-%m-%d"), "2019-11-01")
+        self.assertEqual(
+            relative_date_parse("mStart", ZoneInfo("UTC")).strftime("%Y-%m-%d"),
+            "2020-01-01",
+        )
+        self.assertEqual(
+            relative_date_parse("-1mStart", ZoneInfo("UTC")).strftime("%Y-%m-%d"),
+            "2019-12-01",
+        )
+        self.assertEqual(
+            relative_date_parse("-2mStart", ZoneInfo("UTC")).strftime("%Y-%m-%d"),
+            "2019-11-01",
+        )
 
-        self.assertEqual(relative_date_parse("-1mEnd", ZoneInfo("UTC")).strftime("%Y-%m-%d"), "2019-12-31")
-        self.assertEqual(relative_date_parse("-2mEnd", ZoneInfo("UTC")).strftime("%Y-%m-%d"), "2019-11-30")
+        self.assertEqual(
+            relative_date_parse("-1mEnd", ZoneInfo("UTC")).strftime("%Y-%m-%d"),
+            "2019-12-31",
+        )
+        self.assertEqual(
+            relative_date_parse("-2mEnd", ZoneInfo("UTC")).strftime("%Y-%m-%d"),
+            "2019-11-30",
+        )
 
     @freeze_time("2020-01-31")
     def test_year(self):
-        self.assertEqual(relative_date_parse("-1y", ZoneInfo("UTC")).strftime("%Y-%m-%d"), "2019-01-31")
-        self.assertEqual(relative_date_parse("-2y", ZoneInfo("UTC")).strftime("%Y-%m-%d"), "2018-01-31")
+        self.assertEqual(
+            relative_date_parse("-1y", ZoneInfo("UTC")).strftime("%Y-%m-%d"),
+            "2019-01-31",
+        )
+        self.assertEqual(
+            relative_date_parse("-2y", ZoneInfo("UTC")).strftime("%Y-%m-%d"),
+            "2018-01-31",
+        )
 
-        self.assertEqual(relative_date_parse("yStart", ZoneInfo("UTC")).strftime("%Y-%m-%d"), "2020-01-01")
-        self.assertEqual(relative_date_parse("-1yStart", ZoneInfo("UTC")).strftime("%Y-%m-%d"), "2019-01-01")
+        self.assertEqual(
+            relative_date_parse("yStart", ZoneInfo("UTC")).strftime("%Y-%m-%d"),
+            "2020-01-01",
+        )
+        self.assertEqual(
+            relative_date_parse("-1yStart", ZoneInfo("UTC")).strftime("%Y-%m-%d"),
+            "2019-01-01",
+        )
 
     @freeze_time("2020-01-31")
     def test_normal_date(self):
-        self.assertEqual(relative_date_parse("2019-12-31", ZoneInfo("UTC")).strftime("%Y-%m-%d"), "2019-12-31")
+        self.assertEqual(
+            relative_date_parse("2019-12-31", ZoneInfo("UTC")).strftime("%Y-%m-%d"),
+            "2019-12-31",
+        )
 
 
 class TestDefaultEventName(BaseTest):
@@ -229,7 +316,11 @@ def test_pushes_debug_information_into_sentry_scope_from_origin_header(self, pat
 
         patched_scope.assert_called_once()
         mock_set_tag.assert_has_calls(
-            [call("origin", origin), call("referer", referer), call("library.version", "1.20.0")]
+            [
+                call("origin", origin),
+                call("referer", referer),
+                call("library.version", "1.20.0"),
+            ]
         )
 
     @patch("posthog.utils.configure_scope")
@@ -246,7 +337,11 @@ def test_pushes_debug_information_into_sentry_scope_when_origin_header_not_prese
 
         patched_scope.assert_called_once()
         mock_set_tag.assert_has_calls(
-            [call("origin", origin), call("referer", referer), call("library.version", "1.20.0")]
+            [
+                call("origin", origin),
+                call("referer", referer),
+                call("library.version", "1.20.0"),
+            ]
         )
 
     @patch("posthog.utils.configure_scope")
@@ -261,7 +356,11 @@ def test_still_tags_sentry_scope_even_when_debug_signal_is_not_available(self, p
 
         patched_scope.assert_called_once()
         mock_set_tag.assert_has_calls(
-            [call("origin", "unknown"), call("referer", "unknown"), call("library.version", "unknown")]
+            [
+                call("origin", "unknown"),
+                call("referer", "unknown"),
+                call("library.version", "unknown"),
+            ]
         )
 
     def test_fails_to_JSON_parse_the_literal_string_undefined_when_not_compressed(self):
@@ -277,7 +376,10 @@ def test_fails_to_JSON_parse_the_literal_string_undefined_when_not_compressed(se
         with self.assertRaises(RequestParsingError) as ctx:
             load_data_from_request(post_request)
 
-        self.assertEqual("Invalid JSON: Expecting value: line 1 column 1 (char 0)", str(ctx.exception))
+        self.assertEqual(
+            "Invalid JSON: Expecting value: line 1 column 1 (char 0)",
+            str(ctx.exception),
+        )
 
     def test_raises_specific_error_for_the_literal_string_undefined_when_compressed(self):
         rf = RequestFactory()
@@ -357,4 +459,10 @@ def test_flatten_lots_of_depth(self):
         assert list(flatten([1, [2, 3], [[4], [5, [6, 7]]]])) == [1, 2, 3, 4, 5, 6, 7]
 
     def test_flatten_single_depth(self):
-        assert list(flatten([1, [2, 3], [[4], [5, [6, 7]]]], max_depth=1)) == [1, 2, 3, [4], [5, [6, 7]]]
+        assert list(flatten([1, [2, 3], [[4], [5, [6, 7]]]], max_depth=1)) == [
+            1,
+            2,
+            3,
+            [4],
+            [5, [6, 7]],
+        ]
diff --git a/posthog/test/test_version_requirement.py b/posthog/test/test_version_requirement.py
index b0ab147d6bc6d..9798dc51a8bd4 100644
--- a/posthog/test/test_version_requirement.py
+++ b/posthog/test/test_version_requirement.py
@@ -34,7 +34,6 @@ def test_accepted_services(self):
             )
 
     def test_service_versions(self):
-
         version1 = version_requirement.version_string_to_semver("14")
         self.assertEqual(version1.major, 14)
         self.assertEqual(version1.minor, 0)
@@ -70,7 +69,10 @@ def test_service_versions(self):
         self.assertEqual(version6.minor, 13)
         self.assertEqual(version6.patch, 0)
 
-    @patch("posthog.version_requirement.ServiceVersionRequirement.get_service_version", lambda x: Version("12.1.2"))
+    @patch(
+        "posthog.version_requirement.ServiceVersionRequirement.get_service_version",
+        lambda x: Version("12.1.2"),
+    )
     def test_ranges(self):
         v1 = ServiceVersionRequirement(service="postgresql", supported_version="==14.0.0")
         in_range, service_version = v1.is_service_in_accepted_version()
diff --git a/posthog/types.py b/posthog/types.py
index f768cf8833a85..b13d1a08a531b 100644
--- a/posthog/types.py
+++ b/posthog/types.py
@@ -4,8 +4,22 @@
 from posthog.models.filters.path_filter import PathFilter
 from posthog.models.filters.retention_filter import RetentionFilter
 from posthog.models.filters.stickiness_filter import StickinessFilter
-from posthog.schema import TrendsQuery, FunnelsQuery, RetentionQuery, PathsQuery, StickinessQuery, LifecycleQuery
+from posthog.schema import (
+    TrendsQuery,
+    FunnelsQuery,
+    RetentionQuery,
+    PathsQuery,
+    StickinessQuery,
+    LifecycleQuery,
+)
 
 FilterType = Union[Filter, PathFilter, RetentionFilter, StickinessFilter]
 
-InsightQueryNode = Union[TrendsQuery, FunnelsQuery, RetentionQuery, PathsQuery, StickinessQuery, LifecycleQuery]
+InsightQueryNode = Union[
+    TrendsQuery,
+    FunnelsQuery,
+    RetentionQuery,
+    PathsQuery,
+    StickinessQuery,
+    LifecycleQuery,
+]
diff --git a/posthog/urls.py b/posthog/urls.py
index f460a15859db9..c271406c73469 100644
--- a/posthog/urls.py
+++ b/posthog/urls.py
@@ -5,9 +5,17 @@
 from django.http import HttpRequest, HttpResponse, HttpResponseServerError
 from django.template import loader
 from django.urls import URLPattern, include, path, re_path
-from django.views.decorators.csrf import csrf_exempt, ensure_csrf_cookie, requires_csrf_token
+from django.views.decorators.csrf import (
+    csrf_exempt,
+    ensure_csrf_cookie,
+    requires_csrf_token,
+)
 from django_prometheus.exports import ExportToDjangoView
-from drf_spectacular.views import SpectacularAPIView, SpectacularRedocView, SpectacularSwaggerView
+from drf_spectacular.views import (
+    SpectacularAPIView,
+    SpectacularRedocView,
+    SpectacularSwaggerView,
+)
 from revproxy.views import ProxyView
 from sentry_sdk import last_event_id
 from two_factor.urls import urlpatterns as tf_urls
@@ -36,7 +44,14 @@
 from posthog.demo.legacy import demo_route
 from posthog.models import User
 from .utils import render_template
-from .views import health, login_required, preflight_check, robots_txt, security_txt, stats
+from .views import (
+    health,
+    login_required,
+    preflight_check,
+    robots_txt,
+    security_txt,
+    stats,
+)
 from .year_in_posthog import year_in_posthog
 
 ee_urlpatterns: List[Any] = []
@@ -86,20 +101,30 @@ def authorize_and_redirect(request: HttpRequest) -> HttpResponse:
         return HttpResponse(f"Can only redirect to a permitted domain.", status=403)
 
     if referer_url.hostname != redirect_url.hostname:
-        return HttpResponse(f"Can only redirect to the same domain as the referer: {referer_url.hostname}", status=403)
+        return HttpResponse(
+            f"Can only redirect to the same domain as the referer: {referer_url.hostname}",
+            status=403,
+        )
 
     if referer_url.scheme != redirect_url.scheme:
-        return HttpResponse(f"Can only redirect to the same scheme as the referer: {referer_url.scheme}", status=403)
+        return HttpResponse(
+            f"Can only redirect to the same scheme as the referer: {referer_url.scheme}",
+            status=403,
+        )
 
     if referer_url.port != redirect_url.port:
         return HttpResponse(
-            f"Can only redirect to the same port as the referer: {referer_url.port or 'no port in URL'}", status=403
+            f"Can only redirect to the same port as the referer: {referer_url.port or 'no port in URL'}",
+            status=403,
         )
 
     return render_template(
         "authorize_and_redirect.html",
         request=request,
-        context={"domain": redirect_url.hostname, "redirect_url": request.GET["redirect"]},
+        context={
+            "domain": redirect_url.hostname,
+            "redirect_url": request.GET["redirect"],
+        },
     )
 
 
@@ -112,8 +137,16 @@ def opt_slash_path(route: str, view: Callable, name: Optional[str] = None) -> UR
 urlpatterns = [
     path("api/schema/", SpectacularAPIView.as_view(), name="schema"),
     # Optional UI:
-    path("api/schema/swagger-ui/", SpectacularSwaggerView.as_view(url_name="schema"), name="swagger-ui"),
-    path("api/schema/redoc/", SpectacularRedocView.as_view(url_name="schema"), name="redoc"),
+    path(
+        "api/schema/swagger-ui/",
+        SpectacularSwaggerView.as_view(url_name="schema"),
+        name="swagger-ui",
+    ),
+    path(
+        "api/schema/redoc/",
+        SpectacularRedocView.as_view(url_name="schema"),
+        name="redoc",
+    ),
     # Health check probe endpoints for K8s
     # NOTE: We have _health, livez, and _readyz. _health is deprecated and
     # is only included for compatability with old installations. For new
@@ -141,11 +174,23 @@ def opt_slash_path(route: str, view: Callable, name: Optional[str] = None) -> UR
     ),
     re_path(r"^api.+", api_not_found),
     path("authorize_and_redirect/", login_required(authorize_and_redirect)),
-    path("shared_dashboard/<str:access_token>", sharing.SharingViewerPageViewSet.as_view({"get": "retrieve"})),
-    path("shared/<str:access_token>", sharing.SharingViewerPageViewSet.as_view({"get": "retrieve"})),
-    path("embedded/<str:access_token>", sharing.SharingViewerPageViewSet.as_view({"get": "retrieve"})),
+    path(
+        "shared_dashboard/<str:access_token>",
+        sharing.SharingViewerPageViewSet.as_view({"get": "retrieve"}),
+    ),
+    path(
+        "shared/<str:access_token>",
+        sharing.SharingViewerPageViewSet.as_view({"get": "retrieve"}),
+    ),
+    path(
+        "embedded/<str:access_token>",
+        sharing.SharingViewerPageViewSet.as_view({"get": "retrieve"}),
+    ),
     path("exporter", sharing.SharingViewerPageViewSet.as_view({"get": "retrieve"})),
-    path("exporter/<str:access_token>", sharing.SharingViewerPageViewSet.as_view({"get": "retrieve"})),
+    path(
+        "exporter/<str:access_token>",
+        sharing.SharingViewerPageViewSet.as_view({"get": "retrieve"}),
+    ),
     path("site_app/<int:id>/<str:token>/<str:hash>/", site_app.get_site_app),
     re_path(r"^demo.*", login_required(demo_route)),
     # ingestion
@@ -182,7 +227,6 @@ def opt_slash_path(route: str, view: Callable, name: Optional[str] = None) -> UR
 
 
 if settings.TEST:
-
     # Used in posthog-js e2e tests
     @csrf_exempt
     def delete_events(request):
diff --git a/posthog/user_permissions.py b/posthog/user_permissions.py
index 3b31ca82e8d84..4d1a13fa76815 100644
--- a/posthog/user_permissions.py
+++ b/posthog/user_permissions.py
@@ -3,7 +3,15 @@
 from uuid import UUID
 
 from posthog.constants import AvailableFeature
-from posthog.models import Dashboard, DashboardTile, Insight, Organization, OrganizationMembership, Team, User
+from posthog.models import (
+    Dashboard,
+    DashboardTile,
+    Insight,
+    Organization,
+    OrganizationMembership,
+    Team,
+    User,
+)
 
 
 class UserPermissions:
@@ -147,7 +155,9 @@ def effective_membership_level(self) -> Optional["OrganizationMembership.Level"]
         return self.effective_membership_level_for_parent_membership(organization, membership)
 
     def effective_membership_level_for_parent_membership(
-        self, organization: Optional[Organization], organization_membership: Optional[OrganizationMembership]
+        self,
+        organization: Optional[Organization],
+        organization_membership: Optional[OrganizationMembership],
     ) -> Optional["OrganizationMembership.Level"]:
         if organization is None or organization_membership is None:
             return None
diff --git a/posthog/utils.py b/posthog/utils.py
index 6105a253f9fa5..286e4ff4ce6a2 100644
--- a/posthog/utils.py
+++ b/posthog/utils.py
@@ -168,7 +168,11 @@ def get_current_day(at: Optional[datetime.datetime] = None) -> Tuple[datetime.da
 
 
 def relative_date_parse_with_delta_mapping(
-    input: str, timezone_info: ZoneInfo, *, always_truncate: bool = False, now: Optional[datetime.datetime] = None
+    input: str,
+    timezone_info: ZoneInfo,
+    *,
+    always_truncate: bool = False,
+    now: Optional[datetime.datetime] = None,
 ) -> Tuple[datetime.datetime, Optional[Dict[str, int]]]:
     """Returns the parsed datetime, along with the period mapping - if the input was a relative datetime string."""
     try:
@@ -244,7 +248,11 @@ def relative_date_parse_with_delta_mapping(
 
 
 def relative_date_parse(
-    input: str, timezone_info: ZoneInfo, *, always_truncate: bool = False, now: Optional[datetime.datetime] = None
+    input: str,
+    timezone_info: ZoneInfo,
+    *,
+    always_truncate: bool = False,
+    now: Optional[datetime.datetime] = None,
 ) -> datetime.datetime:
     return relative_date_parse_with_delta_mapping(input, timezone_info, always_truncate=always_truncate, now=now)[0]
 
@@ -290,7 +298,11 @@ def get_js_url(request: HttpRequest) -> str:
 
 
 def render_template(
-    template_name: str, request: HttpRequest, context: Dict = {}, *, team_for_public_context: Optional["Team"] = None
+    template_name: str,
+    request: HttpRequest,
+    context: Dict = {},
+    *,
+    team_for_public_context: Optional["Team"] = None,
 ) -> HttpResponse:
     """Render Django template.
 
@@ -369,13 +381,17 @@ def render_template(
             user = cast("User", request.user)
             user_permissions = UserPermissions(user=user, team=user.team)
             user_serialized = UserSerializer(
-                request.user, context={"request": request, "user_permissions": user_permissions}, many=False
+                request.user,
+                context={"request": request, "user_permissions": user_permissions},
+                many=False,
             )
             posthog_app_context["current_user"] = user_serialized.data
             posthog_distinct_id = user_serialized.data.get("distinct_id")
             if user.team:
                 team_serialized = TeamSerializer(
-                    user.team, context={"request": request, "user_permissions": user_permissions}, many=False
+                    user.team,
+                    context={"request": request, "user_permissions": user_permissions},
+                    many=False,
                 )
                 posthog_app_context["current_team"] = team_serialized.data
                 posthog_app_context["frontend_apps"] = get_frontend_apps(user.team.pk)
@@ -451,8 +467,18 @@ def get_frontend_apps(team_id: int) -> Dict[int, Dict[str, Any]]:
 
     plugin_configs = (
         Plugin.objects.filter(pluginconfig__team_id=team_id, pluginconfig__enabled=True)
-        .filter(pluginsourcefile__status=PluginSourceFile.Status.TRANSPILED, pluginsourcefile__filename="frontend.tsx")
-        .values("pluginconfig__id", "pluginconfig__config", "config_schema", "id", "plugin_type", "name")
+        .filter(
+            pluginsourcefile__status=PluginSourceFile.Status.TRANSPILED,
+            pluginsourcefile__filename="frontend.tsx",
+        )
+        .values(
+            "pluginconfig__id",
+            "pluginconfig__config",
+            "config_schema",
+            "id",
+            "plugin_type",
+            "name",
+        )
         .all()
     )
 
@@ -653,7 +679,10 @@ def load_data_from_request(request):
     with configure_scope() as scope:
         if isinstance(data, dict):
             scope.set_context("data", data)
-        scope.set_tag("origin", request.headers.get("origin", request.headers.get("remote_host", "unknown")))
+        scope.set_tag(
+            "origin",
+            request.headers.get("origin", request.headers.get("remote_host", "unknown")),
+        )
         scope.set_tag("referer", request.headers.get("referer", "unknown"))
         # since version 1.20.0 posthog-js adds its version to the `ver` query parameter as a debug signal here
         scope.set_tag("library.version", request.GET.get("ver", "unknown"))
@@ -882,7 +911,9 @@ def flatten(i: Union[List, Tuple], max_depth=10) -> Generator:
 
 
 def get_daterange(
-    start_date: Optional[datetime.datetime], end_date: Optional[datetime.datetime], frequency: str
+    start_date: Optional[datetime.datetime],
+    end_date: Optional[datetime.datetime],
+    frequency: str,
 ) -> List[Any]:
     """
     Returns list of a fixed frequency Datetime objects between given bounds.
@@ -1183,7 +1214,23 @@ def get_week_start_for_country_code(country_code: str) -> int:
         "ZW",
     ]:
         return 0  # Sunday
-    if country_code in ["AE", "AF", "BH", "DJ", "DZ", "EG", "IQ", "IR", "JO", "KW", "LY", "OM", "QA", "SD", "SY"]:
+    if country_code in [
+        "AE",
+        "AF",
+        "BH",
+        "DJ",
+        "DZ",
+        "EG",
+        "IQ",
+        "IR",
+        "JO",
+        "KW",
+        "LY",
+        "OM",
+        "QA",
+        "SD",
+        "SY",
+    ]:
         return 6  # Saturday
     return 1  # Monday
 
diff --git a/posthog/views.py b/posthog/views.py
index 7bfa1f05efe7d..5e12d332f7b2e 100644
--- a/posthog/views.py
+++ b/posthog/views.py
@@ -109,7 +109,10 @@ def preflight_check(request: HttpRequest) -> JsonResponse:
         "available_social_auth_providers": get_instance_available_sso_providers(),
         "can_create_org": get_can_create_org(request.user),
         "email_service_available": is_cloud() or is_email_available(with_absolute_urls=True),
-        "slack_service": {"available": bool(slack_client_id), "client_id": slack_client_id or None},
+        "slack_service": {
+            "available": bool(slack_client_id),
+            "client_id": slack_client_id or None,
+        },
         "object_storage": is_cloud() or is_object_storage_available(),
     }
 
diff --git a/posthog/warehouse/api/saved_query.py b/posthog/warehouse/api/saved_query.py
index 1ab07b1e1ea1e..91e3c42dce089 100644
--- a/posthog/warehouse/api/saved_query.py
+++ b/posthog/warehouse/api/saved_query.py
@@ -23,7 +23,15 @@ class DataWarehouseSavedQuerySerializer(serializers.ModelSerializer):
 
     class Meta:
         model = DataWarehouseSavedQuery
-        fields = ["id", "deleted", "name", "query", "created_by", "created_at", "columns"]
+        fields = [
+            "id",
+            "deleted",
+            "name",
+            "query",
+            "created_by",
+            "created_at",
+            "columns",
+        ]
         read_only_fields = ["id", "created_by", "created_at", "columns"]
 
     def get_columns(self, view: DataWarehouseSavedQuery) -> List[SerializedField]:
@@ -65,7 +73,13 @@ def validate_query(self, query):
         if not _is_valid_view:
             raise exceptions.ValidationError(detail="Ensure all fields are aliased")
         try:
-            print_ast(node=select_ast, context=context, dialect="clickhouse", stack=None, settings=None)
+            print_ast(
+                node=select_ast,
+                context=context,
+                dialect="clickhouse",
+                stack=None,
+                settings=None,
+            )
         except Exception as err:
             if isinstance(err, ValueError) or isinstance(err, HogQLException):
                 error = str(err)
diff --git a/posthog/warehouse/api/table.py b/posthog/warehouse/api/table.py
index 40fc5d5d25b89..cb63f3b5b8335 100644
--- a/posthog/warehouse/api/table.py
+++ b/posthog/warehouse/api/table.py
@@ -3,7 +3,11 @@
 from rest_framework.exceptions import NotAuthenticated
 from rest_framework.permissions import IsAuthenticated
 from rest_framework import filters, serializers, viewsets
-from posthog.warehouse.models import DataWarehouseTable, DataWarehouseCredential, DataWarehouseSavedQuery
+from posthog.warehouse.models import (
+    DataWarehouseTable,
+    DataWarehouseCredential,
+    DataWarehouseSavedQuery,
+)
 from posthog.hogql.database.database import serialize_fields, SerializedField
 from posthog.api.shared import UserBasicSerializer
 from posthog.api.routing import StructuredViewSetMixin
@@ -33,7 +37,17 @@ class TableSerializer(serializers.ModelSerializer):
 
     class Meta:
         model = DataWarehouseTable
-        fields = ["id", "deleted", "name", "format", "created_by", "created_at", "url_pattern", "credential", "columns"]
+        fields = [
+            "id",
+            "deleted",
+            "name",
+            "format",
+            "created_by",
+            "created_at",
+            "url_pattern",
+            "credential",
+            "columns",
+        ]
         read_only_fields = ["id", "created_by", "created_at", "columns"]
 
     def get_columns(self, table: DataWarehouseTable) -> List[SerializedField]:
diff --git a/posthog/warehouse/api/test/test_table.py b/posthog/warehouse/api/test/test_table.py
index 4df7147466d42..6f5dbc9d661e6 100644
--- a/posthog/warehouse/api/test/test_table.py
+++ b/posthog/warehouse/api/test/test_table.py
@@ -17,7 +17,10 @@ def test_create(self, patch_get_columns):
             {
                 "name": "whatever",
                 "url_pattern": "https://your-org.s3.amazonaws.com/bucket/whatever.pqt",
-                "credential": {"access_key": "_accesskey", "access_secret": "_accesssecret"},
+                "credential": {
+                    "access_key": "_accesskey",
+                    "access_secret": "_accesssecret",
+                },
                 "format": "Parquet",
             },
         )
@@ -42,7 +45,10 @@ def test_credentialerror(self, patch_get_columns):
             {
                 "name": "whatever",
                 "url_pattern": "https://your-org.s3.amazonaws.com/bucket/whatever.pqt",
-                "credential": {"access_key": "_accesskey", "access_secret": "_accesssecret"},
+                "credential": {
+                    "access_key": "_accesskey",
+                    "access_secret": "_accesssecret",
+                },
                 "format": "Parquet",
             },
         )
diff --git a/posthog/warehouse/api/test/test_view.py b/posthog/warehouse/api/test/test_view.py
index d6eb83c3fb218..d3dfbfcc17f87 100644
--- a/posthog/warehouse/api/test/test_view.py
+++ b/posthog/warehouse/api/test/test_view.py
@@ -77,7 +77,10 @@ def test_view_with_external_table(self, patch_get_columns_1, patch_get_columns_2
             {
                 "name": "whatever",
                 "url_pattern": "https://your-org.s3.amazonaws.com/bucket/whatever.pqt",
-                "credential": {"access_key": "_accesskey", "access_secret": "_accesssecret"},
+                "credential": {
+                    "access_key": "_accesskey",
+                    "access_secret": "_accesssecret",
+                },
                 "format": "Parquet",
             },
         )
diff --git a/posthog/warehouse/api/test/test_view_link.py b/posthog/warehouse/api/test/test_view_link.py
index 0692c687be709..3a2dcae6bf160 100644
--- a/posthog/warehouse/api/test/test_view_link.py
+++ b/posthog/warehouse/api/test/test_view_link.py
@@ -124,7 +124,13 @@ def test_view_link_columns(self):
             },
         )
         self.assertIn(
-            {"key": "event_view", "type": "view", "table": "event_view", "fields": ["fake"]}, query_response["events"]
+            {
+                "key": "event_view",
+                "type": "view",
+                "table": "event_view",
+                "fields": ["fake"],
+            },
+            query_response["events"],
         )
 
     def test_view_link_columns_query(self):
@@ -142,7 +148,11 @@ def test_view_link_columns_query(self):
         saved_query = DataWarehouseSavedQuery.objects.get(pk=saved_query_response["id"])
 
         DataWarehouseViewLink.objects.create(
-            saved_query=saved_query, table="events", to_join_key="fake", from_join_key="distinct_id", team=self.team
+            saved_query=saved_query,
+            table="events",
+            to_join_key="fake",
+            from_join_key="distinct_id",
+            team=self.team,
         )
 
         query_response = process_query(
@@ -169,7 +179,11 @@ def test_view_link_nested_multiple_joins(self):
         saved_query = DataWarehouseSavedQuery.objects.get(pk=saved_query_response["id"])
 
         DataWarehouseViewLink.objects.create(
-            saved_query=saved_query, table="events", to_join_key="fake", from_join_key="distinct_id", team=self.team
+            saved_query=saved_query,
+            table="events",
+            to_join_key="fake",
+            from_join_key="distinct_id",
+            team=self.team,
         )
 
         response = self.client.post(
@@ -203,7 +217,10 @@ def test_view_link_nested_multiple_joins(self):
 
         self.assertEqual(
             query_response["types"],
-            [("events__event_view.fake", "String"), ("events__person_view.p_distinct_id", "String")],
+            [
+                ("events__event_view.fake", "String"),
+                ("events__person_view.p_distinct_id", "String"),
+            ],
         )
 
     def test_delete(self):
diff --git a/posthog/warehouse/api/view_link.py b/posthog/warehouse/api/view_link.py
index 24b5d88859a66..d626999a969bc 100644
--- a/posthog/warehouse/api/view_link.py
+++ b/posthog/warehouse/api/view_link.py
@@ -47,7 +47,6 @@ def create(self, validated_data):
         return view_link
 
     def _validate_saved_query(self, saved_query_id: str, join_key: Optional[str], team_id: int) -> None:
-
         if not join_key:
             raise serializers.ValidationError("View column must have a join key.")
 
diff --git a/posthog/warehouse/models/datawarehouse_saved_query.py b/posthog/warehouse/models/datawarehouse_saved_query.py
index 64617a744c421..bca809bb30912 100644
--- a/posthog/warehouse/models/datawarehouse_saved_query.py
+++ b/posthog/warehouse/models/datawarehouse_saved_query.py
@@ -28,7 +28,10 @@ class DataWarehouseSavedQuery(CreatedMetaFields, UUIDModel, DeletedMetaFields):
     name: models.CharField = models.CharField(max_length=128, validators=[validate_saved_query_name])
     team: models.ForeignKey = models.ForeignKey(Team, on_delete=models.CASCADE)
     columns: models.JSONField = models.JSONField(
-        default=dict, null=True, blank=True, help_text="Dict of all columns with ClickHouse type (including Nullable())"
+        default=dict,
+        null=True,
+        blank=True,
+        help_text="Dict of all columns with ClickHouse type (including Nullable())",
     )
     external_tables: models.JSONField = models.JSONField(
         default=list, null=True, blank=True, help_text="List of all external tables"
@@ -37,7 +40,10 @@ class DataWarehouseSavedQuery(CreatedMetaFields, UUIDModel, DeletedMetaFields):
 
     class Meta:
         constraints = [
-            models.UniqueConstraint(fields=["team", "name"], name="posthog_datawarehouse_saved_query_unique_name")
+            models.UniqueConstraint(
+                fields=["team", "name"],
+                name="posthog_datawarehouse_saved_query_unique_name",
+            )
         ]
 
     def get_columns(self) -> Dict[str, str]:
@@ -58,7 +64,9 @@ def s3_tables(self):
         from posthog.models.property.util import S3TableVisitor
 
         context = HogQLContext(
-            team_id=self.team.pk, enable_select_queries=True, modifiers=create_default_modifiers_for_team(self.team)
+            team_id=self.team.pk,
+            enable_select_queries=True,
+            modifiers=create_default_modifiers_for_team(self.team),
         )
         node = parse_select(self.query["query"])
         context.database = create_hogql_database(context.team_id)
diff --git a/posthog/warehouse/models/table.py b/posthog/warehouse/models/table.py
index dcb1b2297216f..2acf4fb1faf9b 100644
--- a/posthog/warehouse/models/table.py
+++ b/posthog/warehouse/models/table.py
@@ -1,4 +1,9 @@
-from posthog.models.utils import UUIDModel, CreatedMetaFields, sane_repr, DeletedMetaFields
+from posthog.models.utils import (
+    UUIDModel,
+    CreatedMetaFields,
+    sane_repr,
+    DeletedMetaFields,
+)
 from posthog.errors import wrap_query_error
 from django.db import models
 from posthog.models.team import Team
@@ -61,7 +66,10 @@ class TableFormat(models.TextChoices):
     )
 
     columns: models.JSONField = models.JSONField(
-        default=dict, null=True, blank=True, help_text="Dict of all columns with Clickhouse type (including Nullable())"
+        default=dict,
+        null=True,
+        blank=True,
+        help_text="Dict of all columns with Clickhouse type (including Nullable())",
     )
 
     __repr__ = sane_repr("name")
diff --git a/posthog/warehouse/models/test/test_table.py b/posthog/warehouse/models/test/test_table.py
index b82f77ba7b857..00f1fd1bbfbdc 100644
--- a/posthog/warehouse/models/test/test_table.py
+++ b/posthog/warehouse/models/test/test_table.py
@@ -34,10 +34,12 @@ def test_hogql_definition(self):
             },
             credential=credential,
         )
-        self.assertEqual(list(table.hogql_definition().fields.keys()), ["id", "timestamp", "mrr", "offset"])
+        self.assertEqual(
+            list(table.hogql_definition().fields.keys()),
+            ["id", "timestamp", "mrr", "offset"],
+        )
 
     def test_hogql_definition_tuple_patch(self):
-
         credential = DataWarehouseCredential.objects.create(access_key="test", access_secret="test", team=self.team)
         table = DataWarehouseTable.objects.create(
             name="bla",
diff --git a/posthog/warehouse/models/view_link.py b/posthog/warehouse/models/view_link.py
index a989c07a74b06..37ae87d294c10 100644
--- a/posthog/warehouse/models/view_link.py
+++ b/posthog/warehouse/models/view_link.py
@@ -9,7 +9,6 @@
 
 
 class DataWarehouseViewLink(CreatedMetaFields, UUIDModel, DeletedMetaFields):
-
     team: models.ForeignKey = models.ForeignKey(Team, on_delete=models.CASCADE)
     table: models.CharField = models.CharField(max_length=128)
     from_join_key: models.CharField = models.CharField(max_length=400)
@@ -19,7 +18,11 @@ class DataWarehouseViewLink(CreatedMetaFields, UUIDModel, DeletedMetaFields):
     @property
     def join_function(self):
         def _join_function(
-            from_table: str, to_table: str, requested_fields: Dict[str, Any], context: HogQLContext, node: SelectQuery
+            from_table: str,
+            to_table: str,
+            requested_fields: Dict[str, Any],
+            context: HogQLContext,
+            node: SelectQuery,
         ):
             from posthog.hogql import ast
             from posthog.hogql.parser import parse_select
diff --git a/requirements-dev.in b/requirements-dev.in
index 5a761bd0f05ae..2a55d54cf7382 100644
--- a/requirements-dev.in
+++ b/requirements-dev.in
@@ -11,7 +11,7 @@
 
 -c requirements.txt
 
-ruff>=0.0.257
+ruff>=0.1.2
 pip-tools==6.13.0
 mypy==0.981
 mypy-extensions==0.4.3
diff --git a/requirements-dev.txt b/requirements-dev.txt
index 249fd1ed9bad5..4ed1eb4080e41 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -272,7 +272,7 @@ ruamel-yaml-clib==0.2.7
     # via
     #   -c requirements.txt
     #   ruamel-yaml
-ruff==0.0.257
+ruff==0.1.2
     # via -r requirements-dev.in
 six==1.16.0
     # via

From 40bbf00423098fff973e11f799ab1cf0f2c784d1 Mon Sep 17 00:00:00 2001
From: David Newell <d.newell1@outlook.com>
Date: Thu, 26 Oct 2023 12:11:38 +0100
Subject: [PATCH 090/133] chore: custom lint rules (#18206)

---
 .eslintrc.js                                  |  20 ++++++++++++++++--
 eslint-rules/README.md                        |   3 +++
 eslint-rules/index.js                         |  10 +++++++++
 eslint-rules/warn-elements.js                 |   3 +++
 ...l-left-to-right-breakdown-edit--webkit.png | Bin 123204 -> 152079 bytes
 ...hts--funnel-left-to-right-edit--webkit.png | Bin 114145 -> 141298 bytes
 ...l-top-to-bottom-breakdown-edit--webkit.png | Bin 160653 -> 160842 bytes
 ...hts--funnel-top-to-bottom-edit--webkit.png | Bin 156853 -> 157060 bytes
 ...-app-insights--user-paths-edit--webkit.png | Bin 135892 -> 160257 bytes
 .../scenes-app-insights--user-paths-edit.png  | Bin 138009 -> 173667 bytes
 .../components/PayGateMini/PayGateMini.tsx    |   4 ++--
 package.json                                  |   1 +
 pnpm-lock.yaml                                |   5 ++++-
 13 files changed, 41 insertions(+), 5 deletions(-)
 create mode 100644 eslint-rules/README.md
 create mode 100644 eslint-rules/index.js
 create mode 100644 eslint-rules/warn-elements.js

diff --git a/.eslintrc.js b/.eslintrc.js
index 3d136069d31cb..7c47fb0b89d16 100644
--- a/.eslintrc.js
+++ b/.eslintrc.js
@@ -18,6 +18,12 @@ module.exports = {
         react: {
             version: 'detect',
         },
+        'import/resolver': {
+            node: {
+                paths: ['eslint-rules'], // Add the directory containing your custom rules
+                extensions: ['.js', '.jsx', '.ts', '.tsx'], // Ensure ESLint resolves both JS and TS files
+            },
+        },
     },
     extends: [
         'eslint:recommended',
@@ -37,7 +43,7 @@ module.exports = {
         ecmaVersion: 2018,
         sourceType: 'module',
     },
-    plugins: ['prettier', 'react', 'cypress', '@typescript-eslint', 'no-only-tests', 'jest', 'compat'],
+    plugins: ['prettier', 'react', 'cypress', '@typescript-eslint', 'no-only-tests', 'jest', 'compat', 'posthog'],
     rules: {
         'no-console': ['error', { allow: ['warn', 'error'] }],
         'no-debugger': 'error',
@@ -91,7 +97,7 @@ module.exports = {
                 ],
             },
         ],
-        'react/forbid-elements': [
+        'posthog/warn-elements': [
             1,
             {
                 forbid: [
@@ -236,6 +242,16 @@ module.exports = {
                 '@typescript-eslint/no-var-requires': 'off',
             },
         },
+        {
+            files: 'eslint-rules/**/*',
+            extends: ['eslint:recommended'],
+            rules: {
+                '@typescript-eslint/no-var-requires': 'off',
+            },
+            env: {
+                node: true,
+            },
+        },
     ],
     reportUnusedDisableDirectives: true,
 }
diff --git a/eslint-rules/README.md b/eslint-rules/README.md
new file mode 100644
index 0000000000000..9d1d8c0667208
--- /dev/null
+++ b/eslint-rules/README.md
@@ -0,0 +1,3 @@
+# PostHog Custom ESLint rules
+
+This package contains custom ESLint rules for PostHog's codebase.
diff --git a/eslint-rules/index.js b/eslint-rules/index.js
new file mode 100644
index 0000000000000..61e49e1b8c393
--- /dev/null
+++ b/eslint-rules/index.js
@@ -0,0 +1,10 @@
+const { readdirSync } = require('fs')
+const { basename } = require('path')
+
+const ruleFiles = readdirSync('eslint-rules').filter(
+    (file) => file.endsWith('.js') && file !== 'index.js' && !file.endsWith('test.js')
+)
+
+const rules = Object.fromEntries(ruleFiles.map((file) => [basename(file, '.js'), require('./' + file)]))
+
+module.exports = { rules }
diff --git a/eslint-rules/warn-elements.js b/eslint-rules/warn-elements.js
new file mode 100644
index 0000000000000..4013d6090e4a1
--- /dev/null
+++ b/eslint-rules/warn-elements.js
@@ -0,0 +1,3 @@
+const { rules } = require('eslint-plugin-react')
+
+module.exports = rules['forbid-elements']
diff --git a/frontend/__snapshots__/scenes-app-insights--funnel-left-to-right-breakdown-edit--webkit.png b/frontend/__snapshots__/scenes-app-insights--funnel-left-to-right-breakdown-edit--webkit.png
index bc79f804ca56024d809d6d562296d3eeac685a89..6db5ed04bf68a335c0e49b5623edd40cfa062ac4 100644
GIT binary patch
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diff --git a/frontend/src/lib/components/PayGateMini/PayGateMini.tsx b/frontend/src/lib/components/PayGateMini/PayGateMini.tsx
index 477fda2461dca..6c02869d74613 100644
--- a/frontend/src/lib/components/PayGateMini/PayGateMini.tsx
+++ b/frontend/src/lib/components/PayGateMini/PayGateMini.tsx
@@ -120,12 +120,12 @@ export function PayGateMini({
             <div className="PayGateMini__icon">{featureSummary.icon || <IconPremium />}</div>
             <div className="PayGateMini__description">{featureSummary.description}</div>
             <div className="PayGateMini__cta">
-                Subscribe to gain {featureSummary.umbrella}.
+                Subscribe to gain {featureSummary.umbrella}.
                 {featureSummary.docsHref && (
                     <>
                         {' '}
                         <a href={featureSummary.docsHref} target="_blank" rel="noopener noreferrer">
-                            Learn more in PostHog Docs.
+                            Learn more in PostHog Docs.
                         </a>
                     </>
                 )}
diff --git a/package.json b/package.json
index e98ba7d7b16d2..85796f23468b3 100644
--- a/package.json
+++ b/package.json
@@ -248,6 +248,7 @@
         "eslint-plugin-eslint-comments": "^3.2.0",
         "eslint-plugin-jest": "^27.4.3",
         "eslint-plugin-no-only-tests": "^3.1.0",
+        "eslint-plugin-posthog": "link:./eslint-rules",
         "eslint-plugin-prettier": "^5.0.1",
         "eslint-plugin-react": "^7.33.2",
         "eslint-plugin-storybook": "^0.6.15",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 43ab2cbe9a530..ba38929ba6fa4 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -1,4 +1,4 @@
-lockfileVersion: '6.1'
+lockfileVersion: '6.0'
 
 settings:
   autoInstallPeers: true
@@ -546,6 +546,9 @@ devDependencies:
   eslint-plugin-no-only-tests:
     specifier: ^3.1.0
     version: 3.1.0
+  eslint-plugin-posthog:
+    specifier: link:./eslint-rules
+    version: link:eslint-rules
   eslint-plugin-prettier:
     specifier: ^5.0.1
     version: 5.0.1(eslint-config-prettier@9.0.0)(eslint@8.52.0)(prettier@2.8.8)

From d6d259a117e131db8ab48a7a40d975547fbe0e57 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Thomas=20Oberm=C3=BCller?= <thomas.obermueller@gmail.com>
Date: Thu, 26 Oct 2023 13:27:17 +0200
Subject: [PATCH 091/133] feat(storybook): add theme toggle to storybook
 (#18123)

---
 .storybook/decorators/with3000.tsx            |  20 --------
 .storybook/decorators/withFeatureFlags.tsx    |   8 ++--
 .storybook/decorators/withKea/withKea.tsx     |   4 +-
 .storybook/decorators/withMockDate.tsx        |   4 +-
 .../decorators/withSnapshotsDisabled.tsx      |   4 +-
 .storybook/decorators/withTheme.tsx           |  44 ++++++++++++++++++
 .storybook/preview.tsx                        |  19 ++++++++
 ...sthog-3000-navigation--navigation-3000.png | Bin 0 -> 55596 bytes
 ...sthog-3000-navigation--navigation-base.png | Bin 0 -> 107231 bytes
 .../posthog-3000-navigation--navigation.png   | Bin 0 -> 122335 bytes
 .../posthog-3000-sidebar--feature-flags.png   | Bin 94464 -> 62321 bytes
 .../scenes-app-notebooks--headings.png        | Bin 67039 -> 67041 bytes
 ...nes-app-notebooks--recordings-playlist.png | Bin 84057 -> 84062 bytes
 .../FeaturePreviewsModal.stories.tsx          |   4 +-
 .../navigation-3000/Navigation.stories.tsx    |  17 +++----
 .../components/Sidebar.stories.tsx            |   5 +-
 frontend/src/mocks/browser.tsx                |   2 +-
 .../insights/__mocks__/createInsightScene.tsx |   4 +-
 .../NotebookSelectButton.stories.tsx          |   4 +-
 19 files changed, 89 insertions(+), 50 deletions(-)
 delete mode 100644 .storybook/decorators/with3000.tsx
 create mode 100644 .storybook/decorators/withTheme.tsx
 create mode 100644 frontend/__snapshots__/posthog-3000-navigation--navigation-3000.png
 create mode 100644 frontend/__snapshots__/posthog-3000-navigation--navigation-base.png
 create mode 100644 frontend/__snapshots__/posthog-3000-navigation--navigation.png

diff --git a/.storybook/decorators/with3000.tsx b/.storybook/decorators/with3000.tsx
deleted file mode 100644
index 67c13abade016..0000000000000
--- a/.storybook/decorators/with3000.tsx
+++ /dev/null
@@ -1,20 +0,0 @@
-import { useMountedLogic } from 'kea'
-import { FEATURE_FLAGS } from 'lib/constants'
-import { useEffect } from 'react'
-import { themeLogic } from '~/layout/navigation-3000/themeLogic'
-import { useFeatureFlags } from '~/mocks/browser'
-import type { DecoratorFn } from '@storybook/react'
-
-/** Activate PostHog 3000. */
-export const with3000: DecoratorFn = (Story) => {
-    useFeatureFlags([FEATURE_FLAGS.POSTHOG_3000])
-    useMountedLogic(themeLogic)
-    useEffect(() => {
-        document.body.classList.add('posthog-3000')
-        return () => {
-            document.body.classList.remove('posthog-3000')
-        }
-    })
-
-    return <Story />
-}
diff --git a/.storybook/decorators/withFeatureFlags.tsx b/.storybook/decorators/withFeatureFlags.tsx
index 307c9f8943f16..752630fb4b400 100644
--- a/.storybook/decorators/withFeatureFlags.tsx
+++ b/.storybook/decorators/withFeatureFlags.tsx
@@ -1,5 +1,5 @@
-import { useFeatureFlags } from '~/mocks/browser'
-import type { DecoratorFn } from '@storybook/react'
+import { setFeatureFlags } from '~/mocks/browser'
+import type { Decorator } from '@storybook/react'
 
 /** Global story decorator that allows setting feature flags.
  *
@@ -13,9 +13,9 @@ import type { DecoratorFn } from '@storybook/react'
  * } as ComponentMeta<typeof MyComponent>
  * ```
  */
-export const withFeatureFlags: DecoratorFn = (Story, { parameters }) => {
+export const withFeatureFlags: Decorator = (Story, { parameters }) => {
     if (parameters.featureFlags) {
-        useFeatureFlags(parameters.featureFlags)
+        setFeatureFlags(parameters.featureFlags)
     }
 
     return <Story />
diff --git a/.storybook/decorators/withKea/withKea.tsx b/.storybook/decorators/withKea/withKea.tsx
index 6abad47e4b55c..67d41cb9339f2 100644
--- a/.storybook/decorators/withKea/withKea.tsx
+++ b/.storybook/decorators/withKea/withKea.tsx
@@ -1,9 +1,9 @@
-import type { DecoratorFn } from '@storybook/react'
+import type { Decorator } from '@storybook/react'
 import { useAvailableFeatures } from '~/mocks/features'
 
 import { KeaStory } from './kea-story'
 
-export const withKea: DecoratorFn = (Story) => {
+export const withKea: Decorator = (Story) => {
     // Reset enabled enterprise features. Overwrite this line within your stories.
     useAvailableFeatures([])
     return (
diff --git a/.storybook/decorators/withMockDate.tsx b/.storybook/decorators/withMockDate.tsx
index d84e333871d77..0582d225a5f90 100644
--- a/.storybook/decorators/withMockDate.tsx
+++ b/.storybook/decorators/withMockDate.tsx
@@ -1,4 +1,4 @@
-import type { DecoratorFn } from '@storybook/react'
+import type { Decorator } from '@storybook/react'
 import MockDate from 'mockdate'
 
 /** Global story decorator that allows mocking of dates.
@@ -13,7 +13,7 @@ import MockDate from 'mockdate'
  * } as ComponentMeta<typeof MyComponent>
  * ```
  */
-export const withMockDate: DecoratorFn = (Story, { parameters }) => {
+export const withMockDate: Decorator = (Story, { parameters }) => {
     if (parameters.mockDate) {
         MockDate.set(parameters.mockDate)
     } else {
diff --git a/.storybook/decorators/withSnapshotsDisabled.tsx b/.storybook/decorators/withSnapshotsDisabled.tsx
index e2cd4e2edf906..6e7598c7a9c7e 100644
--- a/.storybook/decorators/withSnapshotsDisabled.tsx
+++ b/.storybook/decorators/withSnapshotsDisabled.tsx
@@ -1,9 +1,9 @@
-import { DecoratorFn } from '@storybook/react'
+import { Decorator } from '@storybook/react'
 import { inStorybookTestRunner } from 'lib/utils'
 
 /** Workaround for https://github.com/storybookjs/test-runner/issues/74 */
 // TODO: Smoke-test all the stories by removing this decorator, once all the stories pass
-export const withSnapshotsDisabled: DecoratorFn = (Story, { parameters }) => {
+export const withSnapshotsDisabled: Decorator = (Story, { parameters }) => {
     if (parameters?.testOptions?.skip && inStorybookTestRunner()) {
         return <>Disabled for Test Runner</>
     }
diff --git a/.storybook/decorators/withTheme.tsx b/.storybook/decorators/withTheme.tsx
new file mode 100644
index 0000000000000..1749a4244c497
--- /dev/null
+++ b/.storybook/decorators/withTheme.tsx
@@ -0,0 +1,44 @@
+import type { Decorator } from '@storybook/react'
+
+import { FEATURE_FLAGS } from 'lib/constants'
+
+/** Global story decorator that is used by the theming control to
+ * switch between themes.
+ */
+export const withTheme: Decorator = (Story, context) => {
+    const theme = context.globals.theme
+
+    // set the body class
+    const actualClassState = document.body.classList.contains('posthog-3000')
+    const desiredClassState = theme !== 'legacy'
+
+    if (actualClassState !== desiredClassState) {
+        if (desiredClassState) {
+            document.body.classList.add('posthog-3000')
+        } else {
+            document.body.classList.remove('posthog-3000')
+        }
+    }
+
+    // set the feature flag
+    const actualFeatureFlagState = window.POSTHOG_APP_CONTEXT!.persisted_feature_flags?.includes(
+        FEATURE_FLAGS.POSTHOG_3000
+    )
+    const desiredFeatureFlagState = theme !== 'legacy'
+
+    if (actualFeatureFlagState !== desiredFeatureFlagState) {
+        const currentFlags = window.POSTHOG_APP_CONTEXT!.persisted_feature_flags || []
+        if (desiredFeatureFlagState) {
+            window.POSTHOG_APP_CONTEXT!.persisted_feature_flags = [...currentFlags, FEATURE_FLAGS.POSTHOG_3000]
+        } else {
+            window.POSTHOG_APP_CONTEXT!.persisted_feature_flags = currentFlags.filter(
+                (f) => f !== FEATURE_FLAGS.POSTHOG_3000
+            )
+        }
+    }
+
+    // set the theme
+    document.body.setAttribute('theme', theme === 'dark' ? 'dark' : 'light')
+
+    return <Story />
+}
diff --git a/.storybook/preview.tsx b/.storybook/preview.tsx
index 9b0a76da1d367..091884046929e 100644
--- a/.storybook/preview.tsx
+++ b/.storybook/preview.tsx
@@ -10,6 +10,7 @@ import { withMockDate } from './decorators/withMockDate'
 import { defaultMocks } from '~/mocks/handlers'
 import { withSnapshotsDisabled } from './decorators/withSnapshotsDisabled'
 import { withFeatureFlags } from './decorators/withFeatureFlags'
+import { withTheme } from './decorators/withTheme'
 
 const setupMsw = () => {
     // Make sure the msw worker is started
@@ -86,6 +87,8 @@ export const decorators: Meta['decorators'] = [
     withMockDate,
     // Allow us to easily set feature flags in stories.
     withFeatureFlags,
+    // Set theme from global context
+    withTheme,
 ]
 
 const preview: Preview = {
@@ -110,6 +113,22 @@ const preview: Preview = {
             ),
         },
     },
+    globalTypes: {
+        theme: {
+            description: '',
+            defaultValue: 'legacy',
+            toolbar: {
+                title: 'Theme',
+                items: [
+                    { value: 'legacy', icon: 'faceneutral', title: 'Legacy' },
+                    { value: 'light', icon: 'sun', title: 'Light' },
+                    { value: 'dark', icon: 'moon', title: 'Dark' },
+                ],
+                // change the title based on the selected value
+                dynamicTitle: true,
+            },
+        },
+    },
 }
 
 export default preview
diff --git a/frontend/__snapshots__/posthog-3000-navigation--navigation-3000.png b/frontend/__snapshots__/posthog-3000-navigation--navigation-3000.png
new file mode 100644
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diff --git a/frontend/src/layout/FeaturePreviews/FeaturePreviewsModal.stories.tsx b/frontend/src/layout/FeaturePreviews/FeaturePreviewsModal.stories.tsx
index 53d2318fc212f..45025c5d8132c 100644
--- a/frontend/src/layout/FeaturePreviews/FeaturePreviewsModal.stories.tsx
+++ b/frontend/src/layout/FeaturePreviews/FeaturePreviewsModal.stories.tsx
@@ -1,6 +1,6 @@
 import { Meta, StoryFn, StoryObj } from '@storybook/react'
 import { FeaturePreviewsModal as FeaturePreviewsModalComponent } from './FeaturePreviewsModal'
-import { useFeatureFlags, useStorybookMocks } from '~/mocks/browser'
+import { setFeatureFlags, useStorybookMocks } from '~/mocks/browser'
 import { EarlyAccessFeature } from 'posthog-js'
 import { CONSTRAINED_PREVIEWS } from './featurePreviewsLogic'
 import { FeatureFlagKey } from 'lib/constants'
@@ -28,7 +28,7 @@ const Template: StoryFn<StoryProps> = ({ earlyAccessFeatures, enabledFeatureFlag
             'https://app.posthog.com/api/early_access_features/': { earlyAccessFeatures },
         },
     })
-    useFeatureFlags(enabledFeatureFlags)
+    setFeatureFlags(enabledFeatureFlags)
 
     return (
         <div className="bg-default p-2">
diff --git a/frontend/src/layout/navigation-3000/Navigation.stories.tsx b/frontend/src/layout/navigation-3000/Navigation.stories.tsx
index a46783d69faba..e843af7e75f5f 100644
--- a/frontend/src/layout/navigation-3000/Navigation.stories.tsx
+++ b/frontend/src/layout/navigation-3000/Navigation.stories.tsx
@@ -1,13 +1,10 @@
 import { Meta } from '@storybook/react'
-import { mswDecorator } from '~/mocks/browser'
+import { mswDecorator, setFeatureFlags } from '~/mocks/browser'
 import { useEffect } from 'react'
 import { router } from 'kea-router'
 import { urls } from 'scenes/urls'
 import { App } from 'scenes/App'
 import { EMPTY_PAGINATED_RESPONSE } from '~/mocks/handlers'
-import { useActions } from 'kea'
-import { themeLogic } from './themeLogic'
-import { with3000 } from 'storybook/decorators/with3000'
 
 const meta: Meta = {
     title: 'PostHog 3000/Navigation',
@@ -21,7 +18,6 @@ const meta: Meta = {
                 '/api/projects/:team_id/session_recordings/': EMPTY_PAGINATED_RESPONSE,
             },
         }),
-        with3000,
     ],
     parameters: {
         layout: 'fullscreen',
@@ -30,21 +26,20 @@ const meta: Meta = {
     },
 }
 export default meta
-export function LightMode(): JSX.Element {
-    const { overrideTheme } = useActions(themeLogic)
+
+export function NavigationBase(): JSX.Element {
+    setFeatureFlags(['posthog-3000'])
     useEffect(() => {
         router.actions.push(urls.projectHomepage())
-        overrideTheme(false)
     }, [])
 
     return <App />
 }
 
-export function DarkMode(): JSX.Element {
-    const { overrideTheme } = useActions(themeLogic)
+export function Navigation3000(): JSX.Element {
+    setFeatureFlags(['posthog-3000', 'posthog-3000-nav'])
     useEffect(() => {
         router.actions.push(urls.projectHomepage())
-        overrideTheme(true)
     }, [])
 
     return <App />
diff --git a/frontend/src/layout/navigation-3000/components/Sidebar.stories.tsx b/frontend/src/layout/navigation-3000/components/Sidebar.stories.tsx
index 4176e5a156a15..0927f46babe33 100644
--- a/frontend/src/layout/navigation-3000/components/Sidebar.stories.tsx
+++ b/frontend/src/layout/navigation-3000/components/Sidebar.stories.tsx
@@ -7,8 +7,8 @@ import { navigation3000Logic } from '../navigationLogic'
 import { Sidebar } from './Sidebar'
 import featureFlagsJson from '../../../scenes/feature-flags/__mocks__/feature_flags.json'
 import dashboardsJson from '../../../scenes/dashboard/__mocks__/dashboards.json'
-import { with3000 } from 'storybook/decorators/with3000'
 import { SidebarNavbarItem } from '../types'
+import { setFeatureFlags } from '~/mocks/browser'
 
 const meta: Meta = {
     title: 'PostHog 3000/Sidebar',
@@ -17,7 +17,6 @@ const meta: Meta = {
         layout: 'fullscreen',
         viewMode: 'story',
     },
-    decorators: [with3000],
 }
 export default meta
 /** featureFlagsJson * 6 to fill the sidebar up more. */
@@ -33,6 +32,7 @@ const multipliedFeatureFlagsJson = {
 }
 
 export function Dashboards(): JSX.Element {
+    setFeatureFlags(['posthog-3000', 'posthog-3000-nav'])
     useStorybookMocks({
         get: {
             '/api/projects/:team_id/dashboards/': dashboardsJson,
@@ -52,6 +52,7 @@ export function Dashboards(): JSX.Element {
 }
 
 export function FeatureFlags(): JSX.Element {
+    setFeatureFlags(['posthog-3000', 'posthog-3000-nav'])
     useStorybookMocks({
         get: {
             '/api/projects/:team_id/feature_flags/': multipliedFeatureFlagsJson,
diff --git a/frontend/src/mocks/browser.tsx b/frontend/src/mocks/browser.tsx
index adf00a8cc8125..6baf8552fa047 100644
--- a/frontend/src/mocks/browser.tsx
+++ b/frontend/src/mocks/browser.tsx
@@ -30,6 +30,6 @@ export const mswDecorator = (mocks: Mocks): DecoratorFunction<any> => {
     }
 }
 
-export const useFeatureFlags = (featureFlags: string[]): void => {
+export const setFeatureFlags = (featureFlags: string[]): void => {
     ;(window as any).POSTHOG_APP_CONTEXT.persisted_feature_flags = featureFlags
 }
diff --git a/frontend/src/scenes/insights/__mocks__/createInsightScene.tsx b/frontend/src/scenes/insights/__mocks__/createInsightScene.tsx
index 302e148caf4ef..7326a262550eb 100644
--- a/frontend/src/scenes/insights/__mocks__/createInsightScene.tsx
+++ b/frontend/src/scenes/insights/__mocks__/createInsightScene.tsx
@@ -1,5 +1,5 @@
 import { InsightModel } from '~/types'
-import { useFeatureFlags, useStorybookMocks } from '~/mocks/browser'
+import { setFeatureFlags, useStorybookMocks } from '~/mocks/browser'
 import { useEffect } from 'react'
 import { router } from 'kea-router'
 import { App } from 'scenes/App'
@@ -27,7 +27,7 @@ export function createInsightStory(
                 ],
             },
         })
-        useFeatureFlags([FEATURE_FLAGS.RETENTION_BREAKDOWN])
+        setFeatureFlags([FEATURE_FLAGS.RETENTION_BREAKDOWN])
 
         useEffect(() => {
             router.actions.push(`/insights/${insight.short_id}${count}${mode === 'edit' ? '/edit' : ''}`)
diff --git a/frontend/src/scenes/notebooks/NotebookSelectButton/NotebookSelectButton.stories.tsx b/frontend/src/scenes/notebooks/NotebookSelectButton/NotebookSelectButton.stories.tsx
index 1baff1b2871f6..a68a60d9b5bdc 100644
--- a/frontend/src/scenes/notebooks/NotebookSelectButton/NotebookSelectButton.stories.tsx
+++ b/frontend/src/scenes/notebooks/NotebookSelectButton/NotebookSelectButton.stories.tsx
@@ -1,6 +1,6 @@
 import { Meta, StoryFn } from '@storybook/react'
 import { NotebookSelectButton } from 'scenes/notebooks/NotebookSelectButton/NotebookSelectButton'
-import { useFeatureFlags, useStorybookMocks } from '~/mocks/browser'
+import { setFeatureFlags, useStorybookMocks } from '~/mocks/browser'
 import { NotebookNodeType } from '~/types'
 import { FEATURE_FLAGS } from 'lib/constants'
 
@@ -37,7 +37,7 @@ const allNotebooks = [
 ]
 
 const Template: StoryFn<typeof NotebookSelectButton> = (props) => {
-    useFeatureFlags([FEATURE_FLAGS.NOTEBOOKS])
+    setFeatureFlags([FEATURE_FLAGS.NOTEBOOKS])
     useStorybookMocks({
         get: {
             '/api/projects/:team_id/notebooks/': (req, res, ctx) => {

From 15e3e851ad4029c2973f970e3246fe0590c4f094 Mon Sep 17 00:00:00 2001
From: Marius Andra <marius.andra@gmail.com>
Date: Thu, 26 Oct 2023 14:22:22 +0200
Subject: [PATCH 092/133] feat(hogql): HogQLX (#18097)

---
 hogql_parser/HogQLLexer.cpp                 |  872 +++----
 hogql_parser/HogQLLexer.h                   |   22 +-
 hogql_parser/HogQLLexer.interp              |   10 +-
 hogql_parser/HogQLLexer.tokens              |   16 +-
 hogql_parser/HogQLParser.cpp                | 2297 ++++++++++--------
 hogql_parser/HogQLParser.h                  |  116 +-
 hogql_parser/HogQLParser.interp             |    9 +-
 hogql_parser/HogQLParser.tokens             |   16 +-
 hogql_parser/HogQLParserBaseVisitor.h       |   20 +
 hogql_parser/HogQLParserVisitor.h           |   10 +
 hogql_parser/parser.cpp                     |   73 +-
 hogql_parser/setup.py                       |    2 +-
 posthog/hogql/ast.py                        |   20 +-
 posthog/hogql/base.py                       |    2 +
 posthog/hogql/grammar/HogQLLexer.g4         |   21 +-
 posthog/hogql/grammar/HogQLLexer.interp     |   10 +-
 posthog/hogql/grammar/HogQLLexer.py         | 1531 ++++++------
 posthog/hogql/grammar/HogQLLexer.tokens     |   16 +-
 posthog/hogql/grammar/HogQLParser.g4        |   20 +-
 posthog/hogql/grammar/HogQLParser.interp    |    9 +-
 posthog/hogql/grammar/HogQLParser.py        | 2408 +++++++++++--------
 posthog/hogql/grammar/HogQLParser.tokens    |   16 +-
 posthog/hogql/grammar/HogQLParserVisitor.py |   25 +
 posthog/hogql/parser.py                     |   36 +-
 posthog/hogql/resolver.py                   |    8 +-
 posthog/hogql/resolver_utils.py             |   37 +-
 posthog/hogql/test/_test_parser.py          |   70 +-
 posthog/hogql/test/test_metadata.py         |    2 +-
 posthog/hogql/test/test_resolver.py         |   38 +-
 posthog/hogql/visitor.py                    |   13 +
 requirements.in                             |    2 +-
 requirements.txt                            |    2 +-
 32 files changed, 4398 insertions(+), 3351 deletions(-)

diff --git a/hogql_parser/HogQLLexer.cpp b/hogql_parser/HogQLLexer.cpp
index 1331605dd768e..86f7a804f5d7b 100644
--- a/hogql_parser/HogQLLexer.cpp
+++ b/hogql_parser/HogQLLexer.cpp
@@ -83,8 +83,8 @@ void hogqllexerLexerInitialize() {
       "TRIM", "TRUNCATE", "TTL", "TYPE", "UNBOUNDED", "UNION", "UPDATE", 
       "USE", "USING", "UUID", "VALUES", "VIEW", "VOLUME", "WATCH", "WEEK", 
       "WHEN", "WHERE", "WINDOW", "WITH", "YEAR", "JSON_FALSE", "JSON_TRUE", 
-      "ESCAPE_CHAR", "IDENTIFIER", "FLOATING_LITERAL", "OCTAL_LITERAL", 
-      "DECIMAL_LITERAL", "HEXADECIMAL_LITERAL", "STRING_LITERAL", "PLACEHOLDER", 
+      "ESCAPE_CHAR_SINGLE", "ESCAPE_CHAR_DOUBLE", "IDENTIFIER", "FLOATING_LITERAL", 
+      "OCTAL_LITERAL", "DECIMAL_LITERAL", "HEXADECIMAL_LITERAL", "STRING_LITERAL", 
       "A", "B", "C", "D", "E", "F", "G", "H", "I", "J", "K", "L", "M", "N", 
       "O", "P", "Q", "R", "S", "T", "U", "V", "W", "X", "Y", "Z", "LETTER", 
       "OCT_DIGIT", "DEC_DIGIT", "HEX_DIGIT", "ARROW", "ASTERISK", "BACKQUOTE", 
@@ -149,8 +149,8 @@ void hogqllexerLexerInitialize() {
       "TRIM", "TRUNCATE", "TTL", "TYPE", "UNBOUNDED", "UNION", "UPDATE", 
       "USE", "USING", "UUID", "VALUES", "VIEW", "VOLUME", "WATCH", "WEEK", 
       "WHEN", "WHERE", "WINDOW", "WITH", "YEAR", "JSON_FALSE", "JSON_TRUE", 
-      "ESCAPE_CHAR", "IDENTIFIER", "FLOATING_LITERAL", "OCTAL_LITERAL", 
-      "DECIMAL_LITERAL", "HEXADECIMAL_LITERAL", "STRING_LITERAL", "PLACEHOLDER", 
+      "ESCAPE_CHAR_SINGLE", "ESCAPE_CHAR_DOUBLE", "IDENTIFIER", "FLOATING_LITERAL", 
+      "OCTAL_LITERAL", "DECIMAL_LITERAL", "HEXADECIMAL_LITERAL", "STRING_LITERAL", 
       "ARROW", "ASTERISK", "BACKQUOTE", "BACKSLASH", "COLON", "COMMA", "CONCAT", 
       "DASH", "DOLLAR", "DOT", "EQ_DOUBLE", "EQ_SINGLE", "GT_EQ", "GT", 
       "HASH", "IREGEX_SINGLE", "IREGEX_DOUBLE", "LBRACE", "LBRACKET", "LPAREN", 
@@ -161,7 +161,7 @@ void hogqllexerLexerInitialize() {
     }
   );
   static const int32_t serializedATNSegment[] = {
-  	4,0,242,2222,6,-1,2,0,7,0,2,1,7,1,2,2,7,2,2,3,7,3,2,4,7,4,2,5,7,5,2,6,
+  	4,0,242,2241,6,-1,2,0,7,0,2,1,7,1,2,2,7,2,2,3,7,3,2,4,7,4,2,5,7,5,2,6,
   	7,6,2,7,7,7,2,8,7,8,2,9,7,9,2,10,7,10,2,11,7,11,2,12,7,12,2,13,7,13,2,
   	14,7,14,2,15,7,15,2,16,7,16,2,17,7,17,2,18,7,18,2,19,7,19,2,20,7,20,2,
   	21,7,21,2,22,7,22,2,23,7,23,2,24,7,24,2,25,7,25,2,26,7,26,2,27,7,27,2,
@@ -306,323 +306,324 @@ void hogqllexerLexerInitialize() {
   	1,191,1,191,1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,
   	1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,
   	1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,3,192,1870,8,192,1,193,
-  	1,193,1,193,3,193,1875,8,193,1,193,1,193,1,193,1,193,5,193,1881,8,193,
-  	10,193,12,193,1884,9,193,1,193,1,193,1,193,1,193,1,193,1,193,5,193,1892,
-  	8,193,10,193,12,193,1895,9,193,1,193,1,193,1,193,1,193,1,193,1,193,1,
-  	193,1,193,5,193,1905,8,193,10,193,12,193,1908,9,193,1,193,1,193,3,193,
-  	1912,8,193,1,194,1,194,1,194,5,194,1917,8,194,10,194,12,194,1920,9,194,
-  	1,194,1,194,3,194,1924,8,194,1,194,1,194,3,194,1928,8,194,1,194,4,194,
-  	1931,8,194,11,194,12,194,1932,1,194,1,194,1,194,3,194,1938,8,194,1,194,
-  	1,194,3,194,1942,8,194,1,194,4,194,1945,8,194,11,194,12,194,1946,1,194,
-  	1,194,1,194,5,194,1952,8,194,10,194,12,194,1955,9,194,1,194,1,194,1,194,
-  	3,194,1960,8,194,1,194,4,194,1963,8,194,11,194,12,194,1964,1,194,1,194,
-  	1,194,1,194,1,194,3,194,1972,8,194,1,194,4,194,1975,8,194,11,194,12,194,
-  	1976,1,194,1,194,1,194,1,194,3,194,1983,8,194,1,194,4,194,1986,8,194,
-  	11,194,12,194,1987,3,194,1990,8,194,1,195,1,195,4,195,1994,8,195,11,195,
-  	12,195,1995,1,196,4,196,1999,8,196,11,196,12,196,2000,1,197,1,197,1,197,
-  	4,197,2006,8,197,11,197,12,197,2007,1,198,1,198,1,198,1,198,1,198,1,198,
-  	5,198,2016,8,198,10,198,12,198,2019,9,198,1,198,1,198,1,199,1,199,1,199,
-  	1,199,1,199,1,199,5,199,2029,8,199,10,199,12,199,2032,9,199,1,199,1,199,
-  	1,200,1,200,1,201,1,201,1,202,1,202,1,203,1,203,1,204,1,204,1,205,1,205,
-  	1,206,1,206,1,207,1,207,1,208,1,208,1,209,1,209,1,210,1,210,1,211,1,211,
-  	1,212,1,212,1,213,1,213,1,214,1,214,1,215,1,215,1,216,1,216,1,217,1,217,
-  	1,218,1,218,1,219,1,219,1,220,1,220,1,221,1,221,1,222,1,222,1,223,1,223,
-  	1,224,1,224,1,225,1,225,1,226,1,226,1,227,1,227,1,228,1,228,1,229,1,229,
-  	1,230,1,230,1,230,1,231,1,231,1,232,1,232,1,233,1,233,1,234,1,234,1,235,
-  	1,235,1,236,1,236,1,236,1,237,1,237,1,238,1,238,1,239,1,239,1,240,1,240,
-  	1,240,1,241,1,241,1,242,1,242,1,242,1,243,1,243,1,244,1,244,1,245,1,245,
-  	1,245,1,246,1,246,1,246,1,246,1,247,1,247,1,248,1,248,1,249,1,249,1,250,
-  	1,250,1,250,1,251,1,251,1,252,1,252,1,252,1,252,3,252,2152,8,252,1,253,
-  	1,253,1,253,1,253,1,254,1,254,1,254,1,255,1,255,1,255,1,256,1,256,1,257,
-  	1,257,1,258,1,258,1,259,1,259,1,260,1,260,1,261,1,261,1,262,1,262,1,262,
-  	1,263,1,263,1,264,1,264,1,265,1,265,1,266,1,266,1,267,1,267,1,268,1,268,
-  	1,269,1,269,1,269,1,269,5,269,2195,8,269,10,269,12,269,2198,9,269,1,269,
-  	1,269,1,269,1,269,1,269,1,270,1,270,1,270,1,270,5,270,2209,8,270,10,270,
-  	12,270,2212,9,270,1,270,3,270,2215,8,270,1,270,1,270,1,271,1,271,1,271,
-  	1,271,1,2196,0,272,1,1,3,2,5,3,7,4,9,5,11,6,13,7,15,8,17,9,19,10,21,11,
-  	23,12,25,13,27,14,29,15,31,16,33,17,35,18,37,19,39,20,41,21,43,22,45,
-  	23,47,24,49,25,51,26,53,27,55,28,57,29,59,30,61,31,63,32,65,33,67,34,
-  	69,35,71,36,73,37,75,38,77,39,79,40,81,41,83,42,85,43,87,44,89,45,91,
-  	46,93,47,95,48,97,49,99,50,101,51,103,52,105,53,107,54,109,55,111,56,
-  	113,57,115,58,117,59,119,60,121,61,123,62,125,63,127,64,129,65,131,66,
-  	133,67,135,68,137,69,139,70,141,71,143,72,145,73,147,74,149,75,151,76,
-  	153,77,155,78,157,79,159,80,161,81,163,82,165,83,167,84,169,85,171,86,
-  	173,87,175,88,177,89,179,90,181,91,183,92,185,93,187,94,189,95,191,96,
-  	193,97,195,98,197,99,199,100,201,101,203,102,205,103,207,104,209,105,
-  	211,106,213,107,215,108,217,109,219,110,221,111,223,112,225,113,227,114,
-  	229,115,231,116,233,117,235,118,237,119,239,120,241,121,243,122,245,123,
-  	247,124,249,125,251,126,253,127,255,128,257,129,259,130,261,131,263,132,
-  	265,133,267,134,269,135,271,136,273,137,275,138,277,139,279,140,281,141,
-  	283,142,285,143,287,144,289,145,291,146,293,147,295,148,297,149,299,150,
-  	301,151,303,152,305,153,307,154,309,155,311,156,313,157,315,158,317,159,
-  	319,160,321,161,323,162,325,163,327,164,329,165,331,166,333,167,335,168,
-  	337,169,339,170,341,171,343,172,345,173,347,174,349,175,351,176,353,177,
-  	355,178,357,179,359,180,361,181,363,182,365,183,367,184,369,185,371,186,
-  	373,187,375,188,377,189,379,190,381,191,383,192,385,193,387,194,389,195,
-  	391,196,393,197,395,198,397,199,399,200,401,0,403,0,405,0,407,0,409,0,
-  	411,0,413,0,415,0,417,0,419,0,421,0,423,0,425,0,427,0,429,0,431,0,433,
-  	0,435,0,437,0,439,0,441,0,443,0,445,0,447,0,449,0,451,0,453,0,455,0,457,
-  	0,459,0,461,201,463,202,465,203,467,204,469,205,471,206,473,207,475,208,
-  	477,209,479,210,481,211,483,212,485,213,487,214,489,215,491,216,493,217,
-  	495,218,497,219,499,220,501,221,503,222,505,223,507,224,509,225,511,226,
-  	513,227,515,228,517,229,519,230,521,231,523,232,525,233,527,234,529,235,
-  	531,236,533,237,535,238,537,239,539,240,541,241,543,242,1,0,37,2,0,92,
-  	92,96,96,2,0,34,34,92,92,2,0,39,39,92,92,2,0,92,92,125,125,2,0,65,65,
-  	97,97,2,0,66,66,98,98,2,0,67,67,99,99,2,0,68,68,100,100,2,0,69,69,101,
-  	101,2,0,70,70,102,102,2,0,71,71,103,103,2,0,72,72,104,104,2,0,73,73,105,
-  	105,2,0,74,74,106,106,2,0,75,75,107,107,2,0,76,76,108,108,2,0,77,77,109,
-  	109,2,0,78,78,110,110,2,0,79,79,111,111,2,0,80,80,112,112,2,0,81,81,113,
-  	113,2,0,82,82,114,114,2,0,83,83,115,115,2,0,84,84,116,116,2,0,85,85,117,
-  	117,2,0,86,86,118,118,2,0,87,87,119,119,2,0,88,88,120,120,2,0,89,89,121,
-  	121,2,0,90,90,122,122,2,0,65,90,97,122,1,0,48,55,1,0,48,57,3,0,48,57,
-  	65,70,97,102,2,0,10,10,13,13,2,1,10,10,13,13,2,0,9,13,32,32,2252,0,1,
-  	1,0,0,0,0,3,1,0,0,0,0,5,1,0,0,0,0,7,1,0,0,0,0,9,1,0,0,0,0,11,1,0,0,0,
-  	0,13,1,0,0,0,0,15,1,0,0,0,0,17,1,0,0,0,0,19,1,0,0,0,0,21,1,0,0,0,0,23,
-  	1,0,0,0,0,25,1,0,0,0,0,27,1,0,0,0,0,29,1,0,0,0,0,31,1,0,0,0,0,33,1,0,
-  	0,0,0,35,1,0,0,0,0,37,1,0,0,0,0,39,1,0,0,0,0,41,1,0,0,0,0,43,1,0,0,0,
-  	0,45,1,0,0,0,0,47,1,0,0,0,0,49,1,0,0,0,0,51,1,0,0,0,0,53,1,0,0,0,0,55,
-  	1,0,0,0,0,57,1,0,0,0,0,59,1,0,0,0,0,61,1,0,0,0,0,63,1,0,0,0,0,65,1,0,
-  	0,0,0,67,1,0,0,0,0,69,1,0,0,0,0,71,1,0,0,0,0,73,1,0,0,0,0,75,1,0,0,0,
-  	0,77,1,0,0,0,0,79,1,0,0,0,0,81,1,0,0,0,0,83,1,0,0,0,0,85,1,0,0,0,0,87,
-  	1,0,0,0,0,89,1,0,0,0,0,91,1,0,0,0,0,93,1,0,0,0,0,95,1,0,0,0,0,97,1,0,
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-  	1,0,0,0,683,684,3,405,202,0,684,685,3,429,214,0,685,686,3,415,207,0,686,
-  	687,3,429,214,0,687,688,3,435,217,0,688,689,3,439,219,0,689,50,1,0,0,
-  	0,690,691,3,405,202,0,691,692,3,429,214,0,692,693,3,423,211,0,693,694,
-  	3,423,211,0,694,695,3,401,200,0,695,696,3,439,219,0,696,697,3,409,204,
-  	0,697,52,1,0,0,0,698,699,3,405,202,0,699,700,3,429,214,0,700,701,3,423,
-  	211,0,701,702,3,441,220,0,702,703,3,425,212,0,703,704,3,427,213,0,704,
-  	54,1,0,0,0,705,706,3,405,202,0,706,707,3,429,214,0,707,708,3,425,212,
-  	0,708,709,3,425,212,0,709,710,3,409,204,0,710,711,3,427,213,0,711,712,
-  	3,439,219,0,712,56,1,0,0,0,713,714,3,405,202,0,714,715,3,429,214,0,715,
-  	716,3,427,213,0,716,717,3,437,218,0,717,718,3,439,219,0,718,719,3,435,
-  	217,0,719,720,3,401,200,0,720,721,3,417,208,0,721,722,3,427,213,0,722,
-  	723,3,439,219,0,723,58,1,0,0,0,724,725,3,405,202,0,725,726,3,435,217,
-  	0,726,727,3,409,204,0,727,728,3,401,200,0,728,729,3,439,219,0,729,730,
-  	3,409,204,0,730,60,1,0,0,0,731,732,3,405,202,0,732,733,3,435,217,0,733,
-  	734,3,429,214,0,734,735,3,437,218,0,735,736,3,437,218,0,736,62,1,0,0,
-  	0,737,738,3,405,202,0,738,739,3,441,220,0,739,740,3,403,201,0,740,741,
-  	3,409,204,0,741,64,1,0,0,0,742,743,3,405,202,0,743,744,3,441,220,0,744,
-  	745,3,435,217,0,745,746,3,435,217,0,746,747,3,409,204,0,747,748,3,427,
-  	213,0,748,749,3,439,219,0,749,66,1,0,0,0,750,751,3,407,203,0,751,752,
-  	3,401,200,0,752,753,3,439,219,0,753,754,3,401,200,0,754,755,3,403,201,
-  	0,755,756,3,401,200,0,756,757,3,437,218,0,757,758,3,409,204,0,758,68,
-  	1,0,0,0,759,760,3,407,203,0,760,761,3,401,200,0,761,762,3,439,219,0,762,
-  	763,3,401,200,0,763,764,3,403,201,0,764,765,3,401,200,0,765,766,3,437,
-  	218,0,766,767,3,409,204,0,767,768,3,437,218,0,768,70,1,0,0,0,769,770,
-  	3,407,203,0,770,771,3,401,200,0,771,772,3,439,219,0,772,773,3,409,204,
-  	0,773,72,1,0,0,0,774,775,3,407,203,0,775,776,3,401,200,0,776,777,3,449,
-  	224,0,777,74,1,0,0,0,778,779,3,407,203,0,779,780,3,409,204,0,780,781,
-  	3,407,203,0,781,782,3,441,220,0,782,783,3,431,215,0,783,784,3,423,211,
-  	0,784,785,3,417,208,0,785,786,3,405,202,0,786,787,3,401,200,0,787,788,
-  	3,439,219,0,788,789,3,409,204,0,789,76,1,0,0,0,790,791,3,407,203,0,791,
-  	792,3,409,204,0,792,793,3,411,205,0,793,794,3,401,200,0,794,795,3,441,
-  	220,0,795,796,3,423,211,0,796,797,3,439,219,0,797,78,1,0,0,0,798,799,
-  	3,407,203,0,799,800,3,409,204,0,800,801,3,423,211,0,801,802,3,401,200,
-  	0,802,803,3,449,224,0,803,80,1,0,0,0,804,805,3,407,203,0,805,806,3,409,
-  	204,0,806,807,3,423,211,0,807,808,3,409,204,0,808,809,3,439,219,0,809,
-  	810,3,409,204,0,810,82,1,0,0,0,811,812,3,407,203,0,812,813,3,409,204,
-  	0,813,814,3,437,218,0,814,815,3,405,202,0,815,84,1,0,0,0,816,817,3,407,
-  	203,0,817,818,3,409,204,0,818,819,3,437,218,0,819,820,3,405,202,0,820,
-  	821,3,409,204,0,821,822,3,427,213,0,822,823,3,407,203,0,823,824,3,417,
-  	208,0,824,825,3,427,213,0,825,826,3,413,206,0,826,86,1,0,0,0,827,828,
-  	3,407,203,0,828,829,3,409,204,0,829,830,3,437,218,0,830,831,3,405,202,
-  	0,831,832,3,435,217,0,832,833,3,417,208,0,833,834,3,403,201,0,834,835,
-  	3,409,204,0,835,88,1,0,0,0,836,837,3,407,203,0,837,838,3,409,204,0,838,
-  	839,3,439,219,0,839,840,3,401,200,0,840,841,3,405,202,0,841,842,3,415,
-  	207,0,842,90,1,0,0,0,843,844,3,407,203,0,844,845,3,417,208,0,845,846,
-  	3,405,202,0,846,847,3,439,219,0,847,848,3,417,208,0,848,849,3,429,214,
-  	0,849,850,3,427,213,0,850,851,3,401,200,0,851,852,3,435,217,0,852,853,
-  	3,417,208,0,853,854,3,409,204,0,854,855,3,437,218,0,855,92,1,0,0,0,856,
-  	857,3,407,203,0,857,858,3,417,208,0,858,859,3,405,202,0,859,860,3,439,
-  	219,0,860,861,3,417,208,0,861,862,3,429,214,0,862,863,3,427,213,0,863,
-  	864,3,401,200,0,864,865,3,435,217,0,865,866,3,449,224,0,866,94,1,0,0,
-  	0,867,868,3,407,203,0,868,869,3,417,208,0,869,870,3,437,218,0,870,871,
-  	3,421,210,0,871,96,1,0,0,0,872,873,3,407,203,0,873,874,3,417,208,0,874,
-  	875,3,437,218,0,875,876,3,439,219,0,876,877,3,417,208,0,877,878,3,427,
-  	213,0,878,879,3,405,202,0,879,880,3,439,219,0,880,98,1,0,0,0,881,882,
-  	3,407,203,0,882,883,3,417,208,0,883,884,3,437,218,0,884,885,3,439,219,
-  	0,885,886,3,435,217,0,886,887,3,417,208,0,887,888,3,403,201,0,888,889,
-  	3,441,220,0,889,890,3,439,219,0,890,891,3,409,204,0,891,892,3,407,203,
-  	0,892,100,1,0,0,0,893,894,3,407,203,0,894,895,3,435,217,0,895,896,3,429,
-  	214,0,896,897,3,431,215,0,897,102,1,0,0,0,898,899,3,409,204,0,899,900,
-  	3,423,211,0,900,901,3,437,218,0,901,902,3,409,204,0,902,104,1,0,0,0,903,
-  	904,3,409,204,0,904,905,3,427,213,0,905,906,3,407,203,0,906,106,1,0,0,
-  	0,907,908,3,409,204,0,908,909,3,427,213,0,909,910,3,413,206,0,910,911,
-  	3,417,208,0,911,912,3,427,213,0,912,913,3,409,204,0,913,108,1,0,0,0,914,
-  	915,3,409,204,0,915,916,3,443,221,0,916,917,3,409,204,0,917,918,3,427,
-  	213,0,918,919,3,439,219,0,919,920,3,437,218,0,920,110,1,0,0,0,921,922,
-  	3,409,204,0,922,923,3,447,223,0,923,924,3,417,208,0,924,925,3,437,218,
-  	0,925,926,3,439,219,0,926,927,3,437,218,0,927,112,1,0,0,0,928,929,3,409,
-  	204,0,929,930,3,447,223,0,930,931,3,431,215,0,931,932,3,423,211,0,932,
-  	933,3,401,200,0,933,934,3,417,208,0,934,935,3,427,213,0,935,114,1,0,0,
-  	0,936,937,3,409,204,0,937,938,3,447,223,0,938,939,3,431,215,0,939,940,
-  	3,435,217,0,940,941,3,409,204,0,941,942,3,437,218,0,942,943,3,437,218,
-  	0,943,944,3,417,208,0,944,945,3,429,214,0,945,946,3,427,213,0,946,116,
-  	1,0,0,0,947,948,3,409,204,0,948,949,3,447,223,0,949,950,3,439,219,0,950,
-  	951,3,435,217,0,951,952,3,401,200,0,952,953,3,405,202,0,953,954,3,439,
-  	219,0,954,118,1,0,0,0,955,956,3,411,205,0,956,957,3,409,204,0,957,958,
-  	3,439,219,0,958,959,3,405,202,0,959,960,3,415,207,0,960,961,3,409,204,
-  	0,961,962,3,437,218,0,962,120,1,0,0,0,963,964,3,411,205,0,964,965,3,417,
-  	208,0,965,966,3,427,213,0,966,967,3,401,200,0,967,968,3,423,211,0,968,
-  	122,1,0,0,0,969,970,3,411,205,0,970,971,3,417,208,0,971,972,3,435,217,
-  	0,972,973,3,437,218,0,973,974,3,439,219,0,974,124,1,0,0,0,975,976,3,411,
-  	205,0,976,977,3,423,211,0,977,978,3,441,220,0,978,979,3,437,218,0,979,
-  	980,3,415,207,0,980,126,1,0,0,0,981,982,3,411,205,0,982,983,3,429,214,
-  	0,983,984,3,423,211,0,984,985,3,423,211,0,985,986,3,429,214,0,986,987,
-  	3,445,222,0,987,988,3,417,208,0,988,989,3,427,213,0,989,990,3,413,206,
-  	0,990,128,1,0,0,0,991,992,3,411,205,0,992,993,3,429,214,0,993,994,3,435,
-  	217,0,994,130,1,0,0,0,995,996,3,411,205,0,996,997,3,429,214,0,997,998,
-  	3,435,217,0,998,999,3,425,212,0,999,1000,3,401,200,0,1000,1001,3,439,
-  	219,0,1001,132,1,0,0,0,1002,1003,3,411,205,0,1003,1004,3,435,217,0,1004,
-  	1005,3,409,204,0,1005,1006,3,409,204,0,1006,1007,3,451,225,0,1007,1008,
-  	3,409,204,0,1008,134,1,0,0,0,1009,1010,3,411,205,0,1010,1011,3,435,217,
-  	0,1011,1012,3,429,214,0,1012,1013,3,425,212,0,1013,136,1,0,0,0,1014,1015,
-  	3,411,205,0,1015,1016,3,441,220,0,1016,1017,3,423,211,0,1017,1018,3,423,
-  	211,0,1018,138,1,0,0,0,1019,1020,3,411,205,0,1020,1021,3,441,220,0,1021,
-  	1022,3,427,213,0,1022,1023,3,405,202,0,1023,1024,3,439,219,0,1024,1025,
-  	3,417,208,0,1025,1026,3,429,214,0,1026,1027,3,427,213,0,1027,140,1,0,
-  	0,0,1028,1029,3,413,206,0,1029,1030,3,423,211,0,1030,1031,3,429,214,0,
-  	1031,1032,3,403,201,0,1032,1033,3,401,200,0,1033,1034,3,423,211,0,1034,
+  	1,193,1,193,1,193,1,193,1,193,1,193,1,193,1,193,1,193,1,193,1,193,1,193,
+  	1,193,1,193,1,193,1,193,1,193,1,193,1,193,1,193,1,193,1,193,1,193,1,193,
+  	1,193,1,193,1,193,1,193,1,193,3,193,1902,8,193,1,194,1,194,1,194,3,194,
+  	1907,8,194,1,194,1,194,1,194,1,194,5,194,1913,8,194,10,194,12,194,1916,
+  	9,194,1,194,1,194,1,194,1,194,1,194,1,194,5,194,1924,8,194,10,194,12,
+  	194,1927,9,194,1,194,1,194,1,194,1,194,1,194,1,194,1,194,1,194,5,194,
+  	1937,8,194,10,194,12,194,1940,9,194,1,194,1,194,3,194,1944,8,194,1,195,
+  	1,195,1,195,5,195,1949,8,195,10,195,12,195,1952,9,195,1,195,1,195,3,195,
+  	1956,8,195,1,195,1,195,3,195,1960,8,195,1,195,4,195,1963,8,195,11,195,
+  	12,195,1964,1,195,1,195,1,195,3,195,1970,8,195,1,195,1,195,3,195,1974,
+  	8,195,1,195,4,195,1977,8,195,11,195,12,195,1978,1,195,1,195,1,195,5,195,
+  	1984,8,195,10,195,12,195,1987,9,195,1,195,1,195,1,195,3,195,1992,8,195,
+  	1,195,4,195,1995,8,195,11,195,12,195,1996,1,195,1,195,1,195,1,195,1,195,
+  	3,195,2004,8,195,1,195,4,195,2007,8,195,11,195,12,195,2008,1,195,1,195,
+  	1,195,1,195,3,195,2015,8,195,1,195,4,195,2018,8,195,11,195,12,195,2019,
+  	3,195,2022,8,195,1,196,1,196,4,196,2026,8,196,11,196,12,196,2027,1,197,
+  	4,197,2031,8,197,11,197,12,197,2032,1,198,1,198,1,198,4,198,2038,8,198,
+  	11,198,12,198,2039,1,199,1,199,1,199,1,199,1,199,1,199,5,199,2048,8,199,
+  	10,199,12,199,2051,9,199,1,199,1,199,1,200,1,200,1,201,1,201,1,202,1,
+  	202,1,203,1,203,1,204,1,204,1,205,1,205,1,206,1,206,1,207,1,207,1,208,
+  	1,208,1,209,1,209,1,210,1,210,1,211,1,211,1,212,1,212,1,213,1,213,1,214,
+  	1,214,1,215,1,215,1,216,1,216,1,217,1,217,1,218,1,218,1,219,1,219,1,220,
+  	1,220,1,221,1,221,1,222,1,222,1,223,1,223,1,224,1,224,1,225,1,225,1,226,
+  	1,226,1,227,1,227,1,228,1,228,1,229,1,229,1,230,1,230,1,230,1,231,1,231,
+  	1,232,1,232,1,233,1,233,1,234,1,234,1,235,1,235,1,236,1,236,1,236,1,237,
+  	1,237,1,238,1,238,1,239,1,239,1,240,1,240,1,240,1,241,1,241,1,242,1,242,
+  	1,242,1,243,1,243,1,244,1,244,1,245,1,245,1,245,1,246,1,246,1,246,1,246,
+  	1,247,1,247,1,248,1,248,1,249,1,249,1,250,1,250,1,250,1,251,1,251,1,252,
+  	1,252,1,252,1,252,3,252,2171,8,252,1,253,1,253,1,253,1,253,1,254,1,254,
+  	1,254,1,255,1,255,1,255,1,256,1,256,1,257,1,257,1,258,1,258,1,259,1,259,
+  	1,260,1,260,1,261,1,261,1,262,1,262,1,262,1,263,1,263,1,264,1,264,1,265,
+  	1,265,1,266,1,266,1,267,1,267,1,268,1,268,1,269,1,269,1,269,1,269,5,269,
+  	2214,8,269,10,269,12,269,2217,9,269,1,269,1,269,1,269,1,269,1,269,1,270,
+  	1,270,1,270,1,270,5,270,2228,8,270,10,270,12,270,2231,9,270,1,270,3,270,
+  	2234,8,270,1,270,1,270,1,271,1,271,1,271,1,271,1,2215,0,272,1,1,3,2,5,
+  	3,7,4,9,5,11,6,13,7,15,8,17,9,19,10,21,11,23,12,25,13,27,14,29,15,31,
+  	16,33,17,35,18,37,19,39,20,41,21,43,22,45,23,47,24,49,25,51,26,53,27,
+  	55,28,57,29,59,30,61,31,63,32,65,33,67,34,69,35,71,36,73,37,75,38,77,
+  	39,79,40,81,41,83,42,85,43,87,44,89,45,91,46,93,47,95,48,97,49,99,50,
+  	101,51,103,52,105,53,107,54,109,55,111,56,113,57,115,58,117,59,119,60,
+  	121,61,123,62,125,63,127,64,129,65,131,66,133,67,135,68,137,69,139,70,
+  	141,71,143,72,145,73,147,74,149,75,151,76,153,77,155,78,157,79,159,80,
+  	161,81,163,82,165,83,167,84,169,85,171,86,173,87,175,88,177,89,179,90,
+  	181,91,183,92,185,93,187,94,189,95,191,96,193,97,195,98,197,99,199,100,
+  	201,101,203,102,205,103,207,104,209,105,211,106,213,107,215,108,217,109,
+  	219,110,221,111,223,112,225,113,227,114,229,115,231,116,233,117,235,118,
+  	237,119,239,120,241,121,243,122,245,123,247,124,249,125,251,126,253,127,
+  	255,128,257,129,259,130,261,131,263,132,265,133,267,134,269,135,271,136,
+  	273,137,275,138,277,139,279,140,281,141,283,142,285,143,287,144,289,145,
+  	291,146,293,147,295,148,297,149,299,150,301,151,303,152,305,153,307,154,
+  	309,155,311,156,313,157,315,158,317,159,319,160,321,161,323,162,325,163,
+  	327,164,329,165,331,166,333,167,335,168,337,169,339,170,341,171,343,172,
+  	345,173,347,174,349,175,351,176,353,177,355,178,357,179,359,180,361,181,
+  	363,182,365,183,367,184,369,185,371,186,373,187,375,188,377,189,379,190,
+  	381,191,383,192,385,193,387,194,389,195,391,196,393,197,395,198,397,199,
+  	399,200,401,0,403,0,405,0,407,0,409,0,411,0,413,0,415,0,417,0,419,0,421,
+  	0,423,0,425,0,427,0,429,0,431,0,433,0,435,0,437,0,439,0,441,0,443,0,445,
+  	0,447,0,449,0,451,0,453,0,455,0,457,0,459,0,461,201,463,202,465,203,467,
+  	204,469,205,471,206,473,207,475,208,477,209,479,210,481,211,483,212,485,
+  	213,487,214,489,215,491,216,493,217,495,218,497,219,499,220,501,221,503,
+  	222,505,223,507,224,509,225,511,226,513,227,515,228,517,229,519,230,521,
+  	231,523,232,525,233,527,234,529,235,531,236,533,237,535,238,537,239,539,
+  	240,541,241,543,242,1,0,36,2,0,92,92,96,96,2,0,34,34,92,92,2,0,39,39,
+  	92,92,2,0,65,65,97,97,2,0,66,66,98,98,2,0,67,67,99,99,2,0,68,68,100,100,
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+  	592,3,437,218,0,592,20,1,0,0,0,593,594,3,401,200,0,594,595,3,437,218,
+  	0,595,596,3,405,202,0,596,608,1,0,0,0,597,598,3,401,200,0,598,599,3,437,
+  	218,0,599,600,3,405,202,0,600,601,3,409,204,0,601,602,3,427,213,0,602,
+  	603,3,407,203,0,603,604,3,417,208,0,604,605,3,427,213,0,605,606,3,413,
+  	206,0,606,608,1,0,0,0,607,593,1,0,0,0,607,597,1,0,0,0,608,22,1,0,0,0,
+  	609,610,3,401,200,0,610,611,3,437,218,0,611,612,3,429,214,0,612,613,3,
+  	411,205,0,613,24,1,0,0,0,614,615,3,401,200,0,615,616,3,437,218,0,616,
+  	617,3,439,219,0,617,26,1,0,0,0,618,619,3,401,200,0,619,620,3,437,218,
+  	0,620,621,3,449,224,0,621,622,3,427,213,0,622,623,3,405,202,0,623,28,
+  	1,0,0,0,624,625,3,401,200,0,625,626,3,439,219,0,626,627,3,439,219,0,627,
+  	628,3,401,200,0,628,629,3,405,202,0,629,630,3,415,207,0,630,30,1,0,0,
+  	0,631,632,3,403,201,0,632,633,3,409,204,0,633,634,3,439,219,0,634,635,
+  	3,445,222,0,635,636,3,409,204,0,636,637,3,409,204,0,637,638,3,427,213,
+  	0,638,32,1,0,0,0,639,640,3,403,201,0,640,641,3,429,214,0,641,642,3,439,
+  	219,0,642,643,3,415,207,0,643,34,1,0,0,0,644,645,3,403,201,0,645,646,
+  	3,449,224,0,646,36,1,0,0,0,647,648,3,405,202,0,648,649,3,401,200,0,649,
+  	650,3,437,218,0,650,651,3,409,204,0,651,38,1,0,0,0,652,653,3,405,202,
+  	0,653,654,3,401,200,0,654,655,3,437,218,0,655,656,3,439,219,0,656,40,
+  	1,0,0,0,657,658,3,405,202,0,658,659,3,415,207,0,659,660,3,409,204,0,660,
+  	661,3,405,202,0,661,662,3,421,210,0,662,42,1,0,0,0,663,664,3,405,202,
+  	0,664,665,3,423,211,0,665,666,3,409,204,0,666,667,3,401,200,0,667,668,
+  	3,435,217,0,668,44,1,0,0,0,669,670,3,405,202,0,670,671,3,423,211,0,671,
+  	672,3,441,220,0,672,673,3,437,218,0,673,674,3,439,219,0,674,675,3,409,
+  	204,0,675,676,3,435,217,0,676,46,1,0,0,0,677,678,3,405,202,0,678,679,
+  	3,429,214,0,679,680,3,407,203,0,680,681,3,409,204,0,681,682,3,405,202,
+  	0,682,48,1,0,0,0,683,684,3,405,202,0,684,685,3,429,214,0,685,686,3,415,
+  	207,0,686,687,3,429,214,0,687,688,3,435,217,0,688,689,3,439,219,0,689,
+  	50,1,0,0,0,690,691,3,405,202,0,691,692,3,429,214,0,692,693,3,423,211,
+  	0,693,694,3,423,211,0,694,695,3,401,200,0,695,696,3,439,219,0,696,697,
+  	3,409,204,0,697,52,1,0,0,0,698,699,3,405,202,0,699,700,3,429,214,0,700,
+  	701,3,423,211,0,701,702,3,441,220,0,702,703,3,425,212,0,703,704,3,427,
+  	213,0,704,54,1,0,0,0,705,706,3,405,202,0,706,707,3,429,214,0,707,708,
+  	3,425,212,0,708,709,3,425,212,0,709,710,3,409,204,0,710,711,3,427,213,
+  	0,711,712,3,439,219,0,712,56,1,0,0,0,713,714,3,405,202,0,714,715,3,429,
+  	214,0,715,716,3,427,213,0,716,717,3,437,218,0,717,718,3,439,219,0,718,
+  	719,3,435,217,0,719,720,3,401,200,0,720,721,3,417,208,0,721,722,3,427,
+  	213,0,722,723,3,439,219,0,723,58,1,0,0,0,724,725,3,405,202,0,725,726,
+  	3,435,217,0,726,727,3,409,204,0,727,728,3,401,200,0,728,729,3,439,219,
+  	0,729,730,3,409,204,0,730,60,1,0,0,0,731,732,3,405,202,0,732,733,3,435,
+  	217,0,733,734,3,429,214,0,734,735,3,437,218,0,735,736,3,437,218,0,736,
+  	62,1,0,0,0,737,738,3,405,202,0,738,739,3,441,220,0,739,740,3,403,201,
+  	0,740,741,3,409,204,0,741,64,1,0,0,0,742,743,3,405,202,0,743,744,3,441,
+  	220,0,744,745,3,435,217,0,745,746,3,435,217,0,746,747,3,409,204,0,747,
+  	748,3,427,213,0,748,749,3,439,219,0,749,66,1,0,0,0,750,751,3,407,203,
+  	0,751,752,3,401,200,0,752,753,3,439,219,0,753,754,3,401,200,0,754,755,
+  	3,403,201,0,755,756,3,401,200,0,756,757,3,437,218,0,757,758,3,409,204,
+  	0,758,68,1,0,0,0,759,760,3,407,203,0,760,761,3,401,200,0,761,762,3,439,
+  	219,0,762,763,3,401,200,0,763,764,3,403,201,0,764,765,3,401,200,0,765,
+  	766,3,437,218,0,766,767,3,409,204,0,767,768,3,437,218,0,768,70,1,0,0,
+  	0,769,770,3,407,203,0,770,771,3,401,200,0,771,772,3,439,219,0,772,773,
+  	3,409,204,0,773,72,1,0,0,0,774,775,3,407,203,0,775,776,3,401,200,0,776,
+  	777,3,449,224,0,777,74,1,0,0,0,778,779,3,407,203,0,779,780,3,409,204,
+  	0,780,781,3,407,203,0,781,782,3,441,220,0,782,783,3,431,215,0,783,784,
+  	3,423,211,0,784,785,3,417,208,0,785,786,3,405,202,0,786,787,3,401,200,
+  	0,787,788,3,439,219,0,788,789,3,409,204,0,789,76,1,0,0,0,790,791,3,407,
+  	203,0,791,792,3,409,204,0,792,793,3,411,205,0,793,794,3,401,200,0,794,
+  	795,3,441,220,0,795,796,3,423,211,0,796,797,3,439,219,0,797,78,1,0,0,
+  	0,798,799,3,407,203,0,799,800,3,409,204,0,800,801,3,423,211,0,801,802,
+  	3,401,200,0,802,803,3,449,224,0,803,80,1,0,0,0,804,805,3,407,203,0,805,
+  	806,3,409,204,0,806,807,3,423,211,0,807,808,3,409,204,0,808,809,3,439,
+  	219,0,809,810,3,409,204,0,810,82,1,0,0,0,811,812,3,407,203,0,812,813,
+  	3,409,204,0,813,814,3,437,218,0,814,815,3,405,202,0,815,84,1,0,0,0,816,
+  	817,3,407,203,0,817,818,3,409,204,0,818,819,3,437,218,0,819,820,3,405,
+  	202,0,820,821,3,409,204,0,821,822,3,427,213,0,822,823,3,407,203,0,823,
+  	824,3,417,208,0,824,825,3,427,213,0,825,826,3,413,206,0,826,86,1,0,0,
+  	0,827,828,3,407,203,0,828,829,3,409,204,0,829,830,3,437,218,0,830,831,
+  	3,405,202,0,831,832,3,435,217,0,832,833,3,417,208,0,833,834,3,403,201,
+  	0,834,835,3,409,204,0,835,88,1,0,0,0,836,837,3,407,203,0,837,838,3,409,
+  	204,0,838,839,3,439,219,0,839,840,3,401,200,0,840,841,3,405,202,0,841,
+  	842,3,415,207,0,842,90,1,0,0,0,843,844,3,407,203,0,844,845,3,417,208,
+  	0,845,846,3,405,202,0,846,847,3,439,219,0,847,848,3,417,208,0,848,849,
+  	3,429,214,0,849,850,3,427,213,0,850,851,3,401,200,0,851,852,3,435,217,
+  	0,852,853,3,417,208,0,853,854,3,409,204,0,854,855,3,437,218,0,855,92,
+  	1,0,0,0,856,857,3,407,203,0,857,858,3,417,208,0,858,859,3,405,202,0,859,
+  	860,3,439,219,0,860,861,3,417,208,0,861,862,3,429,214,0,862,863,3,427,
+  	213,0,863,864,3,401,200,0,864,865,3,435,217,0,865,866,3,449,224,0,866,
+  	94,1,0,0,0,867,868,3,407,203,0,868,869,3,417,208,0,869,870,3,437,218,
+  	0,870,871,3,421,210,0,871,96,1,0,0,0,872,873,3,407,203,0,873,874,3,417,
+  	208,0,874,875,3,437,218,0,875,876,3,439,219,0,876,877,3,417,208,0,877,
+  	878,3,427,213,0,878,879,3,405,202,0,879,880,3,439,219,0,880,98,1,0,0,
+  	0,881,882,3,407,203,0,882,883,3,417,208,0,883,884,3,437,218,0,884,885,
+  	3,439,219,0,885,886,3,435,217,0,886,887,3,417,208,0,887,888,3,403,201,
+  	0,888,889,3,441,220,0,889,890,3,439,219,0,890,891,3,409,204,0,891,892,
+  	3,407,203,0,892,100,1,0,0,0,893,894,3,407,203,0,894,895,3,435,217,0,895,
+  	896,3,429,214,0,896,897,3,431,215,0,897,102,1,0,0,0,898,899,3,409,204,
+  	0,899,900,3,423,211,0,900,901,3,437,218,0,901,902,3,409,204,0,902,104,
+  	1,0,0,0,903,904,3,409,204,0,904,905,3,427,213,0,905,906,3,407,203,0,906,
+  	106,1,0,0,0,907,908,3,409,204,0,908,909,3,427,213,0,909,910,3,413,206,
+  	0,910,911,3,417,208,0,911,912,3,427,213,0,912,913,3,409,204,0,913,108,
+  	1,0,0,0,914,915,3,409,204,0,915,916,3,443,221,0,916,917,3,409,204,0,917,
+  	918,3,427,213,0,918,919,3,439,219,0,919,920,3,437,218,0,920,110,1,0,0,
+  	0,921,922,3,409,204,0,922,923,3,447,223,0,923,924,3,417,208,0,924,925,
+  	3,437,218,0,925,926,3,439,219,0,926,927,3,437,218,0,927,112,1,0,0,0,928,
+  	929,3,409,204,0,929,930,3,447,223,0,930,931,3,431,215,0,931,932,3,423,
+  	211,0,932,933,3,401,200,0,933,934,3,417,208,0,934,935,3,427,213,0,935,
+  	114,1,0,0,0,936,937,3,409,204,0,937,938,3,447,223,0,938,939,3,431,215,
+  	0,939,940,3,435,217,0,940,941,3,409,204,0,941,942,3,437,218,0,942,943,
+  	3,437,218,0,943,944,3,417,208,0,944,945,3,429,214,0,945,946,3,427,213,
+  	0,946,116,1,0,0,0,947,948,3,409,204,0,948,949,3,447,223,0,949,950,3,439,
+  	219,0,950,951,3,435,217,0,951,952,3,401,200,0,952,953,3,405,202,0,953,
+  	954,3,439,219,0,954,118,1,0,0,0,955,956,3,411,205,0,956,957,3,409,204,
+  	0,957,958,3,439,219,0,958,959,3,405,202,0,959,960,3,415,207,0,960,961,
+  	3,409,204,0,961,962,3,437,218,0,962,120,1,0,0,0,963,964,3,411,205,0,964,
+  	965,3,417,208,0,965,966,3,427,213,0,966,967,3,401,200,0,967,968,3,423,
+  	211,0,968,122,1,0,0,0,969,970,3,411,205,0,970,971,3,417,208,0,971,972,
+  	3,435,217,0,972,973,3,437,218,0,973,974,3,439,219,0,974,124,1,0,0,0,975,
+  	976,3,411,205,0,976,977,3,423,211,0,977,978,3,441,220,0,978,979,3,437,
+  	218,0,979,980,3,415,207,0,980,126,1,0,0,0,981,982,3,411,205,0,982,983,
+  	3,429,214,0,983,984,3,423,211,0,984,985,3,423,211,0,985,986,3,429,214,
+  	0,986,987,3,445,222,0,987,988,3,417,208,0,988,989,3,427,213,0,989,990,
+  	3,413,206,0,990,128,1,0,0,0,991,992,3,411,205,0,992,993,3,429,214,0,993,
+  	994,3,435,217,0,994,130,1,0,0,0,995,996,3,411,205,0,996,997,3,429,214,
+  	0,997,998,3,435,217,0,998,999,3,425,212,0,999,1000,3,401,200,0,1000,1001,
+  	3,439,219,0,1001,132,1,0,0,0,1002,1003,3,411,205,0,1003,1004,3,435,217,
+  	0,1004,1005,3,409,204,0,1005,1006,3,409,204,0,1006,1007,3,451,225,0,1007,
+  	1008,3,409,204,0,1008,134,1,0,0,0,1009,1010,3,411,205,0,1010,1011,3,435,
+  	217,0,1011,1012,3,429,214,0,1012,1013,3,425,212,0,1013,136,1,0,0,0,1014,
+  	1015,3,411,205,0,1015,1016,3,441,220,0,1016,1017,3,423,211,0,1017,1018,
+  	3,423,211,0,1018,138,1,0,0,0,1019,1020,3,411,205,0,1020,1021,3,441,220,
+  	0,1021,1022,3,427,213,0,1022,1023,3,405,202,0,1023,1024,3,439,219,0,1024,
+  	1025,3,417,208,0,1025,1026,3,429,214,0,1026,1027,3,427,213,0,1027,140,
+  	1,0,0,0,1028,1029,3,413,206,0,1029,1030,3,423,211,0,1030,1031,3,429,214,
+  	0,1031,1032,3,403,201,0,1032,1033,3,401,200,0,1033,1034,3,423,211,0,1034,
   	142,1,0,0,0,1035,1036,3,413,206,0,1036,1037,3,435,217,0,1037,1038,3,401,
   	200,0,1038,1039,3,427,213,0,1039,1040,3,441,220,0,1040,1041,3,423,211,
   	0,1041,1042,3,401,200,0,1042,1043,3,435,217,0,1043,1044,3,417,208,0,1044,
@@ -873,116 +874,123 @@ void hogqllexerLexerInitialize() {
   	1868,3,521,260,0,1868,1870,1,0,0,0,1869,1839,1,0,0,0,1869,1842,1,0,0,
   	0,1869,1845,1,0,0,0,1869,1848,1,0,0,0,1869,1851,1,0,0,0,1869,1854,1,0,
   	0,0,1869,1857,1,0,0,0,1869,1860,1,0,0,0,1869,1863,1,0,0,0,1869,1866,1,
-  	0,0,0,1870,386,1,0,0,0,1871,1875,3,453,226,0,1872,1875,3,537,268,0,1873,
-  	1875,3,477,238,0,1874,1871,1,0,0,0,1874,1872,1,0,0,0,1874,1873,1,0,0,
-  	0,1875,1882,1,0,0,0,1876,1881,3,453,226,0,1877,1881,3,537,268,0,1878,
-  	1881,3,457,228,0,1879,1881,3,477,238,0,1880,1876,1,0,0,0,1880,1877,1,
-  	0,0,0,1880,1878,1,0,0,0,1880,1879,1,0,0,0,1881,1884,1,0,0,0,1882,1880,
-  	1,0,0,0,1882,1883,1,0,0,0,1883,1912,1,0,0,0,1884,1882,1,0,0,0,1885,1893,
-  	3,465,232,0,1886,1892,8,0,0,0,1887,1892,3,385,192,0,1888,1889,3,465,232,
-  	0,1889,1890,3,465,232,0,1890,1892,1,0,0,0,1891,1886,1,0,0,0,1891,1887,
-  	1,0,0,0,1891,1888,1,0,0,0,1892,1895,1,0,0,0,1893,1891,1,0,0,0,1893,1894,
-  	1,0,0,0,1894,1896,1,0,0,0,1895,1893,1,0,0,0,1896,1897,3,465,232,0,1897,
-  	1912,1,0,0,0,1898,1906,3,519,259,0,1899,1905,8,1,0,0,1900,1905,3,385,
-  	192,0,1901,1902,3,519,259,0,1902,1903,3,519,259,0,1903,1905,1,0,0,0,1904,
-  	1899,1,0,0,0,1904,1900,1,0,0,0,1904,1901,1,0,0,0,1905,1908,1,0,0,0,1906,
-  	1904,1,0,0,0,1906,1907,1,0,0,0,1907,1909,1,0,0,0,1908,1906,1,0,0,0,1909,
-  	1910,3,519,259,0,1910,1912,1,0,0,0,1911,1874,1,0,0,0,1911,1885,1,0,0,
-  	0,1911,1898,1,0,0,0,1912,388,1,0,0,0,1913,1914,3,395,197,0,1914,1918,
-  	3,479,239,0,1915,1917,3,459,229,0,1916,1915,1,0,0,0,1917,1920,1,0,0,0,
-  	1918,1916,1,0,0,0,1918,1919,1,0,0,0,1919,1923,1,0,0,0,1920,1918,1,0,0,
-  	0,1921,1924,3,431,215,0,1922,1924,3,409,204,0,1923,1921,1,0,0,0,1923,
-  	1922,1,0,0,0,1924,1927,1,0,0,0,1925,1928,3,515,257,0,1926,1928,3,475,
-  	237,0,1927,1925,1,0,0,0,1927,1926,1,0,0,0,1927,1928,1,0,0,0,1928,1930,
-  	1,0,0,0,1929,1931,3,457,228,0,1930,1929,1,0,0,0,1931,1932,1,0,0,0,1932,
-  	1930,1,0,0,0,1932,1933,1,0,0,0,1933,1990,1,0,0,0,1934,1937,3,395,197,
-  	0,1935,1938,3,431,215,0,1936,1938,3,409,204,0,1937,1935,1,0,0,0,1937,
-  	1936,1,0,0,0,1938,1941,1,0,0,0,1939,1942,3,515,257,0,1940,1942,3,475,
-  	237,0,1941,1939,1,0,0,0,1941,1940,1,0,0,0,1941,1942,1,0,0,0,1942,1944,
-  	1,0,0,0,1943,1945,3,457,228,0,1944,1943,1,0,0,0,1945,1946,1,0,0,0,1946,
-  	1944,1,0,0,0,1946,1947,1,0,0,0,1947,1990,1,0,0,0,1948,1949,3,393,196,
-  	0,1949,1953,3,479,239,0,1950,1952,3,457,228,0,1951,1950,1,0,0,0,1952,
-  	1955,1,0,0,0,1953,1951,1,0,0,0,1953,1954,1,0,0,0,1954,1956,1,0,0,0,1955,
-  	1953,1,0,0,0,1956,1959,3,409,204,0,1957,1960,3,515,257,0,1958,1960,3,
-  	475,237,0,1959,1957,1,0,0,0,1959,1958,1,0,0,0,1959,1960,1,0,0,0,1960,
-  	1962,1,0,0,0,1961,1963,3,457,228,0,1962,1961,1,0,0,0,1963,1964,1,0,0,
-  	0,1964,1962,1,0,0,0,1964,1965,1,0,0,0,1965,1990,1,0,0,0,1966,1967,3,479,
-  	239,0,1967,1968,3,393,196,0,1968,1971,3,409,204,0,1969,1972,3,515,257,
-  	0,1970,1972,3,475,237,0,1971,1969,1,0,0,0,1971,1970,1,0,0,0,1971,1972,
-  	1,0,0,0,1972,1974,1,0,0,0,1973,1975,3,457,228,0,1974,1973,1,0,0,0,1975,
-  	1976,1,0,0,0,1976,1974,1,0,0,0,1976,1977,1,0,0,0,1977,1990,1,0,0,0,1978,
-  	1979,3,393,196,0,1979,1982,3,409,204,0,1980,1983,3,515,257,0,1981,1983,
-  	3,475,237,0,1982,1980,1,0,0,0,1982,1981,1,0,0,0,1982,1983,1,0,0,0,1983,
-  	1985,1,0,0,0,1984,1986,3,457,228,0,1985,1984,1,0,0,0,1986,1987,1,0,0,
-  	0,1987,1985,1,0,0,0,1987,1988,1,0,0,0,1988,1990,1,0,0,0,1989,1913,1,0,
-  	0,0,1989,1934,1,0,0,0,1989,1948,1,0,0,0,1989,1966,1,0,0,0,1989,1978,1,
-  	0,0,0,1990,390,1,0,0,0,1991,1993,5,48,0,0,1992,1994,3,455,227,0,1993,
-  	1992,1,0,0,0,1994,1995,1,0,0,0,1995,1993,1,0,0,0,1995,1996,1,0,0,0,1996,
-  	392,1,0,0,0,1997,1999,3,457,228,0,1998,1997,1,0,0,0,1999,2000,1,0,0,0,
-  	2000,1998,1,0,0,0,2000,2001,1,0,0,0,2001,394,1,0,0,0,2002,2003,5,48,0,
-  	0,2003,2005,3,447,223,0,2004,2006,3,459,229,0,2005,2004,1,0,0,0,2006,
-  	2007,1,0,0,0,2007,2005,1,0,0,0,2007,2008,1,0,0,0,2008,396,1,0,0,0,2009,
-  	2017,3,521,260,0,2010,2016,8,2,0,0,2011,2016,3,385,192,0,2012,2013,3,
-  	521,260,0,2013,2014,3,521,260,0,2014,2016,1,0,0,0,2015,2010,1,0,0,0,2015,
-  	2011,1,0,0,0,2015,2012,1,0,0,0,2016,2019,1,0,0,0,2017,2015,1,0,0,0,2017,
-  	2018,1,0,0,0,2018,2020,1,0,0,0,2019,2017,1,0,0,0,2020,2021,3,521,260,
-  	0,2021,398,1,0,0,0,2022,2030,3,495,247,0,2023,2029,8,3,0,0,2024,2029,
-  	3,385,192,0,2025,2026,3,495,247,0,2026,2027,3,495,247,0,2027,2029,1,0,
-  	0,0,2028,2023,1,0,0,0,2028,2024,1,0,0,0,2028,2025,1,0,0,0,2029,2032,1,
-  	0,0,0,2030,2028,1,0,0,0,2030,2031,1,0,0,0,2031,2033,1,0,0,0,2032,2030,
-  	1,0,0,0,2033,2034,3,527,263,0,2034,400,1,0,0,0,2035,2036,7,4,0,0,2036,
-  	402,1,0,0,0,2037,2038,7,5,0,0,2038,404,1,0,0,0,2039,2040,7,6,0,0,2040,
-  	406,1,0,0,0,2041,2042,7,7,0,0,2042,408,1,0,0,0,2043,2044,7,8,0,0,2044,
-  	410,1,0,0,0,2045,2046,7,9,0,0,2046,412,1,0,0,0,2047,2048,7,10,0,0,2048,
-  	414,1,0,0,0,2049,2050,7,11,0,0,2050,416,1,0,0,0,2051,2052,7,12,0,0,2052,
-  	418,1,0,0,0,2053,2054,7,13,0,0,2054,420,1,0,0,0,2055,2056,7,14,0,0,2056,
-  	422,1,0,0,0,2057,2058,7,15,0,0,2058,424,1,0,0,0,2059,2060,7,16,0,0,2060,
-  	426,1,0,0,0,2061,2062,7,17,0,0,2062,428,1,0,0,0,2063,2064,7,18,0,0,2064,
-  	430,1,0,0,0,2065,2066,7,19,0,0,2066,432,1,0,0,0,2067,2068,7,20,0,0,2068,
-  	434,1,0,0,0,2069,2070,7,21,0,0,2070,436,1,0,0,0,2071,2072,7,22,0,0,2072,
-  	438,1,0,0,0,2073,2074,7,23,0,0,2074,440,1,0,0,0,2075,2076,7,24,0,0,2076,
-  	442,1,0,0,0,2077,2078,7,25,0,0,2078,444,1,0,0,0,2079,2080,7,26,0,0,2080,
-  	446,1,0,0,0,2081,2082,7,27,0,0,2082,448,1,0,0,0,2083,2084,7,28,0,0,2084,
-  	450,1,0,0,0,2085,2086,7,29,0,0,2086,452,1,0,0,0,2087,2088,7,30,0,0,2088,
-  	454,1,0,0,0,2089,2090,7,31,0,0,2090,456,1,0,0,0,2091,2092,7,32,0,0,2092,
-  	458,1,0,0,0,2093,2094,7,33,0,0,2094,460,1,0,0,0,2095,2096,5,45,0,0,2096,
-  	2097,5,62,0,0,2097,462,1,0,0,0,2098,2099,5,42,0,0,2099,464,1,0,0,0,2100,
-  	2101,5,96,0,0,2101,466,1,0,0,0,2102,2103,5,92,0,0,2103,468,1,0,0,0,2104,
-  	2105,5,58,0,0,2105,470,1,0,0,0,2106,2107,5,44,0,0,2107,472,1,0,0,0,2108,
-  	2109,5,124,0,0,2109,2110,5,124,0,0,2110,474,1,0,0,0,2111,2112,5,45,0,
-  	0,2112,476,1,0,0,0,2113,2114,5,36,0,0,2114,478,1,0,0,0,2115,2116,5,46,
-  	0,0,2116,480,1,0,0,0,2117,2118,5,61,0,0,2118,2119,5,61,0,0,2119,482,1,
-  	0,0,0,2120,2121,5,61,0,0,2121,484,1,0,0,0,2122,2123,5,62,0,0,2123,2124,
-  	5,61,0,0,2124,486,1,0,0,0,2125,2126,5,62,0,0,2126,488,1,0,0,0,2127,2128,
-  	5,35,0,0,2128,490,1,0,0,0,2129,2130,5,126,0,0,2130,2131,5,42,0,0,2131,
-  	492,1,0,0,0,2132,2133,5,61,0,0,2133,2134,5,126,0,0,2134,2135,5,42,0,0,
-  	2135,494,1,0,0,0,2136,2137,5,123,0,0,2137,496,1,0,0,0,2138,2139,5,91,
-  	0,0,2139,498,1,0,0,0,2140,2141,5,40,0,0,2141,500,1,0,0,0,2142,2143,5,
-  	60,0,0,2143,2144,5,61,0,0,2144,502,1,0,0,0,2145,2146,5,60,0,0,2146,504,
-  	1,0,0,0,2147,2148,5,33,0,0,2148,2152,5,61,0,0,2149,2150,5,60,0,0,2150,
-  	2152,5,62,0,0,2151,2147,1,0,0,0,2151,2149,1,0,0,0,2152,506,1,0,0,0,2153,
-  	2154,5,33,0,0,2154,2155,5,126,0,0,2155,2156,5,42,0,0,2156,508,1,0,0,0,
-  	2157,2158,5,33,0,0,2158,2159,5,126,0,0,2159,510,1,0,0,0,2160,2161,5,63,
-  	0,0,2161,2162,5,63,0,0,2162,512,1,0,0,0,2163,2164,5,37,0,0,2164,514,1,
-  	0,0,0,2165,2166,5,43,0,0,2166,516,1,0,0,0,2167,2168,5,63,0,0,2168,518,
-  	1,0,0,0,2169,2170,5,34,0,0,2170,520,1,0,0,0,2171,2172,5,39,0,0,2172,522,
-  	1,0,0,0,2173,2174,5,126,0,0,2174,524,1,0,0,0,2175,2176,5,61,0,0,2176,
-  	2177,5,126,0,0,2177,526,1,0,0,0,2178,2179,5,125,0,0,2179,528,1,0,0,0,
-  	2180,2181,5,93,0,0,2181,530,1,0,0,0,2182,2183,5,41,0,0,2183,532,1,0,0,
-  	0,2184,2185,5,59,0,0,2185,534,1,0,0,0,2186,2187,5,47,0,0,2187,536,1,0,
-  	0,0,2188,2189,5,95,0,0,2189,538,1,0,0,0,2190,2191,5,47,0,0,2191,2192,
-  	5,42,0,0,2192,2196,1,0,0,0,2193,2195,9,0,0,0,2194,2193,1,0,0,0,2195,2198,
-  	1,0,0,0,2196,2197,1,0,0,0,2196,2194,1,0,0,0,2197,2199,1,0,0,0,2198,2196,
-  	1,0,0,0,2199,2200,5,42,0,0,2200,2201,5,47,0,0,2201,2202,1,0,0,0,2202,
-  	2203,6,269,0,0,2203,540,1,0,0,0,2204,2205,5,45,0,0,2205,2206,5,45,0,0,
-  	2206,2210,1,0,0,0,2207,2209,8,34,0,0,2208,2207,1,0,0,0,2209,2212,1,0,
-  	0,0,2210,2208,1,0,0,0,2210,2211,1,0,0,0,2211,2214,1,0,0,0,2212,2210,1,
-  	0,0,0,2213,2215,7,35,0,0,2214,2213,1,0,0,0,2215,2216,1,0,0,0,2216,2217,
-  	6,270,0,0,2217,542,1,0,0,0,2218,2219,7,36,0,0,2219,2220,1,0,0,0,2220,
-  	2221,6,271,1,0,2221,544,1,0,0,0,39,0,607,1112,1826,1869,1874,1880,1882,
-  	1891,1893,1904,1906,1911,1918,1923,1927,1932,1937,1941,1946,1953,1959,
-  	1964,1971,1976,1982,1987,1989,1995,2000,2007,2015,2017,2028,2030,2151,
-  	2196,2210,2214,2,6,0,0,0,1,0
+  	0,0,0,1870,386,1,0,0,0,1871,1872,3,467,233,0,1872,1873,3,403,201,0,1873,
+  	1902,1,0,0,0,1874,1875,3,467,233,0,1875,1876,3,411,205,0,1876,1902,1,
+  	0,0,0,1877,1878,3,467,233,0,1878,1879,3,435,217,0,1879,1902,1,0,0,0,1880,
+  	1881,3,467,233,0,1881,1882,3,427,213,0,1882,1902,1,0,0,0,1883,1884,3,
+  	467,233,0,1884,1885,3,439,219,0,1885,1902,1,0,0,0,1886,1887,3,467,233,
+  	0,1887,1888,5,48,0,0,1888,1902,1,0,0,0,1889,1890,3,467,233,0,1890,1891,
+  	3,401,200,0,1891,1902,1,0,0,0,1892,1893,3,467,233,0,1893,1894,3,443,221,
+  	0,1894,1902,1,0,0,0,1895,1896,3,467,233,0,1896,1897,3,467,233,0,1897,
+  	1902,1,0,0,0,1898,1899,3,467,233,0,1899,1900,3,519,259,0,1900,1902,1,
+  	0,0,0,1901,1871,1,0,0,0,1901,1874,1,0,0,0,1901,1877,1,0,0,0,1901,1880,
+  	1,0,0,0,1901,1883,1,0,0,0,1901,1886,1,0,0,0,1901,1889,1,0,0,0,1901,1892,
+  	1,0,0,0,1901,1895,1,0,0,0,1901,1898,1,0,0,0,1902,388,1,0,0,0,1903,1907,
+  	3,453,226,0,1904,1907,3,537,268,0,1905,1907,3,477,238,0,1906,1903,1,0,
+  	0,0,1906,1904,1,0,0,0,1906,1905,1,0,0,0,1907,1914,1,0,0,0,1908,1913,3,
+  	453,226,0,1909,1913,3,537,268,0,1910,1913,3,457,228,0,1911,1913,3,477,
+  	238,0,1912,1908,1,0,0,0,1912,1909,1,0,0,0,1912,1910,1,0,0,0,1912,1911,
+  	1,0,0,0,1913,1916,1,0,0,0,1914,1912,1,0,0,0,1914,1915,1,0,0,0,1915,1944,
+  	1,0,0,0,1916,1914,1,0,0,0,1917,1925,3,465,232,0,1918,1924,8,0,0,0,1919,
+  	1924,3,385,192,0,1920,1921,3,465,232,0,1921,1922,3,465,232,0,1922,1924,
+  	1,0,0,0,1923,1918,1,0,0,0,1923,1919,1,0,0,0,1923,1920,1,0,0,0,1924,1927,
+  	1,0,0,0,1925,1923,1,0,0,0,1925,1926,1,0,0,0,1926,1928,1,0,0,0,1927,1925,
+  	1,0,0,0,1928,1929,3,465,232,0,1929,1944,1,0,0,0,1930,1938,3,519,259,0,
+  	1931,1937,8,1,0,0,1932,1937,3,387,193,0,1933,1934,3,519,259,0,1934,1935,
+  	3,519,259,0,1935,1937,1,0,0,0,1936,1931,1,0,0,0,1936,1932,1,0,0,0,1936,
+  	1933,1,0,0,0,1937,1940,1,0,0,0,1938,1936,1,0,0,0,1938,1939,1,0,0,0,1939,
+  	1941,1,0,0,0,1940,1938,1,0,0,0,1941,1942,3,519,259,0,1942,1944,1,0,0,
+  	0,1943,1906,1,0,0,0,1943,1917,1,0,0,0,1943,1930,1,0,0,0,1944,390,1,0,
+  	0,0,1945,1946,3,397,198,0,1946,1950,3,479,239,0,1947,1949,3,459,229,0,
+  	1948,1947,1,0,0,0,1949,1952,1,0,0,0,1950,1948,1,0,0,0,1950,1951,1,0,0,
+  	0,1951,1955,1,0,0,0,1952,1950,1,0,0,0,1953,1956,3,431,215,0,1954,1956,
+  	3,409,204,0,1955,1953,1,0,0,0,1955,1954,1,0,0,0,1956,1959,1,0,0,0,1957,
+  	1960,3,515,257,0,1958,1960,3,475,237,0,1959,1957,1,0,0,0,1959,1958,1,
+  	0,0,0,1959,1960,1,0,0,0,1960,1962,1,0,0,0,1961,1963,3,457,228,0,1962,
+  	1961,1,0,0,0,1963,1964,1,0,0,0,1964,1962,1,0,0,0,1964,1965,1,0,0,0,1965,
+  	2022,1,0,0,0,1966,1969,3,397,198,0,1967,1970,3,431,215,0,1968,1970,3,
+  	409,204,0,1969,1967,1,0,0,0,1969,1968,1,0,0,0,1970,1973,1,0,0,0,1971,
+  	1974,3,515,257,0,1972,1974,3,475,237,0,1973,1971,1,0,0,0,1973,1972,1,
+  	0,0,0,1973,1974,1,0,0,0,1974,1976,1,0,0,0,1975,1977,3,457,228,0,1976,
+  	1975,1,0,0,0,1977,1978,1,0,0,0,1978,1976,1,0,0,0,1978,1979,1,0,0,0,1979,
+  	2022,1,0,0,0,1980,1981,3,395,197,0,1981,1985,3,479,239,0,1982,1984,3,
+  	457,228,0,1983,1982,1,0,0,0,1984,1987,1,0,0,0,1985,1983,1,0,0,0,1985,
+  	1986,1,0,0,0,1986,1988,1,0,0,0,1987,1985,1,0,0,0,1988,1991,3,409,204,
+  	0,1989,1992,3,515,257,0,1990,1992,3,475,237,0,1991,1989,1,0,0,0,1991,
+  	1990,1,0,0,0,1991,1992,1,0,0,0,1992,1994,1,0,0,0,1993,1995,3,457,228,
+  	0,1994,1993,1,0,0,0,1995,1996,1,0,0,0,1996,1994,1,0,0,0,1996,1997,1,0,
+  	0,0,1997,2022,1,0,0,0,1998,1999,3,479,239,0,1999,2000,3,395,197,0,2000,
+  	2003,3,409,204,0,2001,2004,3,515,257,0,2002,2004,3,475,237,0,2003,2001,
+  	1,0,0,0,2003,2002,1,0,0,0,2003,2004,1,0,0,0,2004,2006,1,0,0,0,2005,2007,
+  	3,457,228,0,2006,2005,1,0,0,0,2007,2008,1,0,0,0,2008,2006,1,0,0,0,2008,
+  	2009,1,0,0,0,2009,2022,1,0,0,0,2010,2011,3,395,197,0,2011,2014,3,409,
+  	204,0,2012,2015,3,515,257,0,2013,2015,3,475,237,0,2014,2012,1,0,0,0,2014,
+  	2013,1,0,0,0,2014,2015,1,0,0,0,2015,2017,1,0,0,0,2016,2018,3,457,228,
+  	0,2017,2016,1,0,0,0,2018,2019,1,0,0,0,2019,2017,1,0,0,0,2019,2020,1,0,
+  	0,0,2020,2022,1,0,0,0,2021,1945,1,0,0,0,2021,1966,1,0,0,0,2021,1980,1,
+  	0,0,0,2021,1998,1,0,0,0,2021,2010,1,0,0,0,2022,392,1,0,0,0,2023,2025,
+  	5,48,0,0,2024,2026,3,455,227,0,2025,2024,1,0,0,0,2026,2027,1,0,0,0,2027,
+  	2025,1,0,0,0,2027,2028,1,0,0,0,2028,394,1,0,0,0,2029,2031,3,457,228,0,
+  	2030,2029,1,0,0,0,2031,2032,1,0,0,0,2032,2030,1,0,0,0,2032,2033,1,0,0,
+  	0,2033,396,1,0,0,0,2034,2035,5,48,0,0,2035,2037,3,447,223,0,2036,2038,
+  	3,459,229,0,2037,2036,1,0,0,0,2038,2039,1,0,0,0,2039,2037,1,0,0,0,2039,
+  	2040,1,0,0,0,2040,398,1,0,0,0,2041,2049,3,521,260,0,2042,2048,8,2,0,0,
+  	2043,2048,3,385,192,0,2044,2045,3,521,260,0,2045,2046,3,521,260,0,2046,
+  	2048,1,0,0,0,2047,2042,1,0,0,0,2047,2043,1,0,0,0,2047,2044,1,0,0,0,2048,
+  	2051,1,0,0,0,2049,2047,1,0,0,0,2049,2050,1,0,0,0,2050,2052,1,0,0,0,2051,
+  	2049,1,0,0,0,2052,2053,3,521,260,0,2053,400,1,0,0,0,2054,2055,7,3,0,0,
+  	2055,402,1,0,0,0,2056,2057,7,4,0,0,2057,404,1,0,0,0,2058,2059,7,5,0,0,
+  	2059,406,1,0,0,0,2060,2061,7,6,0,0,2061,408,1,0,0,0,2062,2063,7,7,0,0,
+  	2063,410,1,0,0,0,2064,2065,7,8,0,0,2065,412,1,0,0,0,2066,2067,7,9,0,0,
+  	2067,414,1,0,0,0,2068,2069,7,10,0,0,2069,416,1,0,0,0,2070,2071,7,11,0,
+  	0,2071,418,1,0,0,0,2072,2073,7,12,0,0,2073,420,1,0,0,0,2074,2075,7,13,
+  	0,0,2075,422,1,0,0,0,2076,2077,7,14,0,0,2077,424,1,0,0,0,2078,2079,7,
+  	15,0,0,2079,426,1,0,0,0,2080,2081,7,16,0,0,2081,428,1,0,0,0,2082,2083,
+  	7,17,0,0,2083,430,1,0,0,0,2084,2085,7,18,0,0,2085,432,1,0,0,0,2086,2087,
+  	7,19,0,0,2087,434,1,0,0,0,2088,2089,7,20,0,0,2089,436,1,0,0,0,2090,2091,
+  	7,21,0,0,2091,438,1,0,0,0,2092,2093,7,22,0,0,2093,440,1,0,0,0,2094,2095,
+  	7,23,0,0,2095,442,1,0,0,0,2096,2097,7,24,0,0,2097,444,1,0,0,0,2098,2099,
+  	7,25,0,0,2099,446,1,0,0,0,2100,2101,7,26,0,0,2101,448,1,0,0,0,2102,2103,
+  	7,27,0,0,2103,450,1,0,0,0,2104,2105,7,28,0,0,2105,452,1,0,0,0,2106,2107,
+  	7,29,0,0,2107,454,1,0,0,0,2108,2109,7,30,0,0,2109,456,1,0,0,0,2110,2111,
+  	7,31,0,0,2111,458,1,0,0,0,2112,2113,7,32,0,0,2113,460,1,0,0,0,2114,2115,
+  	5,45,0,0,2115,2116,5,62,0,0,2116,462,1,0,0,0,2117,2118,5,42,0,0,2118,
+  	464,1,0,0,0,2119,2120,5,96,0,0,2120,466,1,0,0,0,2121,2122,5,92,0,0,2122,
+  	468,1,0,0,0,2123,2124,5,58,0,0,2124,470,1,0,0,0,2125,2126,5,44,0,0,2126,
+  	472,1,0,0,0,2127,2128,5,124,0,0,2128,2129,5,124,0,0,2129,474,1,0,0,0,
+  	2130,2131,5,45,0,0,2131,476,1,0,0,0,2132,2133,5,36,0,0,2133,478,1,0,0,
+  	0,2134,2135,5,46,0,0,2135,480,1,0,0,0,2136,2137,5,61,0,0,2137,2138,5,
+  	61,0,0,2138,482,1,0,0,0,2139,2140,5,61,0,0,2140,484,1,0,0,0,2141,2142,
+  	5,62,0,0,2142,2143,5,61,0,0,2143,486,1,0,0,0,2144,2145,5,62,0,0,2145,
+  	488,1,0,0,0,2146,2147,5,35,0,0,2147,490,1,0,0,0,2148,2149,5,126,0,0,2149,
+  	2150,5,42,0,0,2150,492,1,0,0,0,2151,2152,5,61,0,0,2152,2153,5,126,0,0,
+  	2153,2154,5,42,0,0,2154,494,1,0,0,0,2155,2156,5,123,0,0,2156,496,1,0,
+  	0,0,2157,2158,5,91,0,0,2158,498,1,0,0,0,2159,2160,5,40,0,0,2160,500,1,
+  	0,0,0,2161,2162,5,60,0,0,2162,2163,5,61,0,0,2163,502,1,0,0,0,2164,2165,
+  	5,60,0,0,2165,504,1,0,0,0,2166,2167,5,33,0,0,2167,2171,5,61,0,0,2168,
+  	2169,5,60,0,0,2169,2171,5,62,0,0,2170,2166,1,0,0,0,2170,2168,1,0,0,0,
+  	2171,506,1,0,0,0,2172,2173,5,33,0,0,2173,2174,5,126,0,0,2174,2175,5,42,
+  	0,0,2175,508,1,0,0,0,2176,2177,5,33,0,0,2177,2178,5,126,0,0,2178,510,
+  	1,0,0,0,2179,2180,5,63,0,0,2180,2181,5,63,0,0,2181,512,1,0,0,0,2182,2183,
+  	5,37,0,0,2183,514,1,0,0,0,2184,2185,5,43,0,0,2185,516,1,0,0,0,2186,2187,
+  	5,63,0,0,2187,518,1,0,0,0,2188,2189,5,34,0,0,2189,520,1,0,0,0,2190,2191,
+  	5,39,0,0,2191,522,1,0,0,0,2192,2193,5,126,0,0,2193,524,1,0,0,0,2194,2195,
+  	5,61,0,0,2195,2196,5,126,0,0,2196,526,1,0,0,0,2197,2198,5,125,0,0,2198,
+  	528,1,0,0,0,2199,2200,5,93,0,0,2200,530,1,0,0,0,2201,2202,5,41,0,0,2202,
+  	532,1,0,0,0,2203,2204,5,59,0,0,2204,534,1,0,0,0,2205,2206,5,47,0,0,2206,
+  	536,1,0,0,0,2207,2208,5,95,0,0,2208,538,1,0,0,0,2209,2210,5,47,0,0,2210,
+  	2211,5,42,0,0,2211,2215,1,0,0,0,2212,2214,9,0,0,0,2213,2212,1,0,0,0,2214,
+  	2217,1,0,0,0,2215,2216,1,0,0,0,2215,2213,1,0,0,0,2216,2218,1,0,0,0,2217,
+  	2215,1,0,0,0,2218,2219,5,42,0,0,2219,2220,5,47,0,0,2220,2221,1,0,0,0,
+  	2221,2222,6,269,0,0,2222,540,1,0,0,0,2223,2224,5,45,0,0,2224,2225,5,45,
+  	0,0,2225,2229,1,0,0,0,2226,2228,8,33,0,0,2227,2226,1,0,0,0,2228,2231,
+  	1,0,0,0,2229,2227,1,0,0,0,2229,2230,1,0,0,0,2230,2233,1,0,0,0,2231,2229,
+  	1,0,0,0,2232,2234,7,34,0,0,2233,2232,1,0,0,0,2234,2235,1,0,0,0,2235,2236,
+  	6,270,0,0,2236,542,1,0,0,0,2237,2238,7,35,0,0,2238,2239,1,0,0,0,2239,
+  	2240,6,271,1,0,2240,544,1,0,0,0,38,0,607,1112,1826,1869,1901,1906,1912,
+  	1914,1923,1925,1936,1938,1943,1950,1955,1959,1964,1969,1973,1978,1985,
+  	1991,1996,2003,2008,2014,2019,2021,2027,2032,2039,2047,2049,2170,2215,
+  	2229,2233,2,6,0,0,0,1,0
   };
   staticData->serializedATN = antlr4::atn::SerializedATNView(serializedATNSegment, sizeof(serializedATNSegment) / sizeof(serializedATNSegment[0]));
 
diff --git a/hogql_parser/HogQLLexer.h b/hogql_parser/HogQLLexer.h
index 3584bf43b4ff9..f79a2ce9a7602 100644
--- a/hogql_parser/HogQLLexer.h
+++ b/hogql_parser/HogQLLexer.h
@@ -46,17 +46,17 @@ class  HogQLLexer : public antlr4::Lexer {
     UNION = 176, UPDATE = 177, USE = 178, USING = 179, UUID = 180, VALUES = 181, 
     VIEW = 182, VOLUME = 183, WATCH = 184, WEEK = 185, WHEN = 186, WHERE = 187, 
     WINDOW = 188, WITH = 189, YEAR = 190, JSON_FALSE = 191, JSON_TRUE = 192, 
-    ESCAPE_CHAR = 193, IDENTIFIER = 194, FLOATING_LITERAL = 195, OCTAL_LITERAL = 196, 
-    DECIMAL_LITERAL = 197, HEXADECIMAL_LITERAL = 198, STRING_LITERAL = 199, 
-    PLACEHOLDER = 200, ARROW = 201, ASTERISK = 202, BACKQUOTE = 203, BACKSLASH = 204, 
-    COLON = 205, COMMA = 206, CONCAT = 207, DASH = 208, DOLLAR = 209, DOT = 210, 
-    EQ_DOUBLE = 211, EQ_SINGLE = 212, GT_EQ = 213, GT = 214, HASH = 215, 
-    IREGEX_SINGLE = 216, IREGEX_DOUBLE = 217, LBRACE = 218, LBRACKET = 219, 
-    LPAREN = 220, LT_EQ = 221, LT = 222, NOT_EQ = 223, NOT_IREGEX = 224, 
-    NOT_REGEX = 225, NULLISH = 226, PERCENT = 227, PLUS = 228, QUERY = 229, 
-    QUOTE_DOUBLE = 230, QUOTE_SINGLE = 231, REGEX_SINGLE = 232, REGEX_DOUBLE = 233, 
-    RBRACE = 234, RBRACKET = 235, RPAREN = 236, SEMICOLON = 237, SLASH = 238, 
-    UNDERSCORE = 239, MULTI_LINE_COMMENT = 240, SINGLE_LINE_COMMENT = 241, 
+    ESCAPE_CHAR_SINGLE = 193, ESCAPE_CHAR_DOUBLE = 194, IDENTIFIER = 195, 
+    FLOATING_LITERAL = 196, OCTAL_LITERAL = 197, DECIMAL_LITERAL = 198, 
+    HEXADECIMAL_LITERAL = 199, STRING_LITERAL = 200, ARROW = 201, ASTERISK = 202, 
+    BACKQUOTE = 203, BACKSLASH = 204, COLON = 205, COMMA = 206, CONCAT = 207, 
+    DASH = 208, DOLLAR = 209, DOT = 210, EQ_DOUBLE = 211, EQ_SINGLE = 212, 
+    GT_EQ = 213, GT = 214, HASH = 215, IREGEX_SINGLE = 216, IREGEX_DOUBLE = 217, 
+    LBRACE = 218, LBRACKET = 219, LPAREN = 220, LT_EQ = 221, LT = 222, NOT_EQ = 223, 
+    NOT_IREGEX = 224, NOT_REGEX = 225, NULLISH = 226, PERCENT = 227, PLUS = 228, 
+    QUERY = 229, QUOTE_DOUBLE = 230, QUOTE_SINGLE = 231, REGEX_SINGLE = 232, 
+    REGEX_DOUBLE = 233, RBRACE = 234, RBRACKET = 235, RPAREN = 236, SEMICOLON = 237, 
+    SLASH = 238, UNDERSCORE = 239, MULTI_LINE_COMMENT = 240, SINGLE_LINE_COMMENT = 241, 
     WHITESPACE = 242
   };
 
diff --git a/hogql_parser/HogQLLexer.interp b/hogql_parser/HogQLLexer.interp
index 3e078ad307c5d..d9736c1e31fea 100644
--- a/hogql_parser/HogQLLexer.interp
+++ b/hogql_parser/HogQLLexer.interp
@@ -437,14 +437,14 @@ WITH
 YEAR
 JSON_FALSE
 JSON_TRUE
-ESCAPE_CHAR
+ESCAPE_CHAR_SINGLE
+ESCAPE_CHAR_DOUBLE
 IDENTIFIER
 FLOATING_LITERAL
 OCTAL_LITERAL
 DECIMAL_LITERAL
 HEXADECIMAL_LITERAL
 STRING_LITERAL
-PLACEHOLDER
 ARROW
 ASTERISK
 BACKQUOTE
@@ -681,14 +681,14 @@ WITH
 YEAR
 JSON_FALSE
 JSON_TRUE
-ESCAPE_CHAR
+ESCAPE_CHAR_SINGLE
+ESCAPE_CHAR_DOUBLE
 IDENTIFIER
 FLOATING_LITERAL
 OCTAL_LITERAL
 DECIMAL_LITERAL
 HEXADECIMAL_LITERAL
 STRING_LITERAL
-PLACEHOLDER
 A
 B
 C
@@ -770,4 +770,4 @@ mode names:
 DEFAULT_MODE
 
 atn:
-[4, 0, 242, 2222, 6, -1, 2, 0, 7, 0, 2, 1, 7, 1, 2, 2, 7, 2, 2, 3, 7, 3, 2, 4, 7, 4, 2, 5, 7, 5, 2, 6, 7, 6, 2, 7, 7, 7, 2, 8, 7, 8, 2, 9, 7, 9, 2, 10, 7, 10, 2, 11, 7, 11, 2, 12, 7, 12, 2, 13, 7, 13, 2, 14, 7, 14, 2, 15, 7, 15, 2, 16, 7, 16, 2, 17, 7, 17, 2, 18, 7, 18, 2, 19, 7, 19, 2, 20, 7, 20, 2, 21, 7, 21, 2, 22, 7, 22, 2, 23, 7, 23, 2, 24, 7, 24, 2, 25, 7, 25, 2, 26, 7, 26, 2, 27, 7, 27, 2, 28, 7, 28, 2, 29, 7, 29, 2, 30, 7, 30, 2, 31, 7, 31, 2, 32, 7, 32, 2, 33, 7, 33, 2, 34, 7, 34, 2, 35, 7, 35, 2, 36, 7, 36, 2, 37, 7, 37, 2, 38, 7, 38, 2, 39, 7, 39, 2, 40, 7, 40, 2, 41, 7, 41, 2, 42, 7, 42, 2, 43, 7, 43, 2, 44, 7, 44, 2, 45, 7, 45, 2, 46, 7, 46, 2, 47, 7, 47, 2, 48, 7, 48, 2, 49, 7, 49, 2, 50, 7, 50, 2, 51, 7, 51, 2, 52, 7, 52, 2, 53, 7, 53, 2, 54, 7, 54, 2, 55, 7, 55, 2, 56, 7, 56, 2, 57, 7, 57, 2, 58, 7, 58, 2, 59, 7, 59, 2, 60, 7, 60, 2, 61, 7, 61, 2, 62, 7, 62, 2, 63, 7, 63, 2, 64, 7, 64, 2, 65, 7, 65, 2, 66, 7, 66, 2, 67, 7, 67, 2, 68, 7, 68, 2, 69, 7, 69, 2, 70, 7, 70, 2, 71, 7, 71, 2, 72, 7, 72, 2, 73, 7, 73, 2, 74, 7, 74, 2, 75, 7, 75, 2, 76, 7, 76, 2, 77, 7, 77, 2, 78, 7, 78, 2, 79, 7, 79, 2, 80, 7, 80, 2, 81, 7, 81, 2, 82, 7, 82, 2, 83, 7, 83, 2, 84, 7, 84, 2, 85, 7, 85, 2, 86, 7, 86, 2, 87, 7, 87, 2, 88, 7, 88, 2, 89, 7, 89, 2, 90, 7, 90, 2, 91, 7, 91, 2, 92, 7, 92, 2, 93, 7, 93, 2, 94, 7, 94, 2, 95, 7, 95, 2, 96, 7, 96, 2, 97, 7, 97, 2, 98, 7, 98, 2, 99, 7, 99, 2, 100, 7, 100, 2, 101, 7, 101, 2, 102, 7, 102, 2, 103, 7, 103, 2, 104, 7, 104, 2, 105, 7, 105, 2, 106, 7, 106, 2, 107, 7, 107, 2, 108, 7, 108, 2, 109, 7, 109, 2, 110, 7, 110, 2, 111, 7, 111, 2, 112, 7, 112, 2, 113, 7, 113, 2, 114, 7, 114, 2, 115, 7, 115, 2, 116, 7, 116, 2, 117, 7, 117, 2, 118, 7, 118, 2, 119, 7, 119, 2, 120, 7, 120, 2, 121, 7, 121, 2, 122, 7, 122, 2, 123, 7, 123, 2, 124, 7, 124, 2, 125, 7, 125, 2, 126, 7, 126, 2, 127, 7, 127, 2, 128, 7, 128, 2, 129, 7, 129, 2, 130, 7, 130, 2, 131, 7, 131, 2, 132, 7, 132, 2, 133, 7, 133, 2, 134, 7, 134, 2, 135, 7, 135, 2, 136, 7, 136, 2, 137, 7, 137, 2, 138, 7, 138, 2, 139, 7, 139, 2, 140, 7, 140, 2, 141, 7, 141, 2, 142, 7, 142, 2, 143, 7, 143, 2, 144, 7, 144, 2, 145, 7, 145, 2, 146, 7, 146, 2, 147, 7, 147, 2, 148, 7, 148, 2, 149, 7, 149, 2, 150, 7, 150, 2, 151, 7, 151, 2, 152, 7, 152, 2, 153, 7, 153, 2, 154, 7, 154, 2, 155, 7, 155, 2, 156, 7, 156, 2, 157, 7, 157, 2, 158, 7, 158, 2, 159, 7, 159, 2, 160, 7, 160, 2, 161, 7, 161, 2, 162, 7, 162, 2, 163, 7, 163, 2, 164, 7, 164, 2, 165, 7, 165, 2, 166, 7, 166, 2, 167, 7, 167, 2, 168, 7, 168, 2, 169, 7, 169, 2, 170, 7, 170, 2, 171, 7, 171, 2, 172, 7, 172, 2, 173, 7, 173, 2, 174, 7, 174, 2, 175, 7, 175, 2, 176, 7, 176, 2, 177, 7, 177, 2, 178, 7, 178, 2, 179, 7, 179, 2, 180, 7, 180, 2, 181, 7, 181, 2, 182, 7, 182, 2, 183, 7, 183, 2, 184, 7, 184, 2, 185, 7, 185, 2, 186, 7, 186, 2, 187, 7, 187, 2, 188, 7, 188, 2, 189, 7, 189, 2, 190, 7, 190, 2, 191, 7, 191, 2, 192, 7, 192, 2, 193, 7, 193, 2, 194, 7, 194, 2, 195, 7, 195, 2, 196, 7, 196, 2, 197, 7, 197, 2, 198, 7, 198, 2, 199, 7, 199, 2, 200, 7, 200, 2, 201, 7, 201, 2, 202, 7, 202, 2, 203, 7, 203, 2, 204, 7, 204, 2, 205, 7, 205, 2, 206, 7, 206, 2, 207, 7, 207, 2, 208, 7, 208, 2, 209, 7, 209, 2, 210, 7, 210, 2, 211, 7, 211, 2, 212, 7, 212, 2, 213, 7, 213, 2, 214, 7, 214, 2, 215, 7, 215, 2, 216, 7, 216, 2, 217, 7, 217, 2, 218, 7, 218, 2, 219, 7, 219, 2, 220, 7, 220, 2, 221, 7, 221, 2, 222, 7, 222, 2, 223, 7, 223, 2, 224, 7, 224, 2, 225, 7, 225, 2, 226, 7, 226, 2, 227, 7, 227, 2, 228, 7, 228, 2, 229, 7, 229, 2, 230, 7, 230, 2, 231, 7, 231, 2, 232, 7, 232, 2, 233, 7, 233, 2, 234, 7, 234, 2, 235, 7, 235, 2, 236, 7, 236, 2, 237, 7, 237, 2, 238, 7, 238, 2, 239, 7, 239, 2, 240, 7, 240, 2, 241, 7, 241, 2, 242, 7, 242, 2, 243, 7, 243, 2, 244, 7, 244, 2, 245, 7, 245, 2, 246, 7, 246, 2, 247, 7, 247, 2, 248, 7, 248, 2, 249, 7, 249, 2, 250, 7, 250, 2, 251, 7, 251, 2, 252, 7, 252, 2, 253, 7, 253, 2, 254, 7, 254, 2, 255, 7, 255, 2, 256, 7, 256, 2, 257, 7, 257, 2, 258, 7, 258, 2, 259, 7, 259, 2, 260, 7, 260, 2, 261, 7, 261, 2, 262, 7, 262, 2, 263, 7, 263, 2, 264, 7, 264, 2, 265, 7, 265, 2, 266, 7, 266, 2, 267, 7, 267, 2, 268, 7, 268, 2, 269, 7, 269, 2, 270, 7, 270, 2, 271, 7, 271, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 3, 1, 3, 1, 3, 1, 3, 1, 4, 1, 4, 1, 4, 1, 4, 1, 4, 1, 4, 1, 5, 1, 5, 1, 5, 1, 5, 1, 6, 1, 6, 1, 6, 1, 6, 1, 6, 1, 7, 1, 7, 1, 7, 1, 7, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 9, 1, 9, 1, 9, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 3, 10, 608, 8, 10, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 1, 12, 1, 12, 1, 12, 1, 12, 1, 13, 1, 13, 1, 13, 1, 13, 1, 13, 1, 13, 1, 14, 1, 14, 1, 14, 1, 14, 1, 14, 1, 14, 1, 14, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 16, 1, 16, 1, 16, 1, 16, 1, 16, 1, 17, 1, 17, 1, 17, 1, 18, 1, 18, 1, 18, 1, 18, 1, 18, 1, 19, 1, 19, 1, 19, 1, 19, 1, 19, 1, 20, 1, 20, 1, 20, 1, 20, 1, 20, 1, 20, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 22, 1, 22, 1, 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2136, 2137, 5, 61, 0, 0, 2137, 2138, 5, 61, 0, 0, 2138, 482, 1, 0, 0, 0, 2139, 2140, 5, 61, 0, 0, 2140, 484, 1, 0, 0, 0, 2141, 2142, 5, 62, 0, 0, 2142, 2143, 5, 61, 0, 0, 2143, 486, 1, 0, 0, 0, 2144, 2145, 5, 62, 0, 0, 2145, 488, 1, 0, 0, 0, 2146, 2147, 5, 35, 0, 0, 2147, 490, 1, 0, 0, 0, 2148, 2149, 5, 126, 0, 0, 2149, 2150, 5, 42, 0, 0, 2150, 492, 1, 0, 0, 0, 2151, 2152, 5, 61, 0, 0, 2152, 2153, 5, 126, 0, 0, 2153, 2154, 5, 42, 0, 0, 2154, 494, 1, 0, 0, 0, 2155, 2156, 5, 123, 0, 0, 2156, 496, 1, 0, 0, 0, 2157, 2158, 5, 91, 0, 0, 2158, 498, 1, 0, 0, 0, 2159, 2160, 5, 40, 0, 0, 2160, 500, 1, 0, 0, 0, 2161, 2162, 5, 60, 0, 0, 2162, 2163, 5, 61, 0, 0, 2163, 502, 1, 0, 0, 0, 2164, 2165, 5, 60, 0, 0, 2165, 504, 1, 0, 0, 0, 2166, 2167, 5, 33, 0, 0, 2167, 2171, 5, 61, 0, 0, 2168, 2169, 5, 60, 0, 0, 2169, 2171, 5, 62, 0, 0, 2170, 2166, 1, 0, 0, 0, 2170, 2168, 1, 0, 0, 0, 2171, 506, 1, 0, 0, 0, 2172, 2173, 5, 33, 0, 0, 2173, 2174, 5, 126, 0, 0, 2174, 2175, 5, 42, 0, 0, 2175, 508, 1, 0, 0, 0, 2176, 2177, 5, 33, 0, 0, 2177, 2178, 5, 126, 0, 0, 2178, 510, 1, 0, 0, 0, 2179, 2180, 5, 63, 0, 0, 2180, 2181, 5, 63, 0, 0, 2181, 512, 1, 0, 0, 0, 2182, 2183, 5, 37, 0, 0, 2183, 514, 1, 0, 0, 0, 2184, 2185, 5, 43, 0, 0, 2185, 516, 1, 0, 0, 0, 2186, 2187, 5, 63, 0, 0, 2187, 518, 1, 0, 0, 0, 2188, 2189, 5, 34, 0, 0, 2189, 520, 1, 0, 0, 0, 2190, 2191, 5, 39, 0, 0, 2191, 522, 1, 0, 0, 0, 2192, 2193, 5, 126, 0, 0, 2193, 524, 1, 0, 0, 0, 2194, 2195, 5, 61, 0, 0, 2195, 2196, 5, 126, 0, 0, 2196, 526, 1, 0, 0, 0, 2197, 2198, 5, 125, 0, 0, 2198, 528, 1, 0, 0, 0, 2199, 2200, 5, 93, 0, 0, 2200, 530, 1, 0, 0, 0, 2201, 2202, 5, 41, 0, 0, 2202, 532, 1, 0, 0, 0, 2203, 2204, 5, 59, 0, 0, 2204, 534, 1, 0, 0, 0, 2205, 2206, 5, 47, 0, 0, 2206, 536, 1, 0, 0, 0, 2207, 2208, 5, 95, 0, 0, 2208, 538, 1, 0, 0, 0, 2209, 2210, 5, 47, 0, 0, 2210, 2211, 5, 42, 0, 0, 2211, 2215, 1, 0, 0, 0, 2212, 2214, 9, 0, 0, 0, 2213, 2212, 1, 0, 0, 0, 2214, 2217, 1, 0, 0, 0, 2215, 2216, 1, 0, 0, 0, 2215, 2213, 1, 0, 0, 0, 2216, 2218, 1, 0, 0, 0, 2217, 2215, 1, 0, 0, 0, 2218, 2219, 5, 42, 0, 0, 2219, 2220, 5, 47, 0, 0, 2220, 2221, 1, 0, 0, 0, 2221, 2222, 6, 269, 0, 0, 2222, 540, 1, 0, 0, 0, 2223, 2224, 5, 45, 0, 0, 2224, 2225, 5, 45, 0, 0, 2225, 2229, 1, 0, 0, 0, 2226, 2228, 8, 33, 0, 0, 2227, 2226, 1, 0, 0, 0, 2228, 2231, 1, 0, 0, 0, 2229, 2227, 1, 0, 0, 0, 2229, 2230, 1, 0, 0, 0, 2230, 2233, 1, 0, 0, 0, 2231, 2229, 1, 0, 0, 0, 2232, 2234, 7, 34, 0, 0, 2233, 2232, 1, 0, 0, 0, 2234, 2235, 1, 0, 0, 0, 2235, 2236, 6, 270, 0, 0, 2236, 542, 1, 0, 0, 0, 2237, 2238, 7, 35, 0, 0, 2238, 2239, 1, 0, 0, 0, 2239, 2240, 6, 271, 1, 0, 2240, 544, 1, 0, 0, 0, 38, 0, 607, 1112, 1826, 1869, 1901, 1906, 1912, 1914, 1923, 1925, 1936, 1938, 1943, 1950, 1955, 1959, 1964, 1969, 1973, 1978, 1985, 1991, 1996, 2003, 2008, 2014, 2019, 2021, 2027, 2032, 2039, 2047, 2049, 2170, 2215, 2229, 2233, 2, 6, 0, 0, 0, 1, 0]
\ No newline at end of file
diff --git a/hogql_parser/HogQLLexer.tokens b/hogql_parser/HogQLLexer.tokens
index 10fd925b09195..18c9b75ec7548 100644
--- a/hogql_parser/HogQLLexer.tokens
+++ b/hogql_parser/HogQLLexer.tokens
@@ -190,14 +190,14 @@ WITH=189
 YEAR=190
 JSON_FALSE=191
 JSON_TRUE=192
-ESCAPE_CHAR=193
-IDENTIFIER=194
-FLOATING_LITERAL=195
-OCTAL_LITERAL=196
-DECIMAL_LITERAL=197
-HEXADECIMAL_LITERAL=198
-STRING_LITERAL=199
-PLACEHOLDER=200
+ESCAPE_CHAR_SINGLE=193
+ESCAPE_CHAR_DOUBLE=194
+IDENTIFIER=195
+FLOATING_LITERAL=196
+OCTAL_LITERAL=197
+DECIMAL_LITERAL=198
+HEXADECIMAL_LITERAL=199
+STRING_LITERAL=200
 ARROW=201
 ASTERISK=202
 BACKQUOTE=203
diff --git a/hogql_parser/HogQLParser.cpp b/hogql_parser/HogQLParser.cpp
index 60b83b24ed537..c2f987e39256d 100644
--- a/hogql_parser/HogQLParser.cpp
+++ b/hogql_parser/HogQLParser.cpp
@@ -61,11 +61,12 @@ void hogqlparserParserInitialize() {
       "ratioExpr", "settingExprList", "settingExpr", "windowExpr", "winPartitionByClause", 
       "winOrderByClause", "winFrameClause", "winFrameExtend", "winFrameBound", 
       "expr", "columnTypeExpr", "columnExprList", "columnExpr", "columnArgList", 
-      "columnArgExpr", "columnLambdaExpr", "withExprList", "withExpr", "columnIdentifier", 
-      "nestedIdentifier", "tableExpr", "tableFunctionExpr", "tableIdentifier", 
-      "tableArgList", "databaseIdentifier", "floatingLiteral", "numberLiteral", 
-      "literal", "interval", "keyword", "keywordForAlias", "alias", "identifier", 
-      "enumValue"
+      "columnArgExpr", "columnLambdaExpr", "hogqlxTagElement", "hogqlxTagAttribute", 
+      "withExprList", "withExpr", "columnIdentifier", "nestedIdentifier", 
+      "tableExpr", "tableFunctionExpr", "tableIdentifier", "tableArgList", 
+      "databaseIdentifier", "floatingLiteral", "numberLiteral", "literal", 
+      "interval", "keyword", "keywordForAlias", "alias", "identifier", "enumValue", 
+      "placeholder"
     },
     std::vector<std::string>{
       "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", 
@@ -114,8 +115,8 @@ void hogqlparserParserInitialize() {
       "TRIM", "TRUNCATE", "TTL", "TYPE", "UNBOUNDED", "UNION", "UPDATE", 
       "USE", "USING", "UUID", "VALUES", "VIEW", "VOLUME", "WATCH", "WEEK", 
       "WHEN", "WHERE", "WINDOW", "WITH", "YEAR", "JSON_FALSE", "JSON_TRUE", 
-      "ESCAPE_CHAR", "IDENTIFIER", "FLOATING_LITERAL", "OCTAL_LITERAL", 
-      "DECIMAL_LITERAL", "HEXADECIMAL_LITERAL", "STRING_LITERAL", "PLACEHOLDER", 
+      "ESCAPE_CHAR_SINGLE", "ESCAPE_CHAR_DOUBLE", "IDENTIFIER", "FLOATING_LITERAL", 
+      "OCTAL_LITERAL", "DECIMAL_LITERAL", "HEXADECIMAL_LITERAL", "STRING_LITERAL", 
       "ARROW", "ASTERISK", "BACKQUOTE", "BACKSLASH", "COLON", "COMMA", "CONCAT", 
       "DASH", "DOLLAR", "DOT", "EQ_DOUBLE", "EQ_SINGLE", "GT_EQ", "GT", 
       "HASH", "IREGEX_SINGLE", "IREGEX_DOUBLE", "LBRACE", "LBRACKET", "LPAREN", 
@@ -126,7 +127,7 @@ void hogqlparserParserInitialize() {
     }
   );
   static const int32_t serializedATNSegment[] = {
-  	4,1,242,922,2,0,7,0,2,1,7,1,2,2,7,2,2,3,7,3,2,4,7,4,2,5,7,5,2,6,7,6,2,
+  	4,1,242,959,2,0,7,0,2,1,7,1,2,2,7,2,2,3,7,3,2,4,7,4,2,5,7,5,2,6,7,6,2,
   	7,7,7,2,8,7,8,2,9,7,9,2,10,7,10,2,11,7,11,2,12,7,12,2,13,7,13,2,14,7,
   	14,2,15,7,15,2,16,7,16,2,17,7,17,2,18,7,18,2,19,7,19,2,20,7,20,2,21,7,
   	21,2,22,7,22,2,23,7,23,2,24,7,24,2,25,7,25,2,26,7,26,2,27,7,27,2,28,7,
@@ -134,335 +135,348 @@ void hogqlparserParserInitialize() {
   	35,2,36,7,36,2,37,7,37,2,38,7,38,2,39,7,39,2,40,7,40,2,41,7,41,2,42,7,
   	42,2,43,7,43,2,44,7,44,2,45,7,45,2,46,7,46,2,47,7,47,2,48,7,48,2,49,7,
   	49,2,50,7,50,2,51,7,51,2,52,7,52,2,53,7,53,2,54,7,54,2,55,7,55,2,56,7,
-  	56,2,57,7,57,2,58,7,58,1,0,1,0,3,0,121,8,0,1,0,1,0,1,1,1,1,1,1,1,1,5,
-  	1,129,8,1,10,1,12,1,132,9,1,1,2,1,2,1,2,1,2,1,2,3,2,139,8,2,1,3,3,3,142,
-  	8,3,1,3,1,3,3,3,146,8,3,1,3,3,3,149,8,3,1,3,1,3,3,3,153,8,3,1,3,3,3,156,
-  	8,3,1,3,3,3,159,8,3,1,3,3,3,162,8,3,1,3,3,3,165,8,3,1,3,1,3,3,3,169,8,
-  	3,1,3,1,3,3,3,173,8,3,1,3,3,3,176,8,3,1,3,3,3,179,8,3,1,3,3,3,182,8,3,
-  	1,3,1,3,3,3,186,8,3,1,3,3,3,189,8,3,1,4,1,4,1,4,1,5,1,5,1,5,1,5,3,5,198,
-  	8,5,1,6,1,6,1,6,1,7,3,7,204,8,7,1,7,1,7,1,7,1,7,1,8,1,8,1,8,1,8,1,8,1,
-  	8,1,8,1,8,1,8,1,8,1,8,1,8,1,8,5,8,223,8,8,10,8,12,8,226,9,8,1,9,1,9,1,
-  	9,1,10,1,10,1,10,1,11,1,11,1,11,1,11,1,11,1,11,1,11,1,11,3,11,242,8,11,
-  	1,12,1,12,1,12,1,13,1,13,1,13,1,13,1,14,1,14,1,14,1,14,1,15,1,15,1,15,
-  	1,15,3,15,259,8,15,1,15,1,15,1,15,1,15,3,15,265,8,15,1,15,1,15,1,15,1,
-  	15,3,15,271,8,15,1,15,1,15,1,15,1,15,1,15,1,15,1,15,1,15,1,15,3,15,282,
-  	8,15,3,15,284,8,15,1,16,1,16,1,16,1,17,1,17,1,17,1,18,1,18,1,18,3,18,
-  	295,8,18,1,18,3,18,298,8,18,1,18,1,18,1,18,1,18,3,18,304,8,18,1,18,1,
-  	18,1,18,1,18,1,18,1,18,3,18,312,8,18,1,18,1,18,1,18,1,18,5,18,318,8,18,
-  	10,18,12,18,321,9,18,1,19,3,19,324,8,19,1,19,1,19,1,19,3,19,329,8,19,
-  	1,19,3,19,332,8,19,1,19,3,19,335,8,19,1,19,1,19,3,19,339,8,19,1,19,1,
-  	19,3,19,343,8,19,1,19,3,19,346,8,19,3,19,348,8,19,1,19,3,19,351,8,19,
-  	1,19,1,19,3,19,355,8,19,1,19,1,19,3,19,359,8,19,1,19,3,19,362,8,19,3,
-  	19,364,8,19,3,19,366,8,19,1,20,1,20,1,20,3,20,371,8,20,1,21,1,21,1,21,
-  	1,21,1,21,1,21,1,21,1,21,1,21,3,21,382,8,21,1,22,1,22,1,22,1,22,3,22,
-  	388,8,22,1,23,1,23,1,23,5,23,393,8,23,10,23,12,23,396,9,23,1,24,1,24,
-  	3,24,400,8,24,1,24,1,24,3,24,404,8,24,1,24,1,24,3,24,408,8,24,1,25,1,
-  	25,1,25,1,25,3,25,414,8,25,3,25,416,8,25,1,26,1,26,1,26,5,26,421,8,26,
-  	10,26,12,26,424,9,26,1,27,1,27,1,27,1,27,1,28,3,28,431,8,28,1,28,3,28,
-  	434,8,28,1,28,3,28,437,8,28,1,29,1,29,1,29,1,29,1,30,1,30,1,30,1,30,1,
-  	31,1,31,1,31,1,32,1,32,1,32,1,32,1,32,1,32,3,32,456,8,32,1,33,1,33,1,
-  	33,1,33,1,33,1,33,1,33,1,33,1,33,1,33,1,33,1,33,3,33,470,8,33,1,34,1,
-  	34,1,34,1,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,484,8,35,10,
-  	35,12,35,487,9,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,496,8,35,10,
-  	35,12,35,499,9,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,508,8,35,10,
-  	35,12,35,511,9,35,1,35,1,35,1,35,1,35,1,35,3,35,518,8,35,1,35,1,35,3,
-  	35,522,8,35,1,36,1,36,1,36,5,36,527,8,36,10,36,12,36,530,9,36,1,37,1,
-  	37,1,37,3,37,535,8,37,1,37,1,37,1,37,1,37,1,37,4,37,542,8,37,11,37,12,
-  	37,543,1,37,1,37,3,37,548,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,
+  	56,2,57,7,57,2,58,7,58,2,59,7,59,2,60,7,60,2,61,7,61,1,0,1,0,1,0,3,0,
+  	128,8,0,1,0,1,0,1,1,1,1,1,1,1,1,5,1,136,8,1,10,1,12,1,139,9,1,1,2,1,2,
+  	1,2,1,2,1,2,3,2,146,8,2,1,3,3,3,149,8,3,1,3,1,3,3,3,153,8,3,1,3,3,3,156,
+  	8,3,1,3,1,3,3,3,160,8,3,1,3,3,3,163,8,3,1,3,3,3,166,8,3,1,3,3,3,169,8,
+  	3,1,3,3,3,172,8,3,1,3,1,3,3,3,176,8,3,1,3,1,3,3,3,180,8,3,1,3,3,3,183,
+  	8,3,1,3,3,3,186,8,3,1,3,3,3,189,8,3,1,3,1,3,3,3,193,8,3,1,3,3,3,196,8,
+  	3,1,4,1,4,1,4,1,5,1,5,1,5,1,5,3,5,205,8,5,1,6,1,6,1,6,1,7,3,7,211,8,7,
+  	1,7,1,7,1,7,1,7,1,8,1,8,1,8,1,8,1,8,1,8,1,8,1,8,1,8,1,8,1,8,1,8,1,8,5,
+  	8,230,8,8,10,8,12,8,233,9,8,1,9,1,9,1,9,1,10,1,10,1,10,1,11,1,11,1,11,
+  	1,11,1,11,1,11,1,11,1,11,3,11,249,8,11,1,12,1,12,1,12,1,13,1,13,1,13,
+  	1,13,1,14,1,14,1,14,1,14,1,15,1,15,1,15,1,15,3,15,266,8,15,1,15,1,15,
+  	1,15,1,15,3,15,272,8,15,1,15,1,15,1,15,1,15,3,15,278,8,15,1,15,1,15,1,
+  	15,1,15,1,15,1,15,1,15,1,15,1,15,3,15,289,8,15,3,15,291,8,15,1,16,1,16,
+  	1,16,1,17,1,17,1,17,1,18,1,18,1,18,3,18,302,8,18,1,18,3,18,305,8,18,1,
+  	18,1,18,1,18,1,18,3,18,311,8,18,1,18,1,18,1,18,1,18,1,18,1,18,3,18,319,
+  	8,18,1,18,1,18,1,18,1,18,5,18,325,8,18,10,18,12,18,328,9,18,1,19,3,19,
+  	331,8,19,1,19,1,19,1,19,3,19,336,8,19,1,19,3,19,339,8,19,1,19,3,19,342,
+  	8,19,1,19,1,19,3,19,346,8,19,1,19,1,19,3,19,350,8,19,1,19,3,19,353,8,
+  	19,3,19,355,8,19,1,19,3,19,358,8,19,1,19,1,19,3,19,362,8,19,1,19,1,19,
+  	3,19,366,8,19,1,19,3,19,369,8,19,3,19,371,8,19,3,19,373,8,19,1,20,1,20,
+  	1,20,3,20,378,8,20,1,21,1,21,1,21,1,21,1,21,1,21,1,21,1,21,1,21,3,21,
+  	389,8,21,1,22,1,22,1,22,1,22,3,22,395,8,22,1,23,1,23,1,23,5,23,400,8,
+  	23,10,23,12,23,403,9,23,1,24,1,24,3,24,407,8,24,1,24,1,24,3,24,411,8,
+  	24,1,24,1,24,3,24,415,8,24,1,25,1,25,1,25,1,25,3,25,421,8,25,3,25,423,
+  	8,25,1,26,1,26,1,26,5,26,428,8,26,10,26,12,26,431,9,26,1,27,1,27,1,27,
+  	1,27,1,28,3,28,438,8,28,1,28,3,28,441,8,28,1,28,3,28,444,8,28,1,29,1,
+  	29,1,29,1,29,1,30,1,30,1,30,1,30,1,31,1,31,1,31,1,32,1,32,1,32,1,32,1,
+  	32,1,32,3,32,463,8,32,1,33,1,33,1,33,1,33,1,33,1,33,1,33,1,33,1,33,1,
+  	33,1,33,1,33,3,33,477,8,33,1,34,1,34,1,34,1,35,1,35,1,35,1,35,1,35,1,
+  	35,1,35,1,35,1,35,5,35,491,8,35,10,35,12,35,494,9,35,1,35,1,35,1,35,1,
+  	35,1,35,1,35,1,35,5,35,503,8,35,10,35,12,35,506,9,35,1,35,1,35,1,35,1,
+  	35,1,35,1,35,1,35,5,35,515,8,35,10,35,12,35,518,9,35,1,35,1,35,1,35,1,
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-  	1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,596,8,37,
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-  	1,37,1,37,1,37,1,37,3,37,640,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,
-  	1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,657,8,37,1,37,1,37,3,37,
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-  	37,674,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,37,686,
-  	8,37,1,37,1,37,3,37,690,8,37,1,37,3,37,693,8,37,1,37,1,37,1,37,1,37,1,
-  	37,1,37,1,37,3,37,702,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,
-  	37,1,37,1,37,1,37,3,37,716,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,
-  	37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,1,
-  	37,1,37,1,37,1,37,3,37,743,8,37,1,37,1,37,1,37,1,37,1,37,1,37,1,37,3,
-  	37,752,8,37,5,37,754,8,37,10,37,12,37,757,9,37,1,38,1,38,1,38,5,38,762,
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-  	5,40,775,8,40,10,40,12,40,778,9,40,1,40,1,40,1,40,1,40,1,40,5,40,785,
-  	8,40,10,40,12,40,788,9,40,3,40,790,8,40,1,40,1,40,1,40,1,41,1,41,1,41,
-  	5,41,798,8,41,10,41,12,41,801,9,41,1,42,1,42,1,42,1,42,1,42,1,42,1,42,
-  	1,42,1,42,1,42,3,42,813,8,42,1,43,1,43,1,43,1,43,3,43,819,8,43,1,43,3,
-  	43,822,8,43,1,44,1,44,1,44,5,44,827,8,44,10,44,12,44,830,9,44,1,45,1,
-  	45,1,45,1,45,1,45,1,45,1,45,1,45,3,45,840,8,45,1,45,1,45,1,45,1,45,3,
-  	45,846,8,45,5,45,848,8,45,10,45,12,45,851,9,45,1,46,1,46,1,46,3,46,856,
-  	8,46,1,46,1,46,1,47,1,47,1,47,3,47,863,8,47,1,47,1,47,1,48,1,48,1,48,
-  	5,48,870,8,48,10,48,12,48,873,9,48,1,49,1,49,1,50,1,50,1,50,1,50,1,50,
-  	1,50,3,50,883,8,50,3,50,885,8,50,1,51,3,51,888,8,51,1,51,1,51,1,51,1,
-  	51,1,51,1,51,3,51,896,8,51,1,52,1,52,1,52,3,52,901,8,52,1,53,1,53,1,54,
-  	1,54,1,55,1,55,1,56,1,56,3,56,911,8,56,1,57,1,57,1,57,3,57,916,8,57,1,
-  	58,1,58,1,58,1,58,1,58,0,3,36,74,90,59,0,2,4,6,8,10,12,14,16,18,20,22,
-  	24,26,28,30,32,34,36,38,40,42,44,46,48,50,52,54,56,58,60,62,64,66,68,
-  	70,72,74,76,78,80,82,84,86,88,90,92,94,96,98,100,102,104,106,108,110,
-  	112,114,116,0,16,2,0,32,32,141,141,2,0,84,84,96,96,3,0,4,4,8,8,12,12,
-  	4,0,4,4,7,8,12,12,147,147,2,0,96,96,140,140,2,0,4,4,8,8,2,0,11,11,42,
-  	43,2,0,62,62,93,93,2,0,133,133,143,143,3,0,17,17,95,95,170,170,2,0,79,
-  	79,98,98,1,0,196,197,2,0,208,208,228,228,8,0,37,37,76,76,108,108,110,
-  	110,132,132,145,145,185,185,190,190,13,0,2,24,26,36,38,75,77,81,83,107,
-  	109,109,111,112,114,115,117,130,133,144,146,184,186,189,191,192,4,0,36,
-  	36,62,62,77,77,91,91,1043,0,120,1,0,0,0,2,124,1,0,0,0,4,138,1,0,0,0,6,
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-  	121,122,1,0,0,0,122,123,5,0,0,1,123,1,1,0,0,0,124,130,3,4,2,0,125,126,
-  	5,176,0,0,126,127,5,4,0,0,127,129,3,4,2,0,128,125,1,0,0,0,129,132,1,0,
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-  	139,3,6,3,0,134,135,5,220,0,0,135,136,3,2,1,0,136,137,5,236,0,0,137,139,
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-  	141,140,1,0,0,0,141,142,1,0,0,0,142,143,1,0,0,0,143,145,5,146,0,0,144,
-  	146,5,49,0,0,145,144,1,0,0,0,145,146,1,0,0,0,146,148,1,0,0,0,147,149,
-  	3,10,5,0,148,147,1,0,0,0,148,149,1,0,0,0,149,150,1,0,0,0,150,152,3,72,
-  	36,0,151,153,3,12,6,0,152,151,1,0,0,0,152,153,1,0,0,0,153,155,1,0,0,0,
-  	154,156,3,14,7,0,155,154,1,0,0,0,155,156,1,0,0,0,156,158,1,0,0,0,157,
-  	159,3,18,9,0,158,157,1,0,0,0,158,159,1,0,0,0,159,161,1,0,0,0,160,162,
-  	3,20,10,0,161,160,1,0,0,0,161,162,1,0,0,0,162,164,1,0,0,0,163,165,3,22,
-  	11,0,164,163,1,0,0,0,164,165,1,0,0,0,165,168,1,0,0,0,166,167,5,189,0,
-  	0,167,169,7,0,0,0,168,166,1,0,0,0,168,169,1,0,0,0,169,172,1,0,0,0,170,
-  	171,5,189,0,0,171,173,5,169,0,0,172,170,1,0,0,0,172,173,1,0,0,0,173,175,
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-  	180,182,3,26,13,0,181,180,1,0,0,0,181,182,1,0,0,0,182,185,1,0,0,0,183,
-  	186,3,30,15,0,184,186,3,32,16,0,185,183,1,0,0,0,185,184,1,0,0,0,185,186,
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-  	194,5,168,0,0,194,197,5,197,0,0,195,196,5,189,0,0,196,198,5,164,0,0,197,
-  	195,1,0,0,0,197,198,1,0,0,0,198,11,1,0,0,0,199,200,5,68,0,0,200,201,3,
-  	36,18,0,201,13,1,0,0,0,202,204,7,1,0,0,203,202,1,0,0,0,203,204,1,0,0,
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-  	208,15,1,0,0,0,209,210,5,188,0,0,210,211,3,114,57,0,211,212,5,10,0,0,
-  	212,213,5,220,0,0,213,214,3,56,28,0,214,224,5,236,0,0,215,216,5,206,0,
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-  	28,0,220,221,5,236,0,0,221,223,1,0,0,0,222,215,1,0,0,0,223,226,1,0,0,
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-  	251,252,5,18,0,0,252,253,3,72,36,0,253,29,1,0,0,0,254,255,5,99,0,0,255,
-  	258,3,74,37,0,256,257,5,206,0,0,257,259,3,74,37,0,258,256,1,0,0,0,258,
-  	259,1,0,0,0,259,264,1,0,0,0,260,261,5,189,0,0,261,265,5,164,0,0,262,263,
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-  	272,273,5,118,0,0,273,274,3,74,37,0,274,284,1,0,0,0,275,276,5,99,0,0,
-  	276,277,3,74,37,0,277,278,5,118,0,0,278,281,3,74,37,0,279,280,5,18,0,
-  	0,280,282,3,72,36,0,281,279,1,0,0,0,281,282,1,0,0,0,282,284,1,0,0,0,283,
-  	254,1,0,0,0,283,266,1,0,0,0,283,275,1,0,0,0,284,31,1,0,0,0,285,286,5,
-  	118,0,0,286,287,3,74,37,0,287,33,1,0,0,0,288,289,5,150,0,0,289,290,3,
-  	52,26,0,290,35,1,0,0,0,291,292,6,18,-1,0,292,294,3,90,45,0,293,295,5,
-  	61,0,0,294,293,1,0,0,0,294,295,1,0,0,0,295,297,1,0,0,0,296,298,3,44,22,
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-  	36,18,4,308,318,1,0,0,0,309,311,10,4,0,0,310,312,3,38,19,0,311,310,1,
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-  	321,1,0,0,0,319,317,1,0,0,0,319,320,1,0,0,0,320,37,1,0,0,0,321,319,1,
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-  	325,332,5,84,0,0,326,328,5,84,0,0,327,329,7,2,0,0,328,327,1,0,0,0,328,
-  	329,1,0,0,0,329,332,1,0,0,0,330,332,7,2,0,0,331,323,1,0,0,0,331,326,1,
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-  	334,335,1,0,0,0,335,336,1,0,0,0,336,338,7,4,0,0,337,339,5,123,0,0,338,
-  	337,1,0,0,0,338,339,1,0,0,0,339,348,1,0,0,0,340,342,7,4,0,0,341,343,5,
-  	123,0,0,342,341,1,0,0,0,342,343,1,0,0,0,343,345,1,0,0,0,344,346,7,3,0,
-  	0,345,344,1,0,0,0,345,346,1,0,0,0,346,348,1,0,0,0,347,334,1,0,0,0,347,
-  	340,1,0,0,0,348,366,1,0,0,0,349,351,7,5,0,0,350,349,1,0,0,0,350,351,1,
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-  	0,358,357,1,0,0,0,358,359,1,0,0,0,359,361,1,0,0,0,360,362,7,5,0,0,361,
-  	360,1,0,0,0,361,362,1,0,0,0,362,364,1,0,0,0,363,350,1,0,0,0,363,356,1,
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-  	366,39,1,0,0,0,367,368,5,31,0,0,368,371,5,90,0,0,369,371,5,206,0,0,370,
-  	367,1,0,0,0,370,369,1,0,0,0,371,41,1,0,0,0,372,373,5,119,0,0,373,382,
-  	3,72,36,0,374,375,5,179,0,0,375,376,5,220,0,0,376,377,3,72,36,0,377,378,
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-  	395,1,0,0,0,395,47,1,0,0,0,396,394,1,0,0,0,397,399,3,74,37,0,398,400,
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+  	1,0,0,0,860,858,1,0,0,0,860,861,1,0,0,0,861,93,1,0,0,0,862,860,1,0,0,
+  	0,863,864,6,47,-1,0,864,873,3,98,49,0,865,873,3,96,48,0,866,867,5,220,
+  	0,0,867,868,3,2,1,0,868,869,5,236,0,0,869,873,1,0,0,0,870,873,3,82,41,
+  	0,871,873,3,122,61,0,872,863,1,0,0,0,872,865,1,0,0,0,872,866,1,0,0,0,
+  	872,870,1,0,0,0,872,871,1,0,0,0,873,882,1,0,0,0,874,878,10,3,0,0,875,
+  	879,3,116,58,0,876,877,5,10,0,0,877,879,3,118,59,0,878,875,1,0,0,0,878,
+  	876,1,0,0,0,879,881,1,0,0,0,880,874,1,0,0,0,881,884,1,0,0,0,882,880,1,
+  	0,0,0,882,883,1,0,0,0,883,95,1,0,0,0,884,882,1,0,0,0,885,886,3,118,59,
+  	0,886,888,5,220,0,0,887,889,3,100,50,0,888,887,1,0,0,0,888,889,1,0,0,
+  	0,889,890,1,0,0,0,890,891,5,236,0,0,891,97,1,0,0,0,892,893,3,102,51,0,
+  	893,894,5,210,0,0,894,896,1,0,0,0,895,892,1,0,0,0,895,896,1,0,0,0,896,
+  	897,1,0,0,0,897,898,3,118,59,0,898,99,1,0,0,0,899,904,3,74,37,0,900,901,
+  	5,206,0,0,901,903,3,74,37,0,902,900,1,0,0,0,903,906,1,0,0,0,904,902,1,
+  	0,0,0,904,905,1,0,0,0,905,101,1,0,0,0,906,904,1,0,0,0,907,908,3,118,59,
+  	0,908,103,1,0,0,0,909,918,5,196,0,0,910,911,5,210,0,0,911,918,7,11,0,
+  	0,912,913,5,198,0,0,913,915,5,210,0,0,914,916,7,11,0,0,915,914,1,0,0,
+  	0,915,916,1,0,0,0,916,918,1,0,0,0,917,909,1,0,0,0,917,910,1,0,0,0,917,
+  	912,1,0,0,0,918,105,1,0,0,0,919,921,7,12,0,0,920,919,1,0,0,0,920,921,
+  	1,0,0,0,921,928,1,0,0,0,922,929,3,104,52,0,923,929,5,197,0,0,924,929,
+  	5,198,0,0,925,929,5,199,0,0,926,929,5,82,0,0,927,929,5,113,0,0,928,922,
+  	1,0,0,0,928,923,1,0,0,0,928,924,1,0,0,0,928,925,1,0,0,0,928,926,1,0,0,
+  	0,928,927,1,0,0,0,929,107,1,0,0,0,930,934,3,106,53,0,931,934,5,200,0,
+  	0,932,934,5,116,0,0,933,930,1,0,0,0,933,931,1,0,0,0,933,932,1,0,0,0,934,
+  	109,1,0,0,0,935,936,7,13,0,0,936,111,1,0,0,0,937,938,7,14,0,0,938,113,
+  	1,0,0,0,939,940,7,15,0,0,940,115,1,0,0,0,941,944,5,195,0,0,942,944,3,
+  	114,57,0,943,941,1,0,0,0,943,942,1,0,0,0,944,117,1,0,0,0,945,949,5,195,
+  	0,0,946,949,3,110,55,0,947,949,3,112,56,0,948,945,1,0,0,0,948,946,1,0,
+  	0,0,948,947,1,0,0,0,949,119,1,0,0,0,950,951,5,200,0,0,951,952,5,212,0,
+  	0,952,953,3,106,53,0,953,121,1,0,0,0,954,955,5,218,0,0,955,956,3,118,
+  	59,0,956,957,5,234,0,0,957,123,1,0,0,0,117,127,137,145,148,152,155,159,
+  	162,165,168,171,175,179,182,185,188,192,195,204,210,231,248,265,271,277,
+  	288,290,301,304,310,318,324,326,330,335,338,341,345,349,352,354,357,361,
+  	365,368,370,372,377,388,394,401,406,410,414,420,422,429,437,440,443,462,
+  	476,492,504,516,524,528,535,541,550,554,585,602,614,624,627,631,634,647,
+  	664,668,674,681,693,697,700,709,723,750,759,761,763,771,776,784,794,797,
+  	807,824,831,844,850,853,860,872,878,882,888,895,904,915,917,920,928,933,
+  	943,948
   };
   staticData->serializedATN = antlr4::atn::SerializedATNView(serializedATNSegment, sizeof(serializedATNSegment) / sizeof(serializedATNSegment[0]));
 
@@ -529,6 +543,10 @@ HogQLParser::SelectStmtContext* HogQLParser::SelectContext::selectStmt() {
   return getRuleContext<HogQLParser::SelectStmtContext>(0);
 }
 
+HogQLParser::HogqlxTagElementContext* HogQLParser::SelectContext::hogqlxTagElement() {
+  return getRuleContext<HogQLParser::HogqlxTagElementContext>(0);
+}
+
 
 size_t HogQLParser::SelectContext::getRuleIndex() const {
   return HogQLParser::RuleSelect;
@@ -555,25 +573,31 @@ HogQLParser::SelectContext* HogQLParser::select() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(120);
+    setState(127);
     _errHandler->sync(this);
     switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 0, _ctx)) {
     case 1: {
-      setState(118);
+      setState(124);
       selectUnionStmt();
       break;
     }
 
     case 2: {
-      setState(119);
+      setState(125);
       selectStmt();
       break;
     }
 
+    case 3: {
+      setState(126);
+      hogqlxTagElement();
+      break;
+    }
+
     default:
       break;
     }
-    setState(122);
+    setState(129);
     match(HogQLParser::EOF);
    
   }
@@ -643,19 +667,19 @@ HogQLParser::SelectUnionStmtContext* HogQLParser::selectUnionStmt() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(124);
+    setState(131);
     selectStmtWithParens();
-    setState(130);
+    setState(137);
     _errHandler->sync(this);
     _la = _input->LA(1);
     while (_la == HogQLParser::UNION) {
-      setState(125);
+      setState(132);
       match(HogQLParser::UNION);
-      setState(126);
+      setState(133);
       match(HogQLParser::ALL);
-      setState(127);
+      setState(134);
       selectStmtWithParens();
-      setState(132);
+      setState(139);
       _errHandler->sync(this);
       _la = _input->LA(1);
     }
@@ -717,24 +741,24 @@ HogQLParser::SelectStmtWithParensContext* HogQLParser::selectStmtWithParens() {
     exitRule();
   });
   try {
-    setState(138);
+    setState(145);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::SELECT:
       case HogQLParser::WITH: {
         enterOuterAlt(_localctx, 1);
-        setState(133);
+        setState(140);
         selectStmt();
         break;
       }
 
       case HogQLParser::LPAREN: {
         enterOuterAlt(_localctx, 2);
-        setState(134);
+        setState(141);
         match(HogQLParser::LPAREN);
-        setState(135);
+        setState(142);
         selectUnionStmt();
-        setState(136);
+        setState(143);
         match(HogQLParser::RPAREN);
         break;
       }
@@ -870,22 +894,22 @@ HogQLParser::SelectStmtContext* HogQLParser::selectStmt() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(141);
+    setState(148);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::WITH) {
-      setState(140);
+      setState(147);
       antlrcpp::downCast<SelectStmtContext *>(_localctx)->with = withClause();
     }
-    setState(143);
+    setState(150);
     match(HogQLParser::SELECT);
-    setState(145);
+    setState(152);
     _errHandler->sync(this);
 
     switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 4, _ctx)) {
     case 1: {
-      setState(144);
+      setState(151);
       match(HogQLParser::DISTINCT);
       break;
     }
@@ -893,12 +917,12 @@ HogQLParser::SelectStmtContext* HogQLParser::selectStmt() {
     default:
       break;
     }
-    setState(148);
+    setState(155);
     _errHandler->sync(this);
 
     switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 5, _ctx)) {
     case 1: {
-      setState(147);
+      setState(154);
       topClause();
       break;
     }
@@ -906,58 +930,58 @@ HogQLParser::SelectStmtContext* HogQLParser::selectStmt() {
     default:
       break;
     }
-    setState(150);
+    setState(157);
     antlrcpp::downCast<SelectStmtContext *>(_localctx)->columns = columnExprList();
-    setState(152);
+    setState(159);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::FROM) {
-      setState(151);
+      setState(158);
       antlrcpp::downCast<SelectStmtContext *>(_localctx)->from = fromClause();
     }
-    setState(155);
+    setState(162);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::ARRAY || _la == HogQLParser::INNER
 
     || _la == HogQLParser::LEFT) {
-      setState(154);
+      setState(161);
       arrayJoinClause();
     }
-    setState(158);
+    setState(165);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::PREWHERE) {
-      setState(157);
+      setState(164);
       prewhereClause();
     }
-    setState(161);
+    setState(168);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::WHERE) {
-      setState(160);
+      setState(167);
       antlrcpp::downCast<SelectStmtContext *>(_localctx)->where = whereClause();
     }
-    setState(164);
+    setState(171);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::GROUP) {
-      setState(163);
+      setState(170);
       groupByClause();
     }
-    setState(168);
+    setState(175);
     _errHandler->sync(this);
 
     switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 11, _ctx)) {
     case 1: {
-      setState(166);
+      setState(173);
       match(HogQLParser::WITH);
-      setState(167);
+      setState(174);
       _la = _input->LA(1);
       if (!(_la == HogQLParser::CUBE || _la == HogQLParser::ROLLUP)) {
       _errHandler->recoverInline(this);
@@ -972,51 +996,51 @@ HogQLParser::SelectStmtContext* HogQLParser::selectStmt() {
     default:
       break;
     }
-    setState(172);
+    setState(179);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::WITH) {
-      setState(170);
+      setState(177);
       match(HogQLParser::WITH);
-      setState(171);
+      setState(178);
       match(HogQLParser::TOTALS);
     }
-    setState(175);
+    setState(182);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::HAVING) {
-      setState(174);
+      setState(181);
       havingClause();
     }
-    setState(178);
+    setState(185);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::WINDOW) {
-      setState(177);
+      setState(184);
       windowClause();
     }
-    setState(181);
+    setState(188);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::ORDER) {
-      setState(180);
+      setState(187);
       orderByClause();
     }
-    setState(185);
+    setState(192);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::LIMIT: {
-        setState(183);
+        setState(190);
         limitAndOffsetClause();
         break;
       }
 
       case HogQLParser::OFFSET: {
-        setState(184);
+        setState(191);
         offsetOnlyClause();
         break;
       }
@@ -1031,12 +1055,12 @@ HogQLParser::SelectStmtContext* HogQLParser::selectStmt() {
     default:
       break;
     }
-    setState(188);
+    setState(195);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::SETTINGS) {
-      setState(187);
+      setState(194);
       settingsClause();
     }
    
@@ -1090,9 +1114,9 @@ HogQLParser::WithClauseContext* HogQLParser::withClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(190);
+    setState(197);
     match(HogQLParser::WITH);
-    setState(191);
+    setState(198);
     withExprList();
    
   }
@@ -1153,18 +1177,18 @@ HogQLParser::TopClauseContext* HogQLParser::topClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(193);
+    setState(200);
     match(HogQLParser::TOP);
-    setState(194);
+    setState(201);
     match(HogQLParser::DECIMAL_LITERAL);
-    setState(197);
+    setState(204);
     _errHandler->sync(this);
 
     switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 18, _ctx)) {
     case 1: {
-      setState(195);
+      setState(202);
       match(HogQLParser::WITH);
-      setState(196);
+      setState(203);
       match(HogQLParser::TIES);
       break;
     }
@@ -1223,9 +1247,9 @@ HogQLParser::FromClauseContext* HogQLParser::fromClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(199);
+    setState(206);
     match(HogQLParser::FROM);
-    setState(200);
+    setState(207);
     joinExpr(0);
    
   }
@@ -1291,14 +1315,14 @@ HogQLParser::ArrayJoinClauseContext* HogQLParser::arrayJoinClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(203);
+    setState(210);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::INNER
 
     || _la == HogQLParser::LEFT) {
-      setState(202);
+      setState(209);
       _la = _input->LA(1);
       if (!(_la == HogQLParser::INNER
 
@@ -1310,11 +1334,11 @@ HogQLParser::ArrayJoinClauseContext* HogQLParser::arrayJoinClause() {
         consume();
       }
     }
-    setState(205);
+    setState(212);
     match(HogQLParser::ARRAY);
-    setState(206);
+    setState(213);
     match(HogQLParser::JOIN);
-    setState(207);
+    setState(214);
     columnExprList();
    
   }
@@ -1412,35 +1436,35 @@ HogQLParser::WindowClauseContext* HogQLParser::windowClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(209);
+    setState(216);
     match(HogQLParser::WINDOW);
-    setState(210);
+    setState(217);
     identifier();
-    setState(211);
+    setState(218);
     match(HogQLParser::AS);
-    setState(212);
+    setState(219);
     match(HogQLParser::LPAREN);
-    setState(213);
+    setState(220);
     windowExpr();
-    setState(214);
+    setState(221);
     match(HogQLParser::RPAREN);
-    setState(224);
+    setState(231);
     _errHandler->sync(this);
     _la = _input->LA(1);
     while (_la == HogQLParser::COMMA) {
-      setState(215);
+      setState(222);
       match(HogQLParser::COMMA);
-      setState(216);
+      setState(223);
       identifier();
-      setState(217);
+      setState(224);
       match(HogQLParser::AS);
-      setState(218);
+      setState(225);
       match(HogQLParser::LPAREN);
-      setState(219);
+      setState(226);
       windowExpr();
-      setState(220);
+      setState(227);
       match(HogQLParser::RPAREN);
-      setState(226);
+      setState(233);
       _errHandler->sync(this);
       _la = _input->LA(1);
     }
@@ -1495,9 +1519,9 @@ HogQLParser::PrewhereClauseContext* HogQLParser::prewhereClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(227);
+    setState(234);
     match(HogQLParser::PREWHERE);
-    setState(228);
+    setState(235);
     columnExpr(0);
    
   }
@@ -1550,9 +1574,9 @@ HogQLParser::WhereClauseContext* HogQLParser::whereClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(230);
+    setState(237);
     match(HogQLParser::WHERE);
-    setState(231);
+    setState(238);
     columnExpr(0);
    
   }
@@ -1626,15 +1650,15 @@ HogQLParser::GroupByClauseContext* HogQLParser::groupByClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(233);
+    setState(240);
     match(HogQLParser::GROUP);
-    setState(234);
-    match(HogQLParser::BY);
     setState(241);
+    match(HogQLParser::BY);
+    setState(248);
     _errHandler->sync(this);
     switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 21, _ctx)) {
     case 1: {
-      setState(235);
+      setState(242);
       _la = _input->LA(1);
       if (!(_la == HogQLParser::CUBE || _la == HogQLParser::ROLLUP)) {
       _errHandler->recoverInline(this);
@@ -1643,17 +1667,17 @@ HogQLParser::GroupByClauseContext* HogQLParser::groupByClause() {
         _errHandler->reportMatch(this);
         consume();
       }
-      setState(236);
+      setState(243);
       match(HogQLParser::LPAREN);
-      setState(237);
+      setState(244);
       columnExprList();
-      setState(238);
+      setState(245);
       match(HogQLParser::RPAREN);
       break;
     }
 
     case 2: {
-      setState(240);
+      setState(247);
       columnExprList();
       break;
     }
@@ -1712,9 +1736,9 @@ HogQLParser::HavingClauseContext* HogQLParser::havingClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(243);
+    setState(250);
     match(HogQLParser::HAVING);
-    setState(244);
+    setState(251);
     columnExpr(0);
    
   }
@@ -1771,11 +1795,11 @@ HogQLParser::OrderByClauseContext* HogQLParser::orderByClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(246);
+    setState(253);
     match(HogQLParser::ORDER);
-    setState(247);
+    setState(254);
     match(HogQLParser::BY);
-    setState(248);
+    setState(255);
     orderExprList();
    
   }
@@ -1832,11 +1856,11 @@ HogQLParser::ProjectionOrderByClauseContext* HogQLParser::projectionOrderByClaus
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(250);
+    setState(257);
     match(HogQLParser::ORDER);
-    setState(251);
+    setState(258);
     match(HogQLParser::BY);
-    setState(252);
+    setState(259);
     columnExprList();
    
   }
@@ -1917,40 +1941,40 @@ HogQLParser::LimitAndOffsetClauseContext* HogQLParser::limitAndOffsetClause() {
     exitRule();
   });
   try {
-    setState(283);
+    setState(290);
     _errHandler->sync(this);
     switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 26, _ctx)) {
     case 1: {
       enterOuterAlt(_localctx, 1);
-      setState(254);
+      setState(261);
       match(HogQLParser::LIMIT);
-      setState(255);
+      setState(262);
       columnExpr(0);
-      setState(258);
+      setState(265);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
       if (_la == HogQLParser::COMMA) {
-        setState(256);
+        setState(263);
         match(HogQLParser::COMMA);
-        setState(257);
+        setState(264);
         columnExpr(0);
       }
-      setState(264);
+      setState(271);
       _errHandler->sync(this);
       switch (_input->LA(1)) {
         case HogQLParser::WITH: {
-          setState(260);
+          setState(267);
           match(HogQLParser::WITH);
-          setState(261);
+          setState(268);
           match(HogQLParser::TIES);
           break;
         }
 
         case HogQLParser::BY: {
-          setState(262);
+          setState(269);
           match(HogQLParser::BY);
-          setState(263);
+          setState(270);
           columnExprList();
           break;
         }
@@ -1970,45 +1994,45 @@ HogQLParser::LimitAndOffsetClauseContext* HogQLParser::limitAndOffsetClause() {
 
     case 2: {
       enterOuterAlt(_localctx, 2);
-      setState(266);
+      setState(273);
       match(HogQLParser::LIMIT);
-      setState(267);
+      setState(274);
       columnExpr(0);
-      setState(270);
+      setState(277);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
       if (_la == HogQLParser::WITH) {
-        setState(268);
+        setState(275);
         match(HogQLParser::WITH);
-        setState(269);
+        setState(276);
         match(HogQLParser::TIES);
       }
-      setState(272);
+      setState(279);
       match(HogQLParser::OFFSET);
-      setState(273);
+      setState(280);
       columnExpr(0);
       break;
     }
 
     case 3: {
       enterOuterAlt(_localctx, 3);
-      setState(275);
+      setState(282);
       match(HogQLParser::LIMIT);
-      setState(276);
+      setState(283);
       columnExpr(0);
-      setState(277);
+      setState(284);
       match(HogQLParser::OFFSET);
-      setState(278);
+      setState(285);
       columnExpr(0);
-      setState(281);
+      setState(288);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
       if (_la == HogQLParser::BY) {
-        setState(279);
+        setState(286);
         match(HogQLParser::BY);
-        setState(280);
+        setState(287);
         columnExprList();
       }
       break;
@@ -2068,9 +2092,9 @@ HogQLParser::OffsetOnlyClauseContext* HogQLParser::offsetOnlyClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(285);
+    setState(292);
     match(HogQLParser::OFFSET);
-    setState(286);
+    setState(293);
     columnExpr(0);
    
   }
@@ -2123,9 +2147,9 @@ HogQLParser::SettingsClauseContext* HogQLParser::settingsClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(288);
+    setState(295);
     match(HogQLParser::SETTINGS);
-    setState(289);
+    setState(296);
     settingExprList();
    
   }
@@ -2279,7 +2303,7 @@ HogQLParser::JoinExprContext* HogQLParser::joinExpr(int precedence) {
   try {
     size_t alt;
     enterOuterAlt(_localctx, 1);
-    setState(303);
+    setState(310);
     _errHandler->sync(this);
     switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 29, _ctx)) {
     case 1: {
@@ -2287,14 +2311,14 @@ HogQLParser::JoinExprContext* HogQLParser::joinExpr(int precedence) {
       _ctx = _localctx;
       previousContext = _localctx;
 
-      setState(292);
+      setState(299);
       tableExpr(0);
-      setState(294);
+      setState(301);
       _errHandler->sync(this);
 
       switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 27, _ctx)) {
       case 1: {
-        setState(293);
+        setState(300);
         match(HogQLParser::FINAL);
         break;
       }
@@ -2302,12 +2326,12 @@ HogQLParser::JoinExprContext* HogQLParser::joinExpr(int precedence) {
       default:
         break;
       }
-      setState(297);
+      setState(304);
       _errHandler->sync(this);
 
       switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 28, _ctx)) {
       case 1: {
-        setState(296);
+        setState(303);
         sampleClause();
         break;
       }
@@ -2322,11 +2346,11 @@ HogQLParser::JoinExprContext* HogQLParser::joinExpr(int precedence) {
       _localctx = _tracker.createInstance<JoinExprParensContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(299);
+      setState(306);
       match(HogQLParser::LPAREN);
-      setState(300);
+      setState(307);
       joinExpr(0);
-      setState(301);
+      setState(308);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -2335,7 +2359,7 @@ HogQLParser::JoinExprContext* HogQLParser::joinExpr(int precedence) {
       break;
     }
     _ctx->stop = _input->LT(-1);
-    setState(319);
+    setState(326);
     _errHandler->sync(this);
     alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 32, _ctx);
     while (alt != 2 && alt != atn::ATN::INVALID_ALT_NUMBER) {
@@ -2343,19 +2367,19 @@ HogQLParser::JoinExprContext* HogQLParser::joinExpr(int precedence) {
         if (!_parseListeners.empty())
           triggerExitRuleEvent();
         previousContext = _localctx;
-        setState(317);
+        setState(324);
         _errHandler->sync(this);
         switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 31, _ctx)) {
         case 1: {
           auto newContext = _tracker.createInstance<JoinExprCrossOpContext>(_tracker.createInstance<JoinExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleJoinExpr);
-          setState(305);
+          setState(312);
 
           if (!(precpred(_ctx, 3))) throw FailedPredicateException(this, "precpred(_ctx, 3)");
-          setState(306);
+          setState(313);
           joinOpCross();
-          setState(307);
+          setState(314);
           joinExpr(4);
           break;
         }
@@ -2364,10 +2388,10 @@ HogQLParser::JoinExprContext* HogQLParser::joinExpr(int precedence) {
           auto newContext = _tracker.createInstance<JoinExprOpContext>(_tracker.createInstance<JoinExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleJoinExpr);
-          setState(309);
+          setState(316);
 
           if (!(precpred(_ctx, 4))) throw FailedPredicateException(this, "precpred(_ctx, 4)");
-          setState(311);
+          setState(318);
           _errHandler->sync(this);
 
           _la = _input->LA(1);
@@ -2376,14 +2400,14 @@ HogQLParser::JoinExprContext* HogQLParser::joinExpr(int precedence) {
             ((1ULL << (_la - 69)) & 134250497) != 0) || _la == HogQLParser::RIGHT
 
           || _la == HogQLParser::SEMI) {
-            setState(310);
+            setState(317);
             joinOp();
           }
-          setState(313);
+          setState(320);
           match(HogQLParser::JOIN);
-          setState(314);
+          setState(321);
           joinExpr(0);
-          setState(315);
+          setState(322);
           joinConstraintClause();
           break;
         }
@@ -2392,7 +2416,7 @@ HogQLParser::JoinExprContext* HogQLParser::joinExpr(int precedence) {
           break;
         } 
       }
-      setState(321);
+      setState(328);
       _errHandler->sync(this);
       alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 32, _ctx);
     }
@@ -2530,23 +2554,23 @@ HogQLParser::JoinOpContext* HogQLParser::joinOp() {
     exitRule();
   });
   try {
-    setState(365);
+    setState(372);
     _errHandler->sync(this);
     switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 46, _ctx)) {
     case 1: {
       _localctx = _tracker.createInstance<HogQLParser::JoinOpInnerContext>(_localctx);
       enterOuterAlt(_localctx, 1);
-      setState(331);
+      setState(338);
       _errHandler->sync(this);
       switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 35, _ctx)) {
       case 1: {
-        setState(323);
+        setState(330);
         _errHandler->sync(this);
 
         _la = _input->LA(1);
         if ((((_la & ~ 0x3fULL) == 0) &&
           ((1ULL << _la) & 4368) != 0)) {
-          setState(322);
+          setState(329);
           _la = _input->LA(1);
           if (!((((_la & ~ 0x3fULL) == 0) &&
             ((1ULL << _la) & 4368) != 0))) {
@@ -2557,21 +2581,21 @@ HogQLParser::JoinOpContext* HogQLParser::joinOp() {
             consume();
           }
         }
-        setState(325);
+        setState(332);
         match(HogQLParser::INNER);
         break;
       }
 
       case 2: {
-        setState(326);
+        setState(333);
         match(HogQLParser::INNER);
-        setState(328);
+        setState(335);
         _errHandler->sync(this);
 
         _la = _input->LA(1);
         if ((((_la & ~ 0x3fULL) == 0) &&
           ((1ULL << _la) & 4368) != 0)) {
-          setState(327);
+          setState(334);
           _la = _input->LA(1);
           if (!((((_la & ~ 0x3fULL) == 0) &&
             ((1ULL << _la) & 4368) != 0))) {
@@ -2586,7 +2610,7 @@ HogQLParser::JoinOpContext* HogQLParser::joinOp() {
       }
 
       case 3: {
-        setState(330);
+        setState(337);
         _la = _input->LA(1);
         if (!((((_la & ~ 0x3fULL) == 0) &&
           ((1ULL << _la) & 4368) != 0))) {
@@ -2608,17 +2632,17 @@ HogQLParser::JoinOpContext* HogQLParser::joinOp() {
     case 2: {
       _localctx = _tracker.createInstance<HogQLParser::JoinOpLeftRightContext>(_localctx);
       enterOuterAlt(_localctx, 2);
-      setState(347);
+      setState(354);
       _errHandler->sync(this);
       switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 40, _ctx)) {
       case 1: {
-        setState(334);
+        setState(341);
         _errHandler->sync(this);
 
         _la = _input->LA(1);
         if ((((_la & ~ 0x3fULL) == 0) &&
           ((1ULL << _la) & 4496) != 0) || _la == HogQLParser::SEMI) {
-          setState(333);
+          setState(340);
           _la = _input->LA(1);
           if (!((((_la & ~ 0x3fULL) == 0) &&
             ((1ULL << _la) & 4496) != 0) || _la == HogQLParser::SEMI)) {
@@ -2629,7 +2653,7 @@ HogQLParser::JoinOpContext* HogQLParser::joinOp() {
             consume();
           }
         }
-        setState(336);
+        setState(343);
         _la = _input->LA(1);
         if (!(_la == HogQLParser::LEFT
 
@@ -2640,19 +2664,19 @@ HogQLParser::JoinOpContext* HogQLParser::joinOp() {
           _errHandler->reportMatch(this);
           consume();
         }
-        setState(338);
+        setState(345);
         _errHandler->sync(this);
 
         _la = _input->LA(1);
         if (_la == HogQLParser::OUTER) {
-          setState(337);
+          setState(344);
           match(HogQLParser::OUTER);
         }
         break;
       }
 
       case 2: {
-        setState(340);
+        setState(347);
         _la = _input->LA(1);
         if (!(_la == HogQLParser::LEFT
 
@@ -2663,21 +2687,21 @@ HogQLParser::JoinOpContext* HogQLParser::joinOp() {
           _errHandler->reportMatch(this);
           consume();
         }
-        setState(342);
+        setState(349);
         _errHandler->sync(this);
 
         _la = _input->LA(1);
         if (_la == HogQLParser::OUTER) {
-          setState(341);
+          setState(348);
           match(HogQLParser::OUTER);
         }
-        setState(345);
+        setState(352);
         _errHandler->sync(this);
 
         _la = _input->LA(1);
         if ((((_la & ~ 0x3fULL) == 0) &&
           ((1ULL << _la) & 4496) != 0) || _la == HogQLParser::SEMI) {
-          setState(344);
+          setState(351);
           _la = _input->LA(1);
           if (!((((_la & ~ 0x3fULL) == 0) &&
             ((1ULL << _la) & 4496) != 0) || _la == HogQLParser::SEMI)) {
@@ -2700,18 +2724,18 @@ HogQLParser::JoinOpContext* HogQLParser::joinOp() {
     case 3: {
       _localctx = _tracker.createInstance<HogQLParser::JoinOpFullContext>(_localctx);
       enterOuterAlt(_localctx, 3);
-      setState(363);
+      setState(370);
       _errHandler->sync(this);
       switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 45, _ctx)) {
       case 1: {
-        setState(350);
+        setState(357);
         _errHandler->sync(this);
 
         _la = _input->LA(1);
         if (_la == HogQLParser::ALL
 
         || _la == HogQLParser::ANY) {
-          setState(349);
+          setState(356);
           _la = _input->LA(1);
           if (!(_la == HogQLParser::ALL
 
@@ -2723,38 +2747,38 @@ HogQLParser::JoinOpContext* HogQLParser::joinOp() {
             consume();
           }
         }
-        setState(352);
+        setState(359);
         match(HogQLParser::FULL);
-        setState(354);
+        setState(361);
         _errHandler->sync(this);
 
         _la = _input->LA(1);
         if (_la == HogQLParser::OUTER) {
-          setState(353);
+          setState(360);
           match(HogQLParser::OUTER);
         }
         break;
       }
 
       case 2: {
-        setState(356);
+        setState(363);
         match(HogQLParser::FULL);
-        setState(358);
+        setState(365);
         _errHandler->sync(this);
 
         _la = _input->LA(1);
         if (_la == HogQLParser::OUTER) {
-          setState(357);
+          setState(364);
           match(HogQLParser::OUTER);
         }
-        setState(361);
+        setState(368);
         _errHandler->sync(this);
 
         _la = _input->LA(1);
         if (_la == HogQLParser::ALL
 
         || _la == HogQLParser::ANY) {
-          setState(360);
+          setState(367);
           _la = _input->LA(1);
           if (!(_la == HogQLParser::ALL
 
@@ -2832,21 +2856,21 @@ HogQLParser::JoinOpCrossContext* HogQLParser::joinOpCross() {
     exitRule();
   });
   try {
-    setState(370);
+    setState(377);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::CROSS: {
         enterOuterAlt(_localctx, 1);
-        setState(367);
+        setState(374);
         match(HogQLParser::CROSS);
-        setState(368);
+        setState(375);
         match(HogQLParser::JOIN);
         break;
       }
 
       case HogQLParser::COMMA: {
         enterOuterAlt(_localctx, 2);
-        setState(369);
+        setState(376);
         match(HogQLParser::COMMA);
         break;
       }
@@ -2916,36 +2940,36 @@ HogQLParser::JoinConstraintClauseContext* HogQLParser::joinConstraintClause() {
     exitRule();
   });
   try {
-    setState(381);
+    setState(388);
     _errHandler->sync(this);
     switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 48, _ctx)) {
     case 1: {
       enterOuterAlt(_localctx, 1);
-      setState(372);
+      setState(379);
       match(HogQLParser::ON);
-      setState(373);
+      setState(380);
       columnExprList();
       break;
     }
 
     case 2: {
       enterOuterAlt(_localctx, 2);
-      setState(374);
+      setState(381);
       match(HogQLParser::USING);
-      setState(375);
+      setState(382);
       match(HogQLParser::LPAREN);
-      setState(376);
+      setState(383);
       columnExprList();
-      setState(377);
+      setState(384);
       match(HogQLParser::RPAREN);
       break;
     }
 
     case 3: {
       enterOuterAlt(_localctx, 3);
-      setState(379);
+      setState(386);
       match(HogQLParser::USING);
-      setState(380);
+      setState(387);
       columnExprList();
       break;
     }
@@ -3012,18 +3036,18 @@ HogQLParser::SampleClauseContext* HogQLParser::sampleClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(383);
+    setState(390);
     match(HogQLParser::SAMPLE);
-    setState(384);
+    setState(391);
     ratioExpr();
-    setState(387);
+    setState(394);
     _errHandler->sync(this);
 
     switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 49, _ctx)) {
     case 1: {
-      setState(385);
+      setState(392);
       match(HogQLParser::OFFSET);
-      setState(386);
+      setState(393);
       ratioExpr();
       break;
     }
@@ -3091,17 +3115,17 @@ HogQLParser::OrderExprListContext* HogQLParser::orderExprList() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(389);
+    setState(396);
     orderExpr();
-    setState(394);
+    setState(401);
     _errHandler->sync(this);
     _la = _input->LA(1);
     while (_la == HogQLParser::COMMA) {
-      setState(390);
+      setState(397);
       match(HogQLParser::COMMA);
-      setState(391);
+      setState(398);
       orderExpr();
-      setState(396);
+      setState(403);
       _errHandler->sync(this);
       _la = _input->LA(1);
     }
@@ -3185,15 +3209,15 @@ HogQLParser::OrderExprContext* HogQLParser::orderExpr() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(397);
+    setState(404);
     columnExpr(0);
-    setState(399);
+    setState(406);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if ((((_la & ~ 0x3fULL) == 0) &&
       ((1ULL << _la) & 13194139535360) != 0)) {
-      setState(398);
+      setState(405);
       _la = _input->LA(1);
       if (!((((_la & ~ 0x3fULL) == 0) &&
         ((1ULL << _la) & 13194139535360) != 0))) {
@@ -3204,14 +3228,14 @@ HogQLParser::OrderExprContext* HogQLParser::orderExpr() {
         consume();
       }
     }
-    setState(403);
+    setState(410);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::NULLS) {
-      setState(401);
+      setState(408);
       match(HogQLParser::NULLS);
-      setState(402);
+      setState(409);
       _la = _input->LA(1);
       if (!(_la == HogQLParser::FIRST
 
@@ -3223,14 +3247,14 @@ HogQLParser::OrderExprContext* HogQLParser::orderExpr() {
         consume();
       }
     }
-    setState(407);
+    setState(414);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::COLLATE) {
-      setState(405);
+      setState(412);
       match(HogQLParser::COLLATE);
-      setState(406);
+      setState(413);
       match(HogQLParser::STRING_LITERAL);
     }
    
@@ -3250,8 +3274,8 @@ HogQLParser::RatioExprContext::RatioExprContext(ParserRuleContext *parent, size_
   : ParserRuleContext(parent, invokingState) {
 }
 
-tree::TerminalNode* HogQLParser::RatioExprContext::PLACEHOLDER() {
-  return getToken(HogQLParser::PLACEHOLDER, 0);
+HogQLParser::PlaceholderContext* HogQLParser::RatioExprContext::placeholder() {
+  return getRuleContext<HogQLParser::PlaceholderContext>(0);
 }
 
 std::vector<HogQLParser::NumberLiteralContext *> HogQLParser::RatioExprContext::numberLiteral() {
@@ -3291,13 +3315,13 @@ HogQLParser::RatioExprContext* HogQLParser::ratioExpr() {
     exitRule();
   });
   try {
-    setState(415);
+    setState(422);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
-      case HogQLParser::PLACEHOLDER: {
+      case HogQLParser::LBRACE: {
         enterOuterAlt(_localctx, 1);
-        setState(409);
-        match(HogQLParser::PLACEHOLDER);
+        setState(416);
+        placeholder();
         break;
       }
 
@@ -3311,16 +3335,16 @@ HogQLParser::RatioExprContext* HogQLParser::ratioExpr() {
       case HogQLParser::DOT:
       case HogQLParser::PLUS: {
         enterOuterAlt(_localctx, 2);
-        setState(410);
+        setState(417);
         numberLiteral();
-        setState(413);
+        setState(420);
         _errHandler->sync(this);
 
         switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 54, _ctx)) {
         case 1: {
-          setState(411);
+          setState(418);
           match(HogQLParser::SLASH);
-          setState(412);
+          setState(419);
           numberLiteral();
           break;
         }
@@ -3394,17 +3418,17 @@ HogQLParser::SettingExprListContext* HogQLParser::settingExprList() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(417);
+    setState(424);
     settingExpr();
-    setState(422);
+    setState(429);
     _errHandler->sync(this);
     _la = _input->LA(1);
     while (_la == HogQLParser::COMMA) {
-      setState(418);
+      setState(425);
       match(HogQLParser::COMMA);
-      setState(419);
+      setState(426);
       settingExpr();
-      setState(424);
+      setState(431);
       _errHandler->sync(this);
       _la = _input->LA(1);
     }
@@ -3463,11 +3487,11 @@ HogQLParser::SettingExprContext* HogQLParser::settingExpr() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(425);
+    setState(432);
     identifier();
-    setState(426);
+    setState(433);
     match(HogQLParser::EQ_SINGLE);
-    setState(427);
+    setState(434);
     literal();
    
   }
@@ -3525,30 +3549,30 @@ HogQLParser::WindowExprContext* HogQLParser::windowExpr() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(430);
+    setState(437);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::PARTITION) {
-      setState(429);
+      setState(436);
       winPartitionByClause();
     }
-    setState(433);
+    setState(440);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::ORDER) {
-      setState(432);
+      setState(439);
       winOrderByClause();
     }
-    setState(436);
+    setState(443);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::RANGE
 
     || _la == HogQLParser::ROWS) {
-      setState(435);
+      setState(442);
       winFrameClause();
     }
    
@@ -3606,11 +3630,11 @@ HogQLParser::WinPartitionByClauseContext* HogQLParser::winPartitionByClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(438);
+    setState(445);
     match(HogQLParser::PARTITION);
-    setState(439);
+    setState(446);
     match(HogQLParser::BY);
-    setState(440);
+    setState(447);
     columnExprList();
    
   }
@@ -3667,11 +3691,11 @@ HogQLParser::WinOrderByClauseContext* HogQLParser::winOrderByClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(442);
+    setState(449);
     match(HogQLParser::ORDER);
-    setState(443);
+    setState(450);
     match(HogQLParser::BY);
-    setState(444);
+    setState(451);
     orderExprList();
    
   }
@@ -3729,7 +3753,7 @@ HogQLParser::WinFrameClauseContext* HogQLParser::winFrameClause() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(446);
+    setState(453);
     _la = _input->LA(1);
     if (!(_la == HogQLParser::RANGE
 
@@ -3740,7 +3764,7 @@ HogQLParser::WinFrameClauseContext* HogQLParser::winFrameClause() {
       _errHandler->reportMatch(this);
       consume();
     }
-    setState(447);
+    setState(454);
     winFrameExtend();
    
   }
@@ -3822,7 +3846,7 @@ HogQLParser::WinFrameExtendContext* HogQLParser::winFrameExtend() {
     exitRule();
   });
   try {
-    setState(455);
+    setState(462);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::CURRENT:
@@ -3838,7 +3862,7 @@ HogQLParser::WinFrameExtendContext* HogQLParser::winFrameExtend() {
       case HogQLParser::PLUS: {
         _localctx = _tracker.createInstance<HogQLParser::FrameStartContext>(_localctx);
         enterOuterAlt(_localctx, 1);
-        setState(449);
+        setState(456);
         winFrameBound();
         break;
       }
@@ -3846,13 +3870,13 @@ HogQLParser::WinFrameExtendContext* HogQLParser::winFrameExtend() {
       case HogQLParser::BETWEEN: {
         _localctx = _tracker.createInstance<HogQLParser::FrameBetweenContext>(_localctx);
         enterOuterAlt(_localctx, 2);
-        setState(450);
+        setState(457);
         match(HogQLParser::BETWEEN);
-        setState(451);
+        setState(458);
         winFrameBound();
-        setState(452);
+        setState(459);
         match(HogQLParser::AND);
-        setState(453);
+        setState(460);
         winFrameBound();
         break;
       }
@@ -3927,45 +3951,45 @@ HogQLParser::WinFrameBoundContext* HogQLParser::winFrameBound() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(469);
+    setState(476);
     _errHandler->sync(this);
     switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 61, _ctx)) {
     case 1: {
-      setState(457);
+      setState(464);
       match(HogQLParser::CURRENT);
-      setState(458);
+      setState(465);
       match(HogQLParser::ROW);
       break;
     }
 
     case 2: {
-      setState(459);
+      setState(466);
       match(HogQLParser::UNBOUNDED);
-      setState(460);
+      setState(467);
       match(HogQLParser::PRECEDING);
       break;
     }
 
     case 3: {
-      setState(461);
+      setState(468);
       match(HogQLParser::UNBOUNDED);
-      setState(462);
+      setState(469);
       match(HogQLParser::FOLLOWING);
       break;
     }
 
     case 4: {
-      setState(463);
+      setState(470);
       numberLiteral();
-      setState(464);
+      setState(471);
       match(HogQLParser::PRECEDING);
       break;
     }
 
     case 5: {
-      setState(466);
+      setState(473);
       numberLiteral();
-      setState(467);
+      setState(474);
       match(HogQLParser::FOLLOWING);
       break;
     }
@@ -4024,9 +4048,9 @@ HogQLParser::ExprContext* HogQLParser::expr() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(471);
+    setState(478);
     columnExpr(0);
-    setState(472);
+    setState(479);
     match(HogQLParser::EOF);
    
   }
@@ -4230,13 +4254,13 @@ HogQLParser::ColumnTypeExprContext* HogQLParser::columnTypeExpr() {
     exitRule();
   });
   try {
-    setState(521);
+    setState(528);
     _errHandler->sync(this);
     switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 66, _ctx)) {
     case 1: {
       _localctx = _tracker.createInstance<HogQLParser::ColumnTypeExprSimpleContext>(_localctx);
       enterOuterAlt(_localctx, 1);
-      setState(474);
+      setState(481);
       identifier();
       break;
     }
@@ -4244,29 +4268,29 @@ HogQLParser::ColumnTypeExprContext* HogQLParser::columnTypeExpr() {
     case 2: {
       _localctx = _tracker.createInstance<HogQLParser::ColumnTypeExprNestedContext>(_localctx);
       enterOuterAlt(_localctx, 2);
-      setState(475);
+      setState(482);
       identifier();
-      setState(476);
+      setState(483);
       match(HogQLParser::LPAREN);
-      setState(477);
+      setState(484);
       identifier();
-      setState(478);
-      columnTypeExpr();
       setState(485);
+      columnTypeExpr();
+      setState(492);
       _errHandler->sync(this);
       _la = _input->LA(1);
       while (_la == HogQLParser::COMMA) {
-        setState(479);
+        setState(486);
         match(HogQLParser::COMMA);
-        setState(480);
+        setState(487);
         identifier();
-        setState(481);
+        setState(488);
         columnTypeExpr();
-        setState(487);
+        setState(494);
         _errHandler->sync(this);
         _la = _input->LA(1);
       }
-      setState(488);
+      setState(495);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -4274,25 +4298,25 @@ HogQLParser::ColumnTypeExprContext* HogQLParser::columnTypeExpr() {
     case 3: {
       _localctx = _tracker.createInstance<HogQLParser::ColumnTypeExprEnumContext>(_localctx);
       enterOuterAlt(_localctx, 3);
-      setState(490);
+      setState(497);
       identifier();
-      setState(491);
+      setState(498);
       match(HogQLParser::LPAREN);
-      setState(492);
+      setState(499);
       enumValue();
-      setState(497);
+      setState(504);
       _errHandler->sync(this);
       _la = _input->LA(1);
       while (_la == HogQLParser::COMMA) {
-        setState(493);
+        setState(500);
         match(HogQLParser::COMMA);
-        setState(494);
+        setState(501);
         enumValue();
-        setState(499);
+        setState(506);
         _errHandler->sync(this);
         _la = _input->LA(1);
       }
-      setState(500);
+      setState(507);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -4300,25 +4324,25 @@ HogQLParser::ColumnTypeExprContext* HogQLParser::columnTypeExpr() {
     case 4: {
       _localctx = _tracker.createInstance<HogQLParser::ColumnTypeExprComplexContext>(_localctx);
       enterOuterAlt(_localctx, 4);
-      setState(502);
+      setState(509);
       identifier();
-      setState(503);
+      setState(510);
       match(HogQLParser::LPAREN);
-      setState(504);
+      setState(511);
       columnTypeExpr();
-      setState(509);
+      setState(516);
       _errHandler->sync(this);
       _la = _input->LA(1);
       while (_la == HogQLParser::COMMA) {
-        setState(505);
+        setState(512);
         match(HogQLParser::COMMA);
-        setState(506);
+        setState(513);
         columnTypeExpr();
-        setState(511);
+        setState(518);
         _errHandler->sync(this);
         _la = _input->LA(1);
       }
-      setState(512);
+      setState(519);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -4326,11 +4350,11 @@ HogQLParser::ColumnTypeExprContext* HogQLParser::columnTypeExpr() {
     case 5: {
       _localctx = _tracker.createInstance<HogQLParser::ColumnTypeExprParamContext>(_localctx);
       enterOuterAlt(_localctx, 5);
-      setState(514);
+      setState(521);
       identifier();
-      setState(515);
+      setState(522);
       match(HogQLParser::LPAREN);
-      setState(517);
+      setState(524);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
@@ -4338,11 +4362,11 @@ HogQLParser::ColumnTypeExprContext* HogQLParser::columnTypeExpr() {
         ((1ULL << _la) & -33554436) != 0) || ((((_la - 64) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 64)) & -1) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 128)) & -9) != 0) || ((((_la - 192) & ~ 0x3fULL) == 0) &&
-        ((1ULL << (_la - 192)) & 69122459133) != 0)) {
-        setState(516);
+        ((1ULL << (_la - 192)) & 70263309817) != 0)) {
+        setState(523);
         columnExprList();
       }
-      setState(519);
+      setState(526);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -4410,19 +4434,19 @@ HogQLParser::ColumnExprListContext* HogQLParser::columnExprList() {
   try {
     size_t alt;
     enterOuterAlt(_localctx, 1);
-    setState(523);
+    setState(530);
     columnExpr(0);
-    setState(528);
+    setState(535);
     _errHandler->sync(this);
     alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 67, _ctx);
     while (alt != 2 && alt != atn::ATN::INVALID_ALT_NUMBER) {
       if (alt == 1) {
-        setState(524);
+        setState(531);
         match(HogQLParser::COMMA);
-        setState(525);
+        setState(532);
         columnExpr(0); 
       }
-      setState(530);
+      setState(537);
       _errHandler->sync(this);
       alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 67, _ctx);
     }
@@ -5007,6 +5031,21 @@ std::any HogQLParser::ColumnExprTrimContext::accept(tree::ParseTreeVisitor *visi
   else
     return visitor->visitChildren(this);
 }
+//----------------- ColumnExprTagElementContext ------------------------------------------------------------------
+
+HogQLParser::HogqlxTagElementContext* HogQLParser::ColumnExprTagElementContext::hogqlxTagElement() {
+  return getRuleContext<HogQLParser::HogqlxTagElementContext>(0);
+}
+
+HogQLParser::ColumnExprTagElementContext::ColumnExprTagElementContext(ColumnExprContext *ctx) { copyFrom(ctx); }
+
+
+std::any HogQLParser::ColumnExprTagElementContext::accept(tree::ParseTreeVisitor *visitor) {
+  if (auto parserVisitor = dynamic_cast<HogQLParserVisitor*>(visitor))
+    return parserVisitor->visitColumnExprTagElement(this);
+  else
+    return visitor->visitChildren(this);
+}
 //----------------- ColumnExprTupleContext ------------------------------------------------------------------
 
 tree::TerminalNode* HogQLParser::ColumnExprTupleContext::LPAREN() {
@@ -5457,7 +5496,7 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
   try {
     size_t alt;
     enterOuterAlt(_localctx, 1);
-    setState(660);
+    setState(668);
     _errHandler->sync(this);
     switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 80, _ctx)) {
     case 1: {
@@ -5465,14 +5504,14 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _ctx = _localctx;
       previousContext = _localctx;
 
-      setState(532);
+      setState(539);
       match(HogQLParser::CASE);
-      setState(534);
+      setState(541);
       _errHandler->sync(this);
 
       switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 68, _ctx)) {
       case 1: {
-        setState(533);
+        setState(540);
         antlrcpp::downCast<ColumnExprCaseContext *>(_localctx)->caseExpr = columnExpr(0);
         break;
       }
@@ -5480,33 +5519,33 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       default:
         break;
       }
-      setState(541); 
+      setState(548); 
       _errHandler->sync(this);
       _la = _input->LA(1);
       do {
-        setState(536);
+        setState(543);
         match(HogQLParser::WHEN);
-        setState(537);
+        setState(544);
         antlrcpp::downCast<ColumnExprCaseContext *>(_localctx)->whenExpr = columnExpr(0);
-        setState(538);
+        setState(545);
         match(HogQLParser::THEN);
-        setState(539);
+        setState(546);
         antlrcpp::downCast<ColumnExprCaseContext *>(_localctx)->thenExpr = columnExpr(0);
-        setState(543); 
+        setState(550); 
         _errHandler->sync(this);
         _la = _input->LA(1);
       } while (_la == HogQLParser::WHEN);
-      setState(547);
+      setState(554);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
       if (_la == HogQLParser::ELSE) {
-        setState(545);
+        setState(552);
         match(HogQLParser::ELSE);
-        setState(546);
+        setState(553);
         antlrcpp::downCast<ColumnExprCaseContext *>(_localctx)->elseExpr = columnExpr(0);
       }
-      setState(549);
+      setState(556);
       match(HogQLParser::END);
       break;
     }
@@ -5515,17 +5554,17 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprCastContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(551);
+      setState(558);
       match(HogQLParser::CAST);
-      setState(552);
+      setState(559);
       match(HogQLParser::LPAREN);
-      setState(553);
+      setState(560);
       columnExpr(0);
-      setState(554);
+      setState(561);
       match(HogQLParser::AS);
-      setState(555);
+      setState(562);
       columnTypeExpr();
-      setState(556);
+      setState(563);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -5534,9 +5573,9 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprDateContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(558);
+      setState(565);
       match(HogQLParser::DATE);
-      setState(559);
+      setState(566);
       match(HogQLParser::STRING_LITERAL);
       break;
     }
@@ -5545,17 +5584,17 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprExtractContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(560);
+      setState(567);
       match(HogQLParser::EXTRACT);
-      setState(561);
+      setState(568);
       match(HogQLParser::LPAREN);
-      setState(562);
+      setState(569);
       interval();
-      setState(563);
+      setState(570);
       match(HogQLParser::FROM);
-      setState(564);
+      setState(571);
       columnExpr(0);
-      setState(565);
+      setState(572);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -5564,11 +5603,11 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprIntervalContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(567);
+      setState(574);
       match(HogQLParser::INTERVAL);
-      setState(568);
+      setState(575);
       columnExpr(0);
-      setState(569);
+      setState(576);
       interval();
       break;
     }
@@ -5577,27 +5616,27 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprSubstringContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(571);
+      setState(578);
       match(HogQLParser::SUBSTRING);
-      setState(572);
+      setState(579);
       match(HogQLParser::LPAREN);
-      setState(573);
+      setState(580);
       columnExpr(0);
-      setState(574);
+      setState(581);
       match(HogQLParser::FROM);
-      setState(575);
+      setState(582);
       columnExpr(0);
-      setState(578);
+      setState(585);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
       if (_la == HogQLParser::FOR) {
-        setState(576);
+        setState(583);
         match(HogQLParser::FOR);
-        setState(577);
+        setState(584);
         columnExpr(0);
       }
-      setState(580);
+      setState(587);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -5606,9 +5645,9 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprTimestampContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(582);
+      setState(589);
       match(HogQLParser::TIMESTAMP);
-      setState(583);
+      setState(590);
       match(HogQLParser::STRING_LITERAL);
       break;
     }
@@ -5617,11 +5656,11 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprTrimContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(584);
+      setState(591);
       match(HogQLParser::TRIM);
-      setState(585);
+      setState(592);
       match(HogQLParser::LPAREN);
-      setState(586);
+      setState(593);
       _la = _input->LA(1);
       if (!(_la == HogQLParser::BOTH || _la == HogQLParser::LEADING || _la == HogQLParser::TRAILING)) {
       _errHandler->recoverInline(this);
@@ -5630,13 +5669,13 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
         _errHandler->reportMatch(this);
         consume();
       }
-      setState(587);
+      setState(594);
       match(HogQLParser::STRING_LITERAL);
-      setState(588);
+      setState(595);
       match(HogQLParser::FROM);
-      setState(589);
+      setState(596);
       columnExpr(0);
-      setState(590);
+      setState(597);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -5645,12 +5684,12 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprWinFunctionContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(592);
+      setState(599);
       identifier();
 
-      setState(593);
+      setState(600);
       match(HogQLParser::LPAREN);
-      setState(595);
+      setState(602);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
@@ -5658,19 +5697,19 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
         ((1ULL << _la) & -33554436) != 0) || ((((_la - 64) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 64)) & -1) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 128)) & -9) != 0) || ((((_la - 192) & ~ 0x3fULL) == 0) &&
-        ((1ULL << (_la - 192)) & 69122459133) != 0)) {
-        setState(594);
+        ((1ULL << (_la - 192)) & 70263309817) != 0)) {
+        setState(601);
         columnExprList();
       }
-      setState(597);
+      setState(604);
       match(HogQLParser::RPAREN);
-      setState(599);
+      setState(606);
       match(HogQLParser::OVER);
-      setState(600);
+      setState(607);
       match(HogQLParser::LPAREN);
-      setState(601);
+      setState(608);
       windowExpr();
-      setState(602);
+      setState(609);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -5679,12 +5718,12 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprWinFunctionTargetContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(604);
+      setState(611);
       identifier();
 
-      setState(605);
+      setState(612);
       match(HogQLParser::LPAREN);
-      setState(607);
+      setState(614);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
@@ -5692,15 +5731,15 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
         ((1ULL << _la) & -33554436) != 0) || ((((_la - 64) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 64)) & -1) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 128)) & -9) != 0) || ((((_la - 192) & ~ 0x3fULL) == 0) &&
-        ((1ULL << (_la - 192)) & 69122459133) != 0)) {
-        setState(606);
+        ((1ULL << (_la - 192)) & 70263309817) != 0)) {
+        setState(613);
         columnExprList();
       }
-      setState(609);
+      setState(616);
       match(HogQLParser::RPAREN);
-      setState(611);
+      setState(618);
       match(HogQLParser::OVER);
-      setState(612);
+      setState(619);
       identifier();
       break;
     }
@@ -5709,16 +5748,16 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       _localctx = _tracker.createInstance<ColumnExprFunctionContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(614);
+      setState(621);
       identifier();
-      setState(620);
+      setState(627);
       _errHandler->sync(this);
 
       switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 75, _ctx)) {
       case 1: {
-        setState(615);
+        setState(622);
         match(HogQLParser::LPAREN);
-        setState(617);
+        setState(624);
         _errHandler->sync(this);
 
         _la = _input->LA(1);
@@ -5726,11 +5765,11 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           ((1ULL << _la) & -33554436) != 0) || ((((_la - 64) & ~ 0x3fULL) == 0) &&
           ((1ULL << (_la - 64)) & -1) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
           ((1ULL << (_la - 128)) & -9) != 0) || ((((_la - 192) & ~ 0x3fULL) == 0) &&
-          ((1ULL << (_la - 192)) & 69122459133) != 0)) {
-          setState(616);
+          ((1ULL << (_la - 192)) & 70263309817) != 0)) {
+          setState(623);
           columnExprList();
         }
-        setState(619);
+        setState(626);
         match(HogQLParser::RPAREN);
         break;
       }
@@ -5738,14 +5777,14 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       default:
         break;
       }
-      setState(622);
+      setState(629);
       match(HogQLParser::LPAREN);
-      setState(624);
+      setState(631);
       _errHandler->sync(this);
 
       switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 76, _ctx)) {
       case 1: {
-        setState(623);
+        setState(630);
         match(HogQLParser::DISTINCT);
         break;
       }
@@ -5753,7 +5792,7 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       default:
         break;
       }
-      setState(627);
+      setState(634);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
@@ -5761,51 +5800,60 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
         ((1ULL << _la) & -33554436) != 0) || ((((_la - 64) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 64)) & -1) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 128)) & -9) != 0) || ((((_la - 192) & ~ 0x3fULL) == 0) &&
-        ((1ULL << (_la - 192)) & 69122459133) != 0)) {
-        setState(626);
+        ((1ULL << (_la - 192)) & 70263309817) != 0)) {
+        setState(633);
         columnArgList();
       }
-      setState(629);
+      setState(636);
       match(HogQLParser::RPAREN);
       break;
     }
 
     case 12: {
-      _localctx = _tracker.createInstance<ColumnExprLiteralContext>(_localctx);
+      _localctx = _tracker.createInstance<ColumnExprTagElementContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(631);
-      literal();
+      setState(638);
+      hogqlxTagElement();
       break;
     }
 
     case 13: {
+      _localctx = _tracker.createInstance<ColumnExprLiteralContext>(_localctx);
+      _ctx = _localctx;
+      previousContext = _localctx;
+      setState(639);
+      literal();
+      break;
+    }
+
+    case 14: {
       _localctx = _tracker.createInstance<ColumnExprNegateContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(632);
+      setState(640);
       match(HogQLParser::DASH);
-      setState(633);
+      setState(641);
       columnExpr(18);
       break;
     }
 
-    case 14: {
+    case 15: {
       _localctx = _tracker.createInstance<ColumnExprNotContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(634);
+      setState(642);
       match(HogQLParser::NOT);
-      setState(635);
+      setState(643);
       columnExpr(12);
       break;
     }
 
-    case 15: {
+    case 16: {
       _localctx = _tracker.createInstance<ColumnExprAsteriskContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(639);
+      setState(647);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
@@ -5815,62 +5863,62 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
         ((1ULL << (_la - 128)) & -9) != 0) || _la == HogQLParser::JSON_TRUE
 
       || _la == HogQLParser::IDENTIFIER) {
-        setState(636);
+        setState(644);
         tableIdentifier();
-        setState(637);
+        setState(645);
         match(HogQLParser::DOT);
       }
-      setState(641);
+      setState(649);
       match(HogQLParser::ASTERISK);
       break;
     }
 
-    case 16: {
+    case 17: {
       _localctx = _tracker.createInstance<ColumnExprSubqueryContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(642);
+      setState(650);
       match(HogQLParser::LPAREN);
-      setState(643);
+      setState(651);
       selectUnionStmt();
-      setState(644);
+      setState(652);
       match(HogQLParser::RPAREN);
       break;
     }
 
-    case 17: {
+    case 18: {
       _localctx = _tracker.createInstance<ColumnExprParensContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(646);
+      setState(654);
       match(HogQLParser::LPAREN);
-      setState(647);
+      setState(655);
       columnExpr(0);
-      setState(648);
+      setState(656);
       match(HogQLParser::RPAREN);
       break;
     }
 
-    case 18: {
+    case 19: {
       _localctx = _tracker.createInstance<ColumnExprTupleContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(650);
+      setState(658);
       match(HogQLParser::LPAREN);
-      setState(651);
+      setState(659);
       columnExprList();
-      setState(652);
+      setState(660);
       match(HogQLParser::RPAREN);
       break;
     }
 
-    case 19: {
+    case 20: {
       _localctx = _tracker.createInstance<ColumnExprArrayContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(654);
+      setState(662);
       match(HogQLParser::LBRACKET);
-      setState(656);
+      setState(664);
       _errHandler->sync(this);
 
       _la = _input->LA(1);
@@ -5878,20 +5926,20 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
         ((1ULL << _la) & -33554436) != 0) || ((((_la - 64) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 64)) & -1) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
         ((1ULL << (_la - 128)) & -9) != 0) || ((((_la - 192) & ~ 0x3fULL) == 0) &&
-        ((1ULL << (_la - 192)) & 69122459133) != 0)) {
-        setState(655);
+        ((1ULL << (_la - 192)) & 70263309817) != 0)) {
+        setState(663);
         columnExprList();
       }
-      setState(658);
+      setState(666);
       match(HogQLParser::RBRACKET);
       break;
     }
 
-    case 20: {
+    case 21: {
       _localctx = _tracker.createInstance<ColumnExprIdentifierContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(659);
+      setState(667);
       columnIdentifier();
       break;
     }
@@ -5900,7 +5948,7 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
       break;
     }
     _ctx->stop = _input->LT(-1);
-    setState(755);
+    setState(763);
     _errHandler->sync(this);
     alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 91, _ctx);
     while (alt != 2 && alt != atn::ATN::INVALID_ALT_NUMBER) {
@@ -5908,7 +5956,7 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
         if (!_parseListeners.empty())
           triggerExitRuleEvent();
         previousContext = _localctx;
-        setState(753);
+        setState(761);
         _errHandler->sync(this);
         switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 90, _ctx)) {
         case 1: {
@@ -5916,26 +5964,26 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           _localctx = newContext;
           newContext->left = previousContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(662);
+          setState(670);
 
           if (!(precpred(_ctx, 17))) throw FailedPredicateException(this, "precpred(_ctx, 17)");
-          setState(666);
+          setState(674);
           _errHandler->sync(this);
           switch (_input->LA(1)) {
             case HogQLParser::ASTERISK: {
-              setState(663);
+              setState(671);
               antlrcpp::downCast<ColumnExprPrecedence1Context *>(_localctx)->operator_ = match(HogQLParser::ASTERISK);
               break;
             }
 
             case HogQLParser::SLASH: {
-              setState(664);
+              setState(672);
               antlrcpp::downCast<ColumnExprPrecedence1Context *>(_localctx)->operator_ = match(HogQLParser::SLASH);
               break;
             }
 
             case HogQLParser::PERCENT: {
-              setState(665);
+              setState(673);
               antlrcpp::downCast<ColumnExprPrecedence1Context *>(_localctx)->operator_ = match(HogQLParser::PERCENT);
               break;
             }
@@ -5943,7 +5991,7 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           default:
             throw NoViableAltException(this);
           }
-          setState(668);
+          setState(676);
           antlrcpp::downCast<ColumnExprPrecedence1Context *>(_localctx)->right = columnExpr(18);
           break;
         }
@@ -5953,26 +6001,26 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           _localctx = newContext;
           newContext->left = previousContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(669);
+          setState(677);
 
           if (!(precpred(_ctx, 16))) throw FailedPredicateException(this, "precpred(_ctx, 16)");
-          setState(673);
+          setState(681);
           _errHandler->sync(this);
           switch (_input->LA(1)) {
             case HogQLParser::PLUS: {
-              setState(670);
+              setState(678);
               antlrcpp::downCast<ColumnExprPrecedence2Context *>(_localctx)->operator_ = match(HogQLParser::PLUS);
               break;
             }
 
             case HogQLParser::DASH: {
-              setState(671);
+              setState(679);
               antlrcpp::downCast<ColumnExprPrecedence2Context *>(_localctx)->operator_ = match(HogQLParser::DASH);
               break;
             }
 
             case HogQLParser::CONCAT: {
-              setState(672);
+              setState(680);
               antlrcpp::downCast<ColumnExprPrecedence2Context *>(_localctx)->operator_ = match(HogQLParser::CONCAT);
               break;
             }
@@ -5980,7 +6028,7 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           default:
             throw NoViableAltException(this);
           }
-          setState(675);
+          setState(683);
           antlrcpp::downCast<ColumnExprPrecedence2Context *>(_localctx)->right = columnExpr(17);
           break;
         }
@@ -5990,86 +6038,86 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           _localctx = newContext;
           newContext->left = previousContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(676);
+          setState(684);
 
           if (!(precpred(_ctx, 15))) throw FailedPredicateException(this, "precpred(_ctx, 15)");
-          setState(701);
+          setState(709);
           _errHandler->sync(this);
           switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 86, _ctx)) {
           case 1: {
-            setState(677);
+            setState(685);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::EQ_DOUBLE);
             break;
           }
 
           case 2: {
-            setState(678);
+            setState(686);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::EQ_SINGLE);
             break;
           }
 
           case 3: {
-            setState(679);
+            setState(687);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::NOT_EQ);
             break;
           }
 
           case 4: {
-            setState(680);
+            setState(688);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::LT_EQ);
             break;
           }
 
           case 5: {
-            setState(681);
+            setState(689);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::LT);
             break;
           }
 
           case 6: {
-            setState(682);
+            setState(690);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::GT_EQ);
             break;
           }
 
           case 7: {
-            setState(683);
+            setState(691);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::GT);
             break;
           }
 
           case 8: {
-            setState(685);
+            setState(693);
             _errHandler->sync(this);
 
             _la = _input->LA(1);
             if (_la == HogQLParser::NOT) {
-              setState(684);
+              setState(692);
               antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::NOT);
             }
-            setState(687);
+            setState(695);
             match(HogQLParser::IN);
-            setState(689);
+            setState(697);
             _errHandler->sync(this);
 
             _la = _input->LA(1);
             if (_la == HogQLParser::COHORT) {
-              setState(688);
+              setState(696);
               match(HogQLParser::COHORT);
             }
             break;
           }
 
           case 9: {
-            setState(692);
+            setState(700);
             _errHandler->sync(this);
 
             _la = _input->LA(1);
             if (_la == HogQLParser::NOT) {
-              setState(691);
+              setState(699);
               antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::NOT);
             }
-            setState(694);
+            setState(702);
             _la = _input->LA(1);
             if (!(_la == HogQLParser::ILIKE
 
@@ -6084,37 +6132,37 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           }
 
           case 10: {
-            setState(695);
+            setState(703);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::REGEX_SINGLE);
             break;
           }
 
           case 11: {
-            setState(696);
+            setState(704);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::REGEX_DOUBLE);
             break;
           }
 
           case 12: {
-            setState(697);
+            setState(705);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::NOT_REGEX);
             break;
           }
 
           case 13: {
-            setState(698);
+            setState(706);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::IREGEX_SINGLE);
             break;
           }
 
           case 14: {
-            setState(699);
+            setState(707);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::IREGEX_DOUBLE);
             break;
           }
 
           case 15: {
-            setState(700);
+            setState(708);
             antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->operator_ = match(HogQLParser::NOT_IREGEX);
             break;
           }
@@ -6122,7 +6170,7 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           default:
             break;
           }
-          setState(703);
+          setState(711);
           antlrcpp::downCast<ColumnExprPrecedence3Context *>(_localctx)->right = columnExpr(16);
           break;
         }
@@ -6131,12 +6179,12 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprNullishContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(704);
+          setState(712);
 
           if (!(precpred(_ctx, 13))) throw FailedPredicateException(this, "precpred(_ctx, 13)");
-          setState(705);
+          setState(713);
           match(HogQLParser::NULLISH);
-          setState(706);
+          setState(714);
           columnExpr(14);
           break;
         }
@@ -6145,12 +6193,12 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprAndContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(707);
+          setState(715);
 
           if (!(precpred(_ctx, 11))) throw FailedPredicateException(this, "precpred(_ctx, 11)");
-          setState(708);
+          setState(716);
           match(HogQLParser::AND);
-          setState(709);
+          setState(717);
           columnExpr(12);
           break;
         }
@@ -6159,12 +6207,12 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprOrContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(710);
+          setState(718);
 
           if (!(precpred(_ctx, 10))) throw FailedPredicateException(this, "precpred(_ctx, 10)");
-          setState(711);
+          setState(719);
           match(HogQLParser::OR);
-          setState(712);
+          setState(720);
           columnExpr(11);
           break;
         }
@@ -6173,24 +6221,24 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprBetweenContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(713);
+          setState(721);
 
           if (!(precpred(_ctx, 9))) throw FailedPredicateException(this, "precpred(_ctx, 9)");
-          setState(715);
+          setState(723);
           _errHandler->sync(this);
 
           _la = _input->LA(1);
           if (_la == HogQLParser::NOT) {
-            setState(714);
+            setState(722);
             match(HogQLParser::NOT);
           }
-          setState(717);
+          setState(725);
           match(HogQLParser::BETWEEN);
-          setState(718);
+          setState(726);
           columnExpr(0);
-          setState(719);
+          setState(727);
           match(HogQLParser::AND);
-          setState(720);
+          setState(728);
           columnExpr(10);
           break;
         }
@@ -6199,16 +6247,16 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprTernaryOpContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(722);
+          setState(730);
 
           if (!(precpred(_ctx, 8))) throw FailedPredicateException(this, "precpred(_ctx, 8)");
-          setState(723);
+          setState(731);
           match(HogQLParser::QUERY);
-          setState(724);
+          setState(732);
           columnExpr(0);
-          setState(725);
+          setState(733);
           match(HogQLParser::COLON);
-          setState(726);
+          setState(734);
           columnExpr(8);
           break;
         }
@@ -6217,14 +6265,14 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprArrayAccessContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(728);
+          setState(736);
 
           if (!(precpred(_ctx, 21))) throw FailedPredicateException(this, "precpred(_ctx, 21)");
-          setState(729);
+          setState(737);
           match(HogQLParser::LBRACKET);
-          setState(730);
+          setState(738);
           columnExpr(0);
-          setState(731);
+          setState(739);
           match(HogQLParser::RBRACKET);
           break;
         }
@@ -6233,12 +6281,12 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprTupleAccessContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(733);
+          setState(741);
 
           if (!(precpred(_ctx, 20))) throw FailedPredicateException(this, "precpred(_ctx, 20)");
-          setState(734);
+          setState(742);
           match(HogQLParser::DOT);
-          setState(735);
+          setState(743);
           match(HogQLParser::DECIMAL_LITERAL);
           break;
         }
@@ -6247,12 +6295,12 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprPropertyAccessContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(736);
+          setState(744);
 
           if (!(precpred(_ctx, 19))) throw FailedPredicateException(this, "precpred(_ctx, 19)");
-          setState(737);
+          setState(745);
           match(HogQLParser::DOT);
-          setState(738);
+          setState(746);
           identifier();
           break;
         }
@@ -6261,20 +6309,20 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprIsNullContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(739);
+          setState(747);
 
           if (!(precpred(_ctx, 14))) throw FailedPredicateException(this, "precpred(_ctx, 14)");
-          setState(740);
+          setState(748);
           match(HogQLParser::IS);
-          setState(742);
+          setState(750);
           _errHandler->sync(this);
 
           _la = _input->LA(1);
           if (_la == HogQLParser::NOT) {
-            setState(741);
+            setState(749);
             match(HogQLParser::NOT);
           }
-          setState(744);
+          setState(752);
           match(HogQLParser::NULL_SQL);
           break;
         }
@@ -6283,30 +6331,30 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           auto newContext = _tracker.createInstance<ColumnExprAliasContext>(_tracker.createInstance<ColumnExprContext>(parentContext, parentState));
           _localctx = newContext;
           pushNewRecursionContext(newContext, startState, RuleColumnExpr);
-          setState(745);
+          setState(753);
 
           if (!(precpred(_ctx, 7))) throw FailedPredicateException(this, "precpred(_ctx, 7)");
-          setState(751);
+          setState(759);
           _errHandler->sync(this);
           switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 89, _ctx)) {
           case 1: {
-            setState(746);
+            setState(754);
             alias();
             break;
           }
 
           case 2: {
-            setState(747);
+            setState(755);
             match(HogQLParser::AS);
-            setState(748);
+            setState(756);
             identifier();
             break;
           }
 
           case 3: {
-            setState(749);
+            setState(757);
             match(HogQLParser::AS);
-            setState(750);
+            setState(758);
             match(HogQLParser::STRING_LITERAL);
             break;
           }
@@ -6321,7 +6369,7 @@ HogQLParser::ColumnExprContext* HogQLParser::columnExpr(int precedence) {
           break;
         } 
       }
-      setState(757);
+      setState(765);
       _errHandler->sync(this);
       alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 91, _ctx);
     }
@@ -6383,17 +6431,17 @@ HogQLParser::ColumnArgListContext* HogQLParser::columnArgList() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(758);
+    setState(766);
     columnArgExpr();
-    setState(763);
+    setState(771);
     _errHandler->sync(this);
     _la = _input->LA(1);
     while (_la == HogQLParser::COMMA) {
-      setState(759);
+      setState(767);
       match(HogQLParser::COMMA);
-      setState(760);
+      setState(768);
       columnArgExpr();
-      setState(765);
+      setState(773);
       _errHandler->sync(this);
       _la = _input->LA(1);
     }
@@ -6447,19 +6495,19 @@ HogQLParser::ColumnArgExprContext* HogQLParser::columnArgExpr() {
     exitRule();
   });
   try {
-    setState(768);
+    setState(776);
     _errHandler->sync(this);
     switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 93, _ctx)) {
     case 1: {
       enterOuterAlt(_localctx, 1);
-      setState(766);
+      setState(774);
       columnLambdaExpr();
       break;
     }
 
     case 2: {
       enterOuterAlt(_localctx, 2);
-      setState(767);
+      setState(775);
       columnExpr(0);
       break;
     }
@@ -6543,27 +6591,27 @@ HogQLParser::ColumnLambdaExprContext* HogQLParser::columnLambdaExpr() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(789);
+    setState(797);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::LPAREN: {
-        setState(770);
+        setState(778);
         match(HogQLParser::LPAREN);
-        setState(771);
+        setState(779);
         identifier();
-        setState(776);
+        setState(784);
         _errHandler->sync(this);
         _la = _input->LA(1);
         while (_la == HogQLParser::COMMA) {
-          setState(772);
+          setState(780);
           match(HogQLParser::COMMA);
-          setState(773);
+          setState(781);
           identifier();
-          setState(778);
+          setState(786);
           _errHandler->sync(this);
           _la = _input->LA(1);
         }
-        setState(779);
+        setState(787);
         match(HogQLParser::RPAREN);
         break;
       }
@@ -6755,17 +6803,17 @@ HogQLParser::ColumnLambdaExprContext* HogQLParser::columnLambdaExpr() {
       case HogQLParser::JSON_FALSE:
       case HogQLParser::JSON_TRUE:
       case HogQLParser::IDENTIFIER: {
-        setState(781);
+        setState(789);
         identifier();
-        setState(786);
+        setState(794);
         _errHandler->sync(this);
         _la = _input->LA(1);
         while (_la == HogQLParser::COMMA) {
-          setState(782);
+          setState(790);
           match(HogQLParser::COMMA);
-          setState(783);
+          setState(791);
           identifier();
-          setState(788);
+          setState(796);
           _errHandler->sync(this);
           _la = _input->LA(1);
         }
@@ -6775,9 +6823,9 @@ HogQLParser::ColumnLambdaExprContext* HogQLParser::columnLambdaExpr() {
     default:
       throw NoViableAltException(this);
     }
-    setState(791);
+    setState(799);
     match(HogQLParser::ARROW);
-    setState(792);
+    setState(800);
     columnExpr(0);
    
   }
@@ -6790,6 +6838,202 @@ HogQLParser::ColumnLambdaExprContext* HogQLParser::columnLambdaExpr() {
   return _localctx;
 }
 
+//----------------- HogqlxTagElementContext ------------------------------------------------------------------
+
+HogQLParser::HogqlxTagElementContext::HogqlxTagElementContext(ParserRuleContext *parent, size_t invokingState)
+  : ParserRuleContext(parent, invokingState) {
+}
+
+tree::TerminalNode* HogQLParser::HogqlxTagElementContext::LT() {
+  return getToken(HogQLParser::LT, 0);
+}
+
+HogQLParser::IdentifierContext* HogQLParser::HogqlxTagElementContext::identifier() {
+  return getRuleContext<HogQLParser::IdentifierContext>(0);
+}
+
+tree::TerminalNode* HogQLParser::HogqlxTagElementContext::SLASH() {
+  return getToken(HogQLParser::SLASH, 0);
+}
+
+tree::TerminalNode* HogQLParser::HogqlxTagElementContext::GT() {
+  return getToken(HogQLParser::GT, 0);
+}
+
+std::vector<HogQLParser::HogqlxTagAttributeContext *> HogQLParser::HogqlxTagElementContext::hogqlxTagAttribute() {
+  return getRuleContexts<HogQLParser::HogqlxTagAttributeContext>();
+}
+
+HogQLParser::HogqlxTagAttributeContext* HogQLParser::HogqlxTagElementContext::hogqlxTagAttribute(size_t i) {
+  return getRuleContext<HogQLParser::HogqlxTagAttributeContext>(i);
+}
+
+
+size_t HogQLParser::HogqlxTagElementContext::getRuleIndex() const {
+  return HogQLParser::RuleHogqlxTagElement;
+}
+
+
+std::any HogQLParser::HogqlxTagElementContext::accept(tree::ParseTreeVisitor *visitor) {
+  if (auto parserVisitor = dynamic_cast<HogQLParserVisitor*>(visitor))
+    return parserVisitor->visitHogqlxTagElement(this);
+  else
+    return visitor->visitChildren(this);
+}
+
+HogQLParser::HogqlxTagElementContext* HogQLParser::hogqlxTagElement() {
+  HogqlxTagElementContext *_localctx = _tracker.createInstance<HogqlxTagElementContext>(_ctx, getState());
+  enterRule(_localctx, 82, HogQLParser::RuleHogqlxTagElement);
+  size_t _la = 0;
+
+#if __cplusplus > 201703L
+  auto onExit = finally([=, this] {
+#else
+  auto onExit = finally([=] {
+#endif
+    exitRule();
+  });
+  try {
+    enterOuterAlt(_localctx, 1);
+    setState(802);
+    match(HogQLParser::LT);
+    setState(803);
+    identifier();
+    setState(807);
+    _errHandler->sync(this);
+    _la = _input->LA(1);
+    while ((((_la & ~ 0x3fULL) == 0) &&
+      ((1ULL << _la) & -33554436) != 0) || ((((_la - 64) & ~ 0x3fULL) == 0) &&
+      ((1ULL << (_la - 64)) & -5066549581053953) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
+      ((1ULL << (_la - 128)) & -9) != 0) || _la == HogQLParser::JSON_TRUE
+
+    || _la == HogQLParser::IDENTIFIER) {
+      setState(804);
+      hogqlxTagAttribute();
+      setState(809);
+      _errHandler->sync(this);
+      _la = _input->LA(1);
+    }
+    setState(810);
+    match(HogQLParser::SLASH);
+    setState(811);
+    match(HogQLParser::GT);
+   
+  }
+  catch (RecognitionException &e) {
+    _errHandler->reportError(this, e);
+    _localctx->exception = std::current_exception();
+    _errHandler->recover(this, _localctx->exception);
+  }
+
+  return _localctx;
+}
+
+//----------------- HogqlxTagAttributeContext ------------------------------------------------------------------
+
+HogQLParser::HogqlxTagAttributeContext::HogqlxTagAttributeContext(ParserRuleContext *parent, size_t invokingState)
+  : ParserRuleContext(parent, invokingState) {
+}
+
+HogQLParser::IdentifierContext* HogQLParser::HogqlxTagAttributeContext::identifier() {
+  return getRuleContext<HogQLParser::IdentifierContext>(0);
+}
+
+tree::TerminalNode* HogQLParser::HogqlxTagAttributeContext::EQ_SINGLE() {
+  return getToken(HogQLParser::EQ_SINGLE, 0);
+}
+
+tree::TerminalNode* HogQLParser::HogqlxTagAttributeContext::STRING_LITERAL() {
+  return getToken(HogQLParser::STRING_LITERAL, 0);
+}
+
+tree::TerminalNode* HogQLParser::HogqlxTagAttributeContext::LBRACE() {
+  return getToken(HogQLParser::LBRACE, 0);
+}
+
+HogQLParser::ColumnExprContext* HogQLParser::HogqlxTagAttributeContext::columnExpr() {
+  return getRuleContext<HogQLParser::ColumnExprContext>(0);
+}
+
+tree::TerminalNode* HogQLParser::HogqlxTagAttributeContext::RBRACE() {
+  return getToken(HogQLParser::RBRACE, 0);
+}
+
+
+size_t HogQLParser::HogqlxTagAttributeContext::getRuleIndex() const {
+  return HogQLParser::RuleHogqlxTagAttribute;
+}
+
+
+std::any HogQLParser::HogqlxTagAttributeContext::accept(tree::ParseTreeVisitor *visitor) {
+  if (auto parserVisitor = dynamic_cast<HogQLParserVisitor*>(visitor))
+    return parserVisitor->visitHogqlxTagAttribute(this);
+  else
+    return visitor->visitChildren(this);
+}
+
+HogQLParser::HogqlxTagAttributeContext* HogQLParser::hogqlxTagAttribute() {
+  HogqlxTagAttributeContext *_localctx = _tracker.createInstance<HogqlxTagAttributeContext>(_ctx, getState());
+  enterRule(_localctx, 84, HogQLParser::RuleHogqlxTagAttribute);
+
+#if __cplusplus > 201703L
+  auto onExit = finally([=, this] {
+#else
+  auto onExit = finally([=] {
+#endif
+    exitRule();
+  });
+  try {
+    setState(824);
+    _errHandler->sync(this);
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 98, _ctx)) {
+    case 1: {
+      enterOuterAlt(_localctx, 1);
+      setState(813);
+      identifier();
+      setState(814);
+      match(HogQLParser::EQ_SINGLE);
+      setState(815);
+      match(HogQLParser::STRING_LITERAL);
+      break;
+    }
+
+    case 2: {
+      enterOuterAlt(_localctx, 2);
+      setState(817);
+      identifier();
+      setState(818);
+      match(HogQLParser::EQ_SINGLE);
+      setState(819);
+      match(HogQLParser::LBRACE);
+      setState(820);
+      columnExpr(0);
+      setState(821);
+      match(HogQLParser::RBRACE);
+      break;
+    }
+
+    case 3: {
+      enterOuterAlt(_localctx, 3);
+      setState(823);
+      identifier();
+      break;
+    }
+
+    default:
+      break;
+    }
+   
+  }
+  catch (RecognitionException &e) {
+    _errHandler->reportError(this, e);
+    _localctx->exception = std::current_exception();
+    _errHandler->recover(this, _localctx->exception);
+  }
+
+  return _localctx;
+}
+
 //----------------- WithExprListContext ------------------------------------------------------------------
 
 HogQLParser::WithExprListContext::WithExprListContext(ParserRuleContext *parent, size_t invokingState)
@@ -6827,7 +7071,7 @@ std::any HogQLParser::WithExprListContext::accept(tree::ParseTreeVisitor *visito
 
 HogQLParser::WithExprListContext* HogQLParser::withExprList() {
   WithExprListContext *_localctx = _tracker.createInstance<WithExprListContext>(_ctx, getState());
-  enterRule(_localctx, 82, HogQLParser::RuleWithExprList);
+  enterRule(_localctx, 86, HogQLParser::RuleWithExprList);
   size_t _la = 0;
 
 #if __cplusplus > 201703L
@@ -6839,17 +7083,17 @@ HogQLParser::WithExprListContext* HogQLParser::withExprList() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(794);
+    setState(826);
     withExpr();
-    setState(799);
+    setState(831);
     _errHandler->sync(this);
     _la = _input->LA(1);
     while (_la == HogQLParser::COMMA) {
-      setState(795);
+      setState(827);
       match(HogQLParser::COMMA);
-      setState(796);
+      setState(828);
       withExpr();
-      setState(801);
+      setState(833);
       _errHandler->sync(this);
       _la = _input->LA(1);
     }
@@ -6935,7 +7179,7 @@ std::any HogQLParser::WithExprSubqueryContext::accept(tree::ParseTreeVisitor *vi
 }
 HogQLParser::WithExprContext* HogQLParser::withExpr() {
   WithExprContext *_localctx = _tracker.createInstance<WithExprContext>(_ctx, getState());
-  enterRule(_localctx, 84, HogQLParser::RuleWithExpr);
+  enterRule(_localctx, 88, HogQLParser::RuleWithExpr);
 
 #if __cplusplus > 201703L
   auto onExit = finally([=, this] {
@@ -6945,21 +7189,21 @@ HogQLParser::WithExprContext* HogQLParser::withExpr() {
     exitRule();
   });
   try {
-    setState(812);
+    setState(844);
     _errHandler->sync(this);
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 98, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 100, _ctx)) {
     case 1: {
       _localctx = _tracker.createInstance<HogQLParser::WithExprSubqueryContext>(_localctx);
       enterOuterAlt(_localctx, 1);
-      setState(802);
+      setState(834);
       identifier();
-      setState(803);
+      setState(835);
       match(HogQLParser::AS);
-      setState(804);
+      setState(836);
       match(HogQLParser::LPAREN);
-      setState(805);
+      setState(837);
       selectUnionStmt();
-      setState(806);
+      setState(838);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -6967,11 +7211,11 @@ HogQLParser::WithExprContext* HogQLParser::withExpr() {
     case 2: {
       _localctx = _tracker.createInstance<HogQLParser::WithExprColumnContext>(_localctx);
       enterOuterAlt(_localctx, 2);
-      setState(808);
+      setState(840);
       columnExpr(0);
-      setState(809);
+      setState(841);
       match(HogQLParser::AS);
-      setState(810);
+      setState(842);
       identifier();
       break;
     }
@@ -6996,8 +7240,8 @@ HogQLParser::ColumnIdentifierContext::ColumnIdentifierContext(ParserRuleContext
   : ParserRuleContext(parent, invokingState) {
 }
 
-tree::TerminalNode* HogQLParser::ColumnIdentifierContext::PLACEHOLDER() {
-  return getToken(HogQLParser::PLACEHOLDER, 0);
+HogQLParser::PlaceholderContext* HogQLParser::ColumnIdentifierContext::placeholder() {
+  return getRuleContext<HogQLParser::PlaceholderContext>(0);
 }
 
 HogQLParser::NestedIdentifierContext* HogQLParser::ColumnIdentifierContext::nestedIdentifier() {
@@ -7027,7 +7271,7 @@ std::any HogQLParser::ColumnIdentifierContext::accept(tree::ParseTreeVisitor *vi
 
 HogQLParser::ColumnIdentifierContext* HogQLParser::columnIdentifier() {
   ColumnIdentifierContext *_localctx = _tracker.createInstance<ColumnIdentifierContext>(_ctx, getState());
-  enterRule(_localctx, 86, HogQLParser::RuleColumnIdentifier);
+  enterRule(_localctx, 90, HogQLParser::RuleColumnIdentifier);
 
 #if __cplusplus > 201703L
   auto onExit = finally([=, this] {
@@ -7037,13 +7281,13 @@ HogQLParser::ColumnIdentifierContext* HogQLParser::columnIdentifier() {
     exitRule();
   });
   try {
-    setState(821);
+    setState(853);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
-      case HogQLParser::PLACEHOLDER: {
+      case HogQLParser::LBRACE: {
         enterOuterAlt(_localctx, 1);
-        setState(814);
-        match(HogQLParser::PLACEHOLDER);
+        setState(846);
+        placeholder();
         break;
       }
 
@@ -7235,14 +7479,14 @@ HogQLParser::ColumnIdentifierContext* HogQLParser::columnIdentifier() {
       case HogQLParser::JSON_TRUE:
       case HogQLParser::IDENTIFIER: {
         enterOuterAlt(_localctx, 2);
-        setState(818);
+        setState(850);
         _errHandler->sync(this);
 
-        switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 99, _ctx)) {
+        switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 101, _ctx)) {
         case 1: {
-          setState(815);
+          setState(847);
           tableIdentifier();
-          setState(816);
+          setState(848);
           match(HogQLParser::DOT);
           break;
         }
@@ -7250,7 +7494,7 @@ HogQLParser::ColumnIdentifierContext* HogQLParser::columnIdentifier() {
         default:
           break;
         }
-        setState(820);
+        setState(852);
         nestedIdentifier();
         break;
       }
@@ -7306,7 +7550,7 @@ std::any HogQLParser::NestedIdentifierContext::accept(tree::ParseTreeVisitor *vi
 
 HogQLParser::NestedIdentifierContext* HogQLParser::nestedIdentifier() {
   NestedIdentifierContext *_localctx = _tracker.createInstance<NestedIdentifierContext>(_ctx, getState());
-  enterRule(_localctx, 88, HogQLParser::RuleNestedIdentifier);
+  enterRule(_localctx, 92, HogQLParser::RuleNestedIdentifier);
 
 #if __cplusplus > 201703L
   auto onExit = finally([=, this] {
@@ -7318,21 +7562,21 @@ HogQLParser::NestedIdentifierContext* HogQLParser::nestedIdentifier() {
   try {
     size_t alt;
     enterOuterAlt(_localctx, 1);
-    setState(823);
+    setState(855);
     identifier();
-    setState(828);
+    setState(860);
     _errHandler->sync(this);
-    alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 101, _ctx);
+    alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 103, _ctx);
     while (alt != 2 && alt != atn::ATN::INVALID_ALT_NUMBER) {
       if (alt == 1) {
-        setState(824);
+        setState(856);
         match(HogQLParser::DOT);
-        setState(825);
+        setState(857);
         identifier(); 
       }
-      setState(830);
+      setState(862);
       _errHandler->sync(this);
-      alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 101, _ctx);
+      alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 103, _ctx);
     }
    
   }
@@ -7360,6 +7604,21 @@ void HogQLParser::TableExprContext::copyFrom(TableExprContext *ctx) {
   ParserRuleContext::copyFrom(ctx);
 }
 
+//----------------- TableExprTagContext ------------------------------------------------------------------
+
+HogQLParser::HogqlxTagElementContext* HogQLParser::TableExprTagContext::hogqlxTagElement() {
+  return getRuleContext<HogQLParser::HogqlxTagElementContext>(0);
+}
+
+HogQLParser::TableExprTagContext::TableExprTagContext(TableExprContext *ctx) { copyFrom(ctx); }
+
+
+std::any HogQLParser::TableExprTagContext::accept(tree::ParseTreeVisitor *visitor) {
+  if (auto parserVisitor = dynamic_cast<HogQLParserVisitor*>(visitor))
+    return parserVisitor->visitTableExprTag(this);
+  else
+    return visitor->visitChildren(this);
+}
 //----------------- TableExprIdentifierContext ------------------------------------------------------------------
 
 HogQLParser::TableIdentifierContext* HogQLParser::TableExprIdentifierContext::tableIdentifier() {
@@ -7377,8 +7636,8 @@ std::any HogQLParser::TableExprIdentifierContext::accept(tree::ParseTreeVisitor
 }
 //----------------- TableExprPlaceholderContext ------------------------------------------------------------------
 
-tree::TerminalNode* HogQLParser::TableExprPlaceholderContext::PLACEHOLDER() {
-  return getToken(HogQLParser::PLACEHOLDER, 0);
+HogQLParser::PlaceholderContext* HogQLParser::TableExprPlaceholderContext::placeholder() {
+  return getRuleContext<HogQLParser::PlaceholderContext>(0);
 }
 
 HogQLParser::TableExprPlaceholderContext::TableExprPlaceholderContext(TableExprContext *ctx) { copyFrom(ctx); }
@@ -7466,8 +7725,8 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
   HogQLParser::TableExprContext *_localctx = _tracker.createInstance<TableExprContext>(_ctx, parentState);
   HogQLParser::TableExprContext *previousContext = _localctx;
   (void)previousContext; // Silence compiler, in case the context is not used by generated code.
-  size_t startState = 90;
-  enterRecursionRule(_localctx, 90, HogQLParser::RuleTableExpr, precedence);
+  size_t startState = 94;
+  enterRecursionRule(_localctx, 94, HogQLParser::RuleTableExpr, precedence);
 
     
 
@@ -7481,15 +7740,15 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
   try {
     size_t alt;
     enterOuterAlt(_localctx, 1);
-    setState(839);
+    setState(872);
     _errHandler->sync(this);
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 102, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 104, _ctx)) {
     case 1: {
       _localctx = _tracker.createInstance<TableExprIdentifierContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
 
-      setState(832);
+      setState(864);
       tableIdentifier();
       break;
     }
@@ -7498,7 +7757,7 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
       _localctx = _tracker.createInstance<TableExprFunctionContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(833);
+      setState(865);
       tableFunctionExpr();
       break;
     }
@@ -7507,21 +7766,30 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
       _localctx = _tracker.createInstance<TableExprSubqueryContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(834);
+      setState(866);
       match(HogQLParser::LPAREN);
-      setState(835);
+      setState(867);
       selectUnionStmt();
-      setState(836);
+      setState(868);
       match(HogQLParser::RPAREN);
       break;
     }
 
     case 4: {
+      _localctx = _tracker.createInstance<TableExprTagContext>(_localctx);
+      _ctx = _localctx;
+      previousContext = _localctx;
+      setState(870);
+      hogqlxTagElement();
+      break;
+    }
+
+    case 5: {
       _localctx = _tracker.createInstance<TableExprPlaceholderContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(838);
-      match(HogQLParser::PLACEHOLDER);
+      setState(871);
+      placeholder();
       break;
     }
 
@@ -7529,9 +7797,9 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
       break;
     }
     _ctx->stop = _input->LT(-1);
-    setState(849);
+    setState(882);
     _errHandler->sync(this);
-    alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 104, _ctx);
+    alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 106, _ctx);
     while (alt != 2 && alt != atn::ATN::INVALID_ALT_NUMBER) {
       if (alt == 1) {
         if (!_parseListeners.empty())
@@ -7540,10 +7808,10 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
         auto newContext = _tracker.createInstance<TableExprAliasContext>(_tracker.createInstance<TableExprContext>(parentContext, parentState));
         _localctx = newContext;
         pushNewRecursionContext(newContext, startState, RuleTableExpr);
-        setState(841);
+        setState(874);
 
-        if (!(precpred(_ctx, 2))) throw FailedPredicateException(this, "precpred(_ctx, 2)");
-        setState(845);
+        if (!(precpred(_ctx, 3))) throw FailedPredicateException(this, "precpred(_ctx, 3)");
+        setState(878);
         _errHandler->sync(this);
         switch (_input->LA(1)) {
           case HogQLParser::DATE:
@@ -7551,15 +7819,15 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
           case HogQLParser::ID:
           case HogQLParser::KEY:
           case HogQLParser::IDENTIFIER: {
-            setState(842);
+            setState(875);
             alias();
             break;
           }
 
           case HogQLParser::AS: {
-            setState(843);
+            setState(876);
             match(HogQLParser::AS);
-            setState(844);
+            setState(877);
             identifier();
             break;
           }
@@ -7568,9 +7836,9 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
           throw NoViableAltException(this);
         } 
       }
-      setState(851);
+      setState(884);
       _errHandler->sync(this);
-      alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 104, _ctx);
+      alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 106, _ctx);
     }
   }
   catch (RecognitionException &e) {
@@ -7618,7 +7886,7 @@ std::any HogQLParser::TableFunctionExprContext::accept(tree::ParseTreeVisitor *v
 
 HogQLParser::TableFunctionExprContext* HogQLParser::tableFunctionExpr() {
   TableFunctionExprContext *_localctx = _tracker.createInstance<TableFunctionExprContext>(_ctx, getState());
-  enterRule(_localctx, 92, HogQLParser::RuleTableFunctionExpr);
+  enterRule(_localctx, 96, HogQLParser::RuleTableFunctionExpr);
   size_t _la = 0;
 
 #if __cplusplus > 201703L
@@ -7630,11 +7898,11 @@ HogQLParser::TableFunctionExprContext* HogQLParser::tableFunctionExpr() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(852);
+    setState(885);
     identifier();
-    setState(853);
+    setState(886);
     match(HogQLParser::LPAREN);
-    setState(855);
+    setState(888);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
@@ -7642,11 +7910,11 @@ HogQLParser::TableFunctionExprContext* HogQLParser::tableFunctionExpr() {
       ((1ULL << _la) & -33554436) != 0) || ((((_la - 64) & ~ 0x3fULL) == 0) &&
       ((1ULL << (_la - 64)) & -1) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
       ((1ULL << (_la - 128)) & -9) != 0) || ((((_la - 192) & ~ 0x3fULL) == 0) &&
-      ((1ULL << (_la - 192)) & 69122459133) != 0)) {
-      setState(854);
+      ((1ULL << (_la - 192)) & 70263309817) != 0)) {
+      setState(887);
       tableArgList();
     }
-    setState(857);
+    setState(890);
     match(HogQLParser::RPAREN);
    
   }
@@ -7692,7 +7960,7 @@ std::any HogQLParser::TableIdentifierContext::accept(tree::ParseTreeVisitor *vis
 
 HogQLParser::TableIdentifierContext* HogQLParser::tableIdentifier() {
   TableIdentifierContext *_localctx = _tracker.createInstance<TableIdentifierContext>(_ctx, getState());
-  enterRule(_localctx, 94, HogQLParser::RuleTableIdentifier);
+  enterRule(_localctx, 98, HogQLParser::RuleTableIdentifier);
 
 #if __cplusplus > 201703L
   auto onExit = finally([=, this] {
@@ -7703,14 +7971,14 @@ HogQLParser::TableIdentifierContext* HogQLParser::tableIdentifier() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(862);
+    setState(895);
     _errHandler->sync(this);
 
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 106, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 108, _ctx)) {
     case 1: {
-      setState(859);
+      setState(892);
       databaseIdentifier();
-      setState(860);
+      setState(893);
       match(HogQLParser::DOT);
       break;
     }
@@ -7718,7 +7986,7 @@ HogQLParser::TableIdentifierContext* HogQLParser::tableIdentifier() {
     default:
       break;
     }
-    setState(864);
+    setState(897);
     identifier();
    
   }
@@ -7768,7 +8036,7 @@ std::any HogQLParser::TableArgListContext::accept(tree::ParseTreeVisitor *visito
 
 HogQLParser::TableArgListContext* HogQLParser::tableArgList() {
   TableArgListContext *_localctx = _tracker.createInstance<TableArgListContext>(_ctx, getState());
-  enterRule(_localctx, 96, HogQLParser::RuleTableArgList);
+  enterRule(_localctx, 100, HogQLParser::RuleTableArgList);
   size_t _la = 0;
 
 #if __cplusplus > 201703L
@@ -7780,17 +8048,17 @@ HogQLParser::TableArgListContext* HogQLParser::tableArgList() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(866);
+    setState(899);
     columnExpr(0);
-    setState(871);
+    setState(904);
     _errHandler->sync(this);
     _la = _input->LA(1);
     while (_la == HogQLParser::COMMA) {
-      setState(867);
+      setState(900);
       match(HogQLParser::COMMA);
-      setState(868);
+      setState(901);
       columnExpr(0);
-      setState(873);
+      setState(906);
       _errHandler->sync(this);
       _la = _input->LA(1);
     }
@@ -7830,7 +8098,7 @@ std::any HogQLParser::DatabaseIdentifierContext::accept(tree::ParseTreeVisitor *
 
 HogQLParser::DatabaseIdentifierContext* HogQLParser::databaseIdentifier() {
   DatabaseIdentifierContext *_localctx = _tracker.createInstance<DatabaseIdentifierContext>(_ctx, getState());
-  enterRule(_localctx, 98, HogQLParser::RuleDatabaseIdentifier);
+  enterRule(_localctx, 102, HogQLParser::RuleDatabaseIdentifier);
 
 #if __cplusplus > 201703L
   auto onExit = finally([=, this] {
@@ -7841,7 +8109,7 @@ HogQLParser::DatabaseIdentifierContext* HogQLParser::databaseIdentifier() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(874);
+    setState(907);
     identifier();
    
   }
@@ -7895,7 +8163,7 @@ std::any HogQLParser::FloatingLiteralContext::accept(tree::ParseTreeVisitor *vis
 
 HogQLParser::FloatingLiteralContext* HogQLParser::floatingLiteral() {
   FloatingLiteralContext *_localctx = _tracker.createInstance<FloatingLiteralContext>(_ctx, getState());
-  enterRule(_localctx, 100, HogQLParser::RuleFloatingLiteral);
+  enterRule(_localctx, 104, HogQLParser::RuleFloatingLiteral);
   size_t _la = 0;
 
 #if __cplusplus > 201703L
@@ -7906,21 +8174,21 @@ HogQLParser::FloatingLiteralContext* HogQLParser::floatingLiteral() {
     exitRule();
   });
   try {
-    setState(884);
+    setState(917);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::FLOATING_LITERAL: {
         enterOuterAlt(_localctx, 1);
-        setState(876);
+        setState(909);
         match(HogQLParser::FLOATING_LITERAL);
         break;
       }
 
       case HogQLParser::DOT: {
         enterOuterAlt(_localctx, 2);
-        setState(877);
+        setState(910);
         match(HogQLParser::DOT);
-        setState(878);
+        setState(911);
         _la = _input->LA(1);
         if (!(_la == HogQLParser::OCTAL_LITERAL
 
@@ -7936,16 +8204,16 @@ HogQLParser::FloatingLiteralContext* HogQLParser::floatingLiteral() {
 
       case HogQLParser::DECIMAL_LITERAL: {
         enterOuterAlt(_localctx, 3);
-        setState(879);
+        setState(912);
         match(HogQLParser::DECIMAL_LITERAL);
-        setState(880);
+        setState(913);
         match(HogQLParser::DOT);
-        setState(882);
+        setState(915);
         _errHandler->sync(this);
 
-        switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 108, _ctx)) {
+        switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 110, _ctx)) {
         case 1: {
-          setState(881);
+          setState(914);
           _la = _input->LA(1);
           if (!(_la == HogQLParser::OCTAL_LITERAL
 
@@ -8032,7 +8300,7 @@ std::any HogQLParser::NumberLiteralContext::accept(tree::ParseTreeVisitor *visit
 
 HogQLParser::NumberLiteralContext* HogQLParser::numberLiteral() {
   NumberLiteralContext *_localctx = _tracker.createInstance<NumberLiteralContext>(_ctx, getState());
-  enterRule(_localctx, 102, HogQLParser::RuleNumberLiteral);
+  enterRule(_localctx, 106, HogQLParser::RuleNumberLiteral);
   size_t _la = 0;
 
 #if __cplusplus > 201703L
@@ -8044,14 +8312,14 @@ HogQLParser::NumberLiteralContext* HogQLParser::numberLiteral() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(887);
+    setState(920);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::DASH
 
     || _la == HogQLParser::PLUS) {
-      setState(886);
+      setState(919);
       _la = _input->LA(1);
       if (!(_la == HogQLParser::DASH
 
@@ -8063,41 +8331,41 @@ HogQLParser::NumberLiteralContext* HogQLParser::numberLiteral() {
         consume();
       }
     }
-    setState(895);
+    setState(928);
     _errHandler->sync(this);
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 111, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 113, _ctx)) {
     case 1: {
-      setState(889);
+      setState(922);
       floatingLiteral();
       break;
     }
 
     case 2: {
-      setState(890);
+      setState(923);
       match(HogQLParser::OCTAL_LITERAL);
       break;
     }
 
     case 3: {
-      setState(891);
+      setState(924);
       match(HogQLParser::DECIMAL_LITERAL);
       break;
     }
 
     case 4: {
-      setState(892);
+      setState(925);
       match(HogQLParser::HEXADECIMAL_LITERAL);
       break;
     }
 
     case 5: {
-      setState(893);
+      setState(926);
       match(HogQLParser::INF);
       break;
     }
 
     case 6: {
-      setState(894);
+      setState(927);
       match(HogQLParser::NAN_SQL);
       break;
     }
@@ -8149,7 +8417,7 @@ std::any HogQLParser::LiteralContext::accept(tree::ParseTreeVisitor *visitor) {
 
 HogQLParser::LiteralContext* HogQLParser::literal() {
   LiteralContext *_localctx = _tracker.createInstance<LiteralContext>(_ctx, getState());
-  enterRule(_localctx, 104, HogQLParser::RuleLiteral);
+  enterRule(_localctx, 108, HogQLParser::RuleLiteral);
 
 #if __cplusplus > 201703L
   auto onExit = finally([=, this] {
@@ -8159,7 +8427,7 @@ HogQLParser::LiteralContext* HogQLParser::literal() {
     exitRule();
   });
   try {
-    setState(900);
+    setState(933);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::INF:
@@ -8172,21 +8440,21 @@ HogQLParser::LiteralContext* HogQLParser::literal() {
       case HogQLParser::DOT:
       case HogQLParser::PLUS: {
         enterOuterAlt(_localctx, 1);
-        setState(897);
+        setState(930);
         numberLiteral();
         break;
       }
 
       case HogQLParser::STRING_LITERAL: {
         enterOuterAlt(_localctx, 2);
-        setState(898);
+        setState(931);
         match(HogQLParser::STRING_LITERAL);
         break;
       }
 
       case HogQLParser::NULL_SQL: {
         enterOuterAlt(_localctx, 3);
-        setState(899);
+        setState(932);
         match(HogQLParser::NULL_SQL);
         break;
       }
@@ -8258,7 +8526,7 @@ std::any HogQLParser::IntervalContext::accept(tree::ParseTreeVisitor *visitor) {
 
 HogQLParser::IntervalContext* HogQLParser::interval() {
   IntervalContext *_localctx = _tracker.createInstance<IntervalContext>(_ctx, getState());
-  enterRule(_localctx, 106, HogQLParser::RuleInterval);
+  enterRule(_localctx, 110, HogQLParser::RuleInterval);
   size_t _la = 0;
 
 #if __cplusplus > 201703L
@@ -8270,7 +8538,7 @@ HogQLParser::IntervalContext* HogQLParser::interval() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(902);
+    setState(935);
     _la = _input->LA(1);
     if (!(_la == HogQLParser::DAY || ((((_la - 76) & ~ 0x3fULL) == 0) &&
       ((1ULL << (_la - 76)) & 72057615512764417) != 0) || ((((_la - 145) & ~ 0x3fULL) == 0) &&
@@ -9025,7 +9293,7 @@ std::any HogQLParser::KeywordContext::accept(tree::ParseTreeVisitor *visitor) {
 
 HogQLParser::KeywordContext* HogQLParser::keyword() {
   KeywordContext *_localctx = _tracker.createInstance<KeywordContext>(_ctx, getState());
-  enterRule(_localctx, 108, HogQLParser::RuleKeyword);
+  enterRule(_localctx, 112, HogQLParser::RuleKeyword);
   size_t _la = 0;
 
 #if __cplusplus > 201703L
@@ -9037,7 +9305,7 @@ HogQLParser::KeywordContext* HogQLParser::keyword() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(904);
+    setState(937);
     _la = _input->LA(1);
     if (!(((((_la - 2) & ~ 0x3fULL) == 0) &&
       ((1ULL << (_la - 2)) & -34368126977) != 0) || ((((_la - 66) & ~ 0x3fULL) == 0) &&
@@ -9097,7 +9365,7 @@ std::any HogQLParser::KeywordForAliasContext::accept(tree::ParseTreeVisitor *vis
 
 HogQLParser::KeywordForAliasContext* HogQLParser::keywordForAlias() {
   KeywordForAliasContext *_localctx = _tracker.createInstance<KeywordForAliasContext>(_ctx, getState());
-  enterRule(_localctx, 110, HogQLParser::RuleKeywordForAlias);
+  enterRule(_localctx, 114, HogQLParser::RuleKeywordForAlias);
   size_t _la = 0;
 
 #if __cplusplus > 201703L
@@ -9109,7 +9377,7 @@ HogQLParser::KeywordForAliasContext* HogQLParser::keywordForAlias() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(906);
+    setState(939);
     _la = _input->LA(1);
     if (!(((((_la - 36) & ~ 0x3fULL) == 0) &&
       ((1ULL << (_la - 36)) & 36030996109328385) != 0))) {
@@ -9159,7 +9427,7 @@ std::any HogQLParser::AliasContext::accept(tree::ParseTreeVisitor *visitor) {
 
 HogQLParser::AliasContext* HogQLParser::alias() {
   AliasContext *_localctx = _tracker.createInstance<AliasContext>(_ctx, getState());
-  enterRule(_localctx, 112, HogQLParser::RuleAlias);
+  enterRule(_localctx, 116, HogQLParser::RuleAlias);
 
 #if __cplusplus > 201703L
   auto onExit = finally([=, this] {
@@ -9169,12 +9437,12 @@ HogQLParser::AliasContext* HogQLParser::alias() {
     exitRule();
   });
   try {
-    setState(910);
+    setState(943);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::IDENTIFIER: {
         enterOuterAlt(_localctx, 1);
-        setState(908);
+        setState(941);
         match(HogQLParser::IDENTIFIER);
         break;
       }
@@ -9184,7 +9452,7 @@ HogQLParser::AliasContext* HogQLParser::alias() {
       case HogQLParser::ID:
       case HogQLParser::KEY: {
         enterOuterAlt(_localctx, 2);
-        setState(909);
+        setState(942);
         keywordForAlias();
         break;
       }
@@ -9236,7 +9504,7 @@ std::any HogQLParser::IdentifierContext::accept(tree::ParseTreeVisitor *visitor)
 
 HogQLParser::IdentifierContext* HogQLParser::identifier() {
   IdentifierContext *_localctx = _tracker.createInstance<IdentifierContext>(_ctx, getState());
-  enterRule(_localctx, 114, HogQLParser::RuleIdentifier);
+  enterRule(_localctx, 118, HogQLParser::RuleIdentifier);
 
 #if __cplusplus > 201703L
   auto onExit = finally([=, this] {
@@ -9246,12 +9514,12 @@ HogQLParser::IdentifierContext* HogQLParser::identifier() {
     exitRule();
   });
   try {
-    setState(915);
+    setState(948);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::IDENTIFIER: {
         enterOuterAlt(_localctx, 1);
-        setState(912);
+        setState(945);
         match(HogQLParser::IDENTIFIER);
         break;
       }
@@ -9265,7 +9533,7 @@ HogQLParser::IdentifierContext* HogQLParser::identifier() {
       case HogQLParser::WEEK:
       case HogQLParser::YEAR: {
         enterOuterAlt(_localctx, 2);
-        setState(913);
+        setState(946);
         interval();
         break;
       }
@@ -9449,7 +9717,7 @@ HogQLParser::IdentifierContext* HogQLParser::identifier() {
       case HogQLParser::JSON_FALSE:
       case HogQLParser::JSON_TRUE: {
         enterOuterAlt(_localctx, 3);
-        setState(914);
+        setState(947);
         keyword();
         break;
       }
@@ -9501,7 +9769,7 @@ std::any HogQLParser::EnumValueContext::accept(tree::ParseTreeVisitor *visitor)
 
 HogQLParser::EnumValueContext* HogQLParser::enumValue() {
   EnumValueContext *_localctx = _tracker.createInstance<EnumValueContext>(_ctx, getState());
-  enterRule(_localctx, 116, HogQLParser::RuleEnumValue);
+  enterRule(_localctx, 120, HogQLParser::RuleEnumValue);
 
 #if __cplusplus > 201703L
   auto onExit = finally([=, this] {
@@ -9512,11 +9780,11 @@ HogQLParser::EnumValueContext* HogQLParser::enumValue() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(917);
+    setState(950);
     match(HogQLParser::STRING_LITERAL);
-    setState(918);
+    setState(951);
     match(HogQLParser::EQ_SINGLE);
-    setState(919);
+    setState(952);
     numberLiteral();
    
   }
@@ -9529,11 +9797,72 @@ HogQLParser::EnumValueContext* HogQLParser::enumValue() {
   return _localctx;
 }
 
+//----------------- PlaceholderContext ------------------------------------------------------------------
+
+HogQLParser::PlaceholderContext::PlaceholderContext(ParserRuleContext *parent, size_t invokingState)
+  : ParserRuleContext(parent, invokingState) {
+}
+
+tree::TerminalNode* HogQLParser::PlaceholderContext::LBRACE() {
+  return getToken(HogQLParser::LBRACE, 0);
+}
+
+HogQLParser::IdentifierContext* HogQLParser::PlaceholderContext::identifier() {
+  return getRuleContext<HogQLParser::IdentifierContext>(0);
+}
+
+tree::TerminalNode* HogQLParser::PlaceholderContext::RBRACE() {
+  return getToken(HogQLParser::RBRACE, 0);
+}
+
+
+size_t HogQLParser::PlaceholderContext::getRuleIndex() const {
+  return HogQLParser::RulePlaceholder;
+}
+
+
+std::any HogQLParser::PlaceholderContext::accept(tree::ParseTreeVisitor *visitor) {
+  if (auto parserVisitor = dynamic_cast<HogQLParserVisitor*>(visitor))
+    return parserVisitor->visitPlaceholder(this);
+  else
+    return visitor->visitChildren(this);
+}
+
+HogQLParser::PlaceholderContext* HogQLParser::placeholder() {
+  PlaceholderContext *_localctx = _tracker.createInstance<PlaceholderContext>(_ctx, getState());
+  enterRule(_localctx, 122, HogQLParser::RulePlaceholder);
+
+#if __cplusplus > 201703L
+  auto onExit = finally([=, this] {
+#else
+  auto onExit = finally([=] {
+#endif
+    exitRule();
+  });
+  try {
+    enterOuterAlt(_localctx, 1);
+    setState(954);
+    match(HogQLParser::LBRACE);
+    setState(955);
+    identifier();
+    setState(956);
+    match(HogQLParser::RBRACE);
+   
+  }
+  catch (RecognitionException &e) {
+    _errHandler->reportError(this, e);
+    _localctx->exception = std::current_exception();
+    _errHandler->recover(this, _localctx->exception);
+  }
+
+  return _localctx;
+}
+
 bool HogQLParser::sempred(RuleContext *context, size_t ruleIndex, size_t predicateIndex) {
   switch (ruleIndex) {
     case 18: return joinExprSempred(antlrcpp::downCast<JoinExprContext *>(context), predicateIndex);
     case 37: return columnExprSempred(antlrcpp::downCast<ColumnExprContext *>(context), predicateIndex);
-    case 45: return tableExprSempred(antlrcpp::downCast<TableExprContext *>(context), predicateIndex);
+    case 47: return tableExprSempred(antlrcpp::downCast<TableExprContext *>(context), predicateIndex);
 
   default:
     break;
@@ -9576,7 +9905,7 @@ bool HogQLParser::columnExprSempred(ColumnExprContext *_localctx, size_t predica
 
 bool HogQLParser::tableExprSempred(TableExprContext *_localctx, size_t predicateIndex) {
   switch (predicateIndex) {
-    case 15: return precpred(_ctx, 2);
+    case 15: return precpred(_ctx, 3);
 
   default:
     break;
diff --git a/hogql_parser/HogQLParser.h b/hogql_parser/HogQLParser.h
index 1984b66e28b98..7ffcc0f11d061 100644
--- a/hogql_parser/HogQLParser.h
+++ b/hogql_parser/HogQLParser.h
@@ -46,17 +46,17 @@ class  HogQLParser : public antlr4::Parser {
     UNION = 176, UPDATE = 177, USE = 178, USING = 179, UUID = 180, VALUES = 181, 
     VIEW = 182, VOLUME = 183, WATCH = 184, WEEK = 185, WHEN = 186, WHERE = 187, 
     WINDOW = 188, WITH = 189, YEAR = 190, JSON_FALSE = 191, JSON_TRUE = 192, 
-    ESCAPE_CHAR = 193, IDENTIFIER = 194, FLOATING_LITERAL = 195, OCTAL_LITERAL = 196, 
-    DECIMAL_LITERAL = 197, HEXADECIMAL_LITERAL = 198, STRING_LITERAL = 199, 
-    PLACEHOLDER = 200, ARROW = 201, ASTERISK = 202, BACKQUOTE = 203, BACKSLASH = 204, 
-    COLON = 205, COMMA = 206, CONCAT = 207, DASH = 208, DOLLAR = 209, DOT = 210, 
-    EQ_DOUBLE = 211, EQ_SINGLE = 212, GT_EQ = 213, GT = 214, HASH = 215, 
-    IREGEX_SINGLE = 216, IREGEX_DOUBLE = 217, LBRACE = 218, LBRACKET = 219, 
-    LPAREN = 220, LT_EQ = 221, LT = 222, NOT_EQ = 223, NOT_IREGEX = 224, 
-    NOT_REGEX = 225, NULLISH = 226, PERCENT = 227, PLUS = 228, QUERY = 229, 
-    QUOTE_DOUBLE = 230, QUOTE_SINGLE = 231, REGEX_SINGLE = 232, REGEX_DOUBLE = 233, 
-    RBRACE = 234, RBRACKET = 235, RPAREN = 236, SEMICOLON = 237, SLASH = 238, 
-    UNDERSCORE = 239, MULTI_LINE_COMMENT = 240, SINGLE_LINE_COMMENT = 241, 
+    ESCAPE_CHAR_SINGLE = 193, ESCAPE_CHAR_DOUBLE = 194, IDENTIFIER = 195, 
+    FLOATING_LITERAL = 196, OCTAL_LITERAL = 197, DECIMAL_LITERAL = 198, 
+    HEXADECIMAL_LITERAL = 199, STRING_LITERAL = 200, ARROW = 201, ASTERISK = 202, 
+    BACKQUOTE = 203, BACKSLASH = 204, COLON = 205, COMMA = 206, CONCAT = 207, 
+    DASH = 208, DOLLAR = 209, DOT = 210, EQ_DOUBLE = 211, EQ_SINGLE = 212, 
+    GT_EQ = 213, GT = 214, HASH = 215, IREGEX_SINGLE = 216, IREGEX_DOUBLE = 217, 
+    LBRACE = 218, LBRACKET = 219, LPAREN = 220, LT_EQ = 221, LT = 222, NOT_EQ = 223, 
+    NOT_IREGEX = 224, NOT_REGEX = 225, NULLISH = 226, PERCENT = 227, PLUS = 228, 
+    QUERY = 229, QUOTE_DOUBLE = 230, QUOTE_SINGLE = 231, REGEX_SINGLE = 232, 
+    REGEX_DOUBLE = 233, RBRACE = 234, RBRACKET = 235, RPAREN = 236, SEMICOLON = 237, 
+    SLASH = 238, UNDERSCORE = 239, MULTI_LINE_COMMENT = 240, SINGLE_LINE_COMMENT = 241, 
     WHITESPACE = 242
   };
 
@@ -73,12 +73,13 @@ class  HogQLParser : public antlr4::Parser {
     RuleWinPartitionByClause = 29, RuleWinOrderByClause = 30, RuleWinFrameClause = 31, 
     RuleWinFrameExtend = 32, RuleWinFrameBound = 33, RuleExpr = 34, RuleColumnTypeExpr = 35, 
     RuleColumnExprList = 36, RuleColumnExpr = 37, RuleColumnArgList = 38, 
-    RuleColumnArgExpr = 39, RuleColumnLambdaExpr = 40, RuleWithExprList = 41, 
-    RuleWithExpr = 42, RuleColumnIdentifier = 43, RuleNestedIdentifier = 44, 
-    RuleTableExpr = 45, RuleTableFunctionExpr = 46, RuleTableIdentifier = 47, 
-    RuleTableArgList = 48, RuleDatabaseIdentifier = 49, RuleFloatingLiteral = 50, 
-    RuleNumberLiteral = 51, RuleLiteral = 52, RuleInterval = 53, RuleKeyword = 54, 
-    RuleKeywordForAlias = 55, RuleAlias = 56, RuleIdentifier = 57, RuleEnumValue = 58
+    RuleColumnArgExpr = 39, RuleColumnLambdaExpr = 40, RuleHogqlxTagElement = 41, 
+    RuleHogqlxTagAttribute = 42, RuleWithExprList = 43, RuleWithExpr = 44, 
+    RuleColumnIdentifier = 45, RuleNestedIdentifier = 46, RuleTableExpr = 47, 
+    RuleTableFunctionExpr = 48, RuleTableIdentifier = 49, RuleTableArgList = 50, 
+    RuleDatabaseIdentifier = 51, RuleFloatingLiteral = 52, RuleNumberLiteral = 53, 
+    RuleLiteral = 54, RuleInterval = 55, RuleKeyword = 56, RuleKeywordForAlias = 57, 
+    RuleAlias = 58, RuleIdentifier = 59, RuleEnumValue = 60, RulePlaceholder = 61
   };
 
   explicit HogQLParser(antlr4::TokenStream *input);
@@ -139,6 +140,8 @@ class  HogQLParser : public antlr4::Parser {
   class ColumnArgListContext;
   class ColumnArgExprContext;
   class ColumnLambdaExprContext;
+  class HogqlxTagElementContext;
+  class HogqlxTagAttributeContext;
   class WithExprListContext;
   class WithExprContext;
   class ColumnIdentifierContext;
@@ -156,7 +159,8 @@ class  HogQLParser : public antlr4::Parser {
   class KeywordForAliasContext;
   class AliasContext;
   class IdentifierContext;
-  class EnumValueContext; 
+  class EnumValueContext;
+  class PlaceholderContext; 
 
   class  SelectContext : public antlr4::ParserRuleContext {
   public:
@@ -165,6 +169,7 @@ class  HogQLParser : public antlr4::Parser {
     antlr4::tree::TerminalNode *EOF();
     SelectUnionStmtContext *selectUnionStmt();
     SelectStmtContext *selectStmt();
+    HogqlxTagElementContext *hogqlxTagElement();
 
 
     virtual std::any accept(antlr4::tree::ParseTreeVisitor *visitor) override;
@@ -675,7 +680,7 @@ class  HogQLParser : public antlr4::Parser {
   public:
     RatioExprContext(antlr4::ParserRuleContext *parent, size_t invokingState);
     virtual size_t getRuleIndex() const override;
-    antlr4::tree::TerminalNode *PLACEHOLDER();
+    PlaceholderContext *placeholder();
     std::vector<NumberLiteralContext *> numberLiteral();
     NumberLiteralContext* numberLiteral(size_t i);
     antlr4::tree::TerminalNode *SLASH();
@@ -1194,6 +1199,15 @@ class  HogQLParser : public antlr4::Parser {
     virtual std::any accept(antlr4::tree::ParseTreeVisitor *visitor) override;
   };
 
+  class  ColumnExprTagElementContext : public ColumnExprContext {
+  public:
+    ColumnExprTagElementContext(ColumnExprContext *ctx);
+
+    HogqlxTagElementContext *hogqlxTagElement();
+
+    virtual std::any accept(antlr4::tree::ParseTreeVisitor *visitor) override;
+  };
+
   class  ColumnExprTupleContext : public ColumnExprContext {
   public:
     ColumnExprTupleContext(ColumnExprContext *ctx);
@@ -1440,6 +1454,42 @@ class  HogQLParser : public antlr4::Parser {
 
   ColumnLambdaExprContext* columnLambdaExpr();
 
+  class  HogqlxTagElementContext : public antlr4::ParserRuleContext {
+  public:
+    HogqlxTagElementContext(antlr4::ParserRuleContext *parent, size_t invokingState);
+    virtual size_t getRuleIndex() const override;
+    antlr4::tree::TerminalNode *LT();
+    IdentifierContext *identifier();
+    antlr4::tree::TerminalNode *SLASH();
+    antlr4::tree::TerminalNode *GT();
+    std::vector<HogqlxTagAttributeContext *> hogqlxTagAttribute();
+    HogqlxTagAttributeContext* hogqlxTagAttribute(size_t i);
+
+
+    virtual std::any accept(antlr4::tree::ParseTreeVisitor *visitor) override;
+   
+  };
+
+  HogqlxTagElementContext* hogqlxTagElement();
+
+  class  HogqlxTagAttributeContext : public antlr4::ParserRuleContext {
+  public:
+    HogqlxTagAttributeContext(antlr4::ParserRuleContext *parent, size_t invokingState);
+    virtual size_t getRuleIndex() const override;
+    IdentifierContext *identifier();
+    antlr4::tree::TerminalNode *EQ_SINGLE();
+    antlr4::tree::TerminalNode *STRING_LITERAL();
+    antlr4::tree::TerminalNode *LBRACE();
+    ColumnExprContext *columnExpr();
+    antlr4::tree::TerminalNode *RBRACE();
+
+
+    virtual std::any accept(antlr4::tree::ParseTreeVisitor *visitor) override;
+   
+  };
+
+  HogqlxTagAttributeContext* hogqlxTagAttribute();
+
   class  WithExprListContext : public antlr4::ParserRuleContext {
   public:
     WithExprListContext(antlr4::ParserRuleContext *parent, size_t invokingState);
@@ -1499,7 +1549,7 @@ class  HogQLParser : public antlr4::Parser {
   public:
     ColumnIdentifierContext(antlr4::ParserRuleContext *parent, size_t invokingState);
     virtual size_t getRuleIndex() const override;
-    antlr4::tree::TerminalNode *PLACEHOLDER();
+    PlaceholderContext *placeholder();
     NestedIdentifierContext *nestedIdentifier();
     TableIdentifierContext *tableIdentifier();
     antlr4::tree::TerminalNode *DOT();
@@ -1540,6 +1590,15 @@ class  HogQLParser : public antlr4::Parser {
    
   };
 
+  class  TableExprTagContext : public TableExprContext {
+  public:
+    TableExprTagContext(TableExprContext *ctx);
+
+    HogqlxTagElementContext *hogqlxTagElement();
+
+    virtual std::any accept(antlr4::tree::ParseTreeVisitor *visitor) override;
+  };
+
   class  TableExprIdentifierContext : public TableExprContext {
   public:
     TableExprIdentifierContext(TableExprContext *ctx);
@@ -1553,7 +1612,7 @@ class  HogQLParser : public antlr4::Parser {
   public:
     TableExprPlaceholderContext(TableExprContext *ctx);
 
-    antlr4::tree::TerminalNode *PLACEHOLDER();
+    PlaceholderContext *placeholder();
 
     virtual std::any accept(antlr4::tree::ParseTreeVisitor *visitor) override;
   };
@@ -1974,6 +2033,21 @@ class  HogQLParser : public antlr4::Parser {
 
   EnumValueContext* enumValue();
 
+  class  PlaceholderContext : public antlr4::ParserRuleContext {
+  public:
+    PlaceholderContext(antlr4::ParserRuleContext *parent, size_t invokingState);
+    virtual size_t getRuleIndex() const override;
+    antlr4::tree::TerminalNode *LBRACE();
+    IdentifierContext *identifier();
+    antlr4::tree::TerminalNode *RBRACE();
+
+
+    virtual std::any accept(antlr4::tree::ParseTreeVisitor *visitor) override;
+   
+  };
+
+  PlaceholderContext* placeholder();
+
 
   bool sempred(antlr4::RuleContext *_localctx, size_t ruleIndex, size_t predicateIndex) override;
 
diff --git a/hogql_parser/HogQLParser.interp b/hogql_parser/HogQLParser.interp
index d7adc1a3a9959..7c3bcc9602550 100644
--- a/hogql_parser/HogQLParser.interp
+++ b/hogql_parser/HogQLParser.interp
@@ -437,14 +437,14 @@ WITH
 YEAR
 JSON_FALSE
 JSON_TRUE
-ESCAPE_CHAR
+ESCAPE_CHAR_SINGLE
+ESCAPE_CHAR_DOUBLE
 IDENTIFIER
 FLOATING_LITERAL
 OCTAL_LITERAL
 DECIMAL_LITERAL
 HEXADECIMAL_LITERAL
 STRING_LITERAL
-PLACEHOLDER
 ARROW
 ASTERISK
 BACKQUOTE
@@ -530,6 +530,8 @@ columnExpr
 columnArgList
 columnArgExpr
 columnLambdaExpr
+hogqlxTagElement
+hogqlxTagAttribute
 withExprList
 withExpr
 columnIdentifier
@@ -548,7 +550,8 @@ keywordForAlias
 alias
 identifier
 enumValue
+placeholder
 
 
 atn:
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0, 823, 825, 3, 118, 59, 0, 824, 813, 1, 0, 0, 0, 824, 817, 1, 0, 0, 0, 824, 823, 1, 0, 0, 0, 825, 85, 1, 0, 0, 0, 826, 831, 3, 88, 44, 0, 827, 828, 5, 206, 0, 0, 828, 830, 3, 88, 44, 0, 829, 827, 1, 0, 0, 0, 830, 833, 1, 0, 0, 0, 831, 829, 1, 0, 0, 0, 831, 832, 1, 0, 0, 0, 832, 87, 1, 0, 0, 0, 833, 831, 1, 0, 0, 0, 834, 835, 3, 118, 59, 0, 835, 836, 5, 10, 0, 0, 836, 837, 5, 220, 0, 0, 837, 838, 3, 2, 1, 0, 838, 839, 5, 236, 0, 0, 839, 845, 1, 0, 0, 0, 840, 841, 3, 74, 37, 0, 841, 842, 5, 10, 0, 0, 842, 843, 3, 118, 59, 0, 843, 845, 1, 0, 0, 0, 844, 834, 1, 0, 0, 0, 844, 840, 1, 0, 0, 0, 845, 89, 1, 0, 0, 0, 846, 854, 3, 122, 61, 0, 847, 848, 3, 98, 49, 0, 848, 849, 5, 210, 0, 0, 849, 851, 1, 0, 0, 0, 850, 847, 1, 0, 0, 0, 850, 851, 1, 0, 0, 0, 851, 852, 1, 0, 0, 0, 852, 854, 3, 92, 46, 0, 853, 846, 1, 0, 0, 0, 853, 850, 1, 0, 0, 0, 854, 91, 1, 0, 0, 0, 855, 860, 3, 118, 59, 0, 856, 857, 5, 210, 0, 0, 857, 859, 3, 118, 59, 0, 858, 856, 1, 0, 0, 0, 859, 862, 1, 0, 0, 0, 860, 858, 1, 0, 0, 0, 860, 861, 1, 0, 0, 0, 861, 93, 1, 0, 0, 0, 862, 860, 1, 0, 0, 0, 863, 864, 6, 47, -1, 0, 864, 873, 3, 98, 49, 0, 865, 873, 3, 96, 48, 0, 866, 867, 5, 220, 0, 0, 867, 868, 3, 2, 1, 0, 868, 869, 5, 236, 0, 0, 869, 873, 1, 0, 0, 0, 870, 873, 3, 82, 41, 0, 871, 873, 3, 122, 61, 0, 872, 863, 1, 0, 0, 0, 872, 865, 1, 0, 0, 0, 872, 866, 1, 0, 0, 0, 872, 870, 1, 0, 0, 0, 872, 871, 1, 0, 0, 0, 873, 882, 1, 0, 0, 0, 874, 878, 10, 3, 0, 0, 875, 879, 3, 116, 58, 0, 876, 877, 5, 10, 0, 0, 877, 879, 3, 118, 59, 0, 878, 875, 1, 0, 0, 0, 878, 876, 1, 0, 0, 0, 879, 881, 1, 0, 0, 0, 880, 874, 1, 0, 0, 0, 881, 884, 1, 0, 0, 0, 882, 880, 1, 0, 0, 0, 882, 883, 1, 0, 0, 0, 883, 95, 1, 0, 0, 0, 884, 882, 1, 0, 0, 0, 885, 886, 3, 118, 59, 0, 886, 888, 5, 220, 0, 0, 887, 889, 3, 100, 50, 0, 888, 887, 1, 0, 0, 0, 888, 889, 1, 0, 0, 0, 889, 890, 1, 0, 0, 0, 890, 891, 5, 236, 0, 0, 891, 97, 1, 0, 0, 0, 892, 893, 3, 102, 51, 0, 893, 894, 5, 210, 0, 0, 894, 896, 1, 0, 0, 0, 895, 892, 1, 0, 0, 0, 895, 896, 1, 0, 0, 0, 896, 897, 1, 0, 0, 0, 897, 898, 3, 118, 59, 0, 898, 99, 1, 0, 0, 0, 899, 904, 3, 74, 37, 0, 900, 901, 5, 206, 0, 0, 901, 903, 3, 74, 37, 0, 902, 900, 1, 0, 0, 0, 903, 906, 1, 0, 0, 0, 904, 902, 1, 0, 0, 0, 904, 905, 1, 0, 0, 0, 905, 101, 1, 0, 0, 0, 906, 904, 1, 0, 0, 0, 907, 908, 3, 118, 59, 0, 908, 103, 1, 0, 0, 0, 909, 918, 5, 196, 0, 0, 910, 911, 5, 210, 0, 0, 911, 918, 7, 11, 0, 0, 912, 913, 5, 198, 0, 0, 913, 915, 5, 210, 0, 0, 914, 916, 7, 11, 0, 0, 915, 914, 1, 0, 0, 0, 915, 916, 1, 0, 0, 0, 916, 918, 1, 0, 0, 0, 917, 909, 1, 0, 0, 0, 917, 910, 1, 0, 0, 0, 917, 912, 1, 0, 0, 0, 918, 105, 1, 0, 0, 0, 919, 921, 7, 12, 0, 0, 920, 919, 1, 0, 0, 0, 920, 921, 1, 0, 0, 0, 921, 928, 1, 0, 0, 0, 922, 929, 3, 104, 52, 0, 923, 929, 5, 197, 0, 0, 924, 929, 5, 198, 0, 0, 925, 929, 5, 199, 0, 0, 926, 929, 5, 82, 0, 0, 927, 929, 5, 113, 0, 0, 928, 922, 1, 0, 0, 0, 928, 923, 1, 0, 0, 0, 928, 924, 1, 0, 0, 0, 928, 925, 1, 0, 0, 0, 928, 926, 1, 0, 0, 0, 928, 927, 1, 0, 0, 0, 929, 107, 1, 0, 0, 0, 930, 934, 3, 106, 53, 0, 931, 934, 5, 200, 0, 0, 932, 934, 5, 116, 0, 0, 933, 930, 1, 0, 0, 0, 933, 931, 1, 0, 0, 0, 933, 932, 1, 0, 0, 0, 934, 109, 1, 0, 0, 0, 935, 936, 7, 13, 0, 0, 936, 111, 1, 0, 0, 0, 937, 938, 7, 14, 0, 0, 938, 113, 1, 0, 0, 0, 939, 940, 7, 15, 0, 0, 940, 115, 1, 0, 0, 0, 941, 944, 5, 195, 0, 0, 942, 944, 3, 114, 57, 0, 943, 941, 1, 0, 0, 0, 943, 942, 1, 0, 0, 0, 944, 117, 1, 0, 0, 0, 945, 949, 5, 195, 0, 0, 946, 949, 3, 110, 55, 0, 947, 949, 3, 112, 56, 0, 948, 945, 1, 0, 0, 0, 948, 946, 1, 0, 0, 0, 948, 947, 1, 0, 0, 0, 949, 119, 1, 0, 0, 0, 950, 951, 5, 200, 0, 0, 951, 952, 5, 212, 0, 0, 952, 953, 3, 106, 53, 0, 953, 121, 1, 0, 0, 0, 954, 955, 5, 218, 0, 0, 955, 956, 3, 118, 59, 0, 956, 957, 5, 234, 0, 0, 957, 123, 1, 0, 0, 0, 117, 127, 137, 145, 148, 152, 155, 159, 162, 165, 168, 171, 175, 179, 182, 185, 188, 192, 195, 204, 210, 231, 248, 265, 271, 277, 288, 290, 301, 304, 310, 318, 324, 326, 330, 335, 338, 341, 345, 349, 352, 354, 357, 361, 365, 368, 370, 372, 377, 388, 394, 401, 406, 410, 414, 420, 422, 429, 437, 440, 443, 462, 476, 492, 504, 516, 524, 528, 535, 541, 550, 554, 585, 602, 614, 624, 627, 631, 634, 647, 664, 668, 674, 681, 693, 697, 700, 709, 723, 750, 759, 761, 763, 771, 776, 784, 794, 797, 807, 824, 831, 844, 850, 853, 860, 872, 878, 882, 888, 895, 904, 915, 917, 920, 928, 933, 943, 948]
\ No newline at end of file
diff --git a/hogql_parser/HogQLParser.tokens b/hogql_parser/HogQLParser.tokens
index 10fd925b09195..18c9b75ec7548 100644
--- a/hogql_parser/HogQLParser.tokens
+++ b/hogql_parser/HogQLParser.tokens
@@ -190,14 +190,14 @@ WITH=189
 YEAR=190
 JSON_FALSE=191
 JSON_TRUE=192
-ESCAPE_CHAR=193
-IDENTIFIER=194
-FLOATING_LITERAL=195
-OCTAL_LITERAL=196
-DECIMAL_LITERAL=197
-HEXADECIMAL_LITERAL=198
-STRING_LITERAL=199
-PLACEHOLDER=200
+ESCAPE_CHAR_SINGLE=193
+ESCAPE_CHAR_DOUBLE=194
+IDENTIFIER=195
+FLOATING_LITERAL=196
+OCTAL_LITERAL=197
+DECIMAL_LITERAL=198
+HEXADECIMAL_LITERAL=199
+STRING_LITERAL=200
 ARROW=201
 ASTERISK=202
 BACKQUOTE=203
diff --git a/hogql_parser/HogQLParserBaseVisitor.h b/hogql_parser/HogQLParserBaseVisitor.h
index 016b75a57f4c0..f38c6163237f1 100644
--- a/hogql_parser/HogQLParserBaseVisitor.h
+++ b/hogql_parser/HogQLParserBaseVisitor.h
@@ -271,6 +271,10 @@ class  HogQLParserBaseVisitor : public HogQLParserVisitor {
     return visitChildren(ctx);
   }
 
+  virtual std::any visitColumnExprTagElement(HogQLParser::ColumnExprTagElementContext *ctx) override {
+    return visitChildren(ctx);
+  }
+
   virtual std::any visitColumnExprTuple(HogQLParser::ColumnExprTupleContext *ctx) override {
     return visitChildren(ctx);
   }
@@ -347,6 +351,14 @@ class  HogQLParserBaseVisitor : public HogQLParserVisitor {
     return visitChildren(ctx);
   }
 
+  virtual std::any visitHogqlxTagElement(HogQLParser::HogqlxTagElementContext *ctx) override {
+    return visitChildren(ctx);
+  }
+
+  virtual std::any visitHogqlxTagAttribute(HogQLParser::HogqlxTagAttributeContext *ctx) override {
+    return visitChildren(ctx);
+  }
+
   virtual std::any visitWithExprList(HogQLParser::WithExprListContext *ctx) override {
     return visitChildren(ctx);
   }
@@ -367,6 +379,10 @@ class  HogQLParserBaseVisitor : public HogQLParserVisitor {
     return visitChildren(ctx);
   }
 
+  virtual std::any visitTableExprTag(HogQLParser::TableExprTagContext *ctx) override {
+    return visitChildren(ctx);
+  }
+
   virtual std::any visitTableExprIdentifier(HogQLParser::TableExprIdentifierContext *ctx) override {
     return visitChildren(ctx);
   }
@@ -439,6 +455,10 @@ class  HogQLParserBaseVisitor : public HogQLParserVisitor {
     return visitChildren(ctx);
   }
 
+  virtual std::any visitPlaceholder(HogQLParser::PlaceholderContext *ctx) override {
+    return visitChildren(ctx);
+  }
+
 
 };
 
diff --git a/hogql_parser/HogQLParserVisitor.h b/hogql_parser/HogQLParserVisitor.h
index d255fa6a97971..0206c3b07f48f 100644
--- a/hogql_parser/HogQLParserVisitor.h
+++ b/hogql_parser/HogQLParserVisitor.h
@@ -147,6 +147,8 @@ class  HogQLParserVisitor : public antlr4::tree::AbstractParseTreeVisitor {
 
     virtual std::any visitColumnExprTrim(HogQLParser::ColumnExprTrimContext *context) = 0;
 
+    virtual std::any visitColumnExprTagElement(HogQLParser::ColumnExprTagElementContext *context) = 0;
+
     virtual std::any visitColumnExprTuple(HogQLParser::ColumnExprTupleContext *context) = 0;
 
     virtual std::any visitColumnExprArrayAccess(HogQLParser::ColumnExprArrayAccessContext *context) = 0;
@@ -185,6 +187,10 @@ class  HogQLParserVisitor : public antlr4::tree::AbstractParseTreeVisitor {
 
     virtual std::any visitColumnLambdaExpr(HogQLParser::ColumnLambdaExprContext *context) = 0;
 
+    virtual std::any visitHogqlxTagElement(HogQLParser::HogqlxTagElementContext *context) = 0;
+
+    virtual std::any visitHogqlxTagAttribute(HogQLParser::HogqlxTagAttributeContext *context) = 0;
+
     virtual std::any visitWithExprList(HogQLParser::WithExprListContext *context) = 0;
 
     virtual std::any visitWithExprSubquery(HogQLParser::WithExprSubqueryContext *context) = 0;
@@ -195,6 +201,8 @@ class  HogQLParserVisitor : public antlr4::tree::AbstractParseTreeVisitor {
 
     virtual std::any visitNestedIdentifier(HogQLParser::NestedIdentifierContext *context) = 0;
 
+    virtual std::any visitTableExprTag(HogQLParser::TableExprTagContext *context) = 0;
+
     virtual std::any visitTableExprIdentifier(HogQLParser::TableExprIdentifierContext *context) = 0;
 
     virtual std::any visitTableExprPlaceholder(HogQLParser::TableExprPlaceholderContext *context) = 0;
@@ -231,6 +239,8 @@ class  HogQLParserVisitor : public antlr4::tree::AbstractParseTreeVisitor {
 
     virtual std::any visitEnumValue(HogQLParser::EnumValueContext *context) = 0;
 
+    virtual std::any visitPlaceholder(HogQLParser::PlaceholderContext *context) = 0;
+
 
 };
 
diff --git a/hogql_parser/parser.cpp b/hogql_parser/parser.cpp
index 2e734cc8737fc..fef1b95f76d4b 100644
--- a/hogql_parser/parser.cpp
+++ b/hogql_parser/parser.cpp
@@ -237,7 +237,18 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
     if (select_union_stmt_ctx) {
       return visit(select_union_stmt_ctx);
     }
-    return visit(ctx->selectStmt());
+
+    auto select_stmt_ctx = ctx->selectStmt();
+    if (select_stmt_ctx) {
+      return visit(select_stmt_ctx);
+    }
+
+    auto tag_element_ctx = ctx->hogqlxTagElement();
+    if (tag_element_ctx) {
+      return visit(tag_element_ctx);
+    }
+
+    throw HogQLParsingException("Unexpected Select node. Must have either selectUnionStmt, selectStmt, or hogqlxTagElement set.");
   }
 
   VISIT(SelectStmtWithParens) {
@@ -570,12 +581,11 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
   }
 
   VISIT(RatioExpr) {
-    auto placeholder_ctx = ctx->PLACEHOLDER();
+    auto placeholder_ctx = ctx->placeholder();
     if (placeholder_ctx) {
-      string placeholder = unquote_string_terminal(placeholder_ctx);
-      return build_ast_node("Placeholder", "{s:s#}", "field", placeholder.data(), placeholder.size());
+      return visitAsPyObject(placeholder_ctx);
     }
-    
+
     auto number_literal_ctxs = ctx->numberLiteral();
 
     if (number_literal_ctxs.size() > 2) {
@@ -1017,6 +1027,8 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
     return build_ast_node("Field", "{s:[s]}", "chain", "*");
   }
 
+  VISIT(ColumnExprTagElement) { return visit(ctx->hogqlxTagElement()); }
+
   VISIT(ColumnArgList) { return visitPyListOfObjects(ctx->columnArgExpr()); }
 
   VISIT(ColumnLambdaExpr) {
@@ -1055,12 +1067,10 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
   }
 
   VISIT(ColumnIdentifier) {
-    auto placeholder_ctx = ctx->PLACEHOLDER();
+    auto placeholder_ctx = ctx->placeholder();
     if (placeholder_ctx) {
-      string placeholder = unquote_string_terminal(placeholder_ctx);
-      return build_ast_node("Placeholder", "{s:s#}", "field", placeholder.data(), placeholder.size());
+      return visitAsPyObject(placeholder_ctx);
     }
-
     auto table_identifier_ctx = ctx->tableIdentifier();
     auto nested_identifier_ctx = ctx->nestedIdentifier();
     vector<string> table =
@@ -1094,8 +1104,7 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
   VISIT(TableExprSubquery) { return visit(ctx->selectUnionStmt()); }
 
   VISIT(TableExprPlaceholder) {
-    string placeholder = unquote_string_terminal(ctx->PLACEHOLDER());
-    return build_ast_node("Placeholder", "{s:s#}", "field", placeholder.data(), placeholder.size());
+    return visitAsPyObject(ctx->placeholder());
   }
 
   VISIT(TableExprAlias) {
@@ -1117,6 +1126,8 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
 
   VISIT(TableExprFunction) { return visit(ctx->tableFunctionExpr()); }
 
+  VISIT(TableExprTag) { return visit(ctx->hogqlxTagElement()); }
+
   VISIT(TableFunctionExpr) {
     string name = visitAsString(ctx->identifier());
     PyObject* table_args;
@@ -1208,6 +1219,46 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
     return text;
   }
 
+  VISIT(HogqlxTagAttribute) {
+    string name = visitAsString(ctx->identifier());
+
+    auto column_expr_ctx = ctx->columnExpr();
+    if (column_expr_ctx) {
+      return build_ast_node(
+          "HogQLXAttribute", "{s:s#,s:N}", "name", name.data(), name.size(), "value", visitAsPyObject(column_expr_ctx)
+      );
+    }
+
+    auto string_literal_ctx = ctx->STRING_LITERAL();
+    if (string_literal_ctx) {
+      string text = unquote_string_terminal(string_literal_ctx);
+      PyObject* value = build_ast_node("Constant", "{s:s#}", "value", text.data(), text.size());
+      return build_ast_node(
+          "HogQLXAttribute", "{s:s#,s:N}", "name", name.data(), name.size(), "value", value
+      );
+    }
+
+    PyObject* value = build_ast_node("Constant", "{s:O}", "value", Py_True);
+    return build_ast_node(
+        "HogQLXAttribute", "{s:s#,s:N}", "name", name.data(), name.size(), "value", value
+    );
+  }
+
+  VISIT(HogqlxTagElement) {
+    string kind = visitAsString(ctx->identifier());
+    PyObject* tag_element = build_ast_node(
+        "HogQLXTag", "{s:s#,s:N}",
+        "kind", kind.data(), kind.size(),
+        "attributes", visitPyListOfObjects(ctx->hogqlxTagAttribute())
+    );
+    return tag_element;
+  }
+
+  VISIT(Placeholder) {
+    string name = visitAsString(ctx->identifier());
+    return build_ast_node("Placeholder", "{s:s#}", "field", name.data(), name.size());
+  }
+
   VISIT_UNSUPPORTED(EnumValue)
 
   VISIT(ColumnExprNullish) {
diff --git a/hogql_parser/setup.py b/hogql_parser/setup.py
index 7697d267057b6..abc95223fbf6e 100644
--- a/hogql_parser/setup.py
+++ b/hogql_parser/setup.py
@@ -32,7 +32,7 @@
 
 setup(
     name="hogql_parser",
-    version="0.1.9",
+    version="0.1.11",
     url="https://github.com/PostHog/posthog/tree/master/hogql_parser",
     author="PostHog Inc.",
     author_email="hey@posthog.com",
diff --git a/posthog/hogql/ast.py b/posthog/hogql/ast.py
index 95f5f23a9534e..545ffdf5714a1 100644
--- a/posthog/hogql/ast.py
+++ b/posthog/hogql/ast.py
@@ -2,7 +2,7 @@
 from typing import Any, Dict, List, Literal, Optional, Union
 from dataclasses import dataclass, field
 
-from posthog.hogql.base import Type, Expr, CTE, ConstantType, UnknownType
+from posthog.hogql.base import Type, Expr, CTE, ConstantType, UnknownType, AST
 from posthog.hogql.constants import ConstantDataType, HogQLQuerySettings
 from posthog.hogql.database.models import (
     FieldTraverser,
@@ -557,3 +557,21 @@ class SampleExpr(Expr):
     # k or n
     sample_value: RatioExpr
     offset_value: Optional[RatioExpr] = None
+
+
+@dataclass(kw_only=True)
+class HogQLXAttribute(AST):
+    name: str
+    value: Any
+
+
+@dataclass(kw_only=True)
+class HogQLXTag(AST):
+    kind: str
+    attributes: List[HogQLXAttribute]
+
+    def to_dict(self):
+        return {
+            "kind": self.kind,
+            **{a.name: a.value for a in self.attributes},
+        }
diff --git a/posthog/hogql/base.py b/posthog/hogql/base.py
index 7c4b5776c797e..217ec2d3aeaec 100644
--- a/posthog/hogql/base.py
+++ b/posthog/hogql/base.py
@@ -18,6 +18,8 @@ class AST:
 
     def accept(self, visitor):
         camel_case_name = camel_case_pattern.sub("_", self.__class__.__name__).lower()
+        if "hog_qlx" in camel_case_name:
+            camel_case_name = camel_case_name.replace("hog_qlx", "hogqlx_")
         method_name = f"visit_{camel_case_name}"
         if hasattr(visitor, method_name):
             visit = getattr(visitor, method_name)
diff --git a/posthog/hogql/grammar/HogQLLexer.g4 b/posthog/hogql/grammar/HogQLLexer.g4
index c0d2c02395ab3..5f913370c1de1 100644
--- a/posthog/hogql/grammar/HogQLLexer.g4
+++ b/posthog/hogql/grammar/HogQLLexer.g4
@@ -201,7 +201,7 @@ JSON_TRUE: 'true';
 // Tokens
 
 // copied from clickhouse_driver/util/escape.py
-ESCAPE_CHAR
+ESCAPE_CHAR_SINGLE
     : BACKSLASH B
     | BACKSLASH F
     | BACKSLASH R
@@ -213,10 +213,22 @@ ESCAPE_CHAR
     | BACKSLASH BACKSLASH
     | BACKSLASH QUOTE_SINGLE;
 
+ESCAPE_CHAR_DOUBLE
+    : BACKSLASH B
+    | BACKSLASH F
+    | BACKSLASH R
+    | BACKSLASH N
+    | BACKSLASH T
+    | BACKSLASH '0'
+    | BACKSLASH A
+    | BACKSLASH V
+    | BACKSLASH BACKSLASH
+    | BACKSLASH QUOTE_DOUBLE;
+
 IDENTIFIER
     : (LETTER | UNDERSCORE | DOLLAR) (LETTER | UNDERSCORE | DEC_DIGIT | DOLLAR)*
-    | BACKQUOTE ( ~([\\`]) | ESCAPE_CHAR | (BACKQUOTE BACKQUOTE) )* BACKQUOTE
-    | QUOTE_DOUBLE ( ~([\\"]) | ESCAPE_CHAR | (QUOTE_DOUBLE QUOTE_DOUBLE) )* QUOTE_DOUBLE
+    | BACKQUOTE ( ~([\\`]) | ESCAPE_CHAR_SINGLE | (BACKQUOTE BACKQUOTE) )* BACKQUOTE
+    | QUOTE_DOUBLE ( ~([\\"]) | ESCAPE_CHAR_DOUBLE | (QUOTE_DOUBLE QUOTE_DOUBLE) )* QUOTE_DOUBLE
     ;
 FLOATING_LITERAL
     : HEXADECIMAL_LITERAL DOT HEX_DIGIT* (P | E) (PLUS | DASH)? DEC_DIGIT+
@@ -230,8 +242,7 @@ DECIMAL_LITERAL: DEC_DIGIT+;
 HEXADECIMAL_LITERAL: '0' X HEX_DIGIT+;
 
 // It's important that quote-symbol is a single character.
-STRING_LITERAL: QUOTE_SINGLE ( ~([\\']) | ESCAPE_CHAR | (QUOTE_SINGLE QUOTE_SINGLE) )* QUOTE_SINGLE;
-PLACEHOLDER: LBRACE ( ~([\\}]) | ESCAPE_CHAR | (LBRACE LBRACE) )* RBRACE;
+STRING_LITERAL: QUOTE_SINGLE ( ~([\\']) | ESCAPE_CHAR_SINGLE | (QUOTE_SINGLE QUOTE_SINGLE) )* QUOTE_SINGLE;
 
 // Alphabet and allowed symbols
 
diff --git a/posthog/hogql/grammar/HogQLLexer.interp b/posthog/hogql/grammar/HogQLLexer.interp
index 3e078ad307c5d..d9736c1e31fea 100644
--- a/posthog/hogql/grammar/HogQLLexer.interp
+++ b/posthog/hogql/grammar/HogQLLexer.interp
@@ -437,14 +437,14 @@ WITH
 YEAR
 JSON_FALSE
 JSON_TRUE
-ESCAPE_CHAR
+ESCAPE_CHAR_SINGLE
+ESCAPE_CHAR_DOUBLE
 IDENTIFIER
 FLOATING_LITERAL
 OCTAL_LITERAL
 DECIMAL_LITERAL
 HEXADECIMAL_LITERAL
 STRING_LITERAL
-PLACEHOLDER
 ARROW
 ASTERISK
 BACKQUOTE
@@ -681,14 +681,14 @@ WITH
 YEAR
 JSON_FALSE
 JSON_TRUE
-ESCAPE_CHAR
+ESCAPE_CHAR_SINGLE
+ESCAPE_CHAR_DOUBLE
 IDENTIFIER
 FLOATING_LITERAL
 OCTAL_LITERAL
 DECIMAL_LITERAL
 HEXADECIMAL_LITERAL
 STRING_LITERAL
-PLACEHOLDER
 A
 B
 C
@@ -770,4 +770,4 @@ mode names:
 DEFAULT_MODE
 
 atn:
-[4, 0, 242, 2222, 6, -1, 2, 0, 7, 0, 2, 1, 7, 1, 2, 2, 7, 2, 2, 3, 7, 3, 2, 4, 7, 4, 2, 5, 7, 5, 2, 6, 7, 6, 2, 7, 7, 7, 2, 8, 7, 8, 2, 9, 7, 9, 2, 10, 7, 10, 2, 11, 7, 11, 2, 12, 7, 12, 2, 13, 7, 13, 2, 14, 7, 14, 2, 15, 7, 15, 2, 16, 7, 16, 2, 17, 7, 17, 2, 18, 7, 18, 2, 19, 7, 19, 2, 20, 7, 20, 2, 21, 7, 21, 2, 22, 7, 22, 2, 23, 7, 23, 2, 24, 7, 24, 2, 25, 7, 25, 2, 26, 7, 26, 2, 27, 7, 27, 2, 28, 7, 28, 2, 29, 7, 29, 2, 30, 7, 30, 2, 31, 7, 31, 2, 32, 7, 32, 2, 33, 7, 33, 2, 34, 7, 34, 2, 35, 7, 35, 2, 36, 7, 36, 2, 37, 7, 37, 2, 38, 7, 38, 2, 39, 7, 39, 2, 40, 7, 40, 2, 41, 7, 41, 2, 42, 7, 42, 2, 43, 7, 43, 2, 44, 7, 44, 2, 45, 7, 45, 2, 46, 7, 46, 2, 47, 7, 47, 2, 48, 7, 48, 2, 49, 7, 49, 2, 50, 7, 50, 2, 51, 7, 51, 2, 52, 7, 52, 2, 53, 7, 53, 2, 54, 7, 54, 2, 55, 7, 55, 2, 56, 7, 56, 2, 57, 7, 57, 2, 58, 7, 58, 2, 59, 7, 59, 2, 60, 7, 60, 2, 61, 7, 61, 2, 62, 7, 62, 2, 63, 7, 63, 2, 64, 7, 64, 2, 65, 7, 65, 2, 66, 7, 66, 2, 67, 7, 67, 2, 68, 7, 68, 2, 69, 7, 69, 2, 70, 7, 70, 2, 71, 7, 71, 2, 72, 7, 72, 2, 73, 7, 73, 2, 74, 7, 74, 2, 75, 7, 75, 2, 76, 7, 76, 2, 77, 7, 77, 2, 78, 7, 78, 2, 79, 7, 79, 2, 80, 7, 80, 2, 81, 7, 81, 2, 82, 7, 82, 2, 83, 7, 83, 2, 84, 7, 84, 2, 85, 7, 85, 2, 86, 7, 86, 2, 87, 7, 87, 2, 88, 7, 88, 2, 89, 7, 89, 2, 90, 7, 90, 2, 91, 7, 91, 2, 92, 7, 92, 2, 93, 7, 93, 2, 94, 7, 94, 2, 95, 7, 95, 2, 96, 7, 96, 2, 97, 7, 97, 2, 98, 7, 98, 2, 99, 7, 99, 2, 100, 7, 100, 2, 101, 7, 101, 2, 102, 7, 102, 2, 103, 7, 103, 2, 104, 7, 104, 2, 105, 7, 105, 2, 106, 7, 106, 2, 107, 7, 107, 2, 108, 7, 108, 2, 109, 7, 109, 2, 110, 7, 110, 2, 111, 7, 111, 2, 112, 7, 112, 2, 113, 7, 113, 2, 114, 7, 114, 2, 115, 7, 115, 2, 116, 7, 116, 2, 117, 7, 117, 2, 118, 7, 118, 2, 119, 7, 119, 2, 120, 7, 120, 2, 121, 7, 121, 2, 122, 7, 122, 2, 123, 7, 123, 2, 124, 7, 124, 2, 125, 7, 125, 2, 126, 7, 126, 2, 127, 7, 127, 2, 128, 7, 128, 2, 129, 7, 129, 2, 130, 7, 130, 2, 131, 7, 131, 2, 132, 7, 132, 2, 133, 7, 133, 2, 134, 7, 134, 2, 135, 7, 135, 2, 136, 7, 136, 2, 137, 7, 137, 2, 138, 7, 138, 2, 139, 7, 139, 2, 140, 7, 140, 2, 141, 7, 141, 2, 142, 7, 142, 2, 143, 7, 143, 2, 144, 7, 144, 2, 145, 7, 145, 2, 146, 7, 146, 2, 147, 7, 147, 2, 148, 7, 148, 2, 149, 7, 149, 2, 150, 7, 150, 2, 151, 7, 151, 2, 152, 7, 152, 2, 153, 7, 153, 2, 154, 7, 154, 2, 155, 7, 155, 2, 156, 7, 156, 2, 157, 7, 157, 2, 158, 7, 158, 2, 159, 7, 159, 2, 160, 7, 160, 2, 161, 7, 161, 2, 162, 7, 162, 2, 163, 7, 163, 2, 164, 7, 164, 2, 165, 7, 165, 2, 166, 7, 166, 2, 167, 7, 167, 2, 168, 7, 168, 2, 169, 7, 169, 2, 170, 7, 170, 2, 171, 7, 171, 2, 172, 7, 172, 2, 173, 7, 173, 2, 174, 7, 174, 2, 175, 7, 175, 2, 176, 7, 176, 2, 177, 7, 177, 2, 178, 7, 178, 2, 179, 7, 179, 2, 180, 7, 180, 2, 181, 7, 181, 2, 182, 7, 182, 2, 183, 7, 183, 2, 184, 7, 184, 2, 185, 7, 185, 2, 186, 7, 186, 2, 187, 7, 187, 2, 188, 7, 188, 2, 189, 7, 189, 2, 190, 7, 190, 2, 191, 7, 191, 2, 192, 7, 192, 2, 193, 7, 193, 2, 194, 7, 194, 2, 195, 7, 195, 2, 196, 7, 196, 2, 197, 7, 197, 2, 198, 7, 198, 2, 199, 7, 199, 2, 200, 7, 200, 2, 201, 7, 201, 2, 202, 7, 202, 2, 203, 7, 203, 2, 204, 7, 204, 2, 205, 7, 205, 2, 206, 7, 206, 2, 207, 7, 207, 2, 208, 7, 208, 2, 209, 7, 209, 2, 210, 7, 210, 2, 211, 7, 211, 2, 212, 7, 212, 2, 213, 7, 213, 2, 214, 7, 214, 2, 215, 7, 215, 2, 216, 7, 216, 2, 217, 7, 217, 2, 218, 7, 218, 2, 219, 7, 219, 2, 220, 7, 220, 2, 221, 7, 221, 2, 222, 7, 222, 2, 223, 7, 223, 2, 224, 7, 224, 2, 225, 7, 225, 2, 226, 7, 226, 2, 227, 7, 227, 2, 228, 7, 228, 2, 229, 7, 229, 2, 230, 7, 230, 2, 231, 7, 231, 2, 232, 7, 232, 2, 233, 7, 233, 2, 234, 7, 234, 2, 235, 7, 235, 2, 236, 7, 236, 2, 237, 7, 237, 2, 238, 7, 238, 2, 239, 7, 239, 2, 240, 7, 240, 2, 241, 7, 241, 2, 242, 7, 242, 2, 243, 7, 243, 2, 244, 7, 244, 2, 245, 7, 245, 2, 246, 7, 246, 2, 247, 7, 247, 2, 248, 7, 248, 2, 249, 7, 249, 2, 250, 7, 250, 2, 251, 7, 251, 2, 252, 7, 252, 2, 253, 7, 253, 2, 254, 7, 254, 2, 255, 7, 255, 2, 256, 7, 256, 2, 257, 7, 257, 2, 258, 7, 258, 2, 259, 7, 259, 2, 260, 7, 260, 2, 261, 7, 261, 2, 262, 7, 262, 2, 263, 7, 263, 2, 264, 7, 264, 2, 265, 7, 265, 2, 266, 7, 266, 2, 267, 7, 267, 2, 268, 7, 268, 2, 269, 7, 269, 2, 270, 7, 270, 2, 271, 7, 271, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 3, 1, 3, 1, 3, 1, 3, 1, 4, 1, 4, 1, 4, 1, 4, 1, 4, 1, 4, 1, 5, 1, 5, 1, 5, 1, 5, 1, 6, 1, 6, 1, 6, 1, 6, 1, 6, 1, 7, 1, 7, 1, 7, 1, 7, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 9, 1, 9, 1, 9, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 1, 10, 3, 10, 608, 8, 10, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 1, 12, 1, 12, 1, 12, 1, 12, 1, 13, 1, 13, 1, 13, 1, 13, 1, 13, 1, 13, 1, 14, 1, 14, 1, 14, 1, 14, 1, 14, 1, 14, 1, 14, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 16, 1, 16, 1, 16, 1, 16, 1, 16, 1, 17, 1, 17, 1, 17, 1, 18, 1, 18, 1, 18, 1, 18, 1, 18, 1, 19, 1, 19, 1, 19, 1, 19, 1, 19, 1, 20, 1, 20, 1, 20, 1, 20, 1, 20, 1, 20, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 22, 1, 22, 1, 22, 1, 22, 1, 22, 1, 22, 1, 22, 1, 22, 1, 23, 1, 23, 1, 23, 1, 23, 1, 23, 1, 23, 1, 24, 1, 24, 1, 24, 1, 24, 1, 24, 1, 24, 1, 24, 1, 25, 1, 25, 1, 25, 1, 25, 1, 25, 1, 25, 1, 25, 1, 25, 1, 26, 1, 26, 1, 26, 1, 26, 1, 26, 1, 26, 1, 26, 1, 27, 1, 27, 1, 27, 1, 27, 1, 27, 1, 27, 1, 27, 1, 27, 1, 28, 1, 28, 1, 28, 1, 28, 1, 28, 1, 28, 1, 28, 1, 28, 1, 28, 1, 28, 1, 28, 1, 29, 1, 29, 1, 29, 1, 29, 1, 29, 1, 29, 1, 29, 1, 30, 1, 30, 1, 30, 1, 30, 1, 30, 1, 30, 1, 31, 1, 31, 1, 31, 1, 31, 1, 31, 1, 32, 1, 32, 1, 32, 1, 32, 1, 32, 1, 32, 1, 32, 1, 32, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 34, 1, 34, 1, 34, 1, 34, 1, 34, 1, 34, 1, 34, 1, 34, 1, 34, 1, 34, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 36, 1, 36, 1, 36, 1, 36, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 38, 1, 38, 1, 38, 1, 38, 1, 38, 1, 38, 1, 38, 1, 38, 1, 39, 1, 39, 1, 39, 1, 39, 1, 39, 1, 39, 1, 40, 1, 40, 1, 40, 1, 40, 1, 40, 1, 40, 1, 40, 1, 41, 1, 41, 1, 41, 1, 41, 1, 41, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 43, 1, 43, 1, 43, 1, 43, 1, 43, 1, 43, 1, 43, 1, 43, 1, 43, 1, 44, 1, 44, 1, 44, 1, 44, 1, 44, 1, 44, 1, 44, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 1, 46, 1, 46, 1, 46, 1, 46, 1, 46, 1, 46, 1, 46, 1, 46, 1, 46, 1, 46, 1, 46, 1, 47, 1, 47, 1, 47, 1, 47, 1, 47, 1, 48, 1, 48, 1, 48, 1, 48, 1, 48, 1, 48, 1, 48, 1, 48, 1, 48, 1, 49, 1, 49, 1, 49, 1, 49, 1, 49, 1, 49, 1, 49, 1, 49, 1, 49, 1, 49, 1, 49, 1, 49, 1, 50, 1, 50, 1, 50, 1, 50, 1, 50, 1, 51, 1, 51, 1, 51, 1, 51, 1, 51, 1, 52, 1, 52, 1, 52, 1, 52, 1, 53, 1, 53, 1, 53, 1, 53, 1, 53, 1, 53, 1, 53, 1, 54, 1, 54, 1, 54, 1, 54, 1, 54, 1, 54, 1, 54, 1, 55, 1, 55, 1, 55, 1, 55, 1, 55, 1, 55, 1, 55, 1, 56, 1, 56, 1, 56, 1, 56, 1, 56, 1, 56, 1, 56, 1, 56, 1, 57, 1, 57, 1, 57, 1, 57, 1, 57, 1, 57, 1, 57, 1, 57, 1, 57, 1, 57, 1, 57, 1, 58, 1, 58, 1, 58, 1, 58, 1, 58, 1, 58, 1, 58, 1, 58, 1, 59, 1, 59, 1, 59, 1, 59, 1, 59, 1, 59, 1, 59, 1, 59, 1, 60, 1, 60, 1, 60, 1, 60, 1, 60, 1, 60, 1, 61, 1, 61, 1, 61, 1, 61, 1, 61, 1, 61, 1, 62, 1, 62, 1, 62, 1, 62, 1, 62, 1, 62, 1, 63, 1, 63, 1, 63, 1, 63, 1, 63, 1, 63, 1, 63, 1, 63, 1, 63, 1, 63, 1, 64, 1, 64, 1, 64, 1, 64, 1, 65, 1, 65, 1, 65, 1, 65, 1, 65, 1, 65, 1, 65, 1, 66, 1, 66, 1, 66, 1, 66, 1, 66, 1, 66, 1, 66, 1, 67, 1, 67, 1, 67, 1, 67, 1, 67, 1, 68, 1, 68, 1, 68, 1, 68, 1, 68, 1, 69, 1, 69, 1, 69, 1, 69, 1, 69, 1, 69, 1, 69, 1, 69, 1, 69, 1, 70, 1, 70, 1, 70, 1, 70, 1, 70, 1, 70, 1, 70, 1, 71, 1, 71, 1, 71, 1, 71, 1, 71, 1, 71, 1, 71, 1, 71, 1, 71, 1, 71, 1, 71, 1, 71, 1, 72, 1, 72, 1, 72, 1, 72, 1, 72, 1, 72, 1, 73, 1, 73, 1, 73, 1, 73, 1, 73, 1, 73, 1, 73, 1, 74, 1, 74, 1, 74, 1, 74, 1, 74, 1, 74, 1, 74, 1, 74, 1, 74, 1, 74, 1, 74, 1, 74, 1, 74, 1, 75, 1, 75, 1, 75, 1, 75, 1, 75, 1, 76, 1, 76, 1, 76, 1, 77, 1, 77, 1, 77, 1, 78, 1, 78, 1, 78, 1, 78, 1, 78, 1, 78, 1, 79, 1, 79, 1, 79, 1, 80, 1, 80, 1, 80, 1, 80, 1, 80, 1, 80, 1, 81, 1, 81, 1, 81, 1, 81, 1, 81, 1, 81, 1, 81, 1, 81, 1, 81, 1, 81, 1, 81, 1, 81, 1, 81, 3, 81, 1113, 8, 81, 1, 82, 1, 82, 1, 82, 1, 82, 1, 82, 1, 82, 1, 82, 1, 82, 1, 82, 1, 82, 1, 83, 1, 83, 1, 83, 1, 83, 1, 83, 1, 83, 1, 84, 1, 84, 1, 84, 1, 84, 1, 84, 1, 84, 1, 84, 1, 85, 1, 85, 1, 85, 1, 85, 1, 85, 1, 85, 1, 85, 1, 85, 1, 85, 1, 86, 1, 86, 1, 86, 1, 86, 1, 86, 1, 87, 1, 87, 1, 87, 1, 88, 1, 88, 1, 88, 1, 88, 1, 88, 1, 88, 1, 88, 1, 88, 1, 88, 1, 88, 1, 88, 1, 88, 1, 88, 1, 89, 1, 89, 1, 89, 1, 89, 1, 89, 1, 90, 1, 90, 1, 90, 1, 90, 1, 91, 1, 91, 1, 91, 1, 91, 1, 91, 1, 92, 1, 92, 1, 92, 1, 92, 1, 92, 1, 93, 1, 93, 1, 93, 1, 93, 1, 93, 1, 93, 1, 93, 1, 94, 1, 94, 1, 94, 1, 94, 1, 94, 1, 94, 1, 94, 1, 94, 1, 95, 1, 95, 1, 95, 1, 95, 1, 95, 1, 96, 1, 96, 1, 96, 1, 96, 1, 96, 1, 96, 1, 96, 1, 96, 1, 96, 1, 97, 1, 97, 1, 97, 1, 97, 1, 97, 1, 98, 1, 98, 1, 98, 1, 98, 1, 98, 1, 98, 1, 99, 1, 99, 1, 99, 1, 99, 1, 99, 1, 100, 1, 100, 1, 100, 1, 100, 1, 100, 1, 100, 1, 101, 1, 101, 1, 101, 1, 101, 1, 101, 1, 102, 1, 102, 1, 102, 1, 102, 1, 102, 1, 102, 1, 102, 1, 102, 1, 102, 1, 102, 1, 102, 1, 102, 1, 103, 1, 103, 1, 103, 1, 103, 1, 103, 1, 103, 1, 103, 1, 103, 1, 103, 1, 103, 1, 103, 1, 103, 1, 103, 1, 104, 1, 104, 1, 104, 1, 104, 1, 105, 1, 105, 1, 105, 1, 105, 1, 105, 1, 105, 1, 105, 1, 106, 1, 106, 1, 106, 1, 106, 1, 107, 1, 107, 1, 107, 1, 107, 1, 107, 1, 107, 1, 107, 1, 108, 1, 108, 1, 108, 1, 108, 1, 108, 1, 108, 1, 108, 1, 109, 1, 109, 1, 109, 1, 109, 1, 109, 1, 109, 1, 110, 1, 110, 1, 110, 1, 110, 1, 110, 1, 111, 1, 111, 1, 111, 1, 111, 1, 111, 1, 111, 1, 111, 1, 111, 1, 111, 1, 112, 1, 112, 1, 112, 1, 112, 1, 113, 1, 113, 1, 113, 1, 114, 1, 114, 1, 114, 1, 114, 1, 115, 1, 115, 1, 115, 1, 115, 1, 115, 1, 116, 1, 116, 1, 116, 1, 116, 1, 116, 1, 116, 1, 117, 1, 117, 1, 117, 1, 117, 1, 117, 1, 117, 1, 117, 1, 118, 1, 118, 1, 118, 1, 119, 1, 119, 1, 119, 1, 119, 1, 119, 1, 119, 1, 119, 1, 119, 1, 119, 1, 120, 1, 120, 1, 120, 1, 121, 1, 121, 1, 121, 1, 121, 1, 121, 1, 121, 1, 122, 1, 122, 1, 122, 1, 122, 1, 122, 1, 122, 1, 123, 1, 123, 1, 123, 1, 123, 1, 123, 1, 123, 1, 123, 1, 123, 1, 124, 1, 124, 1, 124, 1, 124, 1, 124, 1, 125, 1, 125, 1, 125, 1, 125, 1, 125, 1, 125, 1, 125, 1, 125, 1, 125, 1, 125, 1, 126, 1, 126, 1, 126, 1, 126, 1, 126, 1, 126, 1, 126, 1, 126, 1, 126, 1, 127, 1, 127, 1, 127, 1, 127, 1, 127, 1, 127, 1, 127, 1, 127, 1, 127, 1, 127, 1, 128, 1, 128, 1, 128, 1, 128, 1, 128, 1, 128, 1, 128, 1, 128, 1, 128, 1, 129, 1, 129, 1, 129, 1, 129, 1, 129, 1, 129, 1, 129, 1, 129, 1, 130, 1, 130, 1, 130, 1, 130, 1, 130, 1, 130, 1, 130, 1, 130, 1, 130, 1, 130, 1, 130, 1, 131, 1, 131, 1, 131, 1, 131, 1, 131, 1, 131, 1, 131, 1, 131, 1, 132, 1, 132, 1, 132, 1, 132, 1, 132, 1, 132, 1, 133, 1, 133, 1, 133, 1, 133, 1, 133, 1, 133, 1, 133, 1, 134, 1, 134, 1, 134, 1, 134, 1, 134, 1, 134, 1, 134, 1, 135, 1, 135, 1, 135, 1, 135, 1, 135, 1, 135, 1, 135, 1, 136, 1, 136, 1, 136, 1, 136, 1, 136, 1, 136, 1, 136, 1, 136, 1, 137, 1, 137, 1, 137, 1, 137, 1, 137, 1, 137, 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1958, 1, 0, 0, 0, 1959, 1960, 1, 0, 0, 0, 1960, 1962, 1, 0, 0, 0, 1961, 1963, 3, 457, 228, 0, 1962, 1961, 1, 0, 0, 0, 1963, 1964, 1, 0, 0, 0, 1964, 1962, 1, 0, 0, 0, 1964, 1965, 1, 0, 0, 0, 1965, 2022, 1, 0, 0, 0, 1966, 1969, 3, 397, 198, 0, 1967, 1970, 3, 431, 215, 0, 1968, 1970, 3, 409, 204, 0, 1969, 1967, 1, 0, 0, 0, 1969, 1968, 1, 0, 0, 0, 1970, 1973, 1, 0, 0, 0, 1971, 1974, 3, 515, 257, 0, 1972, 1974, 3, 475, 237, 0, 1973, 1971, 1, 0, 0, 0, 1973, 1972, 1, 0, 0, 0, 1973, 1974, 1, 0, 0, 0, 1974, 1976, 1, 0, 0, 0, 1975, 1977, 3, 457, 228, 0, 1976, 1975, 1, 0, 0, 0, 1977, 1978, 1, 0, 0, 0, 1978, 1976, 1, 0, 0, 0, 1978, 1979, 1, 0, 0, 0, 1979, 2022, 1, 0, 0, 0, 1980, 1981, 3, 395, 197, 0, 1981, 1985, 3, 479, 239, 0, 1982, 1984, 3, 457, 228, 0, 1983, 1982, 1, 0, 0, 0, 1984, 1987, 1, 0, 0, 0, 1985, 1983, 1, 0, 0, 0, 1985, 1986, 1, 0, 0, 0, 1986, 1988, 1, 0, 0, 0, 1987, 1985, 1, 0, 0, 0, 1988, 1991, 3, 409, 204, 0, 1989, 1992, 3, 515, 257, 0, 1990, 1992, 3, 475, 237, 0, 1991, 1989, 1, 0, 0, 0, 1991, 1990, 1, 0, 0, 0, 1991, 1992, 1, 0, 0, 0, 1992, 1994, 1, 0, 0, 0, 1993, 1995, 3, 457, 228, 0, 1994, 1993, 1, 0, 0, 0, 1995, 1996, 1, 0, 0, 0, 1996, 1994, 1, 0, 0, 0, 1996, 1997, 1, 0, 0, 0, 1997, 2022, 1, 0, 0, 0, 1998, 1999, 3, 479, 239, 0, 1999, 2000, 3, 395, 197, 0, 2000, 2003, 3, 409, 204, 0, 2001, 2004, 3, 515, 257, 0, 2002, 2004, 3, 475, 237, 0, 2003, 2001, 1, 0, 0, 0, 2003, 2002, 1, 0, 0, 0, 2003, 2004, 1, 0, 0, 0, 2004, 2006, 1, 0, 0, 0, 2005, 2007, 3, 457, 228, 0, 2006, 2005, 1, 0, 0, 0, 2007, 2008, 1, 0, 0, 0, 2008, 2006, 1, 0, 0, 0, 2008, 2009, 1, 0, 0, 0, 2009, 2022, 1, 0, 0, 0, 2010, 2011, 3, 395, 197, 0, 2011, 2014, 3, 409, 204, 0, 2012, 2015, 3, 515, 257, 0, 2013, 2015, 3, 475, 237, 0, 2014, 2012, 1, 0, 0, 0, 2014, 2013, 1, 0, 0, 0, 2014, 2015, 1, 0, 0, 0, 2015, 2017, 1, 0, 0, 0, 2016, 2018, 3, 457, 228, 0, 2017, 2016, 1, 0, 0, 0, 2018, 2019, 1, 0, 0, 0, 2019, 2017, 1, 0, 0, 0, 2019, 2020, 1, 0, 0, 0, 2020, 2022, 1, 0, 0, 0, 2021, 1945, 1, 0, 0, 0, 2021, 1966, 1, 0, 0, 0, 2021, 1980, 1, 0, 0, 0, 2021, 1998, 1, 0, 0, 0, 2021, 2010, 1, 0, 0, 0, 2022, 392, 1, 0, 0, 0, 2023, 2025, 5, 48, 0, 0, 2024, 2026, 3, 455, 227, 0, 2025, 2024, 1, 0, 0, 0, 2026, 2027, 1, 0, 0, 0, 2027, 2025, 1, 0, 0, 0, 2027, 2028, 1, 0, 0, 0, 2028, 394, 1, 0, 0, 0, 2029, 2031, 3, 457, 228, 0, 2030, 2029, 1, 0, 0, 0, 2031, 2032, 1, 0, 0, 0, 2032, 2030, 1, 0, 0, 0, 2032, 2033, 1, 0, 0, 0, 2033, 396, 1, 0, 0, 0, 2034, 2035, 5, 48, 0, 0, 2035, 2037, 3, 447, 223, 0, 2036, 2038, 3, 459, 229, 0, 2037, 2036, 1, 0, 0, 0, 2038, 2039, 1, 0, 0, 0, 2039, 2037, 1, 0, 0, 0, 2039, 2040, 1, 0, 0, 0, 2040, 398, 1, 0, 0, 0, 2041, 2049, 3, 521, 260, 0, 2042, 2048, 8, 2, 0, 0, 2043, 2048, 3, 385, 192, 0, 2044, 2045, 3, 521, 260, 0, 2045, 2046, 3, 521, 260, 0, 2046, 2048, 1, 0, 0, 0, 2047, 2042, 1, 0, 0, 0, 2047, 2043, 1, 0, 0, 0, 2047, 2044, 1, 0, 0, 0, 2048, 2051, 1, 0, 0, 0, 2049, 2047, 1, 0, 0, 0, 2049, 2050, 1, 0, 0, 0, 2050, 2052, 1, 0, 0, 0, 2051, 2049, 1, 0, 0, 0, 2052, 2053, 3, 521, 260, 0, 2053, 400, 1, 0, 0, 0, 2054, 2055, 7, 3, 0, 0, 2055, 402, 1, 0, 0, 0, 2056, 2057, 7, 4, 0, 0, 2057, 404, 1, 0, 0, 0, 2058, 2059, 7, 5, 0, 0, 2059, 406, 1, 0, 0, 0, 2060, 2061, 7, 6, 0, 0, 2061, 408, 1, 0, 0, 0, 2062, 2063, 7, 7, 0, 0, 2063, 410, 1, 0, 0, 0, 2064, 2065, 7, 8, 0, 0, 2065, 412, 1, 0, 0, 0, 2066, 2067, 7, 9, 0, 0, 2067, 414, 1, 0, 0, 0, 2068, 2069, 7, 10, 0, 0, 2069, 416, 1, 0, 0, 0, 2070, 2071, 7, 11, 0, 0, 2071, 418, 1, 0, 0, 0, 2072, 2073, 7, 12, 0, 0, 2073, 420, 1, 0, 0, 0, 2074, 2075, 7, 13, 0, 0, 2075, 422, 1, 0, 0, 0, 2076, 2077, 7, 14, 0, 0, 2077, 424, 1, 0, 0, 0, 2078, 2079, 7, 15, 0, 0, 2079, 426, 1, 0, 0, 0, 2080, 2081, 7, 16, 0, 0, 2081, 428, 1, 0, 0, 0, 2082, 2083, 7, 17, 0, 0, 2083, 430, 1, 0, 0, 0, 2084, 2085, 7, 18, 0, 0, 2085, 432, 1, 0, 0, 0, 2086, 2087, 7, 19, 0, 0, 2087, 434, 1, 0, 0, 0, 2088, 2089, 7, 20, 0, 0, 2089, 436, 1, 0, 0, 0, 2090, 2091, 7, 21, 0, 0, 2091, 438, 1, 0, 0, 0, 2092, 2093, 7, 22, 0, 0, 2093, 440, 1, 0, 0, 0, 2094, 2095, 7, 23, 0, 0, 2095, 442, 1, 0, 0, 0, 2096, 2097, 7, 24, 0, 0, 2097, 444, 1, 0, 0, 0, 2098, 2099, 7, 25, 0, 0, 2099, 446, 1, 0, 0, 0, 2100, 2101, 7, 26, 0, 0, 2101, 448, 1, 0, 0, 0, 2102, 2103, 7, 27, 0, 0, 2103, 450, 1, 0, 0, 0, 2104, 2105, 7, 28, 0, 0, 2105, 452, 1, 0, 0, 0, 2106, 2107, 7, 29, 0, 0, 2107, 454, 1, 0, 0, 0, 2108, 2109, 7, 30, 0, 0, 2109, 456, 1, 0, 0, 0, 2110, 2111, 7, 31, 0, 0, 2111, 458, 1, 0, 0, 0, 2112, 2113, 7, 32, 0, 0, 2113, 460, 1, 0, 0, 0, 2114, 2115, 5, 45, 0, 0, 2115, 2116, 5, 62, 0, 0, 2116, 462, 1, 0, 0, 0, 2117, 2118, 5, 42, 0, 0, 2118, 464, 1, 0, 0, 0, 2119, 2120, 5, 96, 0, 0, 2120, 466, 1, 0, 0, 0, 2121, 2122, 5, 92, 0, 0, 2122, 468, 1, 0, 0, 0, 2123, 2124, 5, 58, 0, 0, 2124, 470, 1, 0, 0, 0, 2125, 2126, 5, 44, 0, 0, 2126, 472, 1, 0, 0, 0, 2127, 2128, 5, 124, 0, 0, 2128, 2129, 5, 124, 0, 0, 2129, 474, 1, 0, 0, 0, 2130, 2131, 5, 45, 0, 0, 2131, 476, 1, 0, 0, 0, 2132, 2133, 5, 36, 0, 0, 2133, 478, 1, 0, 0, 0, 2134, 2135, 5, 46, 0, 0, 2135, 480, 1, 0, 0, 0, 2136, 2137, 5, 61, 0, 0, 2137, 2138, 5, 61, 0, 0, 2138, 482, 1, 0, 0, 0, 2139, 2140, 5, 61, 0, 0, 2140, 484, 1, 0, 0, 0, 2141, 2142, 5, 62, 0, 0, 2142, 2143, 5, 61, 0, 0, 2143, 486, 1, 0, 0, 0, 2144, 2145, 5, 62, 0, 0, 2145, 488, 1, 0, 0, 0, 2146, 2147, 5, 35, 0, 0, 2147, 490, 1, 0, 0, 0, 2148, 2149, 5, 126, 0, 0, 2149, 2150, 5, 42, 0, 0, 2150, 492, 1, 0, 0, 0, 2151, 2152, 5, 61, 0, 0, 2152, 2153, 5, 126, 0, 0, 2153, 2154, 5, 42, 0, 0, 2154, 494, 1, 0, 0, 0, 2155, 2156, 5, 123, 0, 0, 2156, 496, 1, 0, 0, 0, 2157, 2158, 5, 91, 0, 0, 2158, 498, 1, 0, 0, 0, 2159, 2160, 5, 40, 0, 0, 2160, 500, 1, 0, 0, 0, 2161, 2162, 5, 60, 0, 0, 2162, 2163, 5, 61, 0, 0, 2163, 502, 1, 0, 0, 0, 2164, 2165, 5, 60, 0, 0, 2165, 504, 1, 0, 0, 0, 2166, 2167, 5, 33, 0, 0, 2167, 2171, 5, 61, 0, 0, 2168, 2169, 5, 60, 0, 0, 2169, 2171, 5, 62, 0, 0, 2170, 2166, 1, 0, 0, 0, 2170, 2168, 1, 0, 0, 0, 2171, 506, 1, 0, 0, 0, 2172, 2173, 5, 33, 0, 0, 2173, 2174, 5, 126, 0, 0, 2174, 2175, 5, 42, 0, 0, 2175, 508, 1, 0, 0, 0, 2176, 2177, 5, 33, 0, 0, 2177, 2178, 5, 126, 0, 0, 2178, 510, 1, 0, 0, 0, 2179, 2180, 5, 63, 0, 0, 2180, 2181, 5, 63, 0, 0, 2181, 512, 1, 0, 0, 0, 2182, 2183, 5, 37, 0, 0, 2183, 514, 1, 0, 0, 0, 2184, 2185, 5, 43, 0, 0, 2185, 516, 1, 0, 0, 0, 2186, 2187, 5, 63, 0, 0, 2187, 518, 1, 0, 0, 0, 2188, 2189, 5, 34, 0, 0, 2189, 520, 1, 0, 0, 0, 2190, 2191, 5, 39, 0, 0, 2191, 522, 1, 0, 0, 0, 2192, 2193, 5, 126, 0, 0, 2193, 524, 1, 0, 0, 0, 2194, 2195, 5, 61, 0, 0, 2195, 2196, 5, 126, 0, 0, 2196, 526, 1, 0, 0, 0, 2197, 2198, 5, 125, 0, 0, 2198, 528, 1, 0, 0, 0, 2199, 2200, 5, 93, 0, 0, 2200, 530, 1, 0, 0, 0, 2201, 2202, 5, 41, 0, 0, 2202, 532, 1, 0, 0, 0, 2203, 2204, 5, 59, 0, 0, 2204, 534, 1, 0, 0, 0, 2205, 2206, 5, 47, 0, 0, 2206, 536, 1, 0, 0, 0, 2207, 2208, 5, 95, 0, 0, 2208, 538, 1, 0, 0, 0, 2209, 2210, 5, 47, 0, 0, 2210, 2211, 5, 42, 0, 0, 2211, 2215, 1, 0, 0, 0, 2212, 2214, 9, 0, 0, 0, 2213, 2212, 1, 0, 0, 0, 2214, 2217, 1, 0, 0, 0, 2215, 2216, 1, 0, 0, 0, 2215, 2213, 1, 0, 0, 0, 2216, 2218, 1, 0, 0, 0, 2217, 2215, 1, 0, 0, 0, 2218, 2219, 5, 42, 0, 0, 2219, 2220, 5, 47, 0, 0, 2220, 2221, 1, 0, 0, 0, 2221, 2222, 6, 269, 0, 0, 2222, 540, 1, 0, 0, 0, 2223, 2224, 5, 45, 0, 0, 2224, 2225, 5, 45, 0, 0, 2225, 2229, 1, 0, 0, 0, 2226, 2228, 8, 33, 0, 0, 2227, 2226, 1, 0, 0, 0, 2228, 2231, 1, 0, 0, 0, 2229, 2227, 1, 0, 0, 0, 2229, 2230, 1, 0, 0, 0, 2230, 2233, 1, 0, 0, 0, 2231, 2229, 1, 0, 0, 0, 2232, 2234, 7, 34, 0, 0, 2233, 2232, 1, 0, 0, 0, 2234, 2235, 1, 0, 0, 0, 2235, 2236, 6, 270, 0, 0, 2236, 542, 1, 0, 0, 0, 2237, 2238, 7, 35, 0, 0, 2238, 2239, 1, 0, 0, 0, 2239, 2240, 6, 271, 1, 0, 2240, 544, 1, 0, 0, 0, 38, 0, 607, 1112, 1826, 1869, 1901, 1906, 1912, 1914, 1923, 1925, 1936, 1938, 1943, 1950, 1955, 1959, 1964, 1969, 1973, 1978, 1985, 1991, 1996, 2003, 2008, 2014, 2019, 2021, 2027, 2032, 2039, 2047, 2049, 2170, 2215, 2229, 2233, 2, 6, 0, 0, 0, 1, 0]
\ No newline at end of file
diff --git a/posthog/hogql/grammar/HogQLLexer.py b/posthog/hogql/grammar/HogQLLexer.py
index acbadf74fdc53..735fe8fc21431 100644
--- a/posthog/hogql/grammar/HogQLLexer.py
+++ b/posthog/hogql/grammar/HogQLLexer.py
@@ -10,7 +10,7 @@
 
 def serializedATN():
     return [
-        4,0,242,2222,6,-1,2,0,7,0,2,1,7,1,2,2,7,2,2,3,7,3,2,4,7,4,2,5,7,
+        4,0,242,2241,6,-1,2,0,7,0,2,1,7,1,2,2,7,2,2,3,7,3,2,4,7,4,2,5,7,
         5,2,6,7,6,2,7,7,7,2,8,7,8,2,9,7,9,2,10,7,10,2,11,7,11,2,12,7,12,
         2,13,7,13,2,14,7,14,2,15,7,15,2,16,7,16,2,17,7,17,2,18,7,18,2,19,
         7,19,2,20,7,20,2,21,7,21,2,22,7,22,2,23,7,23,2,24,7,24,2,25,7,25,
@@ -167,737 +167,746 @@ def serializedATN():
         1,191,1,191,1,191,1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,
         1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,
         1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,1,192,
-        3,192,1870,8,192,1,193,1,193,1,193,3,193,1875,8,193,1,193,1,193,
-        1,193,1,193,5,193,1881,8,193,10,193,12,193,1884,9,193,1,193,1,193,
-        1,193,1,193,1,193,1,193,5,193,1892,8,193,10,193,12,193,1895,9,193,
-        1,193,1,193,1,193,1,193,1,193,1,193,1,193,1,193,5,193,1905,8,193,
-        10,193,12,193,1908,9,193,1,193,1,193,3,193,1912,8,193,1,194,1,194,
-        1,194,5,194,1917,8,194,10,194,12,194,1920,9,194,1,194,1,194,3,194,
-        1924,8,194,1,194,1,194,3,194,1928,8,194,1,194,4,194,1931,8,194,11,
-        194,12,194,1932,1,194,1,194,1,194,3,194,1938,8,194,1,194,1,194,3,
-        194,1942,8,194,1,194,4,194,1945,8,194,11,194,12,194,1946,1,194,1,
-        194,1,194,5,194,1952,8,194,10,194,12,194,1955,9,194,1,194,1,194,
-        1,194,3,194,1960,8,194,1,194,4,194,1963,8,194,11,194,12,194,1964,
-        1,194,1,194,1,194,1,194,1,194,3,194,1972,8,194,1,194,4,194,1975,
-        8,194,11,194,12,194,1976,1,194,1,194,1,194,1,194,3,194,1983,8,194,
-        1,194,4,194,1986,8,194,11,194,12,194,1987,3,194,1990,8,194,1,195,
-        1,195,4,195,1994,8,195,11,195,12,195,1995,1,196,4,196,1999,8,196,
-        11,196,12,196,2000,1,197,1,197,1,197,4,197,2006,8,197,11,197,12,
-        197,2007,1,198,1,198,1,198,1,198,1,198,1,198,5,198,2016,8,198,10,
-        198,12,198,2019,9,198,1,198,1,198,1,199,1,199,1,199,1,199,1,199,
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-        1,200,1,201,1,201,1,202,1,202,1,203,1,203,1,204,1,204,1,205,1,205,
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-        1,0,0,0,359,1758,1,0,0,0,361,1763,1,0,0,0,363,1770,1,0,0,0,365,1775,
-        1,0,0,0,367,1782,1,0,0,0,369,1788,1,0,0,0,371,1793,1,0,0,0,373,1798,
-        1,0,0,0,375,1804,1,0,0,0,377,1811,1,0,0,0,379,1826,1,0,0,0,381,1828,
-        1,0,0,0,383,1834,1,0,0,0,385,1869,1,0,0,0,387,1911,1,0,0,0,389,1989,
-        1,0,0,0,391,1991,1,0,0,0,393,1998,1,0,0,0,395,2002,1,0,0,0,397,2009,
-        1,0,0,0,399,2022,1,0,0,0,401,2035,1,0,0,0,403,2037,1,0,0,0,405,2039,
-        1,0,0,0,407,2041,1,0,0,0,409,2043,1,0,0,0,411,2045,1,0,0,0,413,2047,
-        1,0,0,0,415,2049,1,0,0,0,417,2051,1,0,0,0,419,2053,1,0,0,0,421,2055,
-        1,0,0,0,423,2057,1,0,0,0,425,2059,1,0,0,0,427,2061,1,0,0,0,429,2063,
-        1,0,0,0,431,2065,1,0,0,0,433,2067,1,0,0,0,435,2069,1,0,0,0,437,2071,
-        1,0,0,0,439,2073,1,0,0,0,441,2075,1,0,0,0,443,2077,1,0,0,0,445,2079,
-        1,0,0,0,447,2081,1,0,0,0,449,2083,1,0,0,0,451,2085,1,0,0,0,453,2087,
-        1,0,0,0,455,2089,1,0,0,0,457,2091,1,0,0,0,459,2093,1,0,0,0,461,2095,
-        1,0,0,0,463,2098,1,0,0,0,465,2100,1,0,0,0,467,2102,1,0,0,0,469,2104,
-        1,0,0,0,471,2106,1,0,0,0,473,2108,1,0,0,0,475,2111,1,0,0,0,477,2113,
-        1,0,0,0,479,2115,1,0,0,0,481,2117,1,0,0,0,483,2120,1,0,0,0,485,2122,
-        1,0,0,0,487,2125,1,0,0,0,489,2127,1,0,0,0,491,2129,1,0,0,0,493,2132,
-        1,0,0,0,495,2136,1,0,0,0,497,2138,1,0,0,0,499,2140,1,0,0,0,501,2142,
-        1,0,0,0,503,2145,1,0,0,0,505,2151,1,0,0,0,507,2153,1,0,0,0,509,2157,
-        1,0,0,0,511,2160,1,0,0,0,513,2163,1,0,0,0,515,2165,1,0,0,0,517,2167,
-        1,0,0,0,519,2169,1,0,0,0,521,2171,1,0,0,0,523,2173,1,0,0,0,525,2175,
-        1,0,0,0,527,2178,1,0,0,0,529,2180,1,0,0,0,531,2182,1,0,0,0,533,2184,
-        1,0,0,0,535,2186,1,0,0,0,537,2188,1,0,0,0,539,2190,1,0,0,0,541,2204,
-        1,0,0,0,543,2218,1,0,0,0,545,546,3,401,200,0,546,547,3,407,203,0,
-        547,548,3,407,203,0,548,2,1,0,0,0,549,550,3,401,200,0,550,551,3,
-        411,205,0,551,552,3,439,219,0,552,553,3,409,204,0,553,554,3,435,
-        217,0,554,4,1,0,0,0,555,556,3,401,200,0,556,557,3,423,211,0,557,
-        558,3,417,208,0,558,559,3,401,200,0,559,560,3,437,218,0,560,6,1,
-        0,0,0,561,562,3,401,200,0,562,563,3,423,211,0,563,564,3,423,211,
-        0,564,8,1,0,0,0,565,566,3,401,200,0,566,567,3,423,211,0,567,568,
-        3,439,219,0,568,569,3,409,204,0,569,570,3,435,217,0,570,10,1,0,0,
-        0,571,572,3,401,200,0,572,573,3,427,213,0,573,574,3,407,203,0,574,
-        12,1,0,0,0,575,576,3,401,200,0,576,577,3,427,213,0,577,578,3,439,
-        219,0,578,579,3,417,208,0,579,14,1,0,0,0,580,581,3,401,200,0,581,
-        582,3,427,213,0,582,583,3,449,224,0,583,16,1,0,0,0,584,585,3,401,
-        200,0,585,586,3,435,217,0,586,587,3,435,217,0,587,588,3,401,200,
-        0,588,589,3,449,224,0,589,18,1,0,0,0,590,591,3,401,200,0,591,592,
-        3,437,218,0,592,20,1,0,0,0,593,594,3,401,200,0,594,595,3,437,218,
-        0,595,596,3,405,202,0,596,608,1,0,0,0,597,598,3,401,200,0,598,599,
-        3,437,218,0,599,600,3,405,202,0,600,601,3,409,204,0,601,602,3,427,
-        213,0,602,603,3,407,203,0,603,604,3,417,208,0,604,605,3,427,213,
-        0,605,606,3,413,206,0,606,608,1,0,0,0,607,593,1,0,0,0,607,597,1,
-        0,0,0,608,22,1,0,0,0,609,610,3,401,200,0,610,611,3,437,218,0,611,
-        612,3,429,214,0,612,613,3,411,205,0,613,24,1,0,0,0,614,615,3,401,
-        200,0,615,616,3,437,218,0,616,617,3,439,219,0,617,26,1,0,0,0,618,
-        619,3,401,200,0,619,620,3,437,218,0,620,621,3,449,224,0,621,622,
-        3,427,213,0,622,623,3,405,202,0,623,28,1,0,0,0,624,625,3,401,200,
-        0,625,626,3,439,219,0,626,627,3,439,219,0,627,628,3,401,200,0,628,
-        629,3,405,202,0,629,630,3,415,207,0,630,30,1,0,0,0,631,632,3,403,
-        201,0,632,633,3,409,204,0,633,634,3,439,219,0,634,635,3,445,222,
-        0,635,636,3,409,204,0,636,637,3,409,204,0,637,638,3,427,213,0,638,
-        32,1,0,0,0,639,640,3,403,201,0,640,641,3,429,214,0,641,642,3,439,
-        219,0,642,643,3,415,207,0,643,34,1,0,0,0,644,645,3,403,201,0,645,
-        646,3,449,224,0,646,36,1,0,0,0,647,648,3,405,202,0,648,649,3,401,
-        200,0,649,650,3,437,218,0,650,651,3,409,204,0,651,38,1,0,0,0,652,
-        653,3,405,202,0,653,654,3,401,200,0,654,655,3,437,218,0,655,656,
-        3,439,219,0,656,40,1,0,0,0,657,658,3,405,202,0,658,659,3,415,207,
-        0,659,660,3,409,204,0,660,661,3,405,202,0,661,662,3,421,210,0,662,
-        42,1,0,0,0,663,664,3,405,202,0,664,665,3,423,211,0,665,666,3,409,
-        204,0,666,667,3,401,200,0,667,668,3,435,217,0,668,44,1,0,0,0,669,
-        670,3,405,202,0,670,671,3,423,211,0,671,672,3,441,220,0,672,673,
-        3,437,218,0,673,674,3,439,219,0,674,675,3,409,204,0,675,676,3,435,
-        217,0,676,46,1,0,0,0,677,678,3,405,202,0,678,679,3,429,214,0,679,
-        680,3,407,203,0,680,681,3,409,204,0,681,682,3,405,202,0,682,48,1,
-        0,0,0,683,684,3,405,202,0,684,685,3,429,214,0,685,686,3,415,207,
-        0,686,687,3,429,214,0,687,688,3,435,217,0,688,689,3,439,219,0,689,
-        50,1,0,0,0,690,691,3,405,202,0,691,692,3,429,214,0,692,693,3,423,
-        211,0,693,694,3,423,211,0,694,695,3,401,200,0,695,696,3,439,219,
-        0,696,697,3,409,204,0,697,52,1,0,0,0,698,699,3,405,202,0,699,700,
-        3,429,214,0,700,701,3,423,211,0,701,702,3,441,220,0,702,703,3,425,
-        212,0,703,704,3,427,213,0,704,54,1,0,0,0,705,706,3,405,202,0,706,
-        707,3,429,214,0,707,708,3,425,212,0,708,709,3,425,212,0,709,710,
-        3,409,204,0,710,711,3,427,213,0,711,712,3,439,219,0,712,56,1,0,0,
-        0,713,714,3,405,202,0,714,715,3,429,214,0,715,716,3,427,213,0,716,
-        717,3,437,218,0,717,718,3,439,219,0,718,719,3,435,217,0,719,720,
-        3,401,200,0,720,721,3,417,208,0,721,722,3,427,213,0,722,723,3,439,
-        219,0,723,58,1,0,0,0,724,725,3,405,202,0,725,726,3,435,217,0,726,
-        727,3,409,204,0,727,728,3,401,200,0,728,729,3,439,219,0,729,730,
-        3,409,204,0,730,60,1,0,0,0,731,732,3,405,202,0,732,733,3,435,217,
-        0,733,734,3,429,214,0,734,735,3,437,218,0,735,736,3,437,218,0,736,
-        62,1,0,0,0,737,738,3,405,202,0,738,739,3,441,220,0,739,740,3,403,
-        201,0,740,741,3,409,204,0,741,64,1,0,0,0,742,743,3,405,202,0,743,
-        744,3,441,220,0,744,745,3,435,217,0,745,746,3,435,217,0,746,747,
-        3,409,204,0,747,748,3,427,213,0,748,749,3,439,219,0,749,66,1,0,0,
-        0,750,751,3,407,203,0,751,752,3,401,200,0,752,753,3,439,219,0,753,
-        754,3,401,200,0,754,755,3,403,201,0,755,756,3,401,200,0,756,757,
-        3,437,218,0,757,758,3,409,204,0,758,68,1,0,0,0,759,760,3,407,203,
-        0,760,761,3,401,200,0,761,762,3,439,219,0,762,763,3,401,200,0,763,
-        764,3,403,201,0,764,765,3,401,200,0,765,766,3,437,218,0,766,767,
-        3,409,204,0,767,768,3,437,218,0,768,70,1,0,0,0,769,770,3,407,203,
-        0,770,771,3,401,200,0,771,772,3,439,219,0,772,773,3,409,204,0,773,
-        72,1,0,0,0,774,775,3,407,203,0,775,776,3,401,200,0,776,777,3,449,
-        224,0,777,74,1,0,0,0,778,779,3,407,203,0,779,780,3,409,204,0,780,
-        781,3,407,203,0,781,782,3,441,220,0,782,783,3,431,215,0,783,784,
-        3,423,211,0,784,785,3,417,208,0,785,786,3,405,202,0,786,787,3,401,
-        200,0,787,788,3,439,219,0,788,789,3,409,204,0,789,76,1,0,0,0,790,
-        791,3,407,203,0,791,792,3,409,204,0,792,793,3,411,205,0,793,794,
-        3,401,200,0,794,795,3,441,220,0,795,796,3,423,211,0,796,797,3,439,
-        219,0,797,78,1,0,0,0,798,799,3,407,203,0,799,800,3,409,204,0,800,
-        801,3,423,211,0,801,802,3,401,200,0,802,803,3,449,224,0,803,80,1,
-        0,0,0,804,805,3,407,203,0,805,806,3,409,204,0,806,807,3,423,211,
-        0,807,808,3,409,204,0,808,809,3,439,219,0,809,810,3,409,204,0,810,
-        82,1,0,0,0,811,812,3,407,203,0,812,813,3,409,204,0,813,814,3,437,
-        218,0,814,815,3,405,202,0,815,84,1,0,0,0,816,817,3,407,203,0,817,
-        818,3,409,204,0,818,819,3,437,218,0,819,820,3,405,202,0,820,821,
-        3,409,204,0,821,822,3,427,213,0,822,823,3,407,203,0,823,824,3,417,
-        208,0,824,825,3,427,213,0,825,826,3,413,206,0,826,86,1,0,0,0,827,
-        828,3,407,203,0,828,829,3,409,204,0,829,830,3,437,218,0,830,831,
-        3,405,202,0,831,832,3,435,217,0,832,833,3,417,208,0,833,834,3,403,
-        201,0,834,835,3,409,204,0,835,88,1,0,0,0,836,837,3,407,203,0,837,
-        838,3,409,204,0,838,839,3,439,219,0,839,840,3,401,200,0,840,841,
-        3,405,202,0,841,842,3,415,207,0,842,90,1,0,0,0,843,844,3,407,203,
-        0,844,845,3,417,208,0,845,846,3,405,202,0,846,847,3,439,219,0,847,
-        848,3,417,208,0,848,849,3,429,214,0,849,850,3,427,213,0,850,851,
-        3,401,200,0,851,852,3,435,217,0,852,853,3,417,208,0,853,854,3,409,
-        204,0,854,855,3,437,218,0,855,92,1,0,0,0,856,857,3,407,203,0,857,
-        858,3,417,208,0,858,859,3,405,202,0,859,860,3,439,219,0,860,861,
-        3,417,208,0,861,862,3,429,214,0,862,863,3,427,213,0,863,864,3,401,
-        200,0,864,865,3,435,217,0,865,866,3,449,224,0,866,94,1,0,0,0,867,
-        868,3,407,203,0,868,869,3,417,208,0,869,870,3,437,218,0,870,871,
-        3,421,210,0,871,96,1,0,0,0,872,873,3,407,203,0,873,874,3,417,208,
-        0,874,875,3,437,218,0,875,876,3,439,219,0,876,877,3,417,208,0,877,
-        878,3,427,213,0,878,879,3,405,202,0,879,880,3,439,219,0,880,98,1,
-        0,0,0,881,882,3,407,203,0,882,883,3,417,208,0,883,884,3,437,218,
-        0,884,885,3,439,219,0,885,886,3,435,217,0,886,887,3,417,208,0,887,
-        888,3,403,201,0,888,889,3,441,220,0,889,890,3,439,219,0,890,891,
-        3,409,204,0,891,892,3,407,203,0,892,100,1,0,0,0,893,894,3,407,203,
-        0,894,895,3,435,217,0,895,896,3,429,214,0,896,897,3,431,215,0,897,
-        102,1,0,0,0,898,899,3,409,204,0,899,900,3,423,211,0,900,901,3,437,
-        218,0,901,902,3,409,204,0,902,104,1,0,0,0,903,904,3,409,204,0,904,
-        905,3,427,213,0,905,906,3,407,203,0,906,106,1,0,0,0,907,908,3,409,
-        204,0,908,909,3,427,213,0,909,910,3,413,206,0,910,911,3,417,208,
-        0,911,912,3,427,213,0,912,913,3,409,204,0,913,108,1,0,0,0,914,915,
-        3,409,204,0,915,916,3,443,221,0,916,917,3,409,204,0,917,918,3,427,
-        213,0,918,919,3,439,219,0,919,920,3,437,218,0,920,110,1,0,0,0,921,
-        922,3,409,204,0,922,923,3,447,223,0,923,924,3,417,208,0,924,925,
-        3,437,218,0,925,926,3,439,219,0,926,927,3,437,218,0,927,112,1,0,
-        0,0,928,929,3,409,204,0,929,930,3,447,223,0,930,931,3,431,215,0,
-        931,932,3,423,211,0,932,933,3,401,200,0,933,934,3,417,208,0,934,
-        935,3,427,213,0,935,114,1,0,0,0,936,937,3,409,204,0,937,938,3,447,
-        223,0,938,939,3,431,215,0,939,940,3,435,217,0,940,941,3,409,204,
-        0,941,942,3,437,218,0,942,943,3,437,218,0,943,944,3,417,208,0,944,
-        945,3,429,214,0,945,946,3,427,213,0,946,116,1,0,0,0,947,948,3,409,
-        204,0,948,949,3,447,223,0,949,950,3,439,219,0,950,951,3,435,217,
-        0,951,952,3,401,200,0,952,953,3,405,202,0,953,954,3,439,219,0,954,
-        118,1,0,0,0,955,956,3,411,205,0,956,957,3,409,204,0,957,958,3,439,
-        219,0,958,959,3,405,202,0,959,960,3,415,207,0,960,961,3,409,204,
-        0,961,962,3,437,218,0,962,120,1,0,0,0,963,964,3,411,205,0,964,965,
-        3,417,208,0,965,966,3,427,213,0,966,967,3,401,200,0,967,968,3,423,
-        211,0,968,122,1,0,0,0,969,970,3,411,205,0,970,971,3,417,208,0,971,
-        972,3,435,217,0,972,973,3,437,218,0,973,974,3,439,219,0,974,124,
-        1,0,0,0,975,976,3,411,205,0,976,977,3,423,211,0,977,978,3,441,220,
-        0,978,979,3,437,218,0,979,980,3,415,207,0,980,126,1,0,0,0,981,982,
-        3,411,205,0,982,983,3,429,214,0,983,984,3,423,211,0,984,985,3,423,
-        211,0,985,986,3,429,214,0,986,987,3,445,222,0,987,988,3,417,208,
-        0,988,989,3,427,213,0,989,990,3,413,206,0,990,128,1,0,0,0,991,992,
-        3,411,205,0,992,993,3,429,214,0,993,994,3,435,217,0,994,130,1,0,
-        0,0,995,996,3,411,205,0,996,997,3,429,214,0,997,998,3,435,217,0,
-        998,999,3,425,212,0,999,1000,3,401,200,0,1000,1001,3,439,219,0,1001,
-        132,1,0,0,0,1002,1003,3,411,205,0,1003,1004,3,435,217,0,1004,1005,
-        3,409,204,0,1005,1006,3,409,204,0,1006,1007,3,451,225,0,1007,1008,
-        3,409,204,0,1008,134,1,0,0,0,1009,1010,3,411,205,0,1010,1011,3,435,
-        217,0,1011,1012,3,429,214,0,1012,1013,3,425,212,0,1013,136,1,0,0,
-        0,1014,1015,3,411,205,0,1015,1016,3,441,220,0,1016,1017,3,423,211,
-        0,1017,1018,3,423,211,0,1018,138,1,0,0,0,1019,1020,3,411,205,0,1020,
-        1021,3,441,220,0,1021,1022,3,427,213,0,1022,1023,3,405,202,0,1023,
-        1024,3,439,219,0,1024,1025,3,417,208,0,1025,1026,3,429,214,0,1026,
-        1027,3,427,213,0,1027,140,1,0,0,0,1028,1029,3,413,206,0,1029,1030,
-        3,423,211,0,1030,1031,3,429,214,0,1031,1032,3,403,201,0,1032,1033,
-        3,401,200,0,1033,1034,3,423,211,0,1034,142,1,0,0,0,1035,1036,3,413,
-        206,0,1036,1037,3,435,217,0,1037,1038,3,401,200,0,1038,1039,3,427,
-        213,0,1039,1040,3,441,220,0,1040,1041,3,423,211,0,1041,1042,3,401,
-        200,0,1042,1043,3,435,217,0,1043,1044,3,417,208,0,1044,1045,3,439,
-        219,0,1045,1046,3,449,224,0,1046,144,1,0,0,0,1047,1048,3,413,206,
-        0,1048,1049,3,435,217,0,1049,1050,3,429,214,0,1050,1051,3,441,220,
-        0,1051,1052,3,431,215,0,1052,146,1,0,0,0,1053,1054,3,415,207,0,1054,
-        1055,3,401,200,0,1055,1056,3,443,221,0,1056,1057,3,417,208,0,1057,
-        1058,3,427,213,0,1058,1059,3,413,206,0,1059,148,1,0,0,0,1060,1061,
-        3,415,207,0,1061,1062,3,417,208,0,1062,1063,3,409,204,0,1063,1064,
-        3,435,217,0,1064,1065,3,401,200,0,1065,1066,3,435,217,0,1066,1067,
-        3,405,202,0,1067,1068,3,415,207,0,1068,1069,3,417,208,0,1069,1070,
-        3,405,202,0,1070,1071,3,401,200,0,1071,1072,3,423,211,0,1072,150,
-        1,0,0,0,1073,1074,3,415,207,0,1074,1075,3,429,214,0,1075,1076,3,
-        441,220,0,1076,1077,3,435,217,0,1077,152,1,0,0,0,1078,1079,3,417,
-        208,0,1079,1080,3,407,203,0,1080,154,1,0,0,0,1081,1082,3,417,208,
-        0,1082,1083,3,411,205,0,1083,156,1,0,0,0,1084,1085,3,417,208,0,1085,
-        1086,3,423,211,0,1086,1087,3,417,208,0,1087,1088,3,421,210,0,1088,
-        1089,3,409,204,0,1089,158,1,0,0,0,1090,1091,3,417,208,0,1091,1092,
-        3,427,213,0,1092,160,1,0,0,0,1093,1094,3,417,208,0,1094,1095,3,427,
-        213,0,1095,1096,3,407,203,0,1096,1097,3,409,204,0,1097,1098,3,447,
-        223,0,1098,162,1,0,0,0,1099,1100,3,417,208,0,1100,1101,3,427,213,
-        0,1101,1102,3,411,205,0,1102,1113,1,0,0,0,1103,1104,3,417,208,0,
-        1104,1105,3,427,213,0,1105,1106,3,411,205,0,1106,1107,3,417,208,
-        0,1107,1108,3,427,213,0,1108,1109,3,417,208,0,1109,1110,3,439,219,
-        0,1110,1111,3,449,224,0,1111,1113,1,0,0,0,1112,1099,1,0,0,0,1112,
-        1103,1,0,0,0,1113,164,1,0,0,0,1114,1115,3,417,208,0,1115,1116,3,
-        427,213,0,1116,1117,3,419,209,0,1117,1118,3,409,204,0,1118,1119,
-        3,405,202,0,1119,1120,3,439,219,0,1120,1121,3,417,208,0,1121,1122,
-        3,443,221,0,1122,1123,3,409,204,0,1123,166,1,0,0,0,1124,1125,3,417,
-        208,0,1125,1126,3,427,213,0,1126,1127,3,427,213,0,1127,1128,3,409,
-        204,0,1128,1129,3,435,217,0,1129,168,1,0,0,0,1130,1131,3,417,208,
-        0,1131,1132,3,427,213,0,1132,1133,3,437,218,0,1133,1134,3,409,204,
-        0,1134,1135,3,435,217,0,1135,1136,3,439,219,0,1136,170,1,0,0,0,1137,
-        1138,3,417,208,0,1138,1139,3,427,213,0,1139,1140,3,439,219,0,1140,
-        1141,3,409,204,0,1141,1142,3,435,217,0,1142,1143,3,443,221,0,1143,
-        1144,3,401,200,0,1144,1145,3,423,211,0,1145,172,1,0,0,0,1146,1147,
-        3,417,208,0,1147,1148,3,427,213,0,1148,1149,3,439,219,0,1149,1150,
-        3,429,214,0,1150,174,1,0,0,0,1151,1152,3,417,208,0,1152,1153,3,437,
-        218,0,1153,176,1,0,0,0,1154,1155,3,417,208,0,1155,1156,3,437,218,
-        0,1156,1157,3,537,268,0,1157,1158,3,429,214,0,1158,1159,3,403,201,
-        0,1159,1160,3,419,209,0,1160,1161,3,409,204,0,1161,1162,3,405,202,
-        0,1162,1163,3,439,219,0,1163,1164,3,537,268,0,1164,1165,3,417,208,
-        0,1165,1166,3,407,203,0,1166,178,1,0,0,0,1167,1168,3,419,209,0,1168,
-        1169,3,429,214,0,1169,1170,3,417,208,0,1170,1171,3,427,213,0,1171,
-        180,1,0,0,0,1172,1173,3,421,210,0,1173,1174,3,409,204,0,1174,1175,
-        3,449,224,0,1175,182,1,0,0,0,1176,1177,3,421,210,0,1177,1178,3,417,
-        208,0,1178,1179,3,423,211,0,1179,1180,3,423,211,0,1180,184,1,0,0,
-        0,1181,1182,3,423,211,0,1182,1183,3,401,200,0,1183,1184,3,437,218,
-        0,1184,1185,3,439,219,0,1185,186,1,0,0,0,1186,1187,3,423,211,0,1187,
-        1188,3,401,200,0,1188,1189,3,449,224,0,1189,1190,3,429,214,0,1190,
-        1191,3,441,220,0,1191,1192,3,439,219,0,1192,188,1,0,0,0,1193,1194,
-        3,423,211,0,1194,1195,3,409,204,0,1195,1196,3,401,200,0,1196,1197,
-        3,407,203,0,1197,1198,3,417,208,0,1198,1199,3,427,213,0,1199,1200,
-        3,413,206,0,1200,190,1,0,0,0,1201,1202,3,423,211,0,1202,1203,3,409,
-        204,0,1203,1204,3,411,205,0,1204,1205,3,439,219,0,1205,192,1,0,0,
-        0,1206,1207,3,423,211,0,1207,1208,3,417,208,0,1208,1209,3,411,205,
-        0,1209,1210,3,409,204,0,1210,1211,3,439,219,0,1211,1212,3,417,208,
-        0,1212,1213,3,425,212,0,1213,1214,3,409,204,0,1214,194,1,0,0,0,1215,
-        1216,3,423,211,0,1216,1217,3,417,208,0,1217,1218,3,421,210,0,1218,
-        1219,3,409,204,0,1219,196,1,0,0,0,1220,1221,3,423,211,0,1221,1222,
-        3,417,208,0,1222,1223,3,425,212,0,1223,1224,3,417,208,0,1224,1225,
-        3,439,219,0,1225,198,1,0,0,0,1226,1227,3,423,211,0,1227,1228,3,417,
-        208,0,1228,1229,3,443,221,0,1229,1230,3,409,204,0,1230,200,1,0,0,
-        0,1231,1232,3,423,211,0,1232,1233,3,429,214,0,1233,1234,3,405,202,
-        0,1234,1235,3,401,200,0,1235,1236,3,423,211,0,1236,202,1,0,0,0,1237,
-        1238,3,423,211,0,1238,1239,3,429,214,0,1239,1240,3,413,206,0,1240,
-        1241,3,437,218,0,1241,204,1,0,0,0,1242,1243,3,425,212,0,1243,1244,
-        3,401,200,0,1244,1245,3,439,219,0,1245,1246,3,409,204,0,1246,1247,
-        3,435,217,0,1247,1248,3,417,208,0,1248,1249,3,401,200,0,1249,1250,
-        3,423,211,0,1250,1251,3,417,208,0,1251,1252,3,451,225,0,1252,1253,
-        3,409,204,0,1253,206,1,0,0,0,1254,1255,3,425,212,0,1255,1256,3,401,
-        200,0,1256,1257,3,439,219,0,1257,1258,3,409,204,0,1258,1259,3,435,
-        217,0,1259,1260,3,417,208,0,1260,1261,3,401,200,0,1261,1262,3,423,
-        211,0,1262,1263,3,417,208,0,1263,1264,3,451,225,0,1264,1265,3,409,
-        204,0,1265,1266,3,407,203,0,1266,208,1,0,0,0,1267,1268,3,425,212,
-        0,1268,1269,3,401,200,0,1269,1270,3,447,223,0,1270,210,1,0,0,0,1271,
-        1272,3,425,212,0,1272,1273,3,409,204,0,1273,1274,3,435,217,0,1274,
-        1275,3,413,206,0,1275,1276,3,409,204,0,1276,1277,3,437,218,0,1277,
-        212,1,0,0,0,1278,1279,3,425,212,0,1279,1280,3,417,208,0,1280,1281,
-        3,427,213,0,1281,214,1,0,0,0,1282,1283,3,425,212,0,1283,1284,3,417,
-        208,0,1284,1285,3,427,213,0,1285,1286,3,441,220,0,1286,1287,3,439,
-        219,0,1287,1288,3,409,204,0,1288,216,1,0,0,0,1289,1290,3,425,212,
-        0,1290,1291,3,429,214,0,1291,1292,3,407,203,0,1292,1293,3,417,208,
-        0,1293,1294,3,411,205,0,1294,1295,3,449,224,0,1295,218,1,0,0,0,1296,
-        1297,3,425,212,0,1297,1298,3,429,214,0,1298,1299,3,427,213,0,1299,
-        1300,3,439,219,0,1300,1301,3,415,207,0,1301,220,1,0,0,0,1302,1303,
-        3,425,212,0,1303,1304,3,429,214,0,1304,1305,3,443,221,0,1305,1306,
-        3,409,204,0,1306,222,1,0,0,0,1307,1308,3,425,212,0,1308,1309,3,441,
-        220,0,1309,1310,3,439,219,0,1310,1311,3,401,200,0,1311,1312,3,439,
-        219,0,1312,1313,3,417,208,0,1313,1314,3,429,214,0,1314,1315,3,427,
-        213,0,1315,224,1,0,0,0,1316,1317,3,427,213,0,1317,1318,3,401,200,
-        0,1318,1319,3,427,213,0,1319,226,1,0,0,0,1320,1321,3,427,213,0,1321,
-        1322,3,429,214,0,1322,228,1,0,0,0,1323,1324,3,427,213,0,1324,1325,
-        3,429,214,0,1325,1326,3,439,219,0,1326,230,1,0,0,0,1327,1328,3,427,
-        213,0,1328,1329,3,441,220,0,1329,1330,3,423,211,0,1330,1331,3,423,
-        211,0,1331,232,1,0,0,0,1332,1333,3,427,213,0,1333,1334,3,441,220,
-        0,1334,1335,3,423,211,0,1335,1336,3,423,211,0,1336,1337,3,437,218,
-        0,1337,234,1,0,0,0,1338,1339,3,429,214,0,1339,1340,3,411,205,0,1340,
-        1341,3,411,205,0,1341,1342,3,437,218,0,1342,1343,3,409,204,0,1343,
-        1344,3,439,219,0,1344,236,1,0,0,0,1345,1346,3,429,214,0,1346,1347,
-        3,427,213,0,1347,238,1,0,0,0,1348,1349,3,429,214,0,1349,1350,3,431,
-        215,0,1350,1351,3,439,219,0,1351,1352,3,417,208,0,1352,1353,3,425,
-        212,0,1353,1354,3,417,208,0,1354,1355,3,451,225,0,1355,1356,3,409,
-        204,0,1356,240,1,0,0,0,1357,1358,3,429,214,0,1358,1359,3,435,217,
-        0,1359,242,1,0,0,0,1360,1361,3,429,214,0,1361,1362,3,435,217,0,1362,
-        1363,3,407,203,0,1363,1364,3,409,204,0,1364,1365,3,435,217,0,1365,
-        244,1,0,0,0,1366,1367,3,429,214,0,1367,1368,3,441,220,0,1368,1369,
-        3,439,219,0,1369,1370,3,409,204,0,1370,1371,3,435,217,0,1371,246,
-        1,0,0,0,1372,1373,3,429,214,0,1373,1374,3,441,220,0,1374,1375,3,
-        439,219,0,1375,1376,3,411,205,0,1376,1377,3,417,208,0,1377,1378,
-        3,423,211,0,1378,1379,3,409,204,0,1379,248,1,0,0,0,1380,1381,3,429,
-        214,0,1381,1382,3,443,221,0,1382,1383,3,409,204,0,1383,1384,3,435,
-        217,0,1384,250,1,0,0,0,1385,1386,3,431,215,0,1386,1387,3,401,200,
-        0,1387,1388,3,435,217,0,1388,1389,3,439,219,0,1389,1390,3,417,208,
-        0,1390,1391,3,439,219,0,1391,1392,3,417,208,0,1392,1393,3,429,214,
-        0,1393,1394,3,427,213,0,1394,252,1,0,0,0,1395,1396,3,431,215,0,1396,
-        1397,3,429,214,0,1397,1398,3,431,215,0,1398,1399,3,441,220,0,1399,
-        1400,3,423,211,0,1400,1401,3,401,200,0,1401,1402,3,439,219,0,1402,
-        1403,3,409,204,0,1403,254,1,0,0,0,1404,1405,3,431,215,0,1405,1406,
-        3,435,217,0,1406,1407,3,409,204,0,1407,1408,3,405,202,0,1408,1409,
-        3,409,204,0,1409,1410,3,407,203,0,1410,1411,3,417,208,0,1411,1412,
-        3,427,213,0,1412,1413,3,413,206,0,1413,256,1,0,0,0,1414,1415,3,431,
-        215,0,1415,1416,3,435,217,0,1416,1417,3,409,204,0,1417,1418,3,445,
-        222,0,1418,1419,3,415,207,0,1419,1420,3,409,204,0,1420,1421,3,435,
-        217,0,1421,1422,3,409,204,0,1422,258,1,0,0,0,1423,1424,3,431,215,
-        0,1424,1425,3,435,217,0,1425,1426,3,417,208,0,1426,1427,3,425,212,
-        0,1427,1428,3,401,200,0,1428,1429,3,435,217,0,1429,1430,3,449,224,
-        0,1430,260,1,0,0,0,1431,1432,3,431,215,0,1432,1433,3,435,217,0,1433,
-        1434,3,429,214,0,1434,1435,3,419,209,0,1435,1436,3,409,204,0,1436,
-        1437,3,405,202,0,1437,1438,3,439,219,0,1438,1439,3,417,208,0,1439,
-        1440,3,429,214,0,1440,1441,3,427,213,0,1441,262,1,0,0,0,1442,1443,
-        3,433,216,0,1443,1444,3,441,220,0,1444,1445,3,401,200,0,1445,1446,
-        3,435,217,0,1446,1447,3,439,219,0,1447,1448,3,409,204,0,1448,1449,
-        3,435,217,0,1449,264,1,0,0,0,1450,1451,3,435,217,0,1451,1452,3,401,
-        200,0,1452,1453,3,427,213,0,1453,1454,3,413,206,0,1454,1455,3,409,
-        204,0,1455,266,1,0,0,0,1456,1457,3,435,217,0,1457,1458,3,409,204,
-        0,1458,1459,3,423,211,0,1459,1460,3,429,214,0,1460,1461,3,401,200,
-        0,1461,1462,3,407,203,0,1462,268,1,0,0,0,1463,1464,3,435,217,0,1464,
-        1465,3,409,204,0,1465,1466,3,425,212,0,1466,1467,3,429,214,0,1467,
-        1468,3,443,221,0,1468,1469,3,409,204,0,1469,270,1,0,0,0,1470,1471,
-        3,435,217,0,1471,1472,3,409,204,0,1472,1473,3,427,213,0,1473,1474,
-        3,401,200,0,1474,1475,3,425,212,0,1475,1476,3,409,204,0,1476,272,
-        1,0,0,0,1477,1478,3,435,217,0,1478,1479,3,409,204,0,1479,1480,3,
-        431,215,0,1480,1481,3,423,211,0,1481,1482,3,401,200,0,1482,1483,
-        3,405,202,0,1483,1484,3,409,204,0,1484,274,1,0,0,0,1485,1486,3,435,
-        217,0,1486,1487,3,409,204,0,1487,1488,3,431,215,0,1488,1489,3,423,
-        211,0,1489,1490,3,417,208,0,1490,1491,3,405,202,0,1491,1492,3,401,
-        200,0,1492,276,1,0,0,0,1493,1494,3,435,217,0,1494,1495,3,409,204,
-        0,1495,1496,3,431,215,0,1496,1497,3,423,211,0,1497,1498,3,417,208,
-        0,1498,1499,3,405,202,0,1499,1500,3,401,200,0,1500,1501,3,439,219,
-        0,1501,1502,3,409,204,0,1502,1503,3,407,203,0,1503,278,1,0,0,0,1504,
-        1505,3,435,217,0,1505,1506,3,417,208,0,1506,1507,3,413,206,0,1507,
-        1508,3,415,207,0,1508,1509,3,439,219,0,1509,280,1,0,0,0,1510,1511,
-        3,435,217,0,1511,1512,3,429,214,0,1512,1513,3,423,211,0,1513,1514,
-        3,423,211,0,1514,1515,3,441,220,0,1515,1516,3,431,215,0,1516,282,
-        1,0,0,0,1517,1518,3,435,217,0,1518,1519,3,429,214,0,1519,1520,3,
-        445,222,0,1520,284,1,0,0,0,1521,1522,3,435,217,0,1522,1523,3,429,
-        214,0,1523,1524,3,445,222,0,1524,1525,3,437,218,0,1525,286,1,0,0,
-        0,1526,1527,3,437,218,0,1527,1528,3,401,200,0,1528,1529,3,425,212,
-        0,1529,1530,3,431,215,0,1530,1531,3,423,211,0,1531,1532,3,409,204,
-        0,1532,288,1,0,0,0,1533,1534,3,437,218,0,1534,1535,3,409,204,0,1535,
-        1536,3,405,202,0,1536,1537,3,429,214,0,1537,1538,3,427,213,0,1538,
-        1539,3,407,203,0,1539,290,1,0,0,0,1540,1541,3,437,218,0,1541,1542,
-        3,409,204,0,1542,1543,3,423,211,0,1543,1544,3,409,204,0,1544,1545,
-        3,405,202,0,1545,1546,3,439,219,0,1546,292,1,0,0,0,1547,1548,3,437,
-        218,0,1548,1549,3,409,204,0,1549,1550,3,425,212,0,1550,1551,3,417,
-        208,0,1551,294,1,0,0,0,1552,1553,3,437,218,0,1553,1554,3,409,204,
-        0,1554,1555,3,427,213,0,1555,1556,3,407,203,0,1556,1557,3,437,218,
-        0,1557,296,1,0,0,0,1558,1559,3,437,218,0,1559,1560,3,409,204,0,1560,
-        1561,3,439,219,0,1561,298,1,0,0,0,1562,1563,3,437,218,0,1563,1564,
-        3,409,204,0,1564,1565,3,439,219,0,1565,1566,3,439,219,0,1566,1567,
-        3,417,208,0,1567,1568,3,427,213,0,1568,1569,3,413,206,0,1569,1570,
-        3,437,218,0,1570,300,1,0,0,0,1571,1572,3,437,218,0,1572,1573,3,415,
-        207,0,1573,1574,3,429,214,0,1574,1575,3,445,222,0,1575,302,1,0,0,
-        0,1576,1577,3,437,218,0,1577,1578,3,429,214,0,1578,1579,3,441,220,
-        0,1579,1580,3,435,217,0,1580,1581,3,405,202,0,1581,1582,3,409,204,
-        0,1582,304,1,0,0,0,1583,1584,3,437,218,0,1584,1585,3,439,219,0,1585,
-        1586,3,401,200,0,1586,1587,3,435,217,0,1587,1588,3,439,219,0,1588,
-        306,1,0,0,0,1589,1590,3,437,218,0,1590,1591,3,439,219,0,1591,1592,
-        3,429,214,0,1592,1593,3,431,215,0,1593,308,1,0,0,0,1594,1595,3,437,
-        218,0,1595,1596,3,441,220,0,1596,1597,3,403,201,0,1597,1598,3,437,
-        218,0,1598,1599,3,439,219,0,1599,1600,3,435,217,0,1600,1601,3,417,
-        208,0,1601,1602,3,427,213,0,1602,1603,3,413,206,0,1603,310,1,0,0,
-        0,1604,1605,3,437,218,0,1605,1606,3,449,224,0,1606,1607,3,427,213,
-        0,1607,1608,3,405,202,0,1608,312,1,0,0,0,1609,1610,3,437,218,0,1610,
-        1611,3,449,224,0,1611,1612,3,427,213,0,1612,1613,3,439,219,0,1613,
-        1614,3,401,200,0,1614,1615,3,447,223,0,1615,314,1,0,0,0,1616,1617,
-        3,437,218,0,1617,1618,3,449,224,0,1618,1619,3,437,218,0,1619,1620,
-        3,439,219,0,1620,1621,3,409,204,0,1621,1622,3,425,212,0,1622,316,
-        1,0,0,0,1623,1624,3,439,219,0,1624,1625,3,401,200,0,1625,1626,3,
-        403,201,0,1626,1627,3,423,211,0,1627,1628,3,409,204,0,1628,318,1,
-        0,0,0,1629,1630,3,439,219,0,1630,1631,3,401,200,0,1631,1632,3,403,
-        201,0,1632,1633,3,423,211,0,1633,1634,3,409,204,0,1634,1635,3,437,
-        218,0,1635,320,1,0,0,0,1636,1637,3,439,219,0,1637,1638,3,409,204,
-        0,1638,1639,3,425,212,0,1639,1640,3,431,215,0,1640,1641,3,429,214,
-        0,1641,1642,3,435,217,0,1642,1643,3,401,200,0,1643,1644,3,435,217,
-        0,1644,1645,3,449,224,0,1645,322,1,0,0,0,1646,1647,3,439,219,0,1647,
-        1648,3,409,204,0,1648,1649,3,437,218,0,1649,1650,3,439,219,0,1650,
-        324,1,0,0,0,1651,1652,3,439,219,0,1652,1653,3,415,207,0,1653,1654,
-        3,409,204,0,1654,1655,3,427,213,0,1655,326,1,0,0,0,1656,1657,3,439,
-        219,0,1657,1658,3,417,208,0,1658,1659,3,409,204,0,1659,1660,3,437,
-        218,0,1660,328,1,0,0,0,1661,1662,3,439,219,0,1662,1663,3,417,208,
-        0,1663,1664,3,425,212,0,1664,1665,3,409,204,0,1665,1666,3,429,214,
-        0,1666,1667,3,441,220,0,1667,1668,3,439,219,0,1668,330,1,0,0,0,1669,
-        1670,3,439,219,0,1670,1671,3,417,208,0,1671,1672,3,425,212,0,1672,
-        1673,3,409,204,0,1673,1674,3,437,218,0,1674,1675,3,439,219,0,1675,
-        1676,3,401,200,0,1676,1677,3,425,212,0,1677,1678,3,431,215,0,1678,
-        332,1,0,0,0,1679,1680,3,439,219,0,1680,1681,3,429,214,0,1681,334,
-        1,0,0,0,1682,1683,3,439,219,0,1683,1684,3,429,214,0,1684,1685,3,
-        431,215,0,1685,336,1,0,0,0,1686,1687,3,439,219,0,1687,1688,3,429,
-        214,0,1688,1689,3,439,219,0,1689,1690,3,401,200,0,1690,1691,3,423,
-        211,0,1691,1692,3,437,218,0,1692,338,1,0,0,0,1693,1694,3,439,219,
-        0,1694,1695,3,435,217,0,1695,1696,3,401,200,0,1696,1697,3,417,208,
-        0,1697,1698,3,423,211,0,1698,1699,3,417,208,0,1699,1700,3,427,213,
-        0,1700,1701,3,413,206,0,1701,340,1,0,0,0,1702,1703,3,439,219,0,1703,
-        1704,3,435,217,0,1704,1705,3,417,208,0,1705,1706,3,425,212,0,1706,
-        342,1,0,0,0,1707,1708,3,439,219,0,1708,1709,3,435,217,0,1709,1710,
-        3,441,220,0,1710,1711,3,427,213,0,1711,1712,3,405,202,0,1712,1713,
-        3,401,200,0,1713,1714,3,439,219,0,1714,1715,3,409,204,0,1715,344,
-        1,0,0,0,1716,1717,3,439,219,0,1717,1718,3,439,219,0,1718,1719,3,
-        423,211,0,1719,346,1,0,0,0,1720,1721,3,439,219,0,1721,1722,3,449,
-        224,0,1722,1723,3,431,215,0,1723,1724,3,409,204,0,1724,348,1,0,0,
-        0,1725,1726,3,441,220,0,1726,1727,3,427,213,0,1727,1728,3,403,201,
-        0,1728,1729,3,429,214,0,1729,1730,3,441,220,0,1730,1731,3,427,213,
-        0,1731,1732,3,407,203,0,1732,1733,3,409,204,0,1733,1734,3,407,203,
-        0,1734,350,1,0,0,0,1735,1736,3,441,220,0,1736,1737,3,427,213,0,1737,
-        1738,3,417,208,0,1738,1739,3,429,214,0,1739,1740,3,427,213,0,1740,
-        352,1,0,0,0,1741,1742,3,441,220,0,1742,1743,3,431,215,0,1743,1744,
-        3,407,203,0,1744,1745,3,401,200,0,1745,1746,3,439,219,0,1746,1747,
-        3,409,204,0,1747,354,1,0,0,0,1748,1749,3,441,220,0,1749,1750,3,437,
-        218,0,1750,1751,3,409,204,0,1751,356,1,0,0,0,1752,1753,3,441,220,
-        0,1753,1754,3,437,218,0,1754,1755,3,417,208,0,1755,1756,3,427,213,
-        0,1756,1757,3,413,206,0,1757,358,1,0,0,0,1758,1759,3,441,220,0,1759,
-        1760,3,441,220,0,1760,1761,3,417,208,0,1761,1762,3,407,203,0,1762,
-        360,1,0,0,0,1763,1764,3,443,221,0,1764,1765,3,401,200,0,1765,1766,
-        3,423,211,0,1766,1767,3,441,220,0,1767,1768,3,409,204,0,1768,1769,
-        3,437,218,0,1769,362,1,0,0,0,1770,1771,3,443,221,0,1771,1772,3,417,
-        208,0,1772,1773,3,409,204,0,1773,1774,3,445,222,0,1774,364,1,0,0,
-        0,1775,1776,3,443,221,0,1776,1777,3,429,214,0,1777,1778,3,423,211,
-        0,1778,1779,3,441,220,0,1779,1780,3,425,212,0,1780,1781,3,409,204,
-        0,1781,366,1,0,0,0,1782,1783,3,445,222,0,1783,1784,3,401,200,0,1784,
-        1785,3,439,219,0,1785,1786,3,405,202,0,1786,1787,3,415,207,0,1787,
-        368,1,0,0,0,1788,1789,3,445,222,0,1789,1790,3,409,204,0,1790,1791,
-        3,409,204,0,1791,1792,3,421,210,0,1792,370,1,0,0,0,1793,1794,3,445,
-        222,0,1794,1795,3,415,207,0,1795,1796,3,409,204,0,1796,1797,3,427,
-        213,0,1797,372,1,0,0,0,1798,1799,3,445,222,0,1799,1800,3,415,207,
-        0,1800,1801,3,409,204,0,1801,1802,3,435,217,0,1802,1803,3,409,204,
-        0,1803,374,1,0,0,0,1804,1805,3,445,222,0,1805,1806,3,417,208,0,1806,
-        1807,3,427,213,0,1807,1808,3,407,203,0,1808,1809,3,429,214,0,1809,
-        1810,3,445,222,0,1810,376,1,0,0,0,1811,1812,3,445,222,0,1812,1813,
-        3,417,208,0,1813,1814,3,439,219,0,1814,1815,3,415,207,0,1815,378,
-        1,0,0,0,1816,1817,3,449,224,0,1817,1818,3,409,204,0,1818,1819,3,
-        401,200,0,1819,1820,3,435,217,0,1820,1827,1,0,0,0,1821,1822,3,449,
-        224,0,1822,1823,3,449,224,0,1823,1824,3,449,224,0,1824,1825,3,449,
-        224,0,1825,1827,1,0,0,0,1826,1816,1,0,0,0,1826,1821,1,0,0,0,1827,
-        380,1,0,0,0,1828,1829,5,102,0,0,1829,1830,5,97,0,0,1830,1831,5,108,
-        0,0,1831,1832,5,115,0,0,1832,1833,5,101,0,0,1833,382,1,0,0,0,1834,
-        1835,5,116,0,0,1835,1836,5,114,0,0,1836,1837,5,117,0,0,1837,1838,
-        5,101,0,0,1838,384,1,0,0,0,1839,1840,3,467,233,0,1840,1841,3,403,
-        201,0,1841,1870,1,0,0,0,1842,1843,3,467,233,0,1843,1844,3,411,205,
-        0,1844,1870,1,0,0,0,1845,1846,3,467,233,0,1846,1847,3,435,217,0,
-        1847,1870,1,0,0,0,1848,1849,3,467,233,0,1849,1850,3,427,213,0,1850,
-        1870,1,0,0,0,1851,1852,3,467,233,0,1852,1853,3,439,219,0,1853,1870,
-        1,0,0,0,1854,1855,3,467,233,0,1855,1856,5,48,0,0,1856,1870,1,0,0,
-        0,1857,1858,3,467,233,0,1858,1859,3,401,200,0,1859,1870,1,0,0,0,
-        1860,1861,3,467,233,0,1861,1862,3,443,221,0,1862,1870,1,0,0,0,1863,
-        1864,3,467,233,0,1864,1865,3,467,233,0,1865,1870,1,0,0,0,1866,1867,
-        3,467,233,0,1867,1868,3,521,260,0,1868,1870,1,0,0,0,1869,1839,1,
-        0,0,0,1869,1842,1,0,0,0,1869,1845,1,0,0,0,1869,1848,1,0,0,0,1869,
-        1851,1,0,0,0,1869,1854,1,0,0,0,1869,1857,1,0,0,0,1869,1860,1,0,0,
-        0,1869,1863,1,0,0,0,1869,1866,1,0,0,0,1870,386,1,0,0,0,1871,1875,
-        3,453,226,0,1872,1875,3,537,268,0,1873,1875,3,477,238,0,1874,1871,
-        1,0,0,0,1874,1872,1,0,0,0,1874,1873,1,0,0,0,1875,1882,1,0,0,0,1876,
-        1881,3,453,226,0,1877,1881,3,537,268,0,1878,1881,3,457,228,0,1879,
-        1881,3,477,238,0,1880,1876,1,0,0,0,1880,1877,1,0,0,0,1880,1878,1,
-        0,0,0,1880,1879,1,0,0,0,1881,1884,1,0,0,0,1882,1880,1,0,0,0,1882,
-        1883,1,0,0,0,1883,1912,1,0,0,0,1884,1882,1,0,0,0,1885,1893,3,465,
-        232,0,1886,1892,8,0,0,0,1887,1892,3,385,192,0,1888,1889,3,465,232,
-        0,1889,1890,3,465,232,0,1890,1892,1,0,0,0,1891,1886,1,0,0,0,1891,
-        1887,1,0,0,0,1891,1888,1,0,0,0,1892,1895,1,0,0,0,1893,1891,1,0,0,
-        0,1893,1894,1,0,0,0,1894,1896,1,0,0,0,1895,1893,1,0,0,0,1896,1897,
-        3,465,232,0,1897,1912,1,0,0,0,1898,1906,3,519,259,0,1899,1905,8,
-        1,0,0,1900,1905,3,385,192,0,1901,1902,3,519,259,0,1902,1903,3,519,
-        259,0,1903,1905,1,0,0,0,1904,1899,1,0,0,0,1904,1900,1,0,0,0,1904,
-        1901,1,0,0,0,1905,1908,1,0,0,0,1906,1904,1,0,0,0,1906,1907,1,0,0,
-        0,1907,1909,1,0,0,0,1908,1906,1,0,0,0,1909,1910,3,519,259,0,1910,
-        1912,1,0,0,0,1911,1874,1,0,0,0,1911,1885,1,0,0,0,1911,1898,1,0,0,
-        0,1912,388,1,0,0,0,1913,1914,3,395,197,0,1914,1918,3,479,239,0,1915,
-        1917,3,459,229,0,1916,1915,1,0,0,0,1917,1920,1,0,0,0,1918,1916,1,
-        0,0,0,1918,1919,1,0,0,0,1919,1923,1,0,0,0,1920,1918,1,0,0,0,1921,
-        1924,3,431,215,0,1922,1924,3,409,204,0,1923,1921,1,0,0,0,1923,1922,
-        1,0,0,0,1924,1927,1,0,0,0,1925,1928,3,515,257,0,1926,1928,3,475,
-        237,0,1927,1925,1,0,0,0,1927,1926,1,0,0,0,1927,1928,1,0,0,0,1928,
-        1930,1,0,0,0,1929,1931,3,457,228,0,1930,1929,1,0,0,0,1931,1932,1,
-        0,0,0,1932,1930,1,0,0,0,1932,1933,1,0,0,0,1933,1990,1,0,0,0,1934,
-        1937,3,395,197,0,1935,1938,3,431,215,0,1936,1938,3,409,204,0,1937,
-        1935,1,0,0,0,1937,1936,1,0,0,0,1938,1941,1,0,0,0,1939,1942,3,515,
-        257,0,1940,1942,3,475,237,0,1941,1939,1,0,0,0,1941,1940,1,0,0,0,
-        1941,1942,1,0,0,0,1942,1944,1,0,0,0,1943,1945,3,457,228,0,1944,1943,
-        1,0,0,0,1945,1946,1,0,0,0,1946,1944,1,0,0,0,1946,1947,1,0,0,0,1947,
-        1990,1,0,0,0,1948,1949,3,393,196,0,1949,1953,3,479,239,0,1950,1952,
-        3,457,228,0,1951,1950,1,0,0,0,1952,1955,1,0,0,0,1953,1951,1,0,0,
-        0,1953,1954,1,0,0,0,1954,1956,1,0,0,0,1955,1953,1,0,0,0,1956,1959,
-        3,409,204,0,1957,1960,3,515,257,0,1958,1960,3,475,237,0,1959,1957,
-        1,0,0,0,1959,1958,1,0,0,0,1959,1960,1,0,0,0,1960,1962,1,0,0,0,1961,
-        1963,3,457,228,0,1962,1961,1,0,0,0,1963,1964,1,0,0,0,1964,1962,1,
-        0,0,0,1964,1965,1,0,0,0,1965,1990,1,0,0,0,1966,1967,3,479,239,0,
-        1967,1968,3,393,196,0,1968,1971,3,409,204,0,1969,1972,3,515,257,
-        0,1970,1972,3,475,237,0,1971,1969,1,0,0,0,1971,1970,1,0,0,0,1971,
-        1972,1,0,0,0,1972,1974,1,0,0,0,1973,1975,3,457,228,0,1974,1973,1,
-        0,0,0,1975,1976,1,0,0,0,1976,1974,1,0,0,0,1976,1977,1,0,0,0,1977,
-        1990,1,0,0,0,1978,1979,3,393,196,0,1979,1982,3,409,204,0,1980,1983,
-        3,515,257,0,1981,1983,3,475,237,0,1982,1980,1,0,0,0,1982,1981,1,
-        0,0,0,1982,1983,1,0,0,0,1983,1985,1,0,0,0,1984,1986,3,457,228,0,
-        1985,1984,1,0,0,0,1986,1987,1,0,0,0,1987,1985,1,0,0,0,1987,1988,
-        1,0,0,0,1988,1990,1,0,0,0,1989,1913,1,0,0,0,1989,1934,1,0,0,0,1989,
-        1948,1,0,0,0,1989,1966,1,0,0,0,1989,1978,1,0,0,0,1990,390,1,0,0,
-        0,1991,1993,5,48,0,0,1992,1994,3,455,227,0,1993,1992,1,0,0,0,1994,
-        1995,1,0,0,0,1995,1993,1,0,0,0,1995,1996,1,0,0,0,1996,392,1,0,0,
-        0,1997,1999,3,457,228,0,1998,1997,1,0,0,0,1999,2000,1,0,0,0,2000,
-        1998,1,0,0,0,2000,2001,1,0,0,0,2001,394,1,0,0,0,2002,2003,5,48,0,
-        0,2003,2005,3,447,223,0,2004,2006,3,459,229,0,2005,2004,1,0,0,0,
-        2006,2007,1,0,0,0,2007,2005,1,0,0,0,2007,2008,1,0,0,0,2008,396,1,
-        0,0,0,2009,2017,3,521,260,0,2010,2016,8,2,0,0,2011,2016,3,385,192,
-        0,2012,2013,3,521,260,0,2013,2014,3,521,260,0,2014,2016,1,0,0,0,
-        2015,2010,1,0,0,0,2015,2011,1,0,0,0,2015,2012,1,0,0,0,2016,2019,
-        1,0,0,0,2017,2015,1,0,0,0,2017,2018,1,0,0,0,2018,2020,1,0,0,0,2019,
-        2017,1,0,0,0,2020,2021,3,521,260,0,2021,398,1,0,0,0,2022,2030,3,
-        495,247,0,2023,2029,8,3,0,0,2024,2029,3,385,192,0,2025,2026,3,495,
-        247,0,2026,2027,3,495,247,0,2027,2029,1,0,0,0,2028,2023,1,0,0,0,
-        2028,2024,1,0,0,0,2028,2025,1,0,0,0,2029,2032,1,0,0,0,2030,2028,
-        1,0,0,0,2030,2031,1,0,0,0,2031,2033,1,0,0,0,2032,2030,1,0,0,0,2033,
-        2034,3,527,263,0,2034,400,1,0,0,0,2035,2036,7,4,0,0,2036,402,1,0,
-        0,0,2037,2038,7,5,0,0,2038,404,1,0,0,0,2039,2040,7,6,0,0,2040,406,
-        1,0,0,0,2041,2042,7,7,0,0,2042,408,1,0,0,0,2043,2044,7,8,0,0,2044,
-        410,1,0,0,0,2045,2046,7,9,0,0,2046,412,1,0,0,0,2047,2048,7,10,0,
-        0,2048,414,1,0,0,0,2049,2050,7,11,0,0,2050,416,1,0,0,0,2051,2052,
-        7,12,0,0,2052,418,1,0,0,0,2053,2054,7,13,0,0,2054,420,1,0,0,0,2055,
-        2056,7,14,0,0,2056,422,1,0,0,0,2057,2058,7,15,0,0,2058,424,1,0,0,
-        0,2059,2060,7,16,0,0,2060,426,1,0,0,0,2061,2062,7,17,0,0,2062,428,
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+        233,0,1867,1868,3,521,260,0,1868,1870,1,0,0,0,1869,1839,1,0,0,0,
+        1869,1842,1,0,0,0,1869,1845,1,0,0,0,1869,1848,1,0,0,0,1869,1851,
+        1,0,0,0,1869,1854,1,0,0,0,1869,1857,1,0,0,0,1869,1860,1,0,0,0,1869,
+        1863,1,0,0,0,1869,1866,1,0,0,0,1870,386,1,0,0,0,1871,1872,3,467,
+        233,0,1872,1873,3,403,201,0,1873,1902,1,0,0,0,1874,1875,3,467,233,
+        0,1875,1876,3,411,205,0,1876,1902,1,0,0,0,1877,1878,3,467,233,0,
+        1878,1879,3,435,217,0,1879,1902,1,0,0,0,1880,1881,3,467,233,0,1881,
+        1882,3,427,213,0,1882,1902,1,0,0,0,1883,1884,3,467,233,0,1884,1885,
+        3,439,219,0,1885,1902,1,0,0,0,1886,1887,3,467,233,0,1887,1888,5,
+        48,0,0,1888,1902,1,0,0,0,1889,1890,3,467,233,0,1890,1891,3,401,200,
+        0,1891,1902,1,0,0,0,1892,1893,3,467,233,0,1893,1894,3,443,221,0,
+        1894,1902,1,0,0,0,1895,1896,3,467,233,0,1896,1897,3,467,233,0,1897,
+        1902,1,0,0,0,1898,1899,3,467,233,0,1899,1900,3,519,259,0,1900,1902,
+        1,0,0,0,1901,1871,1,0,0,0,1901,1874,1,0,0,0,1901,1877,1,0,0,0,1901,
+        1880,1,0,0,0,1901,1883,1,0,0,0,1901,1886,1,0,0,0,1901,1889,1,0,0,
+        0,1901,1892,1,0,0,0,1901,1895,1,0,0,0,1901,1898,1,0,0,0,1902,388,
+        1,0,0,0,1903,1907,3,453,226,0,1904,1907,3,537,268,0,1905,1907,3,
+        477,238,0,1906,1903,1,0,0,0,1906,1904,1,0,0,0,1906,1905,1,0,0,0,
+        1907,1914,1,0,0,0,1908,1913,3,453,226,0,1909,1913,3,537,268,0,1910,
+        1913,3,457,228,0,1911,1913,3,477,238,0,1912,1908,1,0,0,0,1912,1909,
+        1,0,0,0,1912,1910,1,0,0,0,1912,1911,1,0,0,0,1913,1916,1,0,0,0,1914,
+        1912,1,0,0,0,1914,1915,1,0,0,0,1915,1944,1,0,0,0,1916,1914,1,0,0,
+        0,1917,1925,3,465,232,0,1918,1924,8,0,0,0,1919,1924,3,385,192,0,
+        1920,1921,3,465,232,0,1921,1922,3,465,232,0,1922,1924,1,0,0,0,1923,
+        1918,1,0,0,0,1923,1919,1,0,0,0,1923,1920,1,0,0,0,1924,1927,1,0,0,
+        0,1925,1923,1,0,0,0,1925,1926,1,0,0,0,1926,1928,1,0,0,0,1927,1925,
+        1,0,0,0,1928,1929,3,465,232,0,1929,1944,1,0,0,0,1930,1938,3,519,
+        259,0,1931,1937,8,1,0,0,1932,1937,3,387,193,0,1933,1934,3,519,259,
+        0,1934,1935,3,519,259,0,1935,1937,1,0,0,0,1936,1931,1,0,0,0,1936,
+        1932,1,0,0,0,1936,1933,1,0,0,0,1937,1940,1,0,0,0,1938,1936,1,0,0,
+        0,1938,1939,1,0,0,0,1939,1941,1,0,0,0,1940,1938,1,0,0,0,1941,1942,
+        3,519,259,0,1942,1944,1,0,0,0,1943,1906,1,0,0,0,1943,1917,1,0,0,
+        0,1943,1930,1,0,0,0,1944,390,1,0,0,0,1945,1946,3,397,198,0,1946,
+        1950,3,479,239,0,1947,1949,3,459,229,0,1948,1947,1,0,0,0,1949,1952,
+        1,0,0,0,1950,1948,1,0,0,0,1950,1951,1,0,0,0,1951,1955,1,0,0,0,1952,
+        1950,1,0,0,0,1953,1956,3,431,215,0,1954,1956,3,409,204,0,1955,1953,
+        1,0,0,0,1955,1954,1,0,0,0,1956,1959,1,0,0,0,1957,1960,3,515,257,
+        0,1958,1960,3,475,237,0,1959,1957,1,0,0,0,1959,1958,1,0,0,0,1959,
+        1960,1,0,0,0,1960,1962,1,0,0,0,1961,1963,3,457,228,0,1962,1961,1,
+        0,0,0,1963,1964,1,0,0,0,1964,1962,1,0,0,0,1964,1965,1,0,0,0,1965,
+        2022,1,0,0,0,1966,1969,3,397,198,0,1967,1970,3,431,215,0,1968,1970,
+        3,409,204,0,1969,1967,1,0,0,0,1969,1968,1,0,0,0,1970,1973,1,0,0,
+        0,1971,1974,3,515,257,0,1972,1974,3,475,237,0,1973,1971,1,0,0,0,
+        1973,1972,1,0,0,0,1973,1974,1,0,0,0,1974,1976,1,0,0,0,1975,1977,
+        3,457,228,0,1976,1975,1,0,0,0,1977,1978,1,0,0,0,1978,1976,1,0,0,
+        0,1978,1979,1,0,0,0,1979,2022,1,0,0,0,1980,1981,3,395,197,0,1981,
+        1985,3,479,239,0,1982,1984,3,457,228,0,1983,1982,1,0,0,0,1984,1987,
+        1,0,0,0,1985,1983,1,0,0,0,1985,1986,1,0,0,0,1986,1988,1,0,0,0,1987,
+        1985,1,0,0,0,1988,1991,3,409,204,0,1989,1992,3,515,257,0,1990,1992,
+        3,475,237,0,1991,1989,1,0,0,0,1991,1990,1,0,0,0,1991,1992,1,0,0,
+        0,1992,1994,1,0,0,0,1993,1995,3,457,228,0,1994,1993,1,0,0,0,1995,
+        1996,1,0,0,0,1996,1994,1,0,0,0,1996,1997,1,0,0,0,1997,2022,1,0,0,
+        0,1998,1999,3,479,239,0,1999,2000,3,395,197,0,2000,2003,3,409,204,
+        0,2001,2004,3,515,257,0,2002,2004,3,475,237,0,2003,2001,1,0,0,0,
+        2003,2002,1,0,0,0,2003,2004,1,0,0,0,2004,2006,1,0,0,0,2005,2007,
+        3,457,228,0,2006,2005,1,0,0,0,2007,2008,1,0,0,0,2008,2006,1,0,0,
+        0,2008,2009,1,0,0,0,2009,2022,1,0,0,0,2010,2011,3,395,197,0,2011,
+        2014,3,409,204,0,2012,2015,3,515,257,0,2013,2015,3,475,237,0,2014,
+        2012,1,0,0,0,2014,2013,1,0,0,0,2014,2015,1,0,0,0,2015,2017,1,0,0,
+        0,2016,2018,3,457,228,0,2017,2016,1,0,0,0,2018,2019,1,0,0,0,2019,
+        2017,1,0,0,0,2019,2020,1,0,0,0,2020,2022,1,0,0,0,2021,1945,1,0,0,
+        0,2021,1966,1,0,0,0,2021,1980,1,0,0,0,2021,1998,1,0,0,0,2021,2010,
+        1,0,0,0,2022,392,1,0,0,0,2023,2025,5,48,0,0,2024,2026,3,455,227,
+        0,2025,2024,1,0,0,0,2026,2027,1,0,0,0,2027,2025,1,0,0,0,2027,2028,
+        1,0,0,0,2028,394,1,0,0,0,2029,2031,3,457,228,0,2030,2029,1,0,0,0,
+        2031,2032,1,0,0,0,2032,2030,1,0,0,0,2032,2033,1,0,0,0,2033,396,1,
+        0,0,0,2034,2035,5,48,0,0,2035,2037,3,447,223,0,2036,2038,3,459,229,
+        0,2037,2036,1,0,0,0,2038,2039,1,0,0,0,2039,2037,1,0,0,0,2039,2040,
+        1,0,0,0,2040,398,1,0,0,0,2041,2049,3,521,260,0,2042,2048,8,2,0,0,
+        2043,2048,3,385,192,0,2044,2045,3,521,260,0,2045,2046,3,521,260,
+        0,2046,2048,1,0,0,0,2047,2042,1,0,0,0,2047,2043,1,0,0,0,2047,2044,
+        1,0,0,0,2048,2051,1,0,0,0,2049,2047,1,0,0,0,2049,2050,1,0,0,0,2050,
+        2052,1,0,0,0,2051,2049,1,0,0,0,2052,2053,3,521,260,0,2053,400,1,
+        0,0,0,2054,2055,7,3,0,0,2055,402,1,0,0,0,2056,2057,7,4,0,0,2057,
+        404,1,0,0,0,2058,2059,7,5,0,0,2059,406,1,0,0,0,2060,2061,7,6,0,0,
+        2061,408,1,0,0,0,2062,2063,7,7,0,0,2063,410,1,0,0,0,2064,2065,7,
+        8,0,0,2065,412,1,0,0,0,2066,2067,7,9,0,0,2067,414,1,0,0,0,2068,2069,
+        7,10,0,0,2069,416,1,0,0,0,2070,2071,7,11,0,0,2071,418,1,0,0,0,2072,
+        2073,7,12,0,0,2073,420,1,0,0,0,2074,2075,7,13,0,0,2075,422,1,0,0,
+        0,2076,2077,7,14,0,0,2077,424,1,0,0,0,2078,2079,7,15,0,0,2079,426,
+        1,0,0,0,2080,2081,7,16,0,0,2081,428,1,0,0,0,2082,2083,7,17,0,0,2083,
+        430,1,0,0,0,2084,2085,7,18,0,0,2085,432,1,0,0,0,2086,2087,7,19,0,
+        0,2087,434,1,0,0,0,2088,2089,7,20,0,0,2089,436,1,0,0,0,2090,2091,
+        7,21,0,0,2091,438,1,0,0,0,2092,2093,7,22,0,0,2093,440,1,0,0,0,2094,
+        2095,7,23,0,0,2095,442,1,0,0,0,2096,2097,7,24,0,0,2097,444,1,0,0,
+        0,2098,2099,7,25,0,0,2099,446,1,0,0,0,2100,2101,7,26,0,0,2101,448,
+        1,0,0,0,2102,2103,7,27,0,0,2103,450,1,0,0,0,2104,2105,7,28,0,0,2105,
+        452,1,0,0,0,2106,2107,7,29,0,0,2107,454,1,0,0,0,2108,2109,7,30,0,
+        0,2109,456,1,0,0,0,2110,2111,7,31,0,0,2111,458,1,0,0,0,2112,2113,
+        7,32,0,0,2113,460,1,0,0,0,2114,2115,5,45,0,0,2115,2116,5,62,0,0,
+        2116,462,1,0,0,0,2117,2118,5,42,0,0,2118,464,1,0,0,0,2119,2120,5,
+        96,0,0,2120,466,1,0,0,0,2121,2122,5,92,0,0,2122,468,1,0,0,0,2123,
+        2124,5,58,0,0,2124,470,1,0,0,0,2125,2126,5,44,0,0,2126,472,1,0,0,
+        0,2127,2128,5,124,0,0,2128,2129,5,124,0,0,2129,474,1,0,0,0,2130,
+        2131,5,45,0,0,2131,476,1,0,0,0,2132,2133,5,36,0,0,2133,478,1,0,0,
+        0,2134,2135,5,46,0,0,2135,480,1,0,0,0,2136,2137,5,61,0,0,2137,2138,
+        5,61,0,0,2138,482,1,0,0,0,2139,2140,5,61,0,0,2140,484,1,0,0,0,2141,
+        2142,5,62,0,0,2142,2143,5,61,0,0,2143,486,1,0,0,0,2144,2145,5,62,
+        0,0,2145,488,1,0,0,0,2146,2147,5,35,0,0,2147,490,1,0,0,0,2148,2149,
+        5,126,0,0,2149,2150,5,42,0,0,2150,492,1,0,0,0,2151,2152,5,61,0,0,
+        2152,2153,5,126,0,0,2153,2154,5,42,0,0,2154,494,1,0,0,0,2155,2156,
+        5,123,0,0,2156,496,1,0,0,0,2157,2158,5,91,0,0,2158,498,1,0,0,0,2159,
+        2160,5,40,0,0,2160,500,1,0,0,0,2161,2162,5,60,0,0,2162,2163,5,61,
+        0,0,2163,502,1,0,0,0,2164,2165,5,60,0,0,2165,504,1,0,0,0,2166,2167,
+        5,33,0,0,2167,2171,5,61,0,0,2168,2169,5,60,0,0,2169,2171,5,62,0,
+        0,2170,2166,1,0,0,0,2170,2168,1,0,0,0,2171,506,1,0,0,0,2172,2173,
+        5,33,0,0,2173,2174,5,126,0,0,2174,2175,5,42,0,0,2175,508,1,0,0,0,
+        2176,2177,5,33,0,0,2177,2178,5,126,0,0,2178,510,1,0,0,0,2179,2180,
+        5,63,0,0,2180,2181,5,63,0,0,2181,512,1,0,0,0,2182,2183,5,37,0,0,
+        2183,514,1,0,0,0,2184,2185,5,43,0,0,2185,516,1,0,0,0,2186,2187,5,
+        63,0,0,2187,518,1,0,0,0,2188,2189,5,34,0,0,2189,520,1,0,0,0,2190,
+        2191,5,39,0,0,2191,522,1,0,0,0,2192,2193,5,126,0,0,2193,524,1,0,
+        0,0,2194,2195,5,61,0,0,2195,2196,5,126,0,0,2196,526,1,0,0,0,2197,
+        2198,5,125,0,0,2198,528,1,0,0,0,2199,2200,5,93,0,0,2200,530,1,0,
+        0,0,2201,2202,5,41,0,0,2202,532,1,0,0,0,2203,2204,5,59,0,0,2204,
+        534,1,0,0,0,2205,2206,5,47,0,0,2206,536,1,0,0,0,2207,2208,5,95,0,
+        0,2208,538,1,0,0,0,2209,2210,5,47,0,0,2210,2211,5,42,0,0,2211,2215,
+        1,0,0,0,2212,2214,9,0,0,0,2213,2212,1,0,0,0,2214,2217,1,0,0,0,2215,
+        2216,1,0,0,0,2215,2213,1,0,0,0,2216,2218,1,0,0,0,2217,2215,1,0,0,
+        0,2218,2219,5,42,0,0,2219,2220,5,47,0,0,2220,2221,1,0,0,0,2221,2222,
+        6,269,0,0,2222,540,1,0,0,0,2223,2224,5,45,0,0,2224,2225,5,45,0,0,
+        2225,2229,1,0,0,0,2226,2228,8,33,0,0,2227,2226,1,0,0,0,2228,2231,
+        1,0,0,0,2229,2227,1,0,0,0,2229,2230,1,0,0,0,2230,2233,1,0,0,0,2231,
+        2229,1,0,0,0,2232,2234,7,34,0,0,2233,2232,1,0,0,0,2234,2235,1,0,
+        0,0,2235,2236,6,270,0,0,2236,542,1,0,0,0,2237,2238,7,35,0,0,2238,
+        2239,1,0,0,0,2239,2240,6,271,1,0,2240,544,1,0,0,0,38,0,607,1112,
+        1826,1869,1901,1906,1912,1914,1923,1925,1936,1938,1943,1950,1955,
+        1959,1964,1969,1973,1978,1985,1991,1996,2003,2008,2014,2019,2021,
+        2027,2032,2039,2047,2049,2170,2215,2229,2233,2,6,0,0,0,1,0
     ]
 
 class HogQLLexer(Lexer):
@@ -1098,14 +1107,14 @@ class HogQLLexer(Lexer):
     YEAR = 190
     JSON_FALSE = 191
     JSON_TRUE = 192
-    ESCAPE_CHAR = 193
-    IDENTIFIER = 194
-    FLOATING_LITERAL = 195
-    OCTAL_LITERAL = 196
-    DECIMAL_LITERAL = 197
-    HEXADECIMAL_LITERAL = 198
-    STRING_LITERAL = 199
-    PLACEHOLDER = 200
+    ESCAPE_CHAR_SINGLE = 193
+    ESCAPE_CHAR_DOUBLE = 194
+    IDENTIFIER = 195
+    FLOATING_LITERAL = 196
+    OCTAL_LITERAL = 197
+    DECIMAL_LITERAL = 198
+    HEXADECIMAL_LITERAL = 199
+    STRING_LITERAL = 200
     ARROW = 201
     ASTERISK = 202
     BACKQUOTE = 203
@@ -1190,12 +1199,12 @@ class HogQLLexer(Lexer):
             "TTL", "TYPE", "UNBOUNDED", "UNION", "UPDATE", "USE", "USING", 
             "UUID", "VALUES", "VIEW", "VOLUME", "WATCH", "WEEK", "WHEN", 
             "WHERE", "WINDOW", "WITH", "YEAR", "JSON_FALSE", "JSON_TRUE", 
-            "ESCAPE_CHAR", "IDENTIFIER", "FLOATING_LITERAL", "OCTAL_LITERAL", 
-            "DECIMAL_LITERAL", "HEXADECIMAL_LITERAL", "STRING_LITERAL", 
-            "PLACEHOLDER", "ARROW", "ASTERISK", "BACKQUOTE", "BACKSLASH", 
-            "COLON", "COMMA", "CONCAT", "DASH", "DOLLAR", "DOT", "EQ_DOUBLE", 
-            "EQ_SINGLE", "GT_EQ", "GT", "HASH", "IREGEX_SINGLE", "IREGEX_DOUBLE", 
-            "LBRACE", "LBRACKET", "LPAREN", "LT_EQ", "LT", "NOT_EQ", "NOT_IREGEX", 
+            "ESCAPE_CHAR_SINGLE", "ESCAPE_CHAR_DOUBLE", "IDENTIFIER", "FLOATING_LITERAL", 
+            "OCTAL_LITERAL", "DECIMAL_LITERAL", "HEXADECIMAL_LITERAL", "STRING_LITERAL", 
+            "ARROW", "ASTERISK", "BACKQUOTE", "BACKSLASH", "COLON", "COMMA", 
+            "CONCAT", "DASH", "DOLLAR", "DOT", "EQ_DOUBLE", "EQ_SINGLE", 
+            "GT_EQ", "GT", "HASH", "IREGEX_SINGLE", "IREGEX_DOUBLE", "LBRACE", 
+            "LBRACKET", "LPAREN", "LT_EQ", "LT", "NOT_EQ", "NOT_IREGEX", 
             "NOT_REGEX", "NULLISH", "PERCENT", "PLUS", "QUERY", "QUOTE_DOUBLE", 
             "QUOTE_SINGLE", "REGEX_SINGLE", "REGEX_DOUBLE", "RBRACE", "RBRACKET", 
             "RPAREN", "SEMICOLON", "SLASH", "UNDERSCORE", "MULTI_LINE_COMMENT", 
@@ -1232,21 +1241,21 @@ class HogQLLexer(Lexer):
                   "TRAILING", "TRIM", "TRUNCATE", "TTL", "TYPE", "UNBOUNDED", 
                   "UNION", "UPDATE", "USE", "USING", "UUID", "VALUES", "VIEW", 
                   "VOLUME", "WATCH", "WEEK", "WHEN", "WHERE", "WINDOW", 
-                  "WITH", "YEAR", "JSON_FALSE", "JSON_TRUE", "ESCAPE_CHAR", 
-                  "IDENTIFIER", "FLOATING_LITERAL", "OCTAL_LITERAL", "DECIMAL_LITERAL", 
-                  "HEXADECIMAL_LITERAL", "STRING_LITERAL", "PLACEHOLDER", 
-                  "A", "B", "C", "D", "E", "F", "G", "H", "I", "J", "K", 
-                  "L", "M", "N", "O", "P", "Q", "R", "S", "T", "U", "V", 
-                  "W", "X", "Y", "Z", "LETTER", "OCT_DIGIT", "DEC_DIGIT", 
-                  "HEX_DIGIT", "ARROW", "ASTERISK", "BACKQUOTE", "BACKSLASH", 
-                  "COLON", "COMMA", "CONCAT", "DASH", "DOLLAR", "DOT", "EQ_DOUBLE", 
-                  "EQ_SINGLE", "GT_EQ", "GT", "HASH", "IREGEX_SINGLE", "IREGEX_DOUBLE", 
-                  "LBRACE", "LBRACKET", "LPAREN", "LT_EQ", "LT", "NOT_EQ", 
-                  "NOT_IREGEX", "NOT_REGEX", "NULLISH", "PERCENT", "PLUS", 
-                  "QUERY", "QUOTE_DOUBLE", "QUOTE_SINGLE", "REGEX_SINGLE", 
-                  "REGEX_DOUBLE", "RBRACE", "RBRACKET", "RPAREN", "SEMICOLON", 
-                  "SLASH", "UNDERSCORE", "MULTI_LINE_COMMENT", "SINGLE_LINE_COMMENT", 
-                  "WHITESPACE" ]
+                  "WITH", "YEAR", "JSON_FALSE", "JSON_TRUE", "ESCAPE_CHAR_SINGLE", 
+                  "ESCAPE_CHAR_DOUBLE", "IDENTIFIER", "FLOATING_LITERAL", 
+                  "OCTAL_LITERAL", "DECIMAL_LITERAL", "HEXADECIMAL_LITERAL", 
+                  "STRING_LITERAL", "A", "B", "C", "D", "E", "F", "G", "H", 
+                  "I", "J", "K", "L", "M", "N", "O", "P", "Q", "R", "S", 
+                  "T", "U", "V", "W", "X", "Y", "Z", "LETTER", "OCT_DIGIT", 
+                  "DEC_DIGIT", "HEX_DIGIT", "ARROW", "ASTERISK", "BACKQUOTE", 
+                  "BACKSLASH", "COLON", "COMMA", "CONCAT", "DASH", "DOLLAR", 
+                  "DOT", "EQ_DOUBLE", "EQ_SINGLE", "GT_EQ", "GT", "HASH", 
+                  "IREGEX_SINGLE", "IREGEX_DOUBLE", "LBRACE", "LBRACKET", 
+                  "LPAREN", "LT_EQ", "LT", "NOT_EQ", "NOT_IREGEX", "NOT_REGEX", 
+                  "NULLISH", "PERCENT", "PLUS", "QUERY", "QUOTE_DOUBLE", 
+                  "QUOTE_SINGLE", "REGEX_SINGLE", "REGEX_DOUBLE", "RBRACE", 
+                  "RBRACKET", "RPAREN", "SEMICOLON", "SLASH", "UNDERSCORE", 
+                  "MULTI_LINE_COMMENT", "SINGLE_LINE_COMMENT", "WHITESPACE" ]
 
     grammarFileName = "HogQLLexer.g4"
 
diff --git a/posthog/hogql/grammar/HogQLLexer.tokens b/posthog/hogql/grammar/HogQLLexer.tokens
index 10fd925b09195..18c9b75ec7548 100644
--- a/posthog/hogql/grammar/HogQLLexer.tokens
+++ b/posthog/hogql/grammar/HogQLLexer.tokens
@@ -190,14 +190,14 @@ WITH=189
 YEAR=190
 JSON_FALSE=191
 JSON_TRUE=192
-ESCAPE_CHAR=193
-IDENTIFIER=194
-FLOATING_LITERAL=195
-OCTAL_LITERAL=196
-DECIMAL_LITERAL=197
-HEXADECIMAL_LITERAL=198
-STRING_LITERAL=199
-PLACEHOLDER=200
+ESCAPE_CHAR_SINGLE=193
+ESCAPE_CHAR_DOUBLE=194
+IDENTIFIER=195
+FLOATING_LITERAL=196
+OCTAL_LITERAL=197
+DECIMAL_LITERAL=198
+HEXADECIMAL_LITERAL=199
+STRING_LITERAL=200
 ARROW=201
 ASTERISK=202
 BACKQUOTE=203
diff --git a/posthog/hogql/grammar/HogQLParser.g4 b/posthog/hogql/grammar/HogQLParser.g4
index 49f5953d1e92e..cc67c9555d6a4 100644
--- a/posthog/hogql/grammar/HogQLParser.g4
+++ b/posthog/hogql/grammar/HogQLParser.g4
@@ -4,8 +4,9 @@ options {
     tokenVocab = HogQLLexer;
 }
 
+
 // SELECT statement
-select: (selectUnionStmt | selectStmt) EOF;
+select: (selectUnionStmt | selectStmt | hogqlxTagElement) EOF;
 
 selectUnionStmt: selectStmtWithParens (UNION ALL selectStmtWithParens)*;
 selectStmtWithParens: selectStmt | LPAREN selectUnionStmt RPAREN;
@@ -70,7 +71,7 @@ joinConstraintClause
 sampleClause: SAMPLE ratioExpr (OFFSET ratioExpr)?;
 orderExprList: orderExpr (COMMA orderExpr)*;
 orderExpr: columnExpr (ASCENDING | DESCENDING | DESC)? (NULLS (FIRST | LAST))? (COLLATE STRING_LITERAL)?;
-ratioExpr: PLACEHOLDER | numberLiteral (SLASH numberLiteral)?;
+ratioExpr: placeholder | numberLiteral (SLASH numberLiteral)?;
 settingExprList: settingExpr (COMMA settingExpr)*;
 settingExpr: identifier EQ_SINGLE literal;
 
@@ -109,6 +110,7 @@ columnExpr
     | identifier (LPAREN columnExprList? RPAREN) OVER LPAREN windowExpr RPAREN            # ColumnExprWinFunction
     | identifier (LPAREN columnExprList? RPAREN) OVER identifier                          # ColumnExprWinFunctionTarget
     | identifier (LPAREN columnExprList? RPAREN)? LPAREN DISTINCT? columnArgList? RPAREN  # ColumnExprFunction
+    | hogqlxTagElement                                                                    # ColumnExprTagElement
     | literal                                                                             # ColumnExprLiteral
 
     // FIXME(ilezhankin): this part looks very ugly, maybe there is another way to express it
@@ -167,6 +169,14 @@ columnLambdaExpr:
     ARROW columnExpr
     ;
 
+
+hogqlxTagElement: LT identifier hogqlxTagAttribute* SLASH GT;
+hogqlxTagAttribute
+    :   identifier '=' STRING_LITERAL
+    |   identifier '=' LBRACE columnExpr RBRACE
+    |   identifier
+    ;
+
 withExprList: withExpr (COMMA withExpr)*;
 withExpr
     : identifier AS LPAREN selectUnionStmt RPAREN    # WithExprSubquery
@@ -179,14 +189,15 @@ withExpr
 // HogQL allows unlimited ("*") nestedIdentifier-s "properties.b.a.a.w.a.s".
 // We parse and convert "databaseIdentifier.tableIdentifier.columnIdentifier.nestedIdentifier.*"
 // to just one ast.Field(chain=['a','b','columnIdentifier','on','and','on']).
-columnIdentifier: PLACEHOLDER | ((tableIdentifier DOT)? nestedIdentifier);
+columnIdentifier: placeholder | ((tableIdentifier DOT)? nestedIdentifier);
 nestedIdentifier: identifier (DOT identifier)*;
 tableExpr
     : tableIdentifier                    # TableExprIdentifier
     | tableFunctionExpr                  # TableExprFunction
     | LPAREN selectUnionStmt RPAREN      # TableExprSubquery
     | tableExpr (alias | AS identifier)  # TableExprAlias
-    | PLACEHOLDER                        # TableExprPlaceholder
+    | hogqlxTagElement                         # TableExprTag
+    | placeholder                        # TableExprPlaceholder
     ;
 tableFunctionExpr: identifier LPAREN tableArgList? RPAREN;
 tableIdentifier: (databaseIdentifier DOT)? identifier;
@@ -231,3 +242,4 @@ keywordForAlias
 alias: IDENTIFIER | keywordForAlias;  // |interval| can't be an alias, otherwise 'INTERVAL 1 SOMETHING' becomes ambiguous.
 identifier: IDENTIFIER | interval | keyword;
 enumValue: STRING_LITERAL EQ_SINGLE numberLiteral;
+placeholder: LBRACE identifier RBRACE;
diff --git a/posthog/hogql/grammar/HogQLParser.interp b/posthog/hogql/grammar/HogQLParser.interp
index d7adc1a3a9959..7c3bcc9602550 100644
--- a/posthog/hogql/grammar/HogQLParser.interp
+++ b/posthog/hogql/grammar/HogQLParser.interp
@@ -437,14 +437,14 @@ WITH
 YEAR
 JSON_FALSE
 JSON_TRUE
-ESCAPE_CHAR
+ESCAPE_CHAR_SINGLE
+ESCAPE_CHAR_DOUBLE
 IDENTIFIER
 FLOATING_LITERAL
 OCTAL_LITERAL
 DECIMAL_LITERAL
 HEXADECIMAL_LITERAL
 STRING_LITERAL
-PLACEHOLDER
 ARROW
 ASTERISK
 BACKQUOTE
@@ -530,6 +530,8 @@ columnExpr
 columnArgList
 columnArgExpr
 columnLambdaExpr
+hogqlxTagElement
+hogqlxTagAttribute
 withExprList
 withExpr
 columnIdentifier
@@ -548,7 +550,8 @@ keywordForAlias
 alias
 identifier
 enumValue
+placeholder
 
 
 atn:
-[4, 1, 242, 922, 2, 0, 7, 0, 2, 1, 7, 1, 2, 2, 7, 2, 2, 3, 7, 3, 2, 4, 7, 4, 2, 5, 7, 5, 2, 6, 7, 6, 2, 7, 7, 7, 2, 8, 7, 8, 2, 9, 7, 9, 2, 10, 7, 10, 2, 11, 7, 11, 2, 12, 7, 12, 2, 13, 7, 13, 2, 14, 7, 14, 2, 15, 7, 15, 2, 16, 7, 16, 2, 17, 7, 17, 2, 18, 7, 18, 2, 19, 7, 19, 2, 20, 7, 20, 2, 21, 7, 21, 2, 22, 7, 22, 2, 23, 7, 23, 2, 24, 7, 24, 2, 25, 7, 25, 2, 26, 7, 26, 2, 27, 7, 27, 2, 28, 7, 28, 2, 29, 7, 29, 2, 30, 7, 30, 2, 31, 7, 31, 2, 32, 7, 32, 2, 33, 7, 33, 2, 34, 7, 34, 2, 35, 7, 35, 2, 36, 7, 36, 2, 37, 7, 37, 2, 38, 7, 38, 2, 39, 7, 39, 2, 40, 7, 40, 2, 41, 7, 41, 2, 42, 7, 42, 2, 43, 7, 43, 2, 44, 7, 44, 2, 45, 7, 45, 2, 46, 7, 46, 2, 47, 7, 47, 2, 48, 7, 48, 2, 49, 7, 49, 2, 50, 7, 50, 2, 51, 7, 51, 2, 52, 7, 52, 2, 53, 7, 53, 2, 54, 7, 54, 2, 55, 7, 55, 2, 56, 7, 56, 2, 57, 7, 57, 2, 58, 7, 58, 1, 0, 1, 0, 3, 0, 121, 8, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 5, 1, 129, 8, 1, 10, 1, 12, 1, 132, 9, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 3, 2, 139, 8, 2, 1, 3, 3, 3, 142, 8, 3, 1, 3, 1, 3, 3, 3, 146, 8, 3, 1, 3, 3, 3, 149, 8, 3, 1, 3, 1, 3, 3, 3, 153, 8, 3, 1, 3, 3, 3, 156, 8, 3, 1, 3, 3, 3, 159, 8, 3, 1, 3, 3, 3, 162, 8, 3, 1, 3, 3, 3, 165, 8, 3, 1, 3, 1, 3, 3, 3, 169, 8, 3, 1, 3, 1, 3, 3, 3, 173, 8, 3, 1, 3, 3, 3, 176, 8, 3, 1, 3, 3, 3, 179, 8, 3, 1, 3, 3, 3, 182, 8, 3, 1, 3, 1, 3, 3, 3, 186, 8, 3, 1, 3, 3, 3, 189, 8, 3, 1, 4, 1, 4, 1, 4, 1, 5, 1, 5, 1, 5, 1, 5, 3, 5, 198, 8, 5, 1, 6, 1, 6, 1, 6, 1, 7, 3, 7, 204, 8, 7, 1, 7, 1, 7, 1, 7, 1, 7, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 5, 8, 223, 8, 8, 10, 8, 12, 8, 226, 9, 8, 1, 9, 1, 9, 1, 9, 1, 10, 1, 10, 1, 10, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 3, 11, 242, 8, 11, 1, 12, 1, 12, 1, 12, 1, 13, 1, 13, 1, 13, 1, 13, 1, 14, 1, 14, 1, 14, 1, 14, 1, 15, 1, 15, 1, 15, 1, 15, 3, 15, 259, 8, 15, 1, 15, 1, 15, 1, 15, 1, 15, 3, 15, 265, 8, 15, 1, 15, 1, 15, 1, 15, 1, 15, 3, 15, 271, 8, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 3, 15, 282, 8, 15, 3, 15, 284, 8, 15, 1, 16, 1, 16, 1, 16, 1, 17, 1, 17, 1, 17, 1, 18, 1, 18, 1, 18, 3, 18, 295, 8, 18, 1, 18, 3, 18, 298, 8, 18, 1, 18, 1, 18, 1, 18, 1, 18, 3, 18, 304, 8, 18, 1, 18, 1, 18, 1, 18, 1, 18, 1, 18, 1, 18, 3, 18, 312, 8, 18, 1, 18, 1, 18, 1, 18, 1, 18, 5, 18, 318, 8, 18, 10, 18, 12, 18, 321, 9, 18, 1, 19, 3, 19, 324, 8, 19, 1, 19, 1, 19, 1, 19, 3, 19, 329, 8, 19, 1, 19, 3, 19, 332, 8, 19, 1, 19, 3, 19, 335, 8, 19, 1, 19, 1, 19, 3, 19, 339, 8, 19, 1, 19, 1, 19, 3, 19, 343, 8, 19, 1, 19, 3, 19, 346, 8, 19, 3, 19, 348, 8, 19, 1, 19, 3, 19, 351, 8, 19, 1, 19, 1, 19, 3, 19, 355, 8, 19, 1, 19, 1, 19, 3, 19, 359, 8, 19, 1, 19, 3, 19, 362, 8, 19, 3, 19, 364, 8, 19, 3, 19, 366, 8, 19, 1, 20, 1, 20, 1, 20, 3, 20, 371, 8, 20, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 3, 21, 382, 8, 21, 1, 22, 1, 22, 1, 22, 1, 22, 3, 22, 388, 8, 22, 1, 23, 1, 23, 1, 23, 5, 23, 393, 8, 23, 10, 23, 12, 23, 396, 9, 23, 1, 24, 1, 24, 3, 24, 400, 8, 24, 1, 24, 1, 24, 3, 24, 404, 8, 24, 1, 24, 1, 24, 3, 24, 408, 8, 24, 1, 25, 1, 25, 1, 25, 1, 25, 3, 25, 414, 8, 25, 3, 25, 416, 8, 25, 1, 26, 1, 26, 1, 26, 5, 26, 421, 8, 26, 10, 26, 12, 26, 424, 9, 26, 1, 27, 1, 27, 1, 27, 1, 27, 1, 28, 3, 28, 431, 8, 28, 1, 28, 3, 28, 434, 8, 28, 1, 28, 3, 28, 437, 8, 28, 1, 29, 1, 29, 1, 29, 1, 29, 1, 30, 1, 30, 1, 30, 1, 30, 1, 31, 1, 31, 1, 31, 1, 32, 1, 32, 1, 32, 1, 32, 1, 32, 1, 32, 3, 32, 456, 8, 32, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 3, 33, 470, 8, 33, 1, 34, 1, 34, 1, 34, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 5, 35, 484, 8, 35, 10, 35, 12, 35, 487, 9, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 5, 35, 496, 8, 35, 10, 35, 12, 35, 499, 9, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 5, 35, 508, 8, 35, 10, 35, 12, 35, 511, 9, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 3, 35, 518, 8, 35, 1, 35, 1, 35, 3, 35, 522, 8, 35, 1, 36, 1, 36, 1, 36, 5, 36, 527, 8, 36, 10, 36, 12, 36, 530, 9, 36, 1, 37, 1, 37, 1, 37, 3, 37, 535, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 4, 37, 542, 8, 37, 11, 37, 12, 37, 543, 1, 37, 1, 37, 3, 37, 548, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 579, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 596, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 608, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 618, 8, 37, 1, 37, 3, 37, 621, 8, 37, 1, 37, 1, 37, 3, 37, 625, 8, 37, 1, 37, 3, 37, 628, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 640, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 657, 8, 37, 1, 37, 1, 37, 3, 37, 661, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 667, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 674, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 686, 8, 37, 1, 37, 1, 37, 3, 37, 690, 8, 37, 1, 37, 3, 37, 693, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 702, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 716, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 743, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 752, 8, 37, 5, 37, 754, 8, 37, 10, 37, 12, 37, 757, 9, 37, 1, 38, 1, 38, 1, 38, 5, 38, 762, 8, 38, 10, 38, 12, 38, 765, 9, 38, 1, 39, 1, 39, 3, 39, 769, 8, 39, 1, 40, 1, 40, 1, 40, 1, 40, 5, 40, 775, 8, 40, 10, 40, 12, 40, 778, 9, 40, 1, 40, 1, 40, 1, 40, 1, 40, 1, 40, 5, 40, 785, 8, 40, 10, 40, 12, 40, 788, 9, 40, 3, 40, 790, 8, 40, 1, 40, 1, 40, 1, 40, 1, 41, 1, 41, 1, 41, 5, 41, 798, 8, 41, 10, 41, 12, 41, 801, 9, 41, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 3, 42, 813, 8, 42, 1, 43, 1, 43, 1, 43, 1, 43, 3, 43, 819, 8, 43, 1, 43, 3, 43, 822, 8, 43, 1, 44, 1, 44, 1, 44, 5, 44, 827, 8, 44, 10, 44, 12, 44, 830, 9, 44, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 1, 45, 3, 45, 840, 8, 45, 1, 45, 1, 45, 1, 45, 1, 45, 3, 45, 846, 8, 45, 5, 45, 848, 8, 45, 10, 45, 12, 45, 851, 9, 45, 1, 46, 1, 46, 1, 46, 3, 46, 856, 8, 46, 1, 46, 1, 46, 1, 47, 1, 47, 1, 47, 3, 47, 863, 8, 47, 1, 47, 1, 47, 1, 48, 1, 48, 1, 48, 5, 48, 870, 8, 48, 10, 48, 12, 48, 873, 9, 48, 1, 49, 1, 49, 1, 50, 1, 50, 1, 50, 1, 50, 1, 50, 1, 50, 3, 50, 883, 8, 50, 3, 50, 885, 8, 50, 1, 51, 3, 51, 888, 8, 51, 1, 51, 1, 51, 1, 51, 1, 51, 1, 51, 1, 51, 3, 51, 896, 8, 51, 1, 52, 1, 52, 1, 52, 3, 52, 901, 8, 52, 1, 53, 1, 53, 1, 54, 1, 54, 1, 55, 1, 55, 1, 56, 1, 56, 3, 56, 911, 8, 56, 1, 57, 1, 57, 1, 57, 3, 57, 916, 8, 57, 1, 58, 1, 58, 1, 58, 1, 58, 1, 58, 0, 3, 36, 74, 90, 59, 0, 2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 48, 50, 52, 54, 56, 58, 60, 62, 64, 66, 68, 70, 72, 74, 76, 78, 80, 82, 84, 86, 88, 90, 92, 94, 96, 98, 100, 102, 104, 106, 108, 110, 112, 114, 116, 0, 16, 2, 0, 32, 32, 141, 141, 2, 0, 84, 84, 96, 96, 3, 0, 4, 4, 8, 8, 12, 12, 4, 0, 4, 4, 7, 8, 12, 12, 147, 147, 2, 0, 96, 96, 140, 140, 2, 0, 4, 4, 8, 8, 2, 0, 11, 11, 42, 43, 2, 0, 62, 62, 93, 93, 2, 0, 133, 133, 143, 143, 3, 0, 17, 17, 95, 95, 170, 170, 2, 0, 79, 79, 98, 98, 1, 0, 196, 197, 2, 0, 208, 208, 228, 228, 8, 0, 37, 37, 76, 76, 108, 108, 110, 110, 132, 132, 145, 145, 185, 185, 190, 190, 13, 0, 2, 24, 26, 36, 38, 75, 77, 81, 83, 107, 109, 109, 111, 112, 114, 115, 117, 130, 133, 144, 146, 184, 186, 189, 191, 192, 4, 0, 36, 36, 62, 62, 77, 77, 91, 91, 1043, 0, 120, 1, 0, 0, 0, 2, 124, 1, 0, 0, 0, 4, 138, 1, 0, 0, 0, 6, 141, 1, 0, 0, 0, 8, 190, 1, 0, 0, 0, 10, 193, 1, 0, 0, 0, 12, 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716, 10, 11, 0, 0, 716, 717, 5, 6, 0, 0, 717, 762, 3, 74, 37, 12, 718, 719, 10, 10, 0, 0, 719, 720, 5, 121, 0, 0, 720, 762, 3, 74, 37, 11, 721, 723, 10, 9, 0, 0, 722, 724, 5, 115, 0, 0, 723, 722, 1, 0, 0, 0, 723, 724, 1, 0, 0, 0, 724, 725, 1, 0, 0, 0, 725, 726, 5, 16, 0, 0, 726, 727, 3, 74, 37, 0, 727, 728, 5, 6, 0, 0, 728, 729, 3, 74, 37, 10, 729, 762, 1, 0, 0, 0, 730, 731, 10, 8, 0, 0, 731, 732, 5, 229, 0, 0, 732, 733, 3, 74, 37, 0, 733, 734, 5, 205, 0, 0, 734, 735, 3, 74, 37, 8, 735, 762, 1, 0, 0, 0, 736, 737, 10, 21, 0, 0, 737, 738, 5, 219, 0, 0, 738, 739, 3, 74, 37, 0, 739, 740, 5, 235, 0, 0, 740, 762, 1, 0, 0, 0, 741, 742, 10, 20, 0, 0, 742, 743, 5, 210, 0, 0, 743, 762, 5, 198, 0, 0, 744, 745, 10, 19, 0, 0, 745, 746, 5, 210, 0, 0, 746, 762, 3, 118, 59, 0, 747, 748, 10, 14, 0, 0, 748, 750, 5, 88, 0, 0, 749, 751, 5, 115, 0, 0, 750, 749, 1, 0, 0, 0, 750, 751, 1, 0, 0, 0, 751, 752, 1, 0, 0, 0, 752, 762, 5, 116, 0, 0, 753, 759, 10, 7, 0, 0, 754, 760, 3, 116, 58, 0, 755, 756, 5, 10, 0, 0, 756, 760, 3, 118, 59, 0, 757, 758, 5, 10, 0, 0, 758, 760, 5, 200, 0, 0, 759, 754, 1, 0, 0, 0, 759, 755, 1, 0, 0, 0, 759, 757, 1, 0, 0, 0, 760, 762, 1, 0, 0, 0, 761, 670, 1, 0, 0, 0, 761, 677, 1, 0, 0, 0, 761, 684, 1, 0, 0, 0, 761, 712, 1, 0, 0, 0, 761, 715, 1, 0, 0, 0, 761, 718, 1, 0, 0, 0, 761, 721, 1, 0, 0, 0, 761, 730, 1, 0, 0, 0, 761, 736, 1, 0, 0, 0, 761, 741, 1, 0, 0, 0, 761, 744, 1, 0, 0, 0, 761, 747, 1, 0, 0, 0, 761, 753, 1, 0, 0, 0, 762, 765, 1, 0, 0, 0, 763, 761, 1, 0, 0, 0, 763, 764, 1, 0, 0, 0, 764, 75, 1, 0, 0, 0, 765, 763, 1, 0, 0, 0, 766, 771, 3, 78, 39, 0, 767, 768, 5, 206, 0, 0, 768, 770, 3, 78, 39, 0, 769, 767, 1, 0, 0, 0, 770, 773, 1, 0, 0, 0, 771, 769, 1, 0, 0, 0, 771, 772, 1, 0, 0, 0, 772, 77, 1, 0, 0, 0, 773, 771, 1, 0, 0, 0, 774, 777, 3, 80, 40, 0, 775, 777, 3, 74, 37, 0, 776, 774, 1, 0, 0, 0, 776, 775, 1, 0, 0, 0, 777, 79, 1, 0, 0, 0, 778, 779, 5, 220, 0, 0, 779, 784, 3, 118, 59, 0, 780, 781, 5, 206, 0, 0, 781, 783, 3, 118, 59, 0, 782, 780, 1, 0, 0, 0, 783, 786, 1, 0, 0, 0, 784, 782, 1, 0, 0, 0, 784, 785, 1, 0, 0, 0, 785, 787, 1, 0, 0, 0, 786, 784, 1, 0, 0, 0, 787, 788, 5, 236, 0, 0, 788, 798, 1, 0, 0, 0, 789, 794, 3, 118, 59, 0, 790, 791, 5, 206, 0, 0, 791, 793, 3, 118, 59, 0, 792, 790, 1, 0, 0, 0, 793, 796, 1, 0, 0, 0, 794, 792, 1, 0, 0, 0, 794, 795, 1, 0, 0, 0, 795, 798, 1, 0, 0, 0, 796, 794, 1, 0, 0, 0, 797, 778, 1, 0, 0, 0, 797, 789, 1, 0, 0, 0, 798, 799, 1, 0, 0, 0, 799, 800, 5, 201, 0, 0, 800, 801, 3, 74, 37, 0, 801, 81, 1, 0, 0, 0, 802, 803, 5, 222, 0, 0, 803, 807, 3, 118, 59, 0, 804, 806, 3, 84, 42, 0, 805, 804, 1, 0, 0, 0, 806, 809, 1, 0, 0, 0, 807, 805, 1, 0, 0, 0, 807, 808, 1, 0, 0, 0, 808, 810, 1, 0, 0, 0, 809, 807, 1, 0, 0, 0, 810, 811, 5, 238, 0, 0, 811, 812, 5, 214, 0, 0, 812, 83, 1, 0, 0, 0, 813, 814, 3, 118, 59, 0, 814, 815, 5, 212, 0, 0, 815, 816, 5, 200, 0, 0, 816, 825, 1, 0, 0, 0, 817, 818, 3, 118, 59, 0, 818, 819, 5, 212, 0, 0, 819, 820, 5, 218, 0, 0, 820, 821, 3, 74, 37, 0, 821, 822, 5, 234, 0, 0, 822, 825, 1, 0, 0, 0, 823, 825, 3, 118, 59, 0, 824, 813, 1, 0, 0, 0, 824, 817, 1, 0, 0, 0, 824, 823, 1, 0, 0, 0, 825, 85, 1, 0, 0, 0, 826, 831, 3, 88, 44, 0, 827, 828, 5, 206, 0, 0, 828, 830, 3, 88, 44, 0, 829, 827, 1, 0, 0, 0, 830, 833, 1, 0, 0, 0, 831, 829, 1, 0, 0, 0, 831, 832, 1, 0, 0, 0, 832, 87, 1, 0, 0, 0, 833, 831, 1, 0, 0, 0, 834, 835, 3, 118, 59, 0, 835, 836, 5, 10, 0, 0, 836, 837, 5, 220, 0, 0, 837, 838, 3, 2, 1, 0, 838, 839, 5, 236, 0, 0, 839, 845, 1, 0, 0, 0, 840, 841, 3, 74, 37, 0, 841, 842, 5, 10, 0, 0, 842, 843, 3, 118, 59, 0, 843, 845, 1, 0, 0, 0, 844, 834, 1, 0, 0, 0, 844, 840, 1, 0, 0, 0, 845, 89, 1, 0, 0, 0, 846, 854, 3, 122, 61, 0, 847, 848, 3, 98, 49, 0, 848, 849, 5, 210, 0, 0, 849, 851, 1, 0, 0, 0, 850, 847, 1, 0, 0, 0, 850, 851, 1, 0, 0, 0, 851, 852, 1, 0, 0, 0, 852, 854, 3, 92, 46, 0, 853, 846, 1, 0, 0, 0, 853, 850, 1, 0, 0, 0, 854, 91, 1, 0, 0, 0, 855, 860, 3, 118, 59, 0, 856, 857, 5, 210, 0, 0, 857, 859, 3, 118, 59, 0, 858, 856, 1, 0, 0, 0, 859, 862, 1, 0, 0, 0, 860, 858, 1, 0, 0, 0, 860, 861, 1, 0, 0, 0, 861, 93, 1, 0, 0, 0, 862, 860, 1, 0, 0, 0, 863, 864, 6, 47, -1, 0, 864, 873, 3, 98, 49, 0, 865, 873, 3, 96, 48, 0, 866, 867, 5, 220, 0, 0, 867, 868, 3, 2, 1, 0, 868, 869, 5, 236, 0, 0, 869, 873, 1, 0, 0, 0, 870, 873, 3, 82, 41, 0, 871, 873, 3, 122, 61, 0, 872, 863, 1, 0, 0, 0, 872, 865, 1, 0, 0, 0, 872, 866, 1, 0, 0, 0, 872, 870, 1, 0, 0, 0, 872, 871, 1, 0, 0, 0, 873, 882, 1, 0, 0, 0, 874, 878, 10, 3, 0, 0, 875, 879, 3, 116, 58, 0, 876, 877, 5, 10, 0, 0, 877, 879, 3, 118, 59, 0, 878, 875, 1, 0, 0, 0, 878, 876, 1, 0, 0, 0, 879, 881, 1, 0, 0, 0, 880, 874, 1, 0, 0, 0, 881, 884, 1, 0, 0, 0, 882, 880, 1, 0, 0, 0, 882, 883, 1, 0, 0, 0, 883, 95, 1, 0, 0, 0, 884, 882, 1, 0, 0, 0, 885, 886, 3, 118, 59, 0, 886, 888, 5, 220, 0, 0, 887, 889, 3, 100, 50, 0, 888, 887, 1, 0, 0, 0, 888, 889, 1, 0, 0, 0, 889, 890, 1, 0, 0, 0, 890, 891, 5, 236, 0, 0, 891, 97, 1, 0, 0, 0, 892, 893, 3, 102, 51, 0, 893, 894, 5, 210, 0, 0, 894, 896, 1, 0, 0, 0, 895, 892, 1, 0, 0, 0, 895, 896, 1, 0, 0, 0, 896, 897, 1, 0, 0, 0, 897, 898, 3, 118, 59, 0, 898, 99, 1, 0, 0, 0, 899, 904, 3, 74, 37, 0, 900, 901, 5, 206, 0, 0, 901, 903, 3, 74, 37, 0, 902, 900, 1, 0, 0, 0, 903, 906, 1, 0, 0, 0, 904, 902, 1, 0, 0, 0, 904, 905, 1, 0, 0, 0, 905, 101, 1, 0, 0, 0, 906, 904, 1, 0, 0, 0, 907, 908, 3, 118, 59, 0, 908, 103, 1, 0, 0, 0, 909, 918, 5, 196, 0, 0, 910, 911, 5, 210, 0, 0, 911, 918, 7, 11, 0, 0, 912, 913, 5, 198, 0, 0, 913, 915, 5, 210, 0, 0, 914, 916, 7, 11, 0, 0, 915, 914, 1, 0, 0, 0, 915, 916, 1, 0, 0, 0, 916, 918, 1, 0, 0, 0, 917, 909, 1, 0, 0, 0, 917, 910, 1, 0, 0, 0, 917, 912, 1, 0, 0, 0, 918, 105, 1, 0, 0, 0, 919, 921, 7, 12, 0, 0, 920, 919, 1, 0, 0, 0, 920, 921, 1, 0, 0, 0, 921, 928, 1, 0, 0, 0, 922, 929, 3, 104, 52, 0, 923, 929, 5, 197, 0, 0, 924, 929, 5, 198, 0, 0, 925, 929, 5, 199, 0, 0, 926, 929, 5, 82, 0, 0, 927, 929, 5, 113, 0, 0, 928, 922, 1, 0, 0, 0, 928, 923, 1, 0, 0, 0, 928, 924, 1, 0, 0, 0, 928, 925, 1, 0, 0, 0, 928, 926, 1, 0, 0, 0, 928, 927, 1, 0, 0, 0, 929, 107, 1, 0, 0, 0, 930, 934, 3, 106, 53, 0, 931, 934, 5, 200, 0, 0, 932, 934, 5, 116, 0, 0, 933, 930, 1, 0, 0, 0, 933, 931, 1, 0, 0, 0, 933, 932, 1, 0, 0, 0, 934, 109, 1, 0, 0, 0, 935, 936, 7, 13, 0, 0, 936, 111, 1, 0, 0, 0, 937, 938, 7, 14, 0, 0, 938, 113, 1, 0, 0, 0, 939, 940, 7, 15, 0, 0, 940, 115, 1, 0, 0, 0, 941, 944, 5, 195, 0, 0, 942, 944, 3, 114, 57, 0, 943, 941, 1, 0, 0, 0, 943, 942, 1, 0, 0, 0, 944, 117, 1, 0, 0, 0, 945, 949, 5, 195, 0, 0, 946, 949, 3, 110, 55, 0, 947, 949, 3, 112, 56, 0, 948, 945, 1, 0, 0, 0, 948, 946, 1, 0, 0, 0, 948, 947, 1, 0, 0, 0, 949, 119, 1, 0, 0, 0, 950, 951, 5, 200, 0, 0, 951, 952, 5, 212, 0, 0, 952, 953, 3, 106, 53, 0, 953, 121, 1, 0, 0, 0, 954, 955, 5, 218, 0, 0, 955, 956, 3, 118, 59, 0, 956, 957, 5, 234, 0, 0, 957, 123, 1, 0, 0, 0, 117, 127, 137, 145, 148, 152, 155, 159, 162, 165, 168, 171, 175, 179, 182, 185, 188, 192, 195, 204, 210, 231, 248, 265, 271, 277, 288, 290, 301, 304, 310, 318, 324, 326, 330, 335, 338, 341, 345, 349, 352, 354, 357, 361, 365, 368, 370, 372, 377, 388, 394, 401, 406, 410, 414, 420, 422, 429, 437, 440, 443, 462, 476, 492, 504, 516, 524, 528, 535, 541, 550, 554, 585, 602, 614, 624, 627, 631, 634, 647, 664, 668, 674, 681, 693, 697, 700, 709, 723, 750, 759, 761, 763, 771, 776, 784, 794, 797, 807, 824, 831, 844, 850, 853, 860, 872, 878, 882, 888, 895, 904, 915, 917, 920, 928, 933, 943, 948]
\ No newline at end of file
diff --git a/posthog/hogql/grammar/HogQLParser.py b/posthog/hogql/grammar/HogQLParser.py
index 7f3b6995ecb50..51b23f394f4c8 100644
--- a/posthog/hogql/grammar/HogQLParser.py
+++ b/posthog/hogql/grammar/HogQLParser.py
@@ -10,7 +10,7 @@
 
 def serializedATN():
     return [
-        4,1,242,922,2,0,7,0,2,1,7,1,2,2,7,2,2,3,7,3,2,4,7,4,2,5,7,5,2,6,
+        4,1,242,959,2,0,7,0,2,1,7,1,2,2,7,2,2,3,7,3,2,4,7,4,2,5,7,5,2,6,
         7,6,2,7,7,7,2,8,7,8,2,9,7,9,2,10,7,10,2,11,7,11,2,12,7,12,2,13,7,
         13,2,14,7,14,2,15,7,15,2,16,7,16,2,17,7,17,2,18,7,18,2,19,7,19,2,
         20,7,20,2,21,7,21,2,22,7,22,2,23,7,23,2,24,7,24,2,25,7,25,2,26,7,
@@ -18,362 +18,376 @@ def serializedATN():
         33,7,33,2,34,7,34,2,35,7,35,2,36,7,36,2,37,7,37,2,38,7,38,2,39,7,
         39,2,40,7,40,2,41,7,41,2,42,7,42,2,43,7,43,2,44,7,44,2,45,7,45,2,
         46,7,46,2,47,7,47,2,48,7,48,2,49,7,49,2,50,7,50,2,51,7,51,2,52,7,
-        52,2,53,7,53,2,54,7,54,2,55,7,55,2,56,7,56,2,57,7,57,2,58,7,58,1,
-        0,1,0,3,0,121,8,0,1,0,1,0,1,1,1,1,1,1,1,1,5,1,129,8,1,10,1,12,1,
-        132,9,1,1,2,1,2,1,2,1,2,1,2,3,2,139,8,2,1,3,3,3,142,8,3,1,3,1,3,
-        3,3,146,8,3,1,3,3,3,149,8,3,1,3,1,3,3,3,153,8,3,1,3,3,3,156,8,3,
-        1,3,3,3,159,8,3,1,3,3,3,162,8,3,1,3,3,3,165,8,3,1,3,1,3,3,3,169,
-        8,3,1,3,1,3,3,3,173,8,3,1,3,3,3,176,8,3,1,3,3,3,179,8,3,1,3,3,3,
-        182,8,3,1,3,1,3,3,3,186,8,3,1,3,3,3,189,8,3,1,4,1,4,1,4,1,5,1,5,
-        1,5,1,5,3,5,198,8,5,1,6,1,6,1,6,1,7,3,7,204,8,7,1,7,1,7,1,7,1,7,
-        1,8,1,8,1,8,1,8,1,8,1,8,1,8,1,8,1,8,1,8,1,8,1,8,1,8,5,8,223,8,8,
-        10,8,12,8,226,9,8,1,9,1,9,1,9,1,10,1,10,1,10,1,11,1,11,1,11,1,11,
-        1,11,1,11,1,11,1,11,3,11,242,8,11,1,12,1,12,1,12,1,13,1,13,1,13,
-        1,13,1,14,1,14,1,14,1,14,1,15,1,15,1,15,1,15,3,15,259,8,15,1,15,
-        1,15,1,15,1,15,3,15,265,8,15,1,15,1,15,1,15,1,15,3,15,271,8,15,1,
-        15,1,15,1,15,1,15,1,15,1,15,1,15,1,15,1,15,3,15,282,8,15,3,15,284,
-        8,15,1,16,1,16,1,16,1,17,1,17,1,17,1,18,1,18,1,18,3,18,295,8,18,
-        1,18,3,18,298,8,18,1,18,1,18,1,18,1,18,3,18,304,8,18,1,18,1,18,1,
-        18,1,18,1,18,1,18,3,18,312,8,18,1,18,1,18,1,18,1,18,5,18,318,8,18,
-        10,18,12,18,321,9,18,1,19,3,19,324,8,19,1,19,1,19,1,19,3,19,329,
-        8,19,1,19,3,19,332,8,19,1,19,3,19,335,8,19,1,19,1,19,3,19,339,8,
-        19,1,19,1,19,3,19,343,8,19,1,19,3,19,346,8,19,3,19,348,8,19,1,19,
-        3,19,351,8,19,1,19,1,19,3,19,355,8,19,1,19,1,19,3,19,359,8,19,1,
-        19,3,19,362,8,19,3,19,364,8,19,3,19,366,8,19,1,20,1,20,1,20,3,20,
-        371,8,20,1,21,1,21,1,21,1,21,1,21,1,21,1,21,1,21,1,21,3,21,382,8,
-        21,1,22,1,22,1,22,1,22,3,22,388,8,22,1,23,1,23,1,23,5,23,393,8,23,
-        10,23,12,23,396,9,23,1,24,1,24,3,24,400,8,24,1,24,1,24,3,24,404,
-        8,24,1,24,1,24,3,24,408,8,24,1,25,1,25,1,25,1,25,3,25,414,8,25,3,
-        25,416,8,25,1,26,1,26,1,26,5,26,421,8,26,10,26,12,26,424,9,26,1,
-        27,1,27,1,27,1,27,1,28,3,28,431,8,28,1,28,3,28,434,8,28,1,28,3,28,
-        437,8,28,1,29,1,29,1,29,1,29,1,30,1,30,1,30,1,30,1,31,1,31,1,31,
-        1,32,1,32,1,32,1,32,1,32,1,32,3,32,456,8,32,1,33,1,33,1,33,1,33,
-        1,33,1,33,1,33,1,33,1,33,1,33,1,33,1,33,3,33,470,8,33,1,34,1,34,
-        1,34,1,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,484,8,35,
-        10,35,12,35,487,9,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,496,
-        8,35,10,35,12,35,499,9,35,1,35,1,35,1,35,1,35,1,35,1,35,1,35,5,35,
-        508,8,35,10,35,12,35,511,9,35,1,35,1,35,1,35,1,35,1,35,3,35,518,
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+        3,118,59,0,792,790,1,0,0,0,793,796,1,0,0,0,794,792,1,0,0,0,794,795,
+        1,0,0,0,795,798,1,0,0,0,796,794,1,0,0,0,797,778,1,0,0,0,797,789,
+        1,0,0,0,798,799,1,0,0,0,799,800,5,201,0,0,800,801,3,74,37,0,801,
+        81,1,0,0,0,802,803,5,222,0,0,803,807,3,118,59,0,804,806,3,84,42,
+        0,805,804,1,0,0,0,806,809,1,0,0,0,807,805,1,0,0,0,807,808,1,0,0,
+        0,808,810,1,0,0,0,809,807,1,0,0,0,810,811,5,238,0,0,811,812,5,214,
+        0,0,812,83,1,0,0,0,813,814,3,118,59,0,814,815,5,212,0,0,815,816,
+        5,200,0,0,816,825,1,0,0,0,817,818,3,118,59,0,818,819,5,212,0,0,819,
+        820,5,218,0,0,820,821,3,74,37,0,821,822,5,234,0,0,822,825,1,0,0,
+        0,823,825,3,118,59,0,824,813,1,0,0,0,824,817,1,0,0,0,824,823,1,0,
+        0,0,825,85,1,0,0,0,826,831,3,88,44,0,827,828,5,206,0,0,828,830,3,
+        88,44,0,829,827,1,0,0,0,830,833,1,0,0,0,831,829,1,0,0,0,831,832,
+        1,0,0,0,832,87,1,0,0,0,833,831,1,0,0,0,834,835,3,118,59,0,835,836,
+        5,10,0,0,836,837,5,220,0,0,837,838,3,2,1,0,838,839,5,236,0,0,839,
+        845,1,0,0,0,840,841,3,74,37,0,841,842,5,10,0,0,842,843,3,118,59,
+        0,843,845,1,0,0,0,844,834,1,0,0,0,844,840,1,0,0,0,845,89,1,0,0,0,
+        846,854,3,122,61,0,847,848,3,98,49,0,848,849,5,210,0,0,849,851,1,
+        0,0,0,850,847,1,0,0,0,850,851,1,0,0,0,851,852,1,0,0,0,852,854,3,
+        92,46,0,853,846,1,0,0,0,853,850,1,0,0,0,854,91,1,0,0,0,855,860,3,
+        118,59,0,856,857,5,210,0,0,857,859,3,118,59,0,858,856,1,0,0,0,859,
+        862,1,0,0,0,860,858,1,0,0,0,860,861,1,0,0,0,861,93,1,0,0,0,862,860,
+        1,0,0,0,863,864,6,47,-1,0,864,873,3,98,49,0,865,873,3,96,48,0,866,
+        867,5,220,0,0,867,868,3,2,1,0,868,869,5,236,0,0,869,873,1,0,0,0,
+        870,873,3,82,41,0,871,873,3,122,61,0,872,863,1,0,0,0,872,865,1,0,
+        0,0,872,866,1,0,0,0,872,870,1,0,0,0,872,871,1,0,0,0,873,882,1,0,
+        0,0,874,878,10,3,0,0,875,879,3,116,58,0,876,877,5,10,0,0,877,879,
+        3,118,59,0,878,875,1,0,0,0,878,876,1,0,0,0,879,881,1,0,0,0,880,874,
+        1,0,0,0,881,884,1,0,0,0,882,880,1,0,0,0,882,883,1,0,0,0,883,95,1,
+        0,0,0,884,882,1,0,0,0,885,886,3,118,59,0,886,888,5,220,0,0,887,889,
+        3,100,50,0,888,887,1,0,0,0,888,889,1,0,0,0,889,890,1,0,0,0,890,891,
+        5,236,0,0,891,97,1,0,0,0,892,893,3,102,51,0,893,894,5,210,0,0,894,
+        896,1,0,0,0,895,892,1,0,0,0,895,896,1,0,0,0,896,897,1,0,0,0,897,
+        898,3,118,59,0,898,99,1,0,0,0,899,904,3,74,37,0,900,901,5,206,0,
+        0,901,903,3,74,37,0,902,900,1,0,0,0,903,906,1,0,0,0,904,902,1,0,
+        0,0,904,905,1,0,0,0,905,101,1,0,0,0,906,904,1,0,0,0,907,908,3,118,
+        59,0,908,103,1,0,0,0,909,918,5,196,0,0,910,911,5,210,0,0,911,918,
+        7,11,0,0,912,913,5,198,0,0,913,915,5,210,0,0,914,916,7,11,0,0,915,
+        914,1,0,0,0,915,916,1,0,0,0,916,918,1,0,0,0,917,909,1,0,0,0,917,
+        910,1,0,0,0,917,912,1,0,0,0,918,105,1,0,0,0,919,921,7,12,0,0,920,
+        919,1,0,0,0,920,921,1,0,0,0,921,928,1,0,0,0,922,929,3,104,52,0,923,
+        929,5,197,0,0,924,929,5,198,0,0,925,929,5,199,0,0,926,929,5,82,0,
+        0,927,929,5,113,0,0,928,922,1,0,0,0,928,923,1,0,0,0,928,924,1,0,
+        0,0,928,925,1,0,0,0,928,926,1,0,0,0,928,927,1,0,0,0,929,107,1,0,
+        0,0,930,934,3,106,53,0,931,934,5,200,0,0,932,934,5,116,0,0,933,930,
+        1,0,0,0,933,931,1,0,0,0,933,932,1,0,0,0,934,109,1,0,0,0,935,936,
+        7,13,0,0,936,111,1,0,0,0,937,938,7,14,0,0,938,113,1,0,0,0,939,940,
+        7,15,0,0,940,115,1,0,0,0,941,944,5,195,0,0,942,944,3,114,57,0,943,
+        941,1,0,0,0,943,942,1,0,0,0,944,117,1,0,0,0,945,949,5,195,0,0,946,
+        949,3,110,55,0,947,949,3,112,56,0,948,945,1,0,0,0,948,946,1,0,0,
+        0,948,947,1,0,0,0,949,119,1,0,0,0,950,951,5,200,0,0,951,952,5,212,
+        0,0,952,953,3,106,53,0,953,121,1,0,0,0,954,955,5,218,0,0,955,956,
+        3,118,59,0,956,957,5,234,0,0,957,123,1,0,0,0,117,127,137,145,148,
+        152,155,159,162,165,168,171,175,179,182,185,188,192,195,204,210,
+        231,248,265,271,277,288,290,301,304,310,318,324,326,330,335,338,
+        341,345,349,352,354,357,361,365,368,370,372,377,388,394,401,406,
+        410,414,420,422,429,437,440,443,462,476,492,504,516,524,528,535,
+        541,550,554,585,602,614,624,627,631,634,647,664,668,674,681,693,
+        697,700,709,723,750,759,761,763,771,776,784,794,797,807,824,831,
+        844,850,853,860,872,878,882,888,895,904,915,917,920,928,933,943,
+        948
     ]
 
 class HogQLParser ( Parser ):
@@ -477,18 +491,18 @@ class HogQLParser ( Parser ):
                       "TRUNCATE", "TTL", "TYPE", "UNBOUNDED", "UNION", "UPDATE", 
                       "USE", "USING", "UUID", "VALUES", "VIEW", "VOLUME", 
                       "WATCH", "WEEK", "WHEN", "WHERE", "WINDOW", "WITH", 
-                      "YEAR", "JSON_FALSE", "JSON_TRUE", "ESCAPE_CHAR", 
-                      "IDENTIFIER", "FLOATING_LITERAL", "OCTAL_LITERAL", 
-                      "DECIMAL_LITERAL", "HEXADECIMAL_LITERAL", "STRING_LITERAL", 
-                      "PLACEHOLDER", "ARROW", "ASTERISK", "BACKQUOTE", "BACKSLASH", 
-                      "COLON", "COMMA", "CONCAT", "DASH", "DOLLAR", "DOT", 
-                      "EQ_DOUBLE", "EQ_SINGLE", "GT_EQ", "GT", "HASH", "IREGEX_SINGLE", 
-                      "IREGEX_DOUBLE", "LBRACE", "LBRACKET", "LPAREN", "LT_EQ", 
-                      "LT", "NOT_EQ", "NOT_IREGEX", "NOT_REGEX", "NULLISH", 
-                      "PERCENT", "PLUS", "QUERY", "QUOTE_DOUBLE", "QUOTE_SINGLE", 
-                      "REGEX_SINGLE", "REGEX_DOUBLE", "RBRACE", "RBRACKET", 
-                      "RPAREN", "SEMICOLON", "SLASH", "UNDERSCORE", "MULTI_LINE_COMMENT", 
-                      "SINGLE_LINE_COMMENT", "WHITESPACE" ]
+                      "YEAR", "JSON_FALSE", "JSON_TRUE", "ESCAPE_CHAR_SINGLE", 
+                      "ESCAPE_CHAR_DOUBLE", "IDENTIFIER", "FLOATING_LITERAL", 
+                      "OCTAL_LITERAL", "DECIMAL_LITERAL", "HEXADECIMAL_LITERAL", 
+                      "STRING_LITERAL", "ARROW", "ASTERISK", "BACKQUOTE", 
+                      "BACKSLASH", "COLON", "COMMA", "CONCAT", "DASH", "DOLLAR", 
+                      "DOT", "EQ_DOUBLE", "EQ_SINGLE", "GT_EQ", "GT", "HASH", 
+                      "IREGEX_SINGLE", "IREGEX_DOUBLE", "LBRACE", "LBRACKET", 
+                      "LPAREN", "LT_EQ", "LT", "NOT_EQ", "NOT_IREGEX", "NOT_REGEX", 
+                      "NULLISH", "PERCENT", "PLUS", "QUERY", "QUOTE_DOUBLE", 
+                      "QUOTE_SINGLE", "REGEX_SINGLE", "REGEX_DOUBLE", "RBRACE", 
+                      "RBRACKET", "RPAREN", "SEMICOLON", "SLASH", "UNDERSCORE", 
+                      "MULTI_LINE_COMMENT", "SINGLE_LINE_COMMENT", "WHITESPACE" ]
 
     RULE_select = 0
     RULE_selectUnionStmt = 1
@@ -531,24 +545,27 @@ class HogQLParser ( Parser ):
     RULE_columnArgList = 38
     RULE_columnArgExpr = 39
     RULE_columnLambdaExpr = 40
-    RULE_withExprList = 41
-    RULE_withExpr = 42
-    RULE_columnIdentifier = 43
-    RULE_nestedIdentifier = 44
-    RULE_tableExpr = 45
-    RULE_tableFunctionExpr = 46
-    RULE_tableIdentifier = 47
-    RULE_tableArgList = 48
-    RULE_databaseIdentifier = 49
-    RULE_floatingLiteral = 50
-    RULE_numberLiteral = 51
-    RULE_literal = 52
-    RULE_interval = 53
-    RULE_keyword = 54
-    RULE_keywordForAlias = 55
-    RULE_alias = 56
-    RULE_identifier = 57
-    RULE_enumValue = 58
+    RULE_hogqlxTagElement = 41
+    RULE_hogqlxTagAttribute = 42
+    RULE_withExprList = 43
+    RULE_withExpr = 44
+    RULE_columnIdentifier = 45
+    RULE_nestedIdentifier = 46
+    RULE_tableExpr = 47
+    RULE_tableFunctionExpr = 48
+    RULE_tableIdentifier = 49
+    RULE_tableArgList = 50
+    RULE_databaseIdentifier = 51
+    RULE_floatingLiteral = 52
+    RULE_numberLiteral = 53
+    RULE_literal = 54
+    RULE_interval = 55
+    RULE_keyword = 56
+    RULE_keywordForAlias = 57
+    RULE_alias = 58
+    RULE_identifier = 59
+    RULE_enumValue = 60
+    RULE_placeholder = 61
 
     ruleNames =  [ "select", "selectUnionStmt", "selectStmtWithParens", 
                    "selectStmt", "withClause", "topClause", "fromClause", 
@@ -562,11 +579,12 @@ class HogQLParser ( Parser ):
                    "winFrameClause", "winFrameExtend", "winFrameBound", 
                    "expr", "columnTypeExpr", "columnExprList", "columnExpr", 
                    "columnArgList", "columnArgExpr", "columnLambdaExpr", 
-                   "withExprList", "withExpr", "columnIdentifier", "nestedIdentifier", 
-                   "tableExpr", "tableFunctionExpr", "tableIdentifier", 
-                   "tableArgList", "databaseIdentifier", "floatingLiteral", 
-                   "numberLiteral", "literal", "interval", "keyword", "keywordForAlias", 
-                   "alias", "identifier", "enumValue" ]
+                   "hogqlxTagElement", "hogqlxTagAttribute", "withExprList", 
+                   "withExpr", "columnIdentifier", "nestedIdentifier", "tableExpr", 
+                   "tableFunctionExpr", "tableIdentifier", "tableArgList", 
+                   "databaseIdentifier", "floatingLiteral", "numberLiteral", 
+                   "literal", "interval", "keyword", "keywordForAlias", 
+                   "alias", "identifier", "enumValue", "placeholder" ]
 
     EOF = Token.EOF
     ADD=1
@@ -761,14 +779,14 @@ class HogQLParser ( Parser ):
     YEAR=190
     JSON_FALSE=191
     JSON_TRUE=192
-    ESCAPE_CHAR=193
-    IDENTIFIER=194
-    FLOATING_LITERAL=195
-    OCTAL_LITERAL=196
-    DECIMAL_LITERAL=197
-    HEXADECIMAL_LITERAL=198
-    STRING_LITERAL=199
-    PLACEHOLDER=200
+    ESCAPE_CHAR_SINGLE=193
+    ESCAPE_CHAR_DOUBLE=194
+    IDENTIFIER=195
+    FLOATING_LITERAL=196
+    OCTAL_LITERAL=197
+    DECIMAL_LITERAL=198
+    HEXADECIMAL_LITERAL=199
+    STRING_LITERAL=200
     ARROW=201
     ASTERISK=202
     BACKQUOTE=203
@@ -839,6 +857,10 @@ def selectStmt(self):
             return self.getTypedRuleContext(HogQLParser.SelectStmtContext,0)
 
 
+        def hogqlxTagElement(self):
+            return self.getTypedRuleContext(HogQLParser.HogqlxTagElementContext,0)
+
+
         def getRuleIndex(self):
             return HogQLParser.RULE_select
 
@@ -857,21 +879,26 @@ def select(self):
         self.enterRule(localctx, 0, self.RULE_select)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 120
+            self.state = 127
             self._errHandler.sync(self)
             la_ = self._interp.adaptivePredict(self._input,0,self._ctx)
             if la_ == 1:
-                self.state = 118
+                self.state = 124
                 self.selectUnionStmt()
                 pass
 
             elif la_ == 2:
-                self.state = 119
+                self.state = 125
                 self.selectStmt()
                 pass
 
+            elif la_ == 3:
+                self.state = 126
+                self.hogqlxTagElement()
+                pass
+
 
-            self.state = 122
+            self.state = 129
             self.match(HogQLParser.EOF)
         except RecognitionException as re:
             localctx.exception = re
@@ -927,19 +954,19 @@ def selectUnionStmt(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 124
+            self.state = 131
             self.selectStmtWithParens()
-            self.state = 130
+            self.state = 137
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             while _la==176:
-                self.state = 125
+                self.state = 132
                 self.match(HogQLParser.UNION)
-                self.state = 126
+                self.state = 133
                 self.match(HogQLParser.ALL)
-                self.state = 127
+                self.state = 134
                 self.selectStmtWithParens()
-                self.state = 132
+                self.state = 139
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
 
@@ -990,21 +1017,21 @@ def selectStmtWithParens(self):
         localctx = HogQLParser.SelectStmtWithParensContext(self, self._ctx, self.state)
         self.enterRule(localctx, 4, self.RULE_selectStmtWithParens)
         try:
-            self.state = 138
+            self.state = 145
             self._errHandler.sync(self)
             token = self._input.LA(1)
             if token in [146, 189]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 133
+                self.state = 140
                 self.selectStmt()
                 pass
             elif token in [220]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 134
+                self.state = 141
                 self.match(HogQLParser.LPAREN)
-                self.state = 135
+                self.state = 142
                 self.selectUnionStmt()
-                self.state = 136
+                self.state = 143
                 self.match(HogQLParser.RPAREN)
                 pass
             else:
@@ -1126,81 +1153,81 @@ def selectStmt(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 141
+            self.state = 148
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==189:
-                self.state = 140
+                self.state = 147
                 localctx.with_ = self.withClause()
 
 
-            self.state = 143
+            self.state = 150
             self.match(HogQLParser.SELECT)
-            self.state = 145
+            self.state = 152
             self._errHandler.sync(self)
             la_ = self._interp.adaptivePredict(self._input,4,self._ctx)
             if la_ == 1:
-                self.state = 144
+                self.state = 151
                 self.match(HogQLParser.DISTINCT)
 
 
-            self.state = 148
+            self.state = 155
             self._errHandler.sync(self)
             la_ = self._interp.adaptivePredict(self._input,5,self._ctx)
             if la_ == 1:
-                self.state = 147
+                self.state = 154
                 self.topClause()
 
 
-            self.state = 150
+            self.state = 157
             localctx.columns = self.columnExprList()
-            self.state = 152
+            self.state = 159
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==68:
-                self.state = 151
+                self.state = 158
                 localctx.from_ = self.fromClause()
 
 
-            self.state = 155
+            self.state = 162
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==9 or _la==84 or _la==96:
-                self.state = 154
+                self.state = 161
                 self.arrayJoinClause()
 
 
-            self.state = 158
+            self.state = 165
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==129:
-                self.state = 157
+                self.state = 164
                 self.prewhereClause()
 
 
-            self.state = 161
+            self.state = 168
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==187:
-                self.state = 160
+                self.state = 167
                 localctx.where = self.whereClause()
 
 
-            self.state = 164
+            self.state = 171
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==73:
-                self.state = 163
+                self.state = 170
                 self.groupByClause()
 
 
-            self.state = 168
+            self.state = 175
             self._errHandler.sync(self)
             la_ = self._interp.adaptivePredict(self._input,11,self._ctx)
             if la_ == 1:
-                self.state = 166
+                self.state = 173
                 self.match(HogQLParser.WITH)
-                self.state = 167
+                self.state = 174
                 _la = self._input.LA(1)
                 if not(_la==32 or _la==141):
                     self._errHandler.recoverInline(self)
@@ -1209,60 +1236,60 @@ def selectStmt(self):
                     self.consume()
 
 
-            self.state = 172
+            self.state = 179
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==189:
-                self.state = 170
+                self.state = 177
                 self.match(HogQLParser.WITH)
-                self.state = 171
+                self.state = 178
                 self.match(HogQLParser.TOTALS)
 
 
-            self.state = 175
+            self.state = 182
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==74:
-                self.state = 174
+                self.state = 181
                 self.havingClause()
 
 
-            self.state = 178
+            self.state = 185
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==188:
-                self.state = 177
+                self.state = 184
                 self.windowClause()
 
 
-            self.state = 181
+            self.state = 188
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==122:
-                self.state = 180
+                self.state = 187
                 self.orderByClause()
 
 
-            self.state = 185
+            self.state = 192
             self._errHandler.sync(self)
             token = self._input.LA(1)
             if token in [99]:
-                self.state = 183
+                self.state = 190
                 self.limitAndOffsetClause()
                 pass
             elif token in [118]:
-                self.state = 184
+                self.state = 191
                 self.offsetOnlyClause()
                 pass
             elif token in [-1, 150, 176, 236]:
                 pass
             else:
                 pass
-            self.state = 188
+            self.state = 195
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==150:
-                self.state = 187
+                self.state = 194
                 self.settingsClause()
 
 
@@ -1307,9 +1334,9 @@ def withClause(self):
         self.enterRule(localctx, 8, self.RULE_withClause)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 190
+            self.state = 197
             self.match(HogQLParser.WITH)
-            self.state = 191
+            self.state = 198
             self.withExprList()
         except RecognitionException as re:
             localctx.exception = re
@@ -1357,17 +1384,17 @@ def topClause(self):
         self.enterRule(localctx, 10, self.RULE_topClause)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 193
+            self.state = 200
             self.match(HogQLParser.TOP)
-            self.state = 194
+            self.state = 201
             self.match(HogQLParser.DECIMAL_LITERAL)
-            self.state = 197
+            self.state = 204
             self._errHandler.sync(self)
             la_ = self._interp.adaptivePredict(self._input,18,self._ctx)
             if la_ == 1:
-                self.state = 195
+                self.state = 202
                 self.match(HogQLParser.WITH)
-                self.state = 196
+                self.state = 203
                 self.match(HogQLParser.TIES)
 
 
@@ -1412,9 +1439,9 @@ def fromClause(self):
         self.enterRule(localctx, 12, self.RULE_fromClause)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 199
+            self.state = 206
             self.match(HogQLParser.FROM)
-            self.state = 200
+            self.state = 207
             self.joinExpr(0)
         except RecognitionException as re:
             localctx.exception = re
@@ -1467,11 +1494,11 @@ def arrayJoinClause(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 203
+            self.state = 210
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==84 or _la==96:
-                self.state = 202
+                self.state = 209
                 _la = self._input.LA(1)
                 if not(_la==84 or _la==96):
                     self._errHandler.recoverInline(self)
@@ -1480,11 +1507,11 @@ def arrayJoinClause(self):
                     self.consume()
 
 
-            self.state = 205
+            self.state = 212
             self.match(HogQLParser.ARRAY)
-            self.state = 206
+            self.state = 213
             self.match(HogQLParser.JOIN)
-            self.state = 207
+            self.state = 214
             self.columnExprList()
         except RecognitionException as re:
             localctx.exception = re
@@ -1562,35 +1589,35 @@ def windowClause(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 209
+            self.state = 216
             self.match(HogQLParser.WINDOW)
-            self.state = 210
+            self.state = 217
             self.identifier()
-            self.state = 211
+            self.state = 218
             self.match(HogQLParser.AS)
-            self.state = 212
+            self.state = 219
             self.match(HogQLParser.LPAREN)
-            self.state = 213
+            self.state = 220
             self.windowExpr()
-            self.state = 214
+            self.state = 221
             self.match(HogQLParser.RPAREN)
-            self.state = 224
+            self.state = 231
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             while _la==206:
-                self.state = 215
+                self.state = 222
                 self.match(HogQLParser.COMMA)
-                self.state = 216
+                self.state = 223
                 self.identifier()
-                self.state = 217
+                self.state = 224
                 self.match(HogQLParser.AS)
-                self.state = 218
+                self.state = 225
                 self.match(HogQLParser.LPAREN)
-                self.state = 219
+                self.state = 226
                 self.windowExpr()
-                self.state = 220
+                self.state = 227
                 self.match(HogQLParser.RPAREN)
-                self.state = 226
+                self.state = 233
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
 
@@ -1635,9 +1662,9 @@ def prewhereClause(self):
         self.enterRule(localctx, 18, self.RULE_prewhereClause)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 227
+            self.state = 234
             self.match(HogQLParser.PREWHERE)
-            self.state = 228
+            self.state = 235
             self.columnExpr(0)
         except RecognitionException as re:
             localctx.exception = re
@@ -1680,9 +1707,9 @@ def whereClause(self):
         self.enterRule(localctx, 20, self.RULE_whereClause)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 230
+            self.state = 237
             self.match(HogQLParser.WHERE)
-            self.state = 231
+            self.state = 238
             self.columnExpr(0)
         except RecognitionException as re:
             localctx.exception = re
@@ -1741,31 +1768,31 @@ def groupByClause(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 233
+            self.state = 240
             self.match(HogQLParser.GROUP)
-            self.state = 234
-            self.match(HogQLParser.BY)
             self.state = 241
+            self.match(HogQLParser.BY)
+            self.state = 248
             self._errHandler.sync(self)
             la_ = self._interp.adaptivePredict(self._input,21,self._ctx)
             if la_ == 1:
-                self.state = 235
+                self.state = 242
                 _la = self._input.LA(1)
                 if not(_la==32 or _la==141):
                     self._errHandler.recoverInline(self)
                 else:
                     self._errHandler.reportMatch(self)
                     self.consume()
-                self.state = 236
+                self.state = 243
                 self.match(HogQLParser.LPAREN)
-                self.state = 237
+                self.state = 244
                 self.columnExprList()
-                self.state = 238
+                self.state = 245
                 self.match(HogQLParser.RPAREN)
                 pass
 
             elif la_ == 2:
-                self.state = 240
+                self.state = 247
                 self.columnExprList()
                 pass
 
@@ -1811,9 +1838,9 @@ def havingClause(self):
         self.enterRule(localctx, 24, self.RULE_havingClause)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 243
+            self.state = 250
             self.match(HogQLParser.HAVING)
-            self.state = 244
+            self.state = 251
             self.columnExpr(0)
         except RecognitionException as re:
             localctx.exception = re
@@ -1859,11 +1886,11 @@ def orderByClause(self):
         self.enterRule(localctx, 26, self.RULE_orderByClause)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 246
+            self.state = 253
             self.match(HogQLParser.ORDER)
-            self.state = 247
+            self.state = 254
             self.match(HogQLParser.BY)
-            self.state = 248
+            self.state = 255
             self.orderExprList()
         except RecognitionException as re:
             localctx.exception = re
@@ -1909,11 +1936,11 @@ def projectionOrderByClause(self):
         self.enterRule(localctx, 28, self.RULE_projectionOrderByClause)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 250
+            self.state = 257
             self.match(HogQLParser.ORDER)
-            self.state = 251
+            self.state = 258
             self.match(HogQLParser.BY)
-            self.state = 252
+            self.state = 259
             self.columnExprList()
         except RecognitionException as re:
             localctx.exception = re
@@ -1978,38 +2005,38 @@ def limitAndOffsetClause(self):
         self.enterRule(localctx, 30, self.RULE_limitAndOffsetClause)
         self._la = 0 # Token type
         try:
-            self.state = 283
+            self.state = 290
             self._errHandler.sync(self)
             la_ = self._interp.adaptivePredict(self._input,26,self._ctx)
             if la_ == 1:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 254
+                self.state = 261
                 self.match(HogQLParser.LIMIT)
-                self.state = 255
+                self.state = 262
                 self.columnExpr(0)
-                self.state = 258
+                self.state = 265
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 if _la==206:
-                    self.state = 256
+                    self.state = 263
                     self.match(HogQLParser.COMMA)
-                    self.state = 257
+                    self.state = 264
                     self.columnExpr(0)
 
 
-                self.state = 264
+                self.state = 271
                 self._errHandler.sync(self)
                 token = self._input.LA(1)
                 if token in [189]:
-                    self.state = 260
+                    self.state = 267
                     self.match(HogQLParser.WITH)
-                    self.state = 261
+                    self.state = 268
                     self.match(HogQLParser.TIES)
                     pass
                 elif token in [18]:
-                    self.state = 262
+                    self.state = 269
                     self.match(HogQLParser.BY)
-                    self.state = 263
+                    self.state = 270
                     self.columnExprList()
                     pass
                 elif token in [-1, 150, 176, 236]:
@@ -2020,43 +2047,43 @@ def limitAndOffsetClause(self):
 
             elif la_ == 2:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 266
+                self.state = 273
                 self.match(HogQLParser.LIMIT)
-                self.state = 267
+                self.state = 274
                 self.columnExpr(0)
-                self.state = 270
+                self.state = 277
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 if _la==189:
-                    self.state = 268
+                    self.state = 275
                     self.match(HogQLParser.WITH)
-                    self.state = 269
+                    self.state = 276
                     self.match(HogQLParser.TIES)
 
 
-                self.state = 272
+                self.state = 279
                 self.match(HogQLParser.OFFSET)
-                self.state = 273
+                self.state = 280
                 self.columnExpr(0)
                 pass
 
             elif la_ == 3:
                 self.enterOuterAlt(localctx, 3)
-                self.state = 275
+                self.state = 282
                 self.match(HogQLParser.LIMIT)
-                self.state = 276
+                self.state = 283
                 self.columnExpr(0)
-                self.state = 277
+                self.state = 284
                 self.match(HogQLParser.OFFSET)
-                self.state = 278
+                self.state = 285
                 self.columnExpr(0)
-                self.state = 281
+                self.state = 288
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 if _la==18:
-                    self.state = 279
+                    self.state = 286
                     self.match(HogQLParser.BY)
-                    self.state = 280
+                    self.state = 287
                     self.columnExprList()
 
 
@@ -2104,9 +2131,9 @@ def offsetOnlyClause(self):
         self.enterRule(localctx, 32, self.RULE_offsetOnlyClause)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 285
+            self.state = 292
             self.match(HogQLParser.OFFSET)
-            self.state = 286
+            self.state = 293
             self.columnExpr(0)
         except RecognitionException as re:
             localctx.exception = re
@@ -2149,9 +2176,9 @@ def settingsClause(self):
         self.enterRule(localctx, 34, self.RULE_settingsClause)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 288
+            self.state = 295
             self.match(HogQLParser.SETTINGS)
-            self.state = 289
+            self.state = 296
             self.settingExprList()
         except RecognitionException as re:
             localctx.exception = re
@@ -2283,7 +2310,7 @@ def joinExpr(self, _p:int=0):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 303
+            self.state = 310
             self._errHandler.sync(self)
             la_ = self._interp.adaptivePredict(self._input,29,self._ctx)
             if la_ == 1:
@@ -2291,21 +2318,21 @@ def joinExpr(self, _p:int=0):
                 self._ctx = localctx
                 _prevctx = localctx
 
-                self.state = 292
+                self.state = 299
                 self.tableExpr(0)
-                self.state = 294
+                self.state = 301
                 self._errHandler.sync(self)
                 la_ = self._interp.adaptivePredict(self._input,27,self._ctx)
                 if la_ == 1:
-                    self.state = 293
+                    self.state = 300
                     self.match(HogQLParser.FINAL)
 
 
-                self.state = 297
+                self.state = 304
                 self._errHandler.sync(self)
                 la_ = self._interp.adaptivePredict(self._input,28,self._ctx)
                 if la_ == 1:
-                    self.state = 296
+                    self.state = 303
                     self.sampleClause()
 
 
@@ -2315,17 +2342,17 @@ def joinExpr(self, _p:int=0):
                 localctx = HogQLParser.JoinExprParensContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 299
+                self.state = 306
                 self.match(HogQLParser.LPAREN)
-                self.state = 300
+                self.state = 307
                 self.joinExpr(0)
-                self.state = 301
+                self.state = 308
                 self.match(HogQLParser.RPAREN)
                 pass
 
 
             self._ctx.stop = self._input.LT(-1)
-            self.state = 319
+            self.state = 326
             self._errHandler.sync(self)
             _alt = self._interp.adaptivePredict(self._input,32,self._ctx)
             while _alt!=2 and _alt!=ATN.INVALID_ALT_NUMBER:
@@ -2333,47 +2360,47 @@ def joinExpr(self, _p:int=0):
                     if self._parseListeners is not None:
                         self.triggerExitRuleEvent()
                     _prevctx = localctx
-                    self.state = 317
+                    self.state = 324
                     self._errHandler.sync(self)
                     la_ = self._interp.adaptivePredict(self._input,31,self._ctx)
                     if la_ == 1:
                         localctx = HogQLParser.JoinExprCrossOpContext(self, HogQLParser.JoinExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_joinExpr)
-                        self.state = 305
+                        self.state = 312
                         if not self.precpred(self._ctx, 3):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 3)")
-                        self.state = 306
+                        self.state = 313
                         self.joinOpCross()
-                        self.state = 307
+                        self.state = 314
                         self.joinExpr(4)
                         pass
 
                     elif la_ == 2:
                         localctx = HogQLParser.JoinExprOpContext(self, HogQLParser.JoinExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_joinExpr)
-                        self.state = 309
+                        self.state = 316
                         if not self.precpred(self._ctx, 4):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 4)")
-                        self.state = 311
+                        self.state = 318
                         self._errHandler.sync(self)
                         _la = self._input.LA(1)
                         if (((_la) & ~0x3f) == 0 and ((1 << _la) & 4496) != 0) or ((((_la - 69)) & ~0x3f) == 0 and ((1 << (_la - 69)) & 134250497) != 0) or _la==140 or _la==147:
-                            self.state = 310
+                            self.state = 317
                             self.joinOp()
 
 
-                        self.state = 313
+                        self.state = 320
                         self.match(HogQLParser.JOIN)
-                        self.state = 314
+                        self.state = 321
                         self.joinExpr(0)
-                        self.state = 315
+                        self.state = 322
                         self.joinConstraintClause()
                         pass
 
              
-                self.state = 321
+                self.state = 328
                 self._errHandler.sync(self)
                 _alt = self._interp.adaptivePredict(self._input,32,self._ctx)
 
@@ -2484,21 +2511,21 @@ def joinOp(self):
         self.enterRule(localctx, 38, self.RULE_joinOp)
         self._la = 0 # Token type
         try:
-            self.state = 365
+            self.state = 372
             self._errHandler.sync(self)
             la_ = self._interp.adaptivePredict(self._input,46,self._ctx)
             if la_ == 1:
                 localctx = HogQLParser.JoinOpInnerContext(self, localctx)
                 self.enterOuterAlt(localctx, 1)
-                self.state = 331
+                self.state = 338
                 self._errHandler.sync(self)
                 la_ = self._interp.adaptivePredict(self._input,35,self._ctx)
                 if la_ == 1:
-                    self.state = 323
+                    self.state = 330
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
                     if (((_la) & ~0x3f) == 0 and ((1 << _la) & 4368) != 0):
-                        self.state = 322
+                        self.state = 329
                         _la = self._input.LA(1)
                         if not((((_la) & ~0x3f) == 0 and ((1 << _la) & 4368) != 0)):
                             self._errHandler.recoverInline(self)
@@ -2507,18 +2534,18 @@ def joinOp(self):
                             self.consume()
 
 
-                    self.state = 325
+                    self.state = 332
                     self.match(HogQLParser.INNER)
                     pass
 
                 elif la_ == 2:
-                    self.state = 326
+                    self.state = 333
                     self.match(HogQLParser.INNER)
-                    self.state = 328
+                    self.state = 335
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
                     if (((_la) & ~0x3f) == 0 and ((1 << _la) & 4368) != 0):
-                        self.state = 327
+                        self.state = 334
                         _la = self._input.LA(1)
                         if not((((_la) & ~0x3f) == 0 and ((1 << _la) & 4368) != 0)):
                             self._errHandler.recoverInline(self)
@@ -2530,7 +2557,7 @@ def joinOp(self):
                     pass
 
                 elif la_ == 3:
-                    self.state = 330
+                    self.state = 337
                     _la = self._input.LA(1)
                     if not((((_la) & ~0x3f) == 0 and ((1 << _la) & 4368) != 0)):
                         self._errHandler.recoverInline(self)
@@ -2545,15 +2572,15 @@ def joinOp(self):
             elif la_ == 2:
                 localctx = HogQLParser.JoinOpLeftRightContext(self, localctx)
                 self.enterOuterAlt(localctx, 2)
-                self.state = 347
+                self.state = 354
                 self._errHandler.sync(self)
                 la_ = self._interp.adaptivePredict(self._input,40,self._ctx)
                 if la_ == 1:
-                    self.state = 334
+                    self.state = 341
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
                     if (((_la) & ~0x3f) == 0 and ((1 << _la) & 4496) != 0) or _la==147:
-                        self.state = 333
+                        self.state = 340
                         _la = self._input.LA(1)
                         if not((((_la) & ~0x3f) == 0 and ((1 << _la) & 4496) != 0) or _la==147):
                             self._errHandler.recoverInline(self)
@@ -2562,44 +2589,44 @@ def joinOp(self):
                             self.consume()
 
 
-                    self.state = 336
+                    self.state = 343
                     _la = self._input.LA(1)
                     if not(_la==96 or _la==140):
                         self._errHandler.recoverInline(self)
                     else:
                         self._errHandler.reportMatch(self)
                         self.consume()
-                    self.state = 338
+                    self.state = 345
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
                     if _la==123:
-                        self.state = 337
+                        self.state = 344
                         self.match(HogQLParser.OUTER)
 
 
                     pass
 
                 elif la_ == 2:
-                    self.state = 340
+                    self.state = 347
                     _la = self._input.LA(1)
                     if not(_la==96 or _la==140):
                         self._errHandler.recoverInline(self)
                     else:
                         self._errHandler.reportMatch(self)
                         self.consume()
-                    self.state = 342
+                    self.state = 349
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
                     if _la==123:
-                        self.state = 341
+                        self.state = 348
                         self.match(HogQLParser.OUTER)
 
 
-                    self.state = 345
+                    self.state = 352
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
                     if (((_la) & ~0x3f) == 0 and ((1 << _la) & 4496) != 0) or _la==147:
-                        self.state = 344
+                        self.state = 351
                         _la = self._input.LA(1)
                         if not((((_la) & ~0x3f) == 0 and ((1 << _la) & 4496) != 0) or _la==147):
                             self._errHandler.recoverInline(self)
@@ -2616,15 +2643,15 @@ def joinOp(self):
             elif la_ == 3:
                 localctx = HogQLParser.JoinOpFullContext(self, localctx)
                 self.enterOuterAlt(localctx, 3)
-                self.state = 363
+                self.state = 370
                 self._errHandler.sync(self)
                 la_ = self._interp.adaptivePredict(self._input,45,self._ctx)
                 if la_ == 1:
-                    self.state = 350
+                    self.state = 357
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
                     if _la==4 or _la==8:
-                        self.state = 349
+                        self.state = 356
                         _la = self._input.LA(1)
                         if not(_la==4 or _la==8):
                             self._errHandler.recoverInline(self)
@@ -2633,34 +2660,34 @@ def joinOp(self):
                             self.consume()
 
 
-                    self.state = 352
+                    self.state = 359
                     self.match(HogQLParser.FULL)
-                    self.state = 354
+                    self.state = 361
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
                     if _la==123:
-                        self.state = 353
+                        self.state = 360
                         self.match(HogQLParser.OUTER)
 
 
                     pass
 
                 elif la_ == 2:
-                    self.state = 356
+                    self.state = 363
                     self.match(HogQLParser.FULL)
-                    self.state = 358
+                    self.state = 365
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
                     if _la==123:
-                        self.state = 357
+                        self.state = 364
                         self.match(HogQLParser.OUTER)
 
 
-                    self.state = 361
+                    self.state = 368
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
                     if _la==4 or _la==8:
-                        self.state = 360
+                        self.state = 367
                         _la = self._input.LA(1)
                         if not(_la==4 or _la==8):
                             self._errHandler.recoverInline(self)
@@ -2717,19 +2744,19 @@ def joinOpCross(self):
         localctx = HogQLParser.JoinOpCrossContext(self, self._ctx, self.state)
         self.enterRule(localctx, 40, self.RULE_joinOpCross)
         try:
-            self.state = 370
+            self.state = 377
             self._errHandler.sync(self)
             token = self._input.LA(1)
             if token in [31]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 367
+                self.state = 374
                 self.match(HogQLParser.CROSS)
-                self.state = 368
+                self.state = 375
                 self.match(HogQLParser.JOIN)
                 pass
             elif token in [206]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 369
+                self.state = 376
                 self.match(HogQLParser.COMMA)
                 pass
             else:
@@ -2784,34 +2811,34 @@ def joinConstraintClause(self):
         localctx = HogQLParser.JoinConstraintClauseContext(self, self._ctx, self.state)
         self.enterRule(localctx, 42, self.RULE_joinConstraintClause)
         try:
-            self.state = 381
+            self.state = 388
             self._errHandler.sync(self)
             la_ = self._interp.adaptivePredict(self._input,48,self._ctx)
             if la_ == 1:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 372
+                self.state = 379
                 self.match(HogQLParser.ON)
-                self.state = 373
+                self.state = 380
                 self.columnExprList()
                 pass
 
             elif la_ == 2:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 374
+                self.state = 381
                 self.match(HogQLParser.USING)
-                self.state = 375
+                self.state = 382
                 self.match(HogQLParser.LPAREN)
-                self.state = 376
+                self.state = 383
                 self.columnExprList()
-                self.state = 377
+                self.state = 384
                 self.match(HogQLParser.RPAREN)
                 pass
 
             elif la_ == 3:
                 self.enterOuterAlt(localctx, 3)
-                self.state = 379
+                self.state = 386
                 self.match(HogQLParser.USING)
-                self.state = 380
+                self.state = 387
                 self.columnExprList()
                 pass
 
@@ -2863,17 +2890,17 @@ def sampleClause(self):
         self.enterRule(localctx, 44, self.RULE_sampleClause)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 383
+            self.state = 390
             self.match(HogQLParser.SAMPLE)
-            self.state = 384
+            self.state = 391
             self.ratioExpr()
-            self.state = 387
+            self.state = 394
             self._errHandler.sync(self)
             la_ = self._interp.adaptivePredict(self._input,49,self._ctx)
             if la_ == 1:
-                self.state = 385
+                self.state = 392
                 self.match(HogQLParser.OFFSET)
-                self.state = 386
+                self.state = 393
                 self.ratioExpr()
 
 
@@ -2925,17 +2952,17 @@ def orderExprList(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 389
+            self.state = 396
             self.orderExpr()
-            self.state = 394
+            self.state = 401
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             while _la==206:
-                self.state = 390
+                self.state = 397
                 self.match(HogQLParser.COMMA)
-                self.state = 391
+                self.state = 398
                 self.orderExpr()
-                self.state = 396
+                self.state = 403
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
 
@@ -3002,13 +3029,13 @@ def orderExpr(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 397
+            self.state = 404
             self.columnExpr(0)
-            self.state = 399
+            self.state = 406
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if (((_la) & ~0x3f) == 0 and ((1 << _la) & 13194139535360) != 0):
-                self.state = 398
+                self.state = 405
                 _la = self._input.LA(1)
                 if not((((_la) & ~0x3f) == 0 and ((1 << _la) & 13194139535360) != 0)):
                     self._errHandler.recoverInline(self)
@@ -3017,13 +3044,13 @@ def orderExpr(self):
                     self.consume()
 
 
-            self.state = 403
+            self.state = 410
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==117:
-                self.state = 401
+                self.state = 408
                 self.match(HogQLParser.NULLS)
-                self.state = 402
+                self.state = 409
                 _la = self._input.LA(1)
                 if not(_la==62 or _la==93):
                     self._errHandler.recoverInline(self)
@@ -3032,13 +3059,13 @@ def orderExpr(self):
                     self.consume()
 
 
-            self.state = 407
+            self.state = 414
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==26:
-                self.state = 405
+                self.state = 412
                 self.match(HogQLParser.COLLATE)
-                self.state = 406
+                self.state = 413
                 self.match(HogQLParser.STRING_LITERAL)
 
 
@@ -3058,8 +3085,9 @@ def __init__(self, parser, parent:ParserRuleContext=None, invokingState:int=-1):
             super().__init__(parent, invokingState)
             self.parser = parser
 
-        def PLACEHOLDER(self):
-            return self.getToken(HogQLParser.PLACEHOLDER, 0)
+        def placeholder(self):
+            return self.getTypedRuleContext(HogQLParser.PlaceholderContext,0)
+
 
         def numberLiteral(self, i:int=None):
             if i is None:
@@ -3088,25 +3116,25 @@ def ratioExpr(self):
         localctx = HogQLParser.RatioExprContext(self, self._ctx, self.state)
         self.enterRule(localctx, 50, self.RULE_ratioExpr)
         try:
-            self.state = 415
+            self.state = 422
             self._errHandler.sync(self)
             token = self._input.LA(1)
-            if token in [200]:
+            if token in [218]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 409
-                self.match(HogQLParser.PLACEHOLDER)
+                self.state = 416
+                self.placeholder()
                 pass
-            elif token in [82, 113, 195, 196, 197, 198, 208, 210, 228]:
+            elif token in [82, 113, 196, 197, 198, 199, 208, 210, 228]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 410
+                self.state = 417
                 self.numberLiteral()
-                self.state = 413
+                self.state = 420
                 self._errHandler.sync(self)
                 la_ = self._interp.adaptivePredict(self._input,54,self._ctx)
                 if la_ == 1:
-                    self.state = 411
+                    self.state = 418
                     self.match(HogQLParser.SLASH)
-                    self.state = 412
+                    self.state = 419
                     self.numberLiteral()
 
 
@@ -3162,17 +3190,17 @@ def settingExprList(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 417
+            self.state = 424
             self.settingExpr()
-            self.state = 422
+            self.state = 429
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             while _la==206:
-                self.state = 418
+                self.state = 425
                 self.match(HogQLParser.COMMA)
-                self.state = 419
+                self.state = 426
                 self.settingExpr()
-                self.state = 424
+                self.state = 431
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
 
@@ -3221,11 +3249,11 @@ def settingExpr(self):
         self.enterRule(localctx, 54, self.RULE_settingExpr)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 425
+            self.state = 432
             self.identifier()
-            self.state = 426
+            self.state = 433
             self.match(HogQLParser.EQ_SINGLE)
-            self.state = 427
+            self.state = 434
             self.literal()
         except RecognitionException as re:
             localctx.exception = re
@@ -3274,27 +3302,27 @@ def windowExpr(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 430
+            self.state = 437
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==126:
-                self.state = 429
+                self.state = 436
                 self.winPartitionByClause()
 
 
-            self.state = 433
+            self.state = 440
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==122:
-                self.state = 432
+                self.state = 439
                 self.winOrderByClause()
 
 
-            self.state = 436
+            self.state = 443
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==133 or _la==143:
-                self.state = 435
+                self.state = 442
                 self.winFrameClause()
 
 
@@ -3342,11 +3370,11 @@ def winPartitionByClause(self):
         self.enterRule(localctx, 58, self.RULE_winPartitionByClause)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 438
+            self.state = 445
             self.match(HogQLParser.PARTITION)
-            self.state = 439
+            self.state = 446
             self.match(HogQLParser.BY)
-            self.state = 440
+            self.state = 447
             self.columnExprList()
         except RecognitionException as re:
             localctx.exception = re
@@ -3392,11 +3420,11 @@ def winOrderByClause(self):
         self.enterRule(localctx, 60, self.RULE_winOrderByClause)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 442
+            self.state = 449
             self.match(HogQLParser.ORDER)
-            self.state = 443
+            self.state = 450
             self.match(HogQLParser.BY)
-            self.state = 444
+            self.state = 451
             self.orderExprList()
         except RecognitionException as re:
             localctx.exception = re
@@ -3443,14 +3471,14 @@ def winFrameClause(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 446
+            self.state = 453
             _la = self._input.LA(1)
             if not(_la==133 or _la==143):
                 self._errHandler.recoverInline(self)
             else:
                 self._errHandler.reportMatch(self)
                 self.consume()
-            self.state = 447
+            self.state = 454
             self.winFrameExtend()
         except RecognitionException as re:
             localctx.exception = re
@@ -3525,25 +3553,25 @@ def winFrameExtend(self):
         localctx = HogQLParser.WinFrameExtendContext(self, self._ctx, self.state)
         self.enterRule(localctx, 64, self.RULE_winFrameExtend)
         try:
-            self.state = 455
+            self.state = 462
             self._errHandler.sync(self)
             token = self._input.LA(1)
-            if token in [33, 82, 113, 175, 195, 196, 197, 198, 208, 210, 228]:
+            if token in [33, 82, 113, 175, 196, 197, 198, 199, 208, 210, 228]:
                 localctx = HogQLParser.FrameStartContext(self, localctx)
                 self.enterOuterAlt(localctx, 1)
-                self.state = 449
+                self.state = 456
                 self.winFrameBound()
                 pass
             elif token in [16]:
                 localctx = HogQLParser.FrameBetweenContext(self, localctx)
                 self.enterOuterAlt(localctx, 2)
-                self.state = 450
+                self.state = 457
                 self.match(HogQLParser.BETWEEN)
-                self.state = 451
+                self.state = 458
                 self.winFrameBound()
-                self.state = 452
+                self.state = 459
                 self.match(HogQLParser.AND)
-                self.state = 453
+                self.state = 460
                 self.winFrameBound()
                 pass
             else:
@@ -3602,41 +3630,41 @@ def winFrameBound(self):
         self.enterRule(localctx, 66, self.RULE_winFrameBound)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 469
+            self.state = 476
             self._errHandler.sync(self)
             la_ = self._interp.adaptivePredict(self._input,61,self._ctx)
             if la_ == 1:
-                self.state = 457
+                self.state = 464
                 self.match(HogQLParser.CURRENT)
-                self.state = 458
+                self.state = 465
                 self.match(HogQLParser.ROW)
                 pass
 
             elif la_ == 2:
-                self.state = 459
+                self.state = 466
                 self.match(HogQLParser.UNBOUNDED)
-                self.state = 460
+                self.state = 467
                 self.match(HogQLParser.PRECEDING)
                 pass
 
             elif la_ == 3:
-                self.state = 461
+                self.state = 468
                 self.match(HogQLParser.UNBOUNDED)
-                self.state = 462
+                self.state = 469
                 self.match(HogQLParser.FOLLOWING)
                 pass
 
             elif la_ == 4:
-                self.state = 463
+                self.state = 470
                 self.numberLiteral()
-                self.state = 464
+                self.state = 471
                 self.match(HogQLParser.PRECEDING)
                 pass
 
             elif la_ == 5:
-                self.state = 466
+                self.state = 473
                 self.numberLiteral()
-                self.state = 467
+                self.state = 474
                 self.match(HogQLParser.FOLLOWING)
                 pass
 
@@ -3682,9 +3710,9 @@ def expr(self):
         self.enterRule(localctx, 68, self.RULE_expr)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 471
+            self.state = 478
             self.columnExpr(0)
-            self.state = 472
+            self.state = 479
             self.match(HogQLParser.EOF)
         except RecognitionException as re:
             localctx.exception = re
@@ -3859,111 +3887,111 @@ def columnTypeExpr(self):
         self.enterRule(localctx, 70, self.RULE_columnTypeExpr)
         self._la = 0 # Token type
         try:
-            self.state = 521
+            self.state = 528
             self._errHandler.sync(self)
             la_ = self._interp.adaptivePredict(self._input,66,self._ctx)
             if la_ == 1:
                 localctx = HogQLParser.ColumnTypeExprSimpleContext(self, localctx)
                 self.enterOuterAlt(localctx, 1)
-                self.state = 474
+                self.state = 481
                 self.identifier()
                 pass
 
             elif la_ == 2:
                 localctx = HogQLParser.ColumnTypeExprNestedContext(self, localctx)
                 self.enterOuterAlt(localctx, 2)
-                self.state = 475
+                self.state = 482
                 self.identifier()
-                self.state = 476
+                self.state = 483
                 self.match(HogQLParser.LPAREN)
-                self.state = 477
+                self.state = 484
                 self.identifier()
-                self.state = 478
-                self.columnTypeExpr()
                 self.state = 485
+                self.columnTypeExpr()
+                self.state = 492
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 while _la==206:
-                    self.state = 479
+                    self.state = 486
                     self.match(HogQLParser.COMMA)
-                    self.state = 480
+                    self.state = 487
                     self.identifier()
-                    self.state = 481
+                    self.state = 488
                     self.columnTypeExpr()
-                    self.state = 487
+                    self.state = 494
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
 
-                self.state = 488
+                self.state = 495
                 self.match(HogQLParser.RPAREN)
                 pass
 
             elif la_ == 3:
                 localctx = HogQLParser.ColumnTypeExprEnumContext(self, localctx)
                 self.enterOuterAlt(localctx, 3)
-                self.state = 490
+                self.state = 497
                 self.identifier()
-                self.state = 491
+                self.state = 498
                 self.match(HogQLParser.LPAREN)
-                self.state = 492
+                self.state = 499
                 self.enumValue()
-                self.state = 497
+                self.state = 504
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 while _la==206:
-                    self.state = 493
+                    self.state = 500
                     self.match(HogQLParser.COMMA)
-                    self.state = 494
+                    self.state = 501
                     self.enumValue()
-                    self.state = 499
+                    self.state = 506
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
 
-                self.state = 500
+                self.state = 507
                 self.match(HogQLParser.RPAREN)
                 pass
 
             elif la_ == 4:
                 localctx = HogQLParser.ColumnTypeExprComplexContext(self, localctx)
                 self.enterOuterAlt(localctx, 4)
-                self.state = 502
+                self.state = 509
                 self.identifier()
-                self.state = 503
+                self.state = 510
                 self.match(HogQLParser.LPAREN)
-                self.state = 504
+                self.state = 511
                 self.columnTypeExpr()
-                self.state = 509
+                self.state = 516
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 while _la==206:
-                    self.state = 505
+                    self.state = 512
                     self.match(HogQLParser.COMMA)
-                    self.state = 506
+                    self.state = 513
                     self.columnTypeExpr()
-                    self.state = 511
+                    self.state = 518
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
 
-                self.state = 512
+                self.state = 519
                 self.match(HogQLParser.RPAREN)
                 pass
 
             elif la_ == 5:
                 localctx = HogQLParser.ColumnTypeExprParamContext(self, localctx)
                 self.enterOuterAlt(localctx, 5)
-                self.state = 514
+                self.state = 521
                 self.identifier()
-                self.state = 515
+                self.state = 522
                 self.match(HogQLParser.LPAREN)
-                self.state = 517
+                self.state = 524
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
-                if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 69122459133) != 0):
-                    self.state = 516
+                if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 70263309817) != 0):
+                    self.state = 523
                     self.columnExprList()
 
 
-                self.state = 519
+                self.state = 526
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -4015,18 +4043,18 @@ def columnExprList(self):
         self.enterRule(localctx, 72, self.RULE_columnExprList)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 523
+            self.state = 530
             self.columnExpr(0)
-            self.state = 528
+            self.state = 535
             self._errHandler.sync(self)
             _alt = self._interp.adaptivePredict(self._input,67,self._ctx)
             while _alt!=2 and _alt!=ATN.INVALID_ALT_NUMBER:
                 if _alt==1:
-                    self.state = 524
+                    self.state = 531
                     self.match(HogQLParser.COMMA)
-                    self.state = 525
+                    self.state = 532
                     self.columnExpr(0) 
-                self.state = 530
+                self.state = 537
                 self._errHandler.sync(self)
                 _alt = self._interp.adaptivePredict(self._input,67,self._ctx)
 
@@ -4516,6 +4544,23 @@ def accept(self, visitor:ParseTreeVisitor):
                 return visitor.visitChildren(self)
 
 
+    class ColumnExprTagElementContext(ColumnExprContext):
+
+        def __init__(self, parser, ctx:ParserRuleContext): # actually a HogQLParser.ColumnExprContext
+            super().__init__(parser)
+            self.copyFrom(ctx)
+
+        def hogqlxTagElement(self):
+            return self.getTypedRuleContext(HogQLParser.HogqlxTagElementContext,0)
+
+
+        def accept(self, visitor:ParseTreeVisitor):
+            if hasattr( visitor, "visitColumnExprTagElement" ):
+                return visitor.visitColumnExprTagElement(self)
+            else:
+                return visitor.visitChildren(self)
+
+
     class ColumnExprTupleContext(ColumnExprContext):
 
         def __init__(self, parser, ctx:ParserRuleContext): # actually a HogQLParser.ColumnExprContext
@@ -4909,7 +4954,7 @@ def columnExpr(self, _p:int=0):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 660
+            self.state = 668
             self._errHandler.sync(self)
             la_ = self._interp.adaptivePredict(self._input,80,self._ctx)
             if la_ == 1:
@@ -4917,45 +4962,45 @@ def columnExpr(self, _p:int=0):
                 self._ctx = localctx
                 _prevctx = localctx
 
-                self.state = 532
+                self.state = 539
                 self.match(HogQLParser.CASE)
-                self.state = 534
+                self.state = 541
                 self._errHandler.sync(self)
                 la_ = self._interp.adaptivePredict(self._input,68,self._ctx)
                 if la_ == 1:
-                    self.state = 533
+                    self.state = 540
                     localctx.caseExpr = self.columnExpr(0)
 
 
-                self.state = 541 
+                self.state = 548 
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 while True:
-                    self.state = 536
+                    self.state = 543
                     self.match(HogQLParser.WHEN)
-                    self.state = 537
+                    self.state = 544
                     localctx.whenExpr = self.columnExpr(0)
-                    self.state = 538
+                    self.state = 545
                     self.match(HogQLParser.THEN)
-                    self.state = 539
+                    self.state = 546
                     localctx.thenExpr = self.columnExpr(0)
-                    self.state = 543 
+                    self.state = 550 
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
                     if not (_la==186):
                         break
 
-                self.state = 547
+                self.state = 554
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 if _la==52:
-                    self.state = 545
+                    self.state = 552
                     self.match(HogQLParser.ELSE)
-                    self.state = 546
+                    self.state = 553
                     localctx.elseExpr = self.columnExpr(0)
 
 
-                self.state = 549
+                self.state = 556
                 self.match(HogQLParser.END)
                 pass
 
@@ -4963,17 +5008,17 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprCastContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 551
+                self.state = 558
                 self.match(HogQLParser.CAST)
-                self.state = 552
+                self.state = 559
                 self.match(HogQLParser.LPAREN)
-                self.state = 553
+                self.state = 560
                 self.columnExpr(0)
-                self.state = 554
+                self.state = 561
                 self.match(HogQLParser.AS)
-                self.state = 555
+                self.state = 562
                 self.columnTypeExpr()
-                self.state = 556
+                self.state = 563
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -4981,9 +5026,9 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprDateContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 558
+                self.state = 565
                 self.match(HogQLParser.DATE)
-                self.state = 559
+                self.state = 566
                 self.match(HogQLParser.STRING_LITERAL)
                 pass
 
@@ -4991,17 +5036,17 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprExtractContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 560
+                self.state = 567
                 self.match(HogQLParser.EXTRACT)
-                self.state = 561
+                self.state = 568
                 self.match(HogQLParser.LPAREN)
-                self.state = 562
+                self.state = 569
                 self.interval()
-                self.state = 563
+                self.state = 570
                 self.match(HogQLParser.FROM)
-                self.state = 564
+                self.state = 571
                 self.columnExpr(0)
-                self.state = 565
+                self.state = 572
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -5009,11 +5054,11 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprIntervalContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 567
+                self.state = 574
                 self.match(HogQLParser.INTERVAL)
-                self.state = 568
+                self.state = 575
                 self.columnExpr(0)
-                self.state = 569
+                self.state = 576
                 self.interval()
                 pass
 
@@ -5021,27 +5066,27 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprSubstringContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 571
+                self.state = 578
                 self.match(HogQLParser.SUBSTRING)
-                self.state = 572
+                self.state = 579
                 self.match(HogQLParser.LPAREN)
-                self.state = 573
+                self.state = 580
                 self.columnExpr(0)
-                self.state = 574
+                self.state = 581
                 self.match(HogQLParser.FROM)
-                self.state = 575
+                self.state = 582
                 self.columnExpr(0)
-                self.state = 578
+                self.state = 585
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 if _la==65:
-                    self.state = 576
+                    self.state = 583
                     self.match(HogQLParser.FOR)
-                    self.state = 577
+                    self.state = 584
                     self.columnExpr(0)
 
 
-                self.state = 580
+                self.state = 587
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -5049,9 +5094,9 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprTimestampContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 582
+                self.state = 589
                 self.match(HogQLParser.TIMESTAMP)
-                self.state = 583
+                self.state = 590
                 self.match(HogQLParser.STRING_LITERAL)
                 pass
 
@@ -5059,24 +5104,24 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprTrimContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 584
+                self.state = 591
                 self.match(HogQLParser.TRIM)
-                self.state = 585
+                self.state = 592
                 self.match(HogQLParser.LPAREN)
-                self.state = 586
+                self.state = 593
                 _la = self._input.LA(1)
                 if not(_la==17 or _la==95 or _la==170):
                     self._errHandler.recoverInline(self)
                 else:
                     self._errHandler.reportMatch(self)
                     self.consume()
-                self.state = 587
+                self.state = 594
                 self.match(HogQLParser.STRING_LITERAL)
-                self.state = 588
+                self.state = 595
                 self.match(HogQLParser.FROM)
-                self.state = 589
+                self.state = 596
                 self.columnExpr(0)
-                self.state = 590
+                self.state = 597
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -5084,28 +5129,28 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprWinFunctionContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 592
+                self.state = 599
                 self.identifier()
 
-                self.state = 593
+                self.state = 600
                 self.match(HogQLParser.LPAREN)
-                self.state = 595
+                self.state = 602
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
-                if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 69122459133) != 0):
-                    self.state = 594
+                if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 70263309817) != 0):
+                    self.state = 601
                     self.columnExprList()
 
 
-                self.state = 597
+                self.state = 604
                 self.match(HogQLParser.RPAREN)
-                self.state = 599
+                self.state = 606
                 self.match(HogQLParser.OVER)
-                self.state = 600
+                self.state = 607
                 self.match(HogQLParser.LPAREN)
-                self.state = 601
+                self.state = 608
                 self.windowExpr()
-                self.state = 602
+                self.state = 609
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -5113,24 +5158,24 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprWinFunctionTargetContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 604
+                self.state = 611
                 self.identifier()
 
-                self.state = 605
+                self.state = 612
                 self.match(HogQLParser.LPAREN)
-                self.state = 607
+                self.state = 614
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
-                if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 69122459133) != 0):
-                    self.state = 606
+                if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 70263309817) != 0):
+                    self.state = 613
                     self.columnExprList()
 
 
-                self.state = 609
+                self.state = 616
                 self.match(HogQLParser.RPAREN)
-                self.state = 611
+                self.state = 618
                 self.match(HogQLParser.OVER)
-                self.state = 612
+                self.state = 619
                 self.identifier()
                 pass
 
@@ -5138,159 +5183,167 @@ def columnExpr(self, _p:int=0):
                 localctx = HogQLParser.ColumnExprFunctionContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 614
+                self.state = 621
                 self.identifier()
-                self.state = 620
+                self.state = 627
                 self._errHandler.sync(self)
                 la_ = self._interp.adaptivePredict(self._input,75,self._ctx)
                 if la_ == 1:
-                    self.state = 615
+                    self.state = 622
                     self.match(HogQLParser.LPAREN)
-                    self.state = 617
+                    self.state = 624
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
-                    if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 69122459133) != 0):
-                        self.state = 616
+                    if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 70263309817) != 0):
+                        self.state = 623
                         self.columnExprList()
 
 
-                    self.state = 619
+                    self.state = 626
                     self.match(HogQLParser.RPAREN)
 
 
-                self.state = 622
+                self.state = 629
                 self.match(HogQLParser.LPAREN)
-                self.state = 624
+                self.state = 631
                 self._errHandler.sync(self)
                 la_ = self._interp.adaptivePredict(self._input,76,self._ctx)
                 if la_ == 1:
-                    self.state = 623
+                    self.state = 630
                     self.match(HogQLParser.DISTINCT)
 
 
-                self.state = 627
+                self.state = 634
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
-                if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 69122459133) != 0):
-                    self.state = 626
+                if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 70263309817) != 0):
+                    self.state = 633
                     self.columnArgList()
 
 
-                self.state = 629
+                self.state = 636
                 self.match(HogQLParser.RPAREN)
                 pass
 
             elif la_ == 12:
+                localctx = HogQLParser.ColumnExprTagElementContext(self, localctx)
+                self._ctx = localctx
+                _prevctx = localctx
+                self.state = 638
+                self.hogqlxTagElement()
+                pass
+
+            elif la_ == 13:
                 localctx = HogQLParser.ColumnExprLiteralContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 631
+                self.state = 639
                 self.literal()
                 pass
 
-            elif la_ == 13:
+            elif la_ == 14:
                 localctx = HogQLParser.ColumnExprNegateContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 632
+                self.state = 640
                 self.match(HogQLParser.DASH)
-                self.state = 633
+                self.state = 641
                 self.columnExpr(18)
                 pass
 
-            elif la_ == 14:
+            elif la_ == 15:
                 localctx = HogQLParser.ColumnExprNotContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 634
+                self.state = 642
                 self.match(HogQLParser.NOT)
-                self.state = 635
+                self.state = 643
                 self.columnExpr(12)
                 pass
 
-            elif la_ == 15:
+            elif la_ == 16:
                 localctx = HogQLParser.ColumnExprAsteriskContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 639
+                self.state = 647
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
-                if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -5066549581053953) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or _la==192 or _la==194:
-                    self.state = 636
+                if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -5066549581053953) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or _la==192 or _la==195:
+                    self.state = 644
                     self.tableIdentifier()
-                    self.state = 637
+                    self.state = 645
                     self.match(HogQLParser.DOT)
 
 
-                self.state = 641
+                self.state = 649
                 self.match(HogQLParser.ASTERISK)
                 pass
 
-            elif la_ == 16:
+            elif la_ == 17:
                 localctx = HogQLParser.ColumnExprSubqueryContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 642
+                self.state = 650
                 self.match(HogQLParser.LPAREN)
-                self.state = 643
+                self.state = 651
                 self.selectUnionStmt()
-                self.state = 644
+                self.state = 652
                 self.match(HogQLParser.RPAREN)
                 pass
 
-            elif la_ == 17:
+            elif la_ == 18:
                 localctx = HogQLParser.ColumnExprParensContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 646
+                self.state = 654
                 self.match(HogQLParser.LPAREN)
-                self.state = 647
+                self.state = 655
                 self.columnExpr(0)
-                self.state = 648
+                self.state = 656
                 self.match(HogQLParser.RPAREN)
                 pass
 
-            elif la_ == 18:
+            elif la_ == 19:
                 localctx = HogQLParser.ColumnExprTupleContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 650
+                self.state = 658
                 self.match(HogQLParser.LPAREN)
-                self.state = 651
+                self.state = 659
                 self.columnExprList()
-                self.state = 652
+                self.state = 660
                 self.match(HogQLParser.RPAREN)
                 pass
 
-            elif la_ == 19:
+            elif la_ == 20:
                 localctx = HogQLParser.ColumnExprArrayContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 654
+                self.state = 662
                 self.match(HogQLParser.LBRACKET)
-                self.state = 656
+                self.state = 664
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
-                if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 69122459133) != 0):
-                    self.state = 655
+                if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 70263309817) != 0):
+                    self.state = 663
                     self.columnExprList()
 
 
-                self.state = 658
+                self.state = 666
                 self.match(HogQLParser.RBRACKET)
                 pass
 
-            elif la_ == 20:
+            elif la_ == 21:
                 localctx = HogQLParser.ColumnExprIdentifierContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 659
+                self.state = 667
                 self.columnIdentifier()
                 pass
 
 
             self._ctx.stop = self._input.LT(-1)
-            self.state = 755
+            self.state = 763
             self._errHandler.sync(self)
             _alt = self._interp.adaptivePredict(self._input,91,self._ctx)
             while _alt!=2 and _alt!=ATN.INVALID_ALT_NUMBER:
@@ -5298,36 +5351,36 @@ def columnExpr(self, _p:int=0):
                     if self._parseListeners is not None:
                         self.triggerExitRuleEvent()
                     _prevctx = localctx
-                    self.state = 753
+                    self.state = 761
                     self._errHandler.sync(self)
                     la_ = self._interp.adaptivePredict(self._input,90,self._ctx)
                     if la_ == 1:
                         localctx = HogQLParser.ColumnExprPrecedence1Context(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         localctx.left = _prevctx
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 662
+                        self.state = 670
                         if not self.precpred(self._ctx, 17):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 17)")
-                        self.state = 666
+                        self.state = 674
                         self._errHandler.sync(self)
                         token = self._input.LA(1)
                         if token in [202]:
-                            self.state = 663
+                            self.state = 671
                             localctx.operator = self.match(HogQLParser.ASTERISK)
                             pass
                         elif token in [238]:
-                            self.state = 664
+                            self.state = 672
                             localctx.operator = self.match(HogQLParser.SLASH)
                             pass
                         elif token in [227]:
-                            self.state = 665
+                            self.state = 673
                             localctx.operator = self.match(HogQLParser.PERCENT)
                             pass
                         else:
                             raise NoViableAltException(self)
 
-                        self.state = 668
+                        self.state = 676
                         localctx.right = self.columnExpr(18)
                         pass
 
@@ -5335,29 +5388,29 @@ def columnExpr(self, _p:int=0):
                         localctx = HogQLParser.ColumnExprPrecedence2Context(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         localctx.left = _prevctx
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 669
+                        self.state = 677
                         if not self.precpred(self._ctx, 16):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 16)")
-                        self.state = 673
+                        self.state = 681
                         self._errHandler.sync(self)
                         token = self._input.LA(1)
                         if token in [228]:
-                            self.state = 670
+                            self.state = 678
                             localctx.operator = self.match(HogQLParser.PLUS)
                             pass
                         elif token in [208]:
-                            self.state = 671
+                            self.state = 679
                             localctx.operator = self.match(HogQLParser.DASH)
                             pass
                         elif token in [207]:
-                            self.state = 672
+                            self.state = 680
                             localctx.operator = self.match(HogQLParser.CONCAT)
                             pass
                         else:
                             raise NoViableAltException(self)
 
-                        self.state = 675
+                        self.state = 683
                         localctx.right = self.columnExpr(17)
                         pass
 
@@ -5365,79 +5418,79 @@ def columnExpr(self, _p:int=0):
                         localctx = HogQLParser.ColumnExprPrecedence3Context(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         localctx.left = _prevctx
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 676
+                        self.state = 684
                         if not self.precpred(self._ctx, 15):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 15)")
-                        self.state = 701
+                        self.state = 709
                         self._errHandler.sync(self)
                         la_ = self._interp.adaptivePredict(self._input,86,self._ctx)
                         if la_ == 1:
-                            self.state = 677
+                            self.state = 685
                             localctx.operator = self.match(HogQLParser.EQ_DOUBLE)
                             pass
 
                         elif la_ == 2:
-                            self.state = 678
+                            self.state = 686
                             localctx.operator = self.match(HogQLParser.EQ_SINGLE)
                             pass
 
                         elif la_ == 3:
-                            self.state = 679
+                            self.state = 687
                             localctx.operator = self.match(HogQLParser.NOT_EQ)
                             pass
 
                         elif la_ == 4:
-                            self.state = 680
+                            self.state = 688
                             localctx.operator = self.match(HogQLParser.LT_EQ)
                             pass
 
                         elif la_ == 5:
-                            self.state = 681
+                            self.state = 689
                             localctx.operator = self.match(HogQLParser.LT)
                             pass
 
                         elif la_ == 6:
-                            self.state = 682
+                            self.state = 690
                             localctx.operator = self.match(HogQLParser.GT_EQ)
                             pass
 
                         elif la_ == 7:
-                            self.state = 683
+                            self.state = 691
                             localctx.operator = self.match(HogQLParser.GT)
                             pass
 
                         elif la_ == 8:
-                            self.state = 685
+                            self.state = 693
                             self._errHandler.sync(self)
                             _la = self._input.LA(1)
                             if _la==115:
-                                self.state = 684
+                                self.state = 692
                                 localctx.operator = self.match(HogQLParser.NOT)
 
 
-                            self.state = 687
+                            self.state = 695
                             self.match(HogQLParser.IN)
-                            self.state = 689
+                            self.state = 697
                             self._errHandler.sync(self)
                             _la = self._input.LA(1)
                             if _la==25:
-                                self.state = 688
+                                self.state = 696
                                 self.match(HogQLParser.COHORT)
 
 
                             pass
 
                         elif la_ == 9:
-                            self.state = 692
+                            self.state = 700
                             self._errHandler.sync(self)
                             _la = self._input.LA(1)
                             if _la==115:
-                                self.state = 691
+                                self.state = 699
                                 localctx.operator = self.match(HogQLParser.NOT)
 
 
-                            self.state = 694
+                            self.state = 702
                             _la = self._input.LA(1)
                             if not(_la==79 or _la==98):
                                 self._errHandler.recoverInline(self)
@@ -5447,209 +5500,209 @@ def columnExpr(self, _p:int=0):
                             pass
 
                         elif la_ == 10:
-                            self.state = 695
+                            self.state = 703
                             localctx.operator = self.match(HogQLParser.REGEX_SINGLE)
                             pass
 
                         elif la_ == 11:
-                            self.state = 696
+                            self.state = 704
                             localctx.operator = self.match(HogQLParser.REGEX_DOUBLE)
                             pass
 
                         elif la_ == 12:
-                            self.state = 697
+                            self.state = 705
                             localctx.operator = self.match(HogQLParser.NOT_REGEX)
                             pass
 
                         elif la_ == 13:
-                            self.state = 698
+                            self.state = 706
                             localctx.operator = self.match(HogQLParser.IREGEX_SINGLE)
                             pass
 
                         elif la_ == 14:
-                            self.state = 699
+                            self.state = 707
                             localctx.operator = self.match(HogQLParser.IREGEX_DOUBLE)
                             pass
 
                         elif la_ == 15:
-                            self.state = 700
+                            self.state = 708
                             localctx.operator = self.match(HogQLParser.NOT_IREGEX)
                             pass
 
 
-                        self.state = 703
+                        self.state = 711
                         localctx.right = self.columnExpr(16)
                         pass
 
                     elif la_ == 4:
                         localctx = HogQLParser.ColumnExprNullishContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 704
+                        self.state = 712
                         if not self.precpred(self._ctx, 13):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 13)")
-                        self.state = 705
+                        self.state = 713
                         self.match(HogQLParser.NULLISH)
-                        self.state = 706
+                        self.state = 714
                         self.columnExpr(14)
                         pass
 
                     elif la_ == 5:
                         localctx = HogQLParser.ColumnExprAndContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 707
+                        self.state = 715
                         if not self.precpred(self._ctx, 11):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 11)")
-                        self.state = 708
+                        self.state = 716
                         self.match(HogQLParser.AND)
-                        self.state = 709
+                        self.state = 717
                         self.columnExpr(12)
                         pass
 
                     elif la_ == 6:
                         localctx = HogQLParser.ColumnExprOrContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 710
+                        self.state = 718
                         if not self.precpred(self._ctx, 10):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 10)")
-                        self.state = 711
+                        self.state = 719
                         self.match(HogQLParser.OR)
-                        self.state = 712
+                        self.state = 720
                         self.columnExpr(11)
                         pass
 
                     elif la_ == 7:
                         localctx = HogQLParser.ColumnExprBetweenContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 713
+                        self.state = 721
                         if not self.precpred(self._ctx, 9):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 9)")
-                        self.state = 715
+                        self.state = 723
                         self._errHandler.sync(self)
                         _la = self._input.LA(1)
                         if _la==115:
-                            self.state = 714
+                            self.state = 722
                             self.match(HogQLParser.NOT)
 
 
-                        self.state = 717
+                        self.state = 725
                         self.match(HogQLParser.BETWEEN)
-                        self.state = 718
+                        self.state = 726
                         self.columnExpr(0)
-                        self.state = 719
+                        self.state = 727
                         self.match(HogQLParser.AND)
-                        self.state = 720
+                        self.state = 728
                         self.columnExpr(10)
                         pass
 
                     elif la_ == 8:
                         localctx = HogQLParser.ColumnExprTernaryOpContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 722
+                        self.state = 730
                         if not self.precpred(self._ctx, 8):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 8)")
-                        self.state = 723
+                        self.state = 731
                         self.match(HogQLParser.QUERY)
-                        self.state = 724
+                        self.state = 732
                         self.columnExpr(0)
-                        self.state = 725
+                        self.state = 733
                         self.match(HogQLParser.COLON)
-                        self.state = 726
+                        self.state = 734
                         self.columnExpr(8)
                         pass
 
                     elif la_ == 9:
                         localctx = HogQLParser.ColumnExprArrayAccessContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 728
+                        self.state = 736
                         if not self.precpred(self._ctx, 21):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 21)")
-                        self.state = 729
+                        self.state = 737
                         self.match(HogQLParser.LBRACKET)
-                        self.state = 730
+                        self.state = 738
                         self.columnExpr(0)
-                        self.state = 731
+                        self.state = 739
                         self.match(HogQLParser.RBRACKET)
                         pass
 
                     elif la_ == 10:
                         localctx = HogQLParser.ColumnExprTupleAccessContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 733
+                        self.state = 741
                         if not self.precpred(self._ctx, 20):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 20)")
-                        self.state = 734
+                        self.state = 742
                         self.match(HogQLParser.DOT)
-                        self.state = 735
+                        self.state = 743
                         self.match(HogQLParser.DECIMAL_LITERAL)
                         pass
 
                     elif la_ == 11:
                         localctx = HogQLParser.ColumnExprPropertyAccessContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 736
+                        self.state = 744
                         if not self.precpred(self._ctx, 19):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 19)")
-                        self.state = 737
+                        self.state = 745
                         self.match(HogQLParser.DOT)
-                        self.state = 738
+                        self.state = 746
                         self.identifier()
                         pass
 
                     elif la_ == 12:
                         localctx = HogQLParser.ColumnExprIsNullContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 739
+                        self.state = 747
                         if not self.precpred(self._ctx, 14):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 14)")
-                        self.state = 740
+                        self.state = 748
                         self.match(HogQLParser.IS)
-                        self.state = 742
+                        self.state = 750
                         self._errHandler.sync(self)
                         _la = self._input.LA(1)
                         if _la==115:
-                            self.state = 741
+                            self.state = 749
                             self.match(HogQLParser.NOT)
 
 
-                        self.state = 744
+                        self.state = 752
                         self.match(HogQLParser.NULL_SQL)
                         pass
 
                     elif la_ == 13:
                         localctx = HogQLParser.ColumnExprAliasContext(self, HogQLParser.ColumnExprContext(self, _parentctx, _parentState))
                         self.pushNewRecursionContext(localctx, _startState, self.RULE_columnExpr)
-                        self.state = 745
+                        self.state = 753
                         if not self.precpred(self._ctx, 7):
                             from antlr4.error.Errors import FailedPredicateException
                             raise FailedPredicateException(self, "self.precpred(self._ctx, 7)")
-                        self.state = 751
+                        self.state = 759
                         self._errHandler.sync(self)
                         la_ = self._interp.adaptivePredict(self._input,89,self._ctx)
                         if la_ == 1:
-                            self.state = 746
+                            self.state = 754
                             self.alias()
                             pass
 
                         elif la_ == 2:
-                            self.state = 747
+                            self.state = 755
                             self.match(HogQLParser.AS)
-                            self.state = 748
+                            self.state = 756
                             self.identifier()
                             pass
 
                         elif la_ == 3:
-                            self.state = 749
+                            self.state = 757
                             self.match(HogQLParser.AS)
-                            self.state = 750
+                            self.state = 758
                             self.match(HogQLParser.STRING_LITERAL)
                             pass
 
@@ -5657,7 +5710,7 @@ def columnExpr(self, _p:int=0):
                         pass
 
              
-                self.state = 757
+                self.state = 765
                 self._errHandler.sync(self)
                 _alt = self._interp.adaptivePredict(self._input,91,self._ctx)
 
@@ -5709,17 +5762,17 @@ def columnArgList(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 758
+            self.state = 766
             self.columnArgExpr()
-            self.state = 763
+            self.state = 771
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             while _la==206:
-                self.state = 759
+                self.state = 767
                 self.match(HogQLParser.COMMA)
-                self.state = 760
+                self.state = 768
                 self.columnArgExpr()
-                self.state = 765
+                self.state = 773
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
 
@@ -5764,18 +5817,18 @@ def columnArgExpr(self):
         localctx = HogQLParser.ColumnArgExprContext(self, self._ctx, self.state)
         self.enterRule(localctx, 78, self.RULE_columnArgExpr)
         try:
-            self.state = 768
+            self.state = 776
             self._errHandler.sync(self)
             la_ = self._interp.adaptivePredict(self._input,93,self._ctx)
             if la_ == 1:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 766
+                self.state = 774
                 self.columnLambdaExpr()
                 pass
 
             elif la_ == 2:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 767
+                self.state = 775
                 self.columnExpr(0)
                 pass
 
@@ -5841,41 +5894,41 @@ def columnLambdaExpr(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 789
+            self.state = 797
             self._errHandler.sync(self)
             token = self._input.LA(1)
             if token in [220]:
-                self.state = 770
+                self.state = 778
                 self.match(HogQLParser.LPAREN)
-                self.state = 771
+                self.state = 779
                 self.identifier()
-                self.state = 776
+                self.state = 784
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 while _la==206:
-                    self.state = 772
+                    self.state = 780
                     self.match(HogQLParser.COMMA)
-                    self.state = 773
+                    self.state = 781
                     self.identifier()
-                    self.state = 778
+                    self.state = 786
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
 
-                self.state = 779
+                self.state = 787
                 self.match(HogQLParser.RPAREN)
                 pass
-            elif token in [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 114, 115, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 194]:
-                self.state = 781
+            elif token in [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 114, 115, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 195]:
+                self.state = 789
                 self.identifier()
-                self.state = 786
+                self.state = 794
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
                 while _la==206:
-                    self.state = 782
+                    self.state = 790
                     self.match(HogQLParser.COMMA)
-                    self.state = 783
+                    self.state = 791
                     self.identifier()
-                    self.state = 788
+                    self.state = 796
                     self._errHandler.sync(self)
                     _la = self._input.LA(1)
 
@@ -5883,9 +5936,9 @@ def columnLambdaExpr(self):
             else:
                 raise NoViableAltException(self)
 
-            self.state = 791
+            self.state = 799
             self.match(HogQLParser.ARROW)
-            self.state = 792
+            self.state = 800
             self.columnExpr(0)
         except RecognitionException as re:
             localctx.exception = re
@@ -5896,6 +5949,166 @@ def columnLambdaExpr(self):
         return localctx
 
 
+    class HogqlxTagElementContext(ParserRuleContext):
+        __slots__ = 'parser'
+
+        def __init__(self, parser, parent:ParserRuleContext=None, invokingState:int=-1):
+            super().__init__(parent, invokingState)
+            self.parser = parser
+
+        def LT(self):
+            return self.getToken(HogQLParser.LT, 0)
+
+        def identifier(self):
+            return self.getTypedRuleContext(HogQLParser.IdentifierContext,0)
+
+
+        def SLASH(self):
+            return self.getToken(HogQLParser.SLASH, 0)
+
+        def GT(self):
+            return self.getToken(HogQLParser.GT, 0)
+
+        def hogqlxTagAttribute(self, i:int=None):
+            if i is None:
+                return self.getTypedRuleContexts(HogQLParser.HogqlxTagAttributeContext)
+            else:
+                return self.getTypedRuleContext(HogQLParser.HogqlxTagAttributeContext,i)
+
+
+        def getRuleIndex(self):
+            return HogQLParser.RULE_hogqlxTagElement
+
+        def accept(self, visitor:ParseTreeVisitor):
+            if hasattr( visitor, "visitHogqlxTagElement" ):
+                return visitor.visitHogqlxTagElement(self)
+            else:
+                return visitor.visitChildren(self)
+
+
+
+
+    def hogqlxTagElement(self):
+
+        localctx = HogQLParser.HogqlxTagElementContext(self, self._ctx, self.state)
+        self.enterRule(localctx, 82, self.RULE_hogqlxTagElement)
+        self._la = 0 # Token type
+        try:
+            self.enterOuterAlt(localctx, 1)
+            self.state = 802
+            self.match(HogQLParser.LT)
+            self.state = 803
+            self.identifier()
+            self.state = 807
+            self._errHandler.sync(self)
+            _la = self._input.LA(1)
+            while (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -5066549581053953) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or _la==192 or _la==195:
+                self.state = 804
+                self.hogqlxTagAttribute()
+                self.state = 809
+                self._errHandler.sync(self)
+                _la = self._input.LA(1)
+
+            self.state = 810
+            self.match(HogQLParser.SLASH)
+            self.state = 811
+            self.match(HogQLParser.GT)
+        except RecognitionException as re:
+            localctx.exception = re
+            self._errHandler.reportError(self, re)
+            self._errHandler.recover(self, re)
+        finally:
+            self.exitRule()
+        return localctx
+
+
+    class HogqlxTagAttributeContext(ParserRuleContext):
+        __slots__ = 'parser'
+
+        def __init__(self, parser, parent:ParserRuleContext=None, invokingState:int=-1):
+            super().__init__(parent, invokingState)
+            self.parser = parser
+
+        def identifier(self):
+            return self.getTypedRuleContext(HogQLParser.IdentifierContext,0)
+
+
+        def EQ_SINGLE(self):
+            return self.getToken(HogQLParser.EQ_SINGLE, 0)
+
+        def STRING_LITERAL(self):
+            return self.getToken(HogQLParser.STRING_LITERAL, 0)
+
+        def LBRACE(self):
+            return self.getToken(HogQLParser.LBRACE, 0)
+
+        def columnExpr(self):
+            return self.getTypedRuleContext(HogQLParser.ColumnExprContext,0)
+
+
+        def RBRACE(self):
+            return self.getToken(HogQLParser.RBRACE, 0)
+
+        def getRuleIndex(self):
+            return HogQLParser.RULE_hogqlxTagAttribute
+
+        def accept(self, visitor:ParseTreeVisitor):
+            if hasattr( visitor, "visitHogqlxTagAttribute" ):
+                return visitor.visitHogqlxTagAttribute(self)
+            else:
+                return visitor.visitChildren(self)
+
+
+
+
+    def hogqlxTagAttribute(self):
+
+        localctx = HogQLParser.HogqlxTagAttributeContext(self, self._ctx, self.state)
+        self.enterRule(localctx, 84, self.RULE_hogqlxTagAttribute)
+        try:
+            self.state = 824
+            self._errHandler.sync(self)
+            la_ = self._interp.adaptivePredict(self._input,98,self._ctx)
+            if la_ == 1:
+                self.enterOuterAlt(localctx, 1)
+                self.state = 813
+                self.identifier()
+                self.state = 814
+                self.match(HogQLParser.EQ_SINGLE)
+                self.state = 815
+                self.match(HogQLParser.STRING_LITERAL)
+                pass
+
+            elif la_ == 2:
+                self.enterOuterAlt(localctx, 2)
+                self.state = 817
+                self.identifier()
+                self.state = 818
+                self.match(HogQLParser.EQ_SINGLE)
+                self.state = 819
+                self.match(HogQLParser.LBRACE)
+                self.state = 820
+                self.columnExpr(0)
+                self.state = 821
+                self.match(HogQLParser.RBRACE)
+                pass
+
+            elif la_ == 3:
+                self.enterOuterAlt(localctx, 3)
+                self.state = 823
+                self.identifier()
+                pass
+
+
+        except RecognitionException as re:
+            localctx.exception = re
+            self._errHandler.reportError(self, re)
+            self._errHandler.recover(self, re)
+        finally:
+            self.exitRule()
+        return localctx
+
+
     class WithExprListContext(ParserRuleContext):
         __slots__ = 'parser'
 
@@ -5931,21 +6144,21 @@ def accept(self, visitor:ParseTreeVisitor):
     def withExprList(self):
 
         localctx = HogQLParser.WithExprListContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 82, self.RULE_withExprList)
+        self.enterRule(localctx, 86, self.RULE_withExprList)
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 794
+            self.state = 826
             self.withExpr()
-            self.state = 799
+            self.state = 831
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             while _la==206:
-                self.state = 795
+                self.state = 827
                 self.match(HogQLParser.COMMA)
-                self.state = 796
+                self.state = 828
                 self.withExpr()
-                self.state = 801
+                self.state = 833
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
 
@@ -6027,34 +6240,34 @@ def accept(self, visitor:ParseTreeVisitor):
     def withExpr(self):
 
         localctx = HogQLParser.WithExprContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 84, self.RULE_withExpr)
+        self.enterRule(localctx, 88, self.RULE_withExpr)
         try:
-            self.state = 812
+            self.state = 844
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,98,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,100,self._ctx)
             if la_ == 1:
                 localctx = HogQLParser.WithExprSubqueryContext(self, localctx)
                 self.enterOuterAlt(localctx, 1)
-                self.state = 802
+                self.state = 834
                 self.identifier()
-                self.state = 803
+                self.state = 835
                 self.match(HogQLParser.AS)
-                self.state = 804
+                self.state = 836
                 self.match(HogQLParser.LPAREN)
-                self.state = 805
+                self.state = 837
                 self.selectUnionStmt()
-                self.state = 806
+                self.state = 838
                 self.match(HogQLParser.RPAREN)
                 pass
 
             elif la_ == 2:
                 localctx = HogQLParser.WithExprColumnContext(self, localctx)
                 self.enterOuterAlt(localctx, 2)
-                self.state = 808
+                self.state = 840
                 self.columnExpr(0)
-                self.state = 809
+                self.state = 841
                 self.match(HogQLParser.AS)
-                self.state = 810
+                self.state = 842
                 self.identifier()
                 pass
 
@@ -6075,8 +6288,9 @@ def __init__(self, parser, parent:ParserRuleContext=None, invokingState:int=-1):
             super().__init__(parent, invokingState)
             self.parser = parser
 
-        def PLACEHOLDER(self):
-            return self.getToken(HogQLParser.PLACEHOLDER, 0)
+        def placeholder(self):
+            return self.getTypedRuleContext(HogQLParser.PlaceholderContext,0)
+
 
         def nestedIdentifier(self):
             return self.getTypedRuleContext(HogQLParser.NestedIdentifierContext,0)
@@ -6104,29 +6318,29 @@ def accept(self, visitor:ParseTreeVisitor):
     def columnIdentifier(self):
 
         localctx = HogQLParser.ColumnIdentifierContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 86, self.RULE_columnIdentifier)
+        self.enterRule(localctx, 90, self.RULE_columnIdentifier)
         try:
-            self.state = 821
+            self.state = 853
             self._errHandler.sync(self)
             token = self._input.LA(1)
-            if token in [200]:
+            if token in [218]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 814
-                self.match(HogQLParser.PLACEHOLDER)
+                self.state = 846
+                self.placeholder()
                 pass
-            elif token in [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 114, 115, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 194]:
+            elif token in [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 114, 115, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 195]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 818
+                self.state = 850
                 self._errHandler.sync(self)
-                la_ = self._interp.adaptivePredict(self._input,99,self._ctx)
+                la_ = self._interp.adaptivePredict(self._input,101,self._ctx)
                 if la_ == 1:
-                    self.state = 815
+                    self.state = 847
                     self.tableIdentifier()
-                    self.state = 816
+                    self.state = 848
                     self.match(HogQLParser.DOT)
 
 
-                self.state = 820
+                self.state = 852
                 self.nestedIdentifier()
                 pass
             else:
@@ -6176,23 +6390,23 @@ def accept(self, visitor:ParseTreeVisitor):
     def nestedIdentifier(self):
 
         localctx = HogQLParser.NestedIdentifierContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 88, self.RULE_nestedIdentifier)
+        self.enterRule(localctx, 92, self.RULE_nestedIdentifier)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 823
+            self.state = 855
             self.identifier()
-            self.state = 828
+            self.state = 860
             self._errHandler.sync(self)
-            _alt = self._interp.adaptivePredict(self._input,101,self._ctx)
+            _alt = self._interp.adaptivePredict(self._input,103,self._ctx)
             while _alt!=2 and _alt!=ATN.INVALID_ALT_NUMBER:
                 if _alt==1:
-                    self.state = 824
+                    self.state = 856
                     self.match(HogQLParser.DOT)
-                    self.state = 825
+                    self.state = 857
                     self.identifier() 
-                self.state = 830
+                self.state = 862
                 self._errHandler.sync(self)
-                _alt = self._interp.adaptivePredict(self._input,101,self._ctx)
+                _alt = self._interp.adaptivePredict(self._input,103,self._ctx)
 
         except RecognitionException as re:
             localctx.exception = re
@@ -6219,6 +6433,23 @@ def copyFrom(self, ctx:ParserRuleContext):
             super().copyFrom(ctx)
 
 
+    class TableExprTagContext(TableExprContext):
+
+        def __init__(self, parser, ctx:ParserRuleContext): # actually a HogQLParser.TableExprContext
+            super().__init__(parser)
+            self.copyFrom(ctx)
+
+        def hogqlxTagElement(self):
+            return self.getTypedRuleContext(HogQLParser.HogqlxTagElementContext,0)
+
+
+        def accept(self, visitor:ParseTreeVisitor):
+            if hasattr( visitor, "visitTableExprTag" ):
+                return visitor.visitTableExprTag(self)
+            else:
+                return visitor.visitChildren(self)
+
+
     class TableExprIdentifierContext(TableExprContext):
 
         def __init__(self, parser, ctx:ParserRuleContext): # actually a HogQLParser.TableExprContext
@@ -6242,8 +6473,9 @@ def __init__(self, parser, ctx:ParserRuleContext): # actually a HogQLParser.Tabl
             super().__init__(parser)
             self.copyFrom(ctx)
 
-        def PLACEHOLDER(self):
-            return self.getToken(HogQLParser.PLACEHOLDER, 0)
+        def placeholder(self):
+            return self.getTypedRuleContext(HogQLParser.PlaceholderContext,0)
+
 
         def accept(self, visitor:ParseTreeVisitor):
             if hasattr( visitor, "visitTableExprPlaceholder" ):
@@ -6321,19 +6553,19 @@ def tableExpr(self, _p:int=0):
         _parentState = self.state
         localctx = HogQLParser.TableExprContext(self, self._ctx, _parentState)
         _prevctx = localctx
-        _startState = 90
-        self.enterRecursionRule(localctx, 90, self.RULE_tableExpr, _p)
+        _startState = 94
+        self.enterRecursionRule(localctx, 94, self.RULE_tableExpr, _p)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 839
+            self.state = 872
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,102,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,104,self._ctx)
             if la_ == 1:
                 localctx = HogQLParser.TableExprIdentifierContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
 
-                self.state = 832
+                self.state = 864
                 self.tableIdentifier()
                 pass
 
@@ -6341,7 +6573,7 @@ def tableExpr(self, _p:int=0):
                 localctx = HogQLParser.TableExprFunctionContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 833
+                self.state = 865
                 self.tableFunctionExpr()
                 pass
 
@@ -6349,27 +6581,35 @@ def tableExpr(self, _p:int=0):
                 localctx = HogQLParser.TableExprSubqueryContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 834
+                self.state = 866
                 self.match(HogQLParser.LPAREN)
-                self.state = 835
+                self.state = 867
                 self.selectUnionStmt()
-                self.state = 836
+                self.state = 868
                 self.match(HogQLParser.RPAREN)
                 pass
 
             elif la_ == 4:
+                localctx = HogQLParser.TableExprTagContext(self, localctx)
+                self._ctx = localctx
+                _prevctx = localctx
+                self.state = 870
+                self.hogqlxTagElement()
+                pass
+
+            elif la_ == 5:
                 localctx = HogQLParser.TableExprPlaceholderContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 838
-                self.match(HogQLParser.PLACEHOLDER)
+                self.state = 871
+                self.placeholder()
                 pass
 
 
             self._ctx.stop = self._input.LT(-1)
-            self.state = 849
+            self.state = 882
             self._errHandler.sync(self)
-            _alt = self._interp.adaptivePredict(self._input,104,self._ctx)
+            _alt = self._interp.adaptivePredict(self._input,106,self._ctx)
             while _alt!=2 and _alt!=ATN.INVALID_ALT_NUMBER:
                 if _alt==1:
                     if self._parseListeners is not None:
@@ -6377,29 +6617,29 @@ def tableExpr(self, _p:int=0):
                     _prevctx = localctx
                     localctx = HogQLParser.TableExprAliasContext(self, HogQLParser.TableExprContext(self, _parentctx, _parentState))
                     self.pushNewRecursionContext(localctx, _startState, self.RULE_tableExpr)
-                    self.state = 841
-                    if not self.precpred(self._ctx, 2):
+                    self.state = 874
+                    if not self.precpred(self._ctx, 3):
                         from antlr4.error.Errors import FailedPredicateException
-                        raise FailedPredicateException(self, "self.precpred(self._ctx, 2)")
-                    self.state = 845
+                        raise FailedPredicateException(self, "self.precpred(self._ctx, 3)")
+                    self.state = 878
                     self._errHandler.sync(self)
                     token = self._input.LA(1)
-                    if token in [36, 62, 77, 91, 194]:
-                        self.state = 842
+                    if token in [36, 62, 77, 91, 195]:
+                        self.state = 875
                         self.alias()
                         pass
                     elif token in [10]:
-                        self.state = 843
+                        self.state = 876
                         self.match(HogQLParser.AS)
-                        self.state = 844
+                        self.state = 877
                         self.identifier()
                         pass
                     else:
                         raise NoViableAltException(self)
              
-                self.state = 851
+                self.state = 884
                 self._errHandler.sync(self)
-                _alt = self._interp.adaptivePredict(self._input,104,self._ctx)
+                _alt = self._interp.adaptivePredict(self._input,106,self._ctx)
 
         except RecognitionException as re:
             localctx.exception = re
@@ -6446,23 +6686,23 @@ def accept(self, visitor:ParseTreeVisitor):
     def tableFunctionExpr(self):
 
         localctx = HogQLParser.TableFunctionExprContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 92, self.RULE_tableFunctionExpr)
+        self.enterRule(localctx, 96, self.RULE_tableFunctionExpr)
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 852
+            self.state = 885
             self.identifier()
-            self.state = 853
+            self.state = 886
             self.match(HogQLParser.LPAREN)
-            self.state = 855
+            self.state = 888
             self._errHandler.sync(self)
             _la = self._input.LA(1)
-            if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 69122459133) != 0):
-                self.state = 854
+            if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 70263309817) != 0):
+                self.state = 887
                 self.tableArgList()
 
 
-            self.state = 857
+            self.state = 890
             self.match(HogQLParser.RPAREN)
         except RecognitionException as re:
             localctx.exception = re
@@ -6506,20 +6746,20 @@ def accept(self, visitor:ParseTreeVisitor):
     def tableIdentifier(self):
 
         localctx = HogQLParser.TableIdentifierContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 94, self.RULE_tableIdentifier)
+        self.enterRule(localctx, 98, self.RULE_tableIdentifier)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 862
+            self.state = 895
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,106,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,108,self._ctx)
             if la_ == 1:
-                self.state = 859
+                self.state = 892
                 self.databaseIdentifier()
-                self.state = 860
+                self.state = 893
                 self.match(HogQLParser.DOT)
 
 
-            self.state = 864
+            self.state = 897
             self.identifier()
         except RecognitionException as re:
             localctx.exception = re
@@ -6565,21 +6805,21 @@ def accept(self, visitor:ParseTreeVisitor):
     def tableArgList(self):
 
         localctx = HogQLParser.TableArgListContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 96, self.RULE_tableArgList)
+        self.enterRule(localctx, 100, self.RULE_tableArgList)
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 866
+            self.state = 899
             self.columnExpr(0)
-            self.state = 871
+            self.state = 904
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             while _la==206:
-                self.state = 867
+                self.state = 900
                 self.match(HogQLParser.COMMA)
-                self.state = 868
+                self.state = 901
                 self.columnExpr(0)
-                self.state = 873
+                self.state = 906
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
 
@@ -6618,10 +6858,10 @@ def accept(self, visitor:ParseTreeVisitor):
     def databaseIdentifier(self):
 
         localctx = HogQLParser.DatabaseIdentifierContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 98, self.RULE_databaseIdentifier)
+        self.enterRule(localctx, 102, self.RULE_databaseIdentifier)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 874
+            self.state = 907
             self.identifier()
         except RecognitionException as re:
             localctx.exception = re
@@ -6669,42 +6909,42 @@ def accept(self, visitor:ParseTreeVisitor):
     def floatingLiteral(self):
 
         localctx = HogQLParser.FloatingLiteralContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 100, self.RULE_floatingLiteral)
+        self.enterRule(localctx, 104, self.RULE_floatingLiteral)
         self._la = 0 # Token type
         try:
-            self.state = 884
+            self.state = 917
             self._errHandler.sync(self)
             token = self._input.LA(1)
-            if token in [195]:
+            if token in [196]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 876
+                self.state = 909
                 self.match(HogQLParser.FLOATING_LITERAL)
                 pass
             elif token in [210]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 877
+                self.state = 910
                 self.match(HogQLParser.DOT)
-                self.state = 878
+                self.state = 911
                 _la = self._input.LA(1)
-                if not(_la==196 or _la==197):
+                if not(_la==197 or _la==198):
                     self._errHandler.recoverInline(self)
                 else:
                     self._errHandler.reportMatch(self)
                     self.consume()
                 pass
-            elif token in [197]:
+            elif token in [198]:
                 self.enterOuterAlt(localctx, 3)
-                self.state = 879
+                self.state = 912
                 self.match(HogQLParser.DECIMAL_LITERAL)
-                self.state = 880
+                self.state = 913
                 self.match(HogQLParser.DOT)
-                self.state = 882
+                self.state = 915
                 self._errHandler.sync(self)
-                la_ = self._interp.adaptivePredict(self._input,108,self._ctx)
+                la_ = self._interp.adaptivePredict(self._input,110,self._ctx)
                 if la_ == 1:
-                    self.state = 881
+                    self.state = 914
                     _la = self._input.LA(1)
-                    if not(_la==196 or _la==197):
+                    if not(_la==197 or _la==198):
                         self._errHandler.recoverInline(self)
                     else:
                         self._errHandler.reportMatch(self)
@@ -6771,15 +7011,15 @@ def accept(self, visitor:ParseTreeVisitor):
     def numberLiteral(self):
 
         localctx = HogQLParser.NumberLiteralContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 102, self.RULE_numberLiteral)
+        self.enterRule(localctx, 106, self.RULE_numberLiteral)
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 887
+            self.state = 920
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==208 or _la==228:
-                self.state = 886
+                self.state = 919
                 _la = self._input.LA(1)
                 if not(_la==208 or _la==228):
                     self._errHandler.recoverInline(self)
@@ -6788,36 +7028,36 @@ def numberLiteral(self):
                     self.consume()
 
 
-            self.state = 895
+            self.state = 928
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,111,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,113,self._ctx)
             if la_ == 1:
-                self.state = 889
+                self.state = 922
                 self.floatingLiteral()
                 pass
 
             elif la_ == 2:
-                self.state = 890
+                self.state = 923
                 self.match(HogQLParser.OCTAL_LITERAL)
                 pass
 
             elif la_ == 3:
-                self.state = 891
+                self.state = 924
                 self.match(HogQLParser.DECIMAL_LITERAL)
                 pass
 
             elif la_ == 4:
-                self.state = 892
+                self.state = 925
                 self.match(HogQLParser.HEXADECIMAL_LITERAL)
                 pass
 
             elif la_ == 5:
-                self.state = 893
+                self.state = 926
                 self.match(HogQLParser.INF)
                 pass
 
             elif la_ == 6:
-                self.state = 894
+                self.state = 927
                 self.match(HogQLParser.NAN_SQL)
                 pass
 
@@ -6863,24 +7103,24 @@ def accept(self, visitor:ParseTreeVisitor):
     def literal(self):
 
         localctx = HogQLParser.LiteralContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 104, self.RULE_literal)
+        self.enterRule(localctx, 108, self.RULE_literal)
         try:
-            self.state = 900
+            self.state = 933
             self._errHandler.sync(self)
             token = self._input.LA(1)
-            if token in [82, 113, 195, 196, 197, 198, 208, 210, 228]:
+            if token in [82, 113, 196, 197, 198, 199, 208, 210, 228]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 897
+                self.state = 930
                 self.numberLiteral()
                 pass
-            elif token in [199]:
+            elif token in [200]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 898
+                self.state = 931
                 self.match(HogQLParser.STRING_LITERAL)
                 pass
             elif token in [116]:
                 self.enterOuterAlt(localctx, 3)
-                self.state = 899
+                self.state = 932
                 self.match(HogQLParser.NULL_SQL)
                 pass
             else:
@@ -6941,11 +7181,11 @@ def accept(self, visitor:ParseTreeVisitor):
     def interval(self):
 
         localctx = HogQLParser.IntervalContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 106, self.RULE_interval)
+        self.enterRule(localctx, 110, self.RULE_interval)
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 902
+            self.state = 935
             _la = self._input.LA(1)
             if not(_la==37 or ((((_la - 76)) & ~0x3f) == 0 and ((1 << (_la - 76)) & 72057615512764417) != 0) or ((((_la - 145)) & ~0x3f) == 0 and ((1 << (_la - 145)) & 36283883716609) != 0)):
                 self._errHandler.recoverInline(self)
@@ -7517,11 +7757,11 @@ def accept(self, visitor:ParseTreeVisitor):
     def keyword(self):
 
         localctx = HogQLParser.KeywordContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 108, self.RULE_keyword)
+        self.enterRule(localctx, 112, self.RULE_keyword)
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 904
+            self.state = 937
             _la = self._input.LA(1)
             if not(((((_la - 2)) & ~0x3f) == 0 and ((1 << (_la - 2)) & -34368126977) != 0) or ((((_la - 66)) & ~0x3f) == 0 and ((1 << (_la - 66)) & -1288627627820033) != 0) or ((((_la - 130)) & ~0x3f) == 0 and ((1 << (_la - 130)) & 8034421735228932089) != 0)):
                 self._errHandler.recoverInline(self)
@@ -7571,11 +7811,11 @@ def accept(self, visitor:ParseTreeVisitor):
     def keywordForAlias(self):
 
         localctx = HogQLParser.KeywordForAliasContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 110, self.RULE_keywordForAlias)
+        self.enterRule(localctx, 114, self.RULE_keywordForAlias)
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 906
+            self.state = 939
             _la = self._input.LA(1)
             if not(((((_la - 36)) & ~0x3f) == 0 and ((1 << (_la - 36)) & 36030996109328385) != 0)):
                 self._errHandler.recoverInline(self)
@@ -7620,19 +7860,19 @@ def accept(self, visitor:ParseTreeVisitor):
     def alias(self):
 
         localctx = HogQLParser.AliasContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 112, self.RULE_alias)
+        self.enterRule(localctx, 116, self.RULE_alias)
         try:
-            self.state = 910
+            self.state = 943
             self._errHandler.sync(self)
             token = self._input.LA(1)
-            if token in [194]:
+            if token in [195]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 908
+                self.state = 941
                 self.match(HogQLParser.IDENTIFIER)
                 pass
             elif token in [36, 62, 77, 91]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 909
+                self.state = 942
                 self.keywordForAlias()
                 pass
             else:
@@ -7680,24 +7920,24 @@ def accept(self, visitor:ParseTreeVisitor):
     def identifier(self):
 
         localctx = HogQLParser.IdentifierContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 114, self.RULE_identifier)
+        self.enterRule(localctx, 118, self.RULE_identifier)
         try:
-            self.state = 915
+            self.state = 948
             self._errHandler.sync(self)
             token = self._input.LA(1)
-            if token in [194]:
+            if token in [195]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 912
+                self.state = 945
                 self.match(HogQLParser.IDENTIFIER)
                 pass
             elif token in [37, 76, 108, 110, 132, 145, 185, 190]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 913
+                self.state = 946
                 self.interval()
                 pass
             elif token in [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 77, 78, 79, 80, 81, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 109, 111, 112, 114, 115, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 186, 187, 188, 189, 191, 192]:
                 self.enterOuterAlt(localctx, 3)
-                self.state = 914
+                self.state = 947
                 self.keyword()
                 pass
             else:
@@ -7744,14 +7984,14 @@ def accept(self, visitor:ParseTreeVisitor):
     def enumValue(self):
 
         localctx = HogQLParser.EnumValueContext(self, self._ctx, self.state)
-        self.enterRule(localctx, 116, self.RULE_enumValue)
+        self.enterRule(localctx, 120, self.RULE_enumValue)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 917
+            self.state = 950
             self.match(HogQLParser.STRING_LITERAL)
-            self.state = 918
+            self.state = 951
             self.match(HogQLParser.EQ_SINGLE)
-            self.state = 919
+            self.state = 952
             self.numberLiteral()
         except RecognitionException as re:
             localctx.exception = re
@@ -7762,13 +8002,63 @@ def enumValue(self):
         return localctx
 
 
+    class PlaceholderContext(ParserRuleContext):
+        __slots__ = 'parser'
+
+        def __init__(self, parser, parent:ParserRuleContext=None, invokingState:int=-1):
+            super().__init__(parent, invokingState)
+            self.parser = parser
+
+        def LBRACE(self):
+            return self.getToken(HogQLParser.LBRACE, 0)
+
+        def identifier(self):
+            return self.getTypedRuleContext(HogQLParser.IdentifierContext,0)
+
+
+        def RBRACE(self):
+            return self.getToken(HogQLParser.RBRACE, 0)
+
+        def getRuleIndex(self):
+            return HogQLParser.RULE_placeholder
+
+        def accept(self, visitor:ParseTreeVisitor):
+            if hasattr( visitor, "visitPlaceholder" ):
+                return visitor.visitPlaceholder(self)
+            else:
+                return visitor.visitChildren(self)
+
+
+
+
+    def placeholder(self):
+
+        localctx = HogQLParser.PlaceholderContext(self, self._ctx, self.state)
+        self.enterRule(localctx, 122, self.RULE_placeholder)
+        try:
+            self.enterOuterAlt(localctx, 1)
+            self.state = 954
+            self.match(HogQLParser.LBRACE)
+            self.state = 955
+            self.identifier()
+            self.state = 956
+            self.match(HogQLParser.RBRACE)
+        except RecognitionException as re:
+            localctx.exception = re
+            self._errHandler.reportError(self, re)
+            self._errHandler.recover(self, re)
+        finally:
+            self.exitRule()
+        return localctx
+
+
 
     def sempred(self, localctx:RuleContext, ruleIndex:int, predIndex:int):
         if self._predicates == None:
             self._predicates = dict()
         self._predicates[18] = self.joinExpr_sempred
         self._predicates[37] = self.columnExpr_sempred
-        self._predicates[45] = self.tableExpr_sempred
+        self._predicates[47] = self.tableExpr_sempred
         pred = self._predicates.get(ruleIndex, None)
         if pred is None:
             raise Exception("No predicate with index:" + str(ruleIndex))
@@ -7839,7 +8129,7 @@ def columnExpr_sempred(self, localctx:ColumnExprContext, predIndex:int):
 
     def tableExpr_sempred(self, localctx:TableExprContext, predIndex:int):
             if predIndex == 15:
-                return self.precpred(self._ctx, 2)
+                return self.precpred(self._ctx, 3)
          
 
 
diff --git a/posthog/hogql/grammar/HogQLParser.tokens b/posthog/hogql/grammar/HogQLParser.tokens
index 10fd925b09195..18c9b75ec7548 100644
--- a/posthog/hogql/grammar/HogQLParser.tokens
+++ b/posthog/hogql/grammar/HogQLParser.tokens
@@ -190,14 +190,14 @@ WITH=189
 YEAR=190
 JSON_FALSE=191
 JSON_TRUE=192
-ESCAPE_CHAR=193
-IDENTIFIER=194
-FLOATING_LITERAL=195
-OCTAL_LITERAL=196
-DECIMAL_LITERAL=197
-HEXADECIMAL_LITERAL=198
-STRING_LITERAL=199
-PLACEHOLDER=200
+ESCAPE_CHAR_SINGLE=193
+ESCAPE_CHAR_DOUBLE=194
+IDENTIFIER=195
+FLOATING_LITERAL=196
+OCTAL_LITERAL=197
+DECIMAL_LITERAL=198
+HEXADECIMAL_LITERAL=199
+STRING_LITERAL=200
 ARROW=201
 ASTERISK=202
 BACKQUOTE=203
diff --git a/posthog/hogql/grammar/HogQLParserVisitor.py b/posthog/hogql/grammar/HogQLParserVisitor.py
index 61c17aecae477..2da4cc9721d89 100644
--- a/posthog/hogql/grammar/HogQLParserVisitor.py
+++ b/posthog/hogql/grammar/HogQLParserVisitor.py
@@ -329,6 +329,11 @@ def visitColumnExprTrim(self, ctx:HogQLParser.ColumnExprTrimContext):
         return self.visitChildren(ctx)
 
 
+    # Visit a parse tree produced by HogQLParser#ColumnExprTagElement.
+    def visitColumnExprTagElement(self, ctx:HogQLParser.ColumnExprTagElementContext):
+        return self.visitChildren(ctx)
+
+
     # Visit a parse tree produced by HogQLParser#ColumnExprTuple.
     def visitColumnExprTuple(self, ctx:HogQLParser.ColumnExprTupleContext):
         return self.visitChildren(ctx)
@@ -424,6 +429,16 @@ def visitColumnLambdaExpr(self, ctx:HogQLParser.ColumnLambdaExprContext):
         return self.visitChildren(ctx)
 
 
+    # Visit a parse tree produced by HogQLParser#hogqlxTagElement.
+    def visitHogqlxTagElement(self, ctx:HogQLParser.HogqlxTagElementContext):
+        return self.visitChildren(ctx)
+
+
+    # Visit a parse tree produced by HogQLParser#hogqlxTagAttribute.
+    def visitHogqlxTagAttribute(self, ctx:HogQLParser.HogqlxTagAttributeContext):
+        return self.visitChildren(ctx)
+
+
     # Visit a parse tree produced by HogQLParser#withExprList.
     def visitWithExprList(self, ctx:HogQLParser.WithExprListContext):
         return self.visitChildren(ctx)
@@ -449,6 +464,11 @@ def visitNestedIdentifier(self, ctx:HogQLParser.NestedIdentifierContext):
         return self.visitChildren(ctx)
 
 
+    # Visit a parse tree produced by HogQLParser#TableExprTag.
+    def visitTableExprTag(self, ctx:HogQLParser.TableExprTagContext):
+        return self.visitChildren(ctx)
+
+
     # Visit a parse tree produced by HogQLParser#TableExprIdentifier.
     def visitTableExprIdentifier(self, ctx:HogQLParser.TableExprIdentifierContext):
         return self.visitChildren(ctx)
@@ -539,5 +559,10 @@ def visitEnumValue(self, ctx:HogQLParser.EnumValueContext):
         return self.visitChildren(ctx)
 
 
+    # Visit a parse tree produced by HogQLParser#placeholder.
+    def visitPlaceholder(self, ctx:HogQLParser.PlaceholderContext):
+        return self.visitChildren(ctx)
+
+
 
 del HogQLParser
\ No newline at end of file
diff --git a/posthog/hogql/parser.py b/posthog/hogql/parser.py
index d1d8ef2a1b7a7..bdb405bde1bef 100644
--- a/posthog/hogql/parser.py
+++ b/posthog/hogql/parser.py
@@ -151,7 +151,7 @@ def visit(self, ctx: ParserRuleContext):
             raise e
 
     def visitSelect(self, ctx: HogQLParser.SelectContext):
-        return self.visit(ctx.selectUnionStmt() or ctx.selectStmt())
+        return self.visit(ctx.selectUnionStmt() or ctx.selectStmt() or ctx.hogqlxTagElement())
 
     def visitSelectUnionStmt(self, ctx: HogQLParser.SelectUnionStmtContext):
         select_queries: List[ast.SelectQuery | ast.SelectUnionQuery] = [
@@ -381,8 +381,8 @@ def visitOrderExpr(self, ctx: HogQLParser.OrderExprContext):
         return ast.OrderExpr(expr=self.visit(ctx.columnExpr()), order=cast(Literal["ASC", "DESC"], order))
 
     def visitRatioExpr(self, ctx: HogQLParser.RatioExprContext):
-        if ctx.PLACEHOLDER():
-            return ast.Placeholder(field=parse_string_literal(ctx.PLACEHOLDER()))
+        if ctx.placeholder():
+            return self.visit(ctx.placeholder())
 
         number_literals = ctx.numberLiteral()
 
@@ -744,6 +744,9 @@ def visitColumnExprAsterisk(self, ctx: HogQLParser.ColumnExprAsteriskContext):
             return ast.Field(chain=table + ["*"])
         return ast.Field(chain=["*"])
 
+    def visitColumnExprTagElement(self, ctx: HogQLParser.ColumnExprTagElementContext):
+        return self.visit(ctx.hogqlxTagElement())
+
     def visitColumnArgList(self, ctx: HogQLParser.ColumnArgListContext):
         return [self.visit(arg) for arg in ctx.columnArgExpr()]
 
@@ -774,8 +777,8 @@ def visitWithExprColumn(self, ctx: HogQLParser.WithExprColumnContext):
         return ast.CTE(name=name, expr=expr, cte_type="column")
 
     def visitColumnIdentifier(self, ctx: HogQLParser.ColumnIdentifierContext):
-        if ctx.PLACEHOLDER():
-            return ast.Placeholder(field=parse_string_literal(ctx.PLACEHOLDER()))
+        if ctx.placeholder():
+            return self.visit(ctx.placeholder())
 
         table = self.visit(ctx.tableIdentifier()) if ctx.tableIdentifier() else []
         nested = self.visit(ctx.nestedIdentifier()) if ctx.nestedIdentifier() else []
@@ -801,7 +804,7 @@ def visitTableExprSubquery(self, ctx: HogQLParser.TableExprSubqueryContext):
         return self.visit(ctx.selectUnionStmt())
 
     def visitTableExprPlaceholder(self, ctx: HogQLParser.TableExprPlaceholderContext):
-        return ast.Placeholder(field=parse_string_literal(ctx.PLACEHOLDER()))
+        return self.visit(ctx.placeholder())
 
     def visitTableExprAlias(self, ctx: HogQLParser.TableExprAliasContext):
         alias: str = self.visit(ctx.alias() or ctx.identifier())
@@ -816,6 +819,9 @@ def visitTableExprAlias(self, ctx: HogQLParser.TableExprAliasContext):
     def visitTableExprFunction(self, ctx: HogQLParser.TableExprFunctionContext):
         return self.visit(ctx.tableFunctionExpr())
 
+    def visitTableExprTag(self, ctx: HogQLParser.TableExprTagContext):
+        return self.visit(ctx.hogqlxTagElement())
+
     def visitTableFunctionExpr(self, ctx: HogQLParser.TableFunctionExprContext):
         name = self.visit(ctx.identifier())
         args = self.visit(ctx.tableArgList()) if ctx.tableArgList() else []
@@ -883,3 +889,21 @@ def visitColumnExprNullish(self, ctx: HogQLParser.ColumnExprNullishContext):
             name="ifNull",
             args=[self.visit(ctx.columnExpr(0)), self.visit(ctx.columnExpr(1))],
         )
+
+    def visitHogqlxTagElement(self, ctx: HogQLParser.HogqlxTagElementContext):
+        kind = self.visit(ctx.identifier())
+        attributes = [self.visit(a) for a in ctx.hogqlxTagAttribute()] if ctx.hogqlxTagAttribute() else []
+        return ast.HogQLXTag(kind=kind, attributes=attributes)
+
+    def visitHogqlxTagAttribute(self, ctx: HogQLParser.HogqlxTagAttributeContext):
+        name = self.visit(ctx.identifier())
+        if ctx.columnExpr():
+            return ast.HogQLXAttribute(name=name, value=self.visit(ctx.columnExpr()))
+        elif ctx.STRING_LITERAL():
+            return ast.HogQLXAttribute(name=name, value=ast.Constant(value=parse_string_literal(ctx.STRING_LITERAL())))
+        else:
+            return ast.HogQLXAttribute(name=name, value=ast.Constant(value=True))
+
+    def visitPlaceholder(self, ctx: HogQLParser.PlaceholderContext):
+        name = self.visit(ctx.identifier())
+        return ast.Placeholder(field=name)
diff --git a/posthog/hogql/resolver.py b/posthog/hogql/resolver.py
index 8d971084aa583..ec668c086b973 100644
--- a/posthog/hogql/resolver.py
+++ b/posthog/hogql/resolver.py
@@ -16,7 +16,7 @@
 from posthog.hogql.functions.mapping import validate_function_args
 from posthog.hogql.functions.sparkline import sparkline
 from posthog.hogql.parser import parse_select
-from posthog.hogql.resolver_utils import lookup_cte_by_name, lookup_field_by_name
+from posthog.hogql.resolver_utils import convert_hogqlx_tag, lookup_cte_by_name, lookup_field_by_name
 from posthog.hogql.visitor import CloningVisitor, clone_expr
 from posthog.models.utils import UUIDT
 from posthog.hogql.database.schema.events import EventsTable
@@ -197,6 +197,9 @@ def visit_join_expr(self, node: ast.JoinExpr):
 
         scope = self.scopes[-1]
 
+        if isinstance(node.table, ast.HogQLXTag):
+            node.table = convert_hogqlx_tag(node.table, self.context.team_id)
+
         # If selecting from a CTE, expand and visit the new node
         if isinstance(node.table, ast.Field) and len(node.table.chain) == 1:
             table_name = node.table.chain[0]
@@ -299,6 +302,9 @@ def visit_join_expr(self, node: ast.JoinExpr):
         else:
             raise ResolverException(f"JoinExpr with table of type {type(node.table).__name__} not supported")
 
+    def visit_hogqlx_tag(self, node: ast.HogQLXTag):
+        return self.visit(convert_hogqlx_tag(node, self.context.team_id))
+
     def visit_alias(self, node: ast.Alias):
         """Visit column aliases. SELECT 1, (select 3 as y) as x."""
         if len(self.scopes) == 0:
diff --git a/posthog/hogql/resolver_utils.py b/posthog/hogql/resolver_utils.py
index 2fb8fd6d814f7..e548935742637 100644
--- a/posthog/hogql/resolver_utils.py
+++ b/posthog/hogql/resolver_utils.py
@@ -1,6 +1,9 @@
 from typing import List, Optional
+
+from posthog import schema
 from posthog.hogql import ast
-from posthog.hogql.errors import HogQLException, ResolverException
+from posthog.hogql.errors import HogQLException, ResolverException, SyntaxException
+from posthog.hogql.visitor import clone_expr
 
 
 def lookup_field_by_name(scope: ast.SelectQueryType, name: str) -> Optional[ast.Type]:
@@ -45,3 +48,35 @@ def get_long_table_name(select: ast.SelectQueryType, type: ast.Type) -> str:
         return f"{get_long_table_name(select, type.table_type)}__{type.field}"
     else:
         raise HogQLException(f"Unknown table type in LazyTableResolver: {type.__class__.__name__}")
+
+
+def ast_to_query_node(expr: ast.Expr | ast.HogQLXTag):
+    if isinstance(expr, ast.Constant):
+        return expr.value
+    elif isinstance(expr, ast.Array):
+        return [ast_to_query_node(e) for e in expr.exprs]
+    elif isinstance(expr, ast.Tuple):
+        return tuple(ast_to_query_node(e) for e in expr.exprs)
+    elif isinstance(expr, ast.HogQLXTag):
+        for klass in schema.__dict__.values():
+            if isinstance(klass, type) and issubclass(klass, schema.BaseModel) and klass.__name__ == expr.kind:
+                attributes = expr.to_dict()
+                attributes.pop("kind")
+                attributes = {key: ast_to_query_node(value) for key, value in attributes.items()}
+                return klass(**attributes)
+        raise SyntaxException(f'Tag of kind "{expr.kind}" not found in schema.')
+    else:
+        raise SyntaxException(f'Expression of type "{type(expr).__name__}". Can\'t convert to constant.')
+
+
+def convert_hogqlx_tag(node: ast.HogQLXTag, team_id: int):
+    from posthog.hogql_queries.query_runner import get_query_runner
+    from posthog.models import Team
+
+    try:
+        query_node = ast_to_query_node(node)
+        runner = get_query_runner(query_node, Team.objects.get(pk=team_id))
+        query = clone_expr(runner.to_query(), clear_locations=True)
+        return query
+    except Exception as e:
+        raise ResolverException(f"Error parsing query tag: {e}", start=node.start, end=node.end)
diff --git a/posthog/hogql/test/_test_parser.py b/posthog/hogql/test/_test_parser.py
index 9b5fa20dcf910..bf66375fac1b5 100644
--- a/posthog/hogql/test/_test_parser.py
+++ b/posthog/hogql/test/_test_parser.py
@@ -569,6 +569,14 @@ def test_placeholders(self):
                     right=ast.Constant(value=123),
                 ),
             )
+            self.assertEqual(
+                self._expr("timestamp={timestamp}", {"timestamp": ast.Constant(value=123)}),
+                ast.CompareOperation(
+                    op=ast.CompareOperationOp.Eq,
+                    left=ast.Field(chain=["timestamp"]),
+                    right=ast.Constant(value=123),
+                ),
+            )
 
         def test_intervals(self):
             self.assertEqual(
@@ -1459,10 +1467,70 @@ def test_malformed_sql(self):
             query = "SELEC 2"
             with self.assertRaisesMessage(
                 SyntaxException,
-                "mismatched input 'SELEC' expecting {SELECT, WITH, '('}",
+                "mismatched input 'SELEC' expecting {SELECT, WITH, '(', '<'}",
             ) as e:
                 self._select(query)
             self.assertEqual(e.exception.start, 0)
             self.assertEqual(e.exception.end, 7)
 
+        def test_visit_hogqlx_tag(self):
+            node = self._select("select event from <HogQLQuery query='select event from events' />")
+            table_node = cast(ast.SelectQuery, node).select_from.table
+            assert table_node == ast.HogQLXTag(
+                kind="HogQLQuery",
+                attributes=[ast.HogQLXAttribute(name="query", value=ast.Constant(value="select event from events"))],
+            )
+
+            node2 = self._select("select event from (<HogQLQuery query='select event from events' />)")
+            assert node2 == node
+
+        def test_visit_hogqlx_tag_alias(self):
+            node = self._select("select event from <HogQLQuery query='select event from events' /> as a")
+            table_node = cast(ast.SelectQuery, node).select_from.table
+            alias = cast(ast.SelectQuery, node).select_from.alias
+            assert table_node == ast.HogQLXTag(
+                kind="HogQLQuery",
+                attributes=[ast.HogQLXAttribute(name="query", value=ast.Constant(value="select event from events"))],
+            )
+            assert alias == "a"
+
+            node2 = self._select("select event from <HogQLQuery query='select event from events' /> a")
+            assert node2 == node
+
+        def test_visit_hogqlx_tag_source(self):
+            query = """
+                select id, email from (
+                    <PersonsQuery
+                        select={['id', 'properties.email as email']}
+                        source={
+                            <HogQLQuery query='select distinct person_id from events' />
+                        }
+                    />
+                )
+            """
+            node = self._select(query)
+            table_node = cast(ast.SelectQuery, node).select_from.table
+            assert table_node == ast.HogQLXTag(
+                kind="PersonsQuery",
+                attributes=[
+                    ast.HogQLXAttribute(
+                        name="select",
+                        value=ast.Array(
+                            exprs=[ast.Constant(value="id"), ast.Constant(value="properties.email as email")]
+                        ),
+                    ),
+                    ast.HogQLXAttribute(
+                        name="source",
+                        value=ast.HogQLXTag(
+                            kind="HogQLQuery",
+                            attributes=[
+                                ast.HogQLXAttribute(
+                                    name="query", value=ast.Constant(value="select distinct person_id from events")
+                                )
+                            ],
+                        ),
+                    ),
+                ],
+            )
+
     return TestParser
diff --git a/posthog/hogql/test/test_metadata.py b/posthog/hogql/test/test_metadata.py
index fe440243e909d..7752866f0db18 100644
--- a/posthog/hogql/test/test_metadata.py
+++ b/posthog/hogql/test/test_metadata.py
@@ -73,7 +73,7 @@ def test_metadata_valid_expr_select(self):
                 "inputSelect": "timestamp",
                 "errors": [
                     {
-                        "message": "mismatched input 'timestamp' expecting {SELECT, WITH, '('}",
+                        "message": "mismatched input 'timestamp' expecting {SELECT, WITH, '(', '<'}",
                         "start": 0,
                         "end": 9,
                         "fix": None,
diff --git a/posthog/hogql/test/test_resolver.py b/posthog/hogql/test/test_resolver.py
index 1a946c2c3e769..f2ee1d812ea65 100644
--- a/posthog/hogql/test/test_resolver.py
+++ b/posthog/hogql/test/test_resolver.py
@@ -18,7 +18,7 @@
 )
 from posthog.hogql.visitor import clone_expr
 from posthog.hogql.parser import parse_select
-from posthog.hogql.printer import print_ast
+from posthog.hogql.printer import print_ast, print_prepared_ast
 from posthog.hogql.resolver import ResolverException, resolve_types
 from posthog.test.base import BaseTest
 
@@ -1228,3 +1228,39 @@ def test_field_traverser_double_dot(self):
         assert cast(ast.FieldType, node.select[3].type).resolve_database_field() == DateTimeDatabaseField(
             name="created_at", array=None, nullable=None
         )
+
+    def test_visit_hogqlx_tag(self):
+        node = self._select("select event from <HogQLQuery query='select event from events' />")
+        node = cast(ast.SelectQuery, resolve_types(node, self.context))
+        table_node = cast(ast.SelectQuery, node).select_from.table
+        expected = ast.SelectQuery(
+            select=[ast.Field(chain=["event"])], select_from=ast.JoinExpr(table=ast.Field(chain=["events"]))
+        )
+        assert clone_expr(table_node, clear_types=True) == expected
+
+    def test_visit_hogqlx_tag_alias(self):
+        node = self._select("select event from <HogQLQuery query='select event from events' /> a")
+        node = cast(ast.SelectQuery, resolve_types(node, self.context))
+        assert cast(ast.SelectQuery, node).select_from.alias == "a"
+
+    def test_visit_hogqlx_tag_source(self):
+        query = """
+            select id, email from (
+                <PersonsQuery
+                    select={['id', 'properties.email as email']}
+                    source={
+                        <HogQLQuery query='select distinct person_id from events' />
+                    }
+                />
+            )
+        """
+        node = cast(ast.SelectQuery, resolve_types(self._select(query), self.context))
+        hogql = print_prepared_ast(node, HogQLContext(team_id=self.team.pk, enable_select_queries=True), "hogql")
+        expected = (
+            f"SELECT id, email FROM "
+            f"(SELECT id, properties.email AS email FROM persons WHERE in(id, "
+            f"(SELECT DISTINCT person_id FROM events)"
+            f") ORDER BY id ASC LIMIT 101 OFFSET 0) "
+            f"LIMIT 10000"
+        )
+        assert hogql == expected
diff --git a/posthog/hogql/visitor.py b/posthog/hogql/visitor.py
index db6b1ef6fb72e..ae25dd38cc8d3 100644
--- a/posthog/hogql/visitor.py
+++ b/posthog/hogql/visitor.py
@@ -244,6 +244,13 @@ def visit_window_frame_expr(self, node: ast.WindowFrameExpr):
     def visit_join_constraint(self, node: ast.JoinConstraint):
         self.visit(node.expr)
 
+    def visit_hogqlx_tag(self, node: ast.HogQLXTag):
+        for attribute in node.attributes:
+            self.visit(attribute)
+
+    def visit_hogqlx_attribute(self, node: ast.HogQLXAttribute):
+        self.visit(node.value)
+
 
 class CloningVisitor(Visitor):
     """Visitor that traverses and clones the AST tree. Clears types."""
@@ -512,3 +519,9 @@ def visit_window_frame_expr(self, node: ast.WindowFrameExpr):
 
     def visit_join_constraint(self, node: ast.JoinConstraint):
         return ast.JoinConstraint(expr=self.visit(node.expr))
+
+    def visit_hogqlx_tag(self, node: ast.HogQLXTag):
+        return ast.HogQLXTag(kind=node.kind, attributes=[self.visit(a) for a in node.attributes])
+
+    def visit_hogqlx_attribute(self, node: ast.HogQLXAttribute):
+        return ast.HogQLXAttribute(name=node.name, value=self.visit(node.value))
diff --git a/requirements.in b/requirements.in
index a7c7b18558977..9cedeeaa6ca95 100644
--- a/requirements.in
+++ b/requirements.in
@@ -88,4 +88,4 @@ django-two-factor-auth==1.14.0
 phonenumberslite==8.13.6
 openai==0.27.8
 nh3==0.2.14
-hogql-parser==0.1.9
+hogql-parser==0.1.11
diff --git a/requirements.txt b/requirements.txt
index 4f206a7baef0e..67293519e1b3f 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -251,7 +251,7 @@ gunicorn==20.1.0
     # via -r requirements.in
 h11==0.13.0
     # via wsproto
-hogql-parser==0.1.9
+hogql-parser==0.1.11
     # via -r requirements.in
 idna==2.8
     # via

From 09def8255e170adefcc5c72a591d0f1344b30d0a Mon Sep 17 00:00:00 2001
From: Robbie <robbie.coomber@gmail.com>
Date: Thu, 26 Oct 2023 14:07:08 +0100
Subject: [PATCH 093/133] feat(web-analytics): Add web analytics to posthog3000
 (#18194)

* Add web analytics to posthog 3000

* Use IconPieChart for web analytics
---
 .../navigation-3000/navigationLogic.tsx       | 24 +++++++++++++------
 package.json                                  |  2 +-
 pnpm-lock.yaml                                |  8 +++----
 3 files changed, 22 insertions(+), 12 deletions(-)

diff --git a/frontend/src/layout/navigation-3000/navigationLogic.tsx b/frontend/src/layout/navigation-3000/navigationLogic.tsx
index 7256250703d80..31eb62df2a7bb 100644
--- a/frontend/src/layout/navigation-3000/navigationLogic.tsx
+++ b/frontend/src/layout/navigation-3000/navigationLogic.tsx
@@ -12,19 +12,20 @@ import { sceneLogic } from 'scenes/sceneLogic'
 import { featureFlagLogic } from 'lib/logic/featureFlagLogic'
 import { FEATURE_FLAGS } from 'lib/constants'
 import {
-    IconHome,
+    IconApps,
     IconDashboard,
     IconDatabase,
-    IconApps,
+    IconGraph,
+    IconHome,
+    IconLive,
+    IconPeople,
     IconPerson,
+    IconPieChart,
     IconQuestion,
-    IconPeople,
+    IconRewindPlay,
     IconTestTube,
     IconToggle,
-    IconRewindPlay,
-    IconGraph,
     IconToolbar,
-    IconLive,
 } from '@posthog/icons'
 import { urls } from 'scenes/urls'
 import { annotationsSidebarLogic } from './sidebars/annotations'
@@ -36,6 +37,7 @@ import { featureFlagsSidebarLogic } from './sidebars/featureFlags'
 import { insightsSidebarLogic } from './sidebars/insights'
 import { personsAndGroupsSidebarLogic } from './sidebars/personsAndGroups'
 import { toolbarSidebarLogic } from './sidebars/toolbar'
+import { isNotNil } from 'lib/utils'
 
 /** Multi-segment item keys are joined using this separator for easy comparisons. */
 export const ITEM_KEY_PART_SEPARATOR = '::'
@@ -330,6 +332,14 @@ export const navigation3000Logic = kea<navigation3000LogicType>([
                             logic: isUsingSidebar ? insightsSidebarLogic : undefined,
                             to: isUsingSidebar ? undefined : urls.savedInsights(),
                         },
+                        featureFlags[FEATURE_FLAGS.WEB_ANALYTICS]
+                            ? {
+                                  identifier: Scene.WebAnalytics,
+                                  label: 'Web Analytics',
+                                  icon: <IconPieChart />,
+                                  to: isUsingSidebar ? undefined : urls.webAnalytics(),
+                              }
+                            : null,
                         {
                             identifier: Scene.Replay,
                             label: 'Session Replay',
@@ -357,7 +367,7 @@ export const navigation3000Logic = kea<navigation3000LogicType>([
                             logic: isUsingSidebar ? toolbarSidebarLogic : undefined,
                             to: isUsingSidebar ? undefined : urls.toolbarLaunch(),
                         },
-                    ],
+                    ].filter(isNotNil),
                     [
                         {
                             identifier: Scene.Apps,
diff --git a/package.json b/package.json
index 85796f23468b3..7ad41eeecfa3e 100644
--- a/package.json
+++ b/package.json
@@ -74,7 +74,7 @@
         "@medv/finder": "^2.1.0",
         "@microlink/react-json-view": "^1.21.3",
         "@monaco-editor/react": "4.4.6",
-        "@posthog/icons": "0.1.4",
+        "@posthog/icons": "0.1.21",
         "@posthog/plugin-scaffold": "^1.4.3",
         "@react-hook/size": "^2.1.2",
         "@rrweb/types": "^2.0.0-alpha.11",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index ba38929ba6fa4..728094be3f4de 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -36,8 +36,8 @@ dependencies:
     specifier: 4.4.6
     version: 4.4.6(monaco-editor@0.39.0)(react-dom@16.14.0)(react@16.14.0)
   '@posthog/icons':
-    specifier: 0.1.4
-    version: 0.1.4(react-dom@16.14.0)(react@16.14.0)
+    specifier: 0.1.21
+    version: 0.1.21(react-dom@16.14.0)(react@16.14.0)
   '@posthog/plugin-scaffold':
     specifier: ^1.4.3
     version: 1.4.3
@@ -3348,8 +3348,8 @@ packages:
     resolution: {integrity: sha512-50/17A98tWUfQ176raKiOGXuYpLyyVMkxxG6oylzL3BPOlA6ADGdK7EYunSa4I064xerltq9TGXs8HmOk5E+vw==}
     dev: false
 
-  /@posthog/icons@0.1.4(react-dom@16.14.0)(react@16.14.0):
-    resolution: {integrity: sha512-pSC+6kmg+myTQ4Qdq/jgW5SmD8+NaIL+BNAG2FD+d08W/TdMhDQ77RaJSnNS3jsExHRuebIYQrfaD3dWYf50rg==}
+  /@posthog/icons@0.1.21(react-dom@16.14.0)(react@16.14.0):
+    resolution: {integrity: sha512-tHOSgGyU8LLZzbW0N6OAXkzvcSiQO5aBv8bErdL8tSQd9mE1efSTJNDg8WzFk9xP7AmVmwwqiqt0b4PLXL7kJQ==}
     peerDependencies:
       react: '>=16.14.0'
       react-dom: '>=16.14.0'

From f7fd53680fa3f019468841e3ff6abbb67e44d70b Mon Sep 17 00:00:00 2001
From: Michael Matloka <dev@twixes.com>
Date: Thu, 26 Oct 2023 15:16:23 +0200
Subject: [PATCH 094/133] feat(query-engine): Add sessions timeline query
 (#18131)

* Remove unused `test_journeys.py`

* Add basic sessions timeline query node

* Snapshot sessions timeline test CH queries

* Support filtering by person UUID

* Support informal sessions

* Also fetch event elements

* Fix column names being swallowed in HogQL on timezone conversion

* Include recordings in the sessions timeline

* Move the schema additions to TypeScript

* Tune timeline query

* Simplify `journeys_for` API

* Re-engineer the query to support all cases

* Revert alias preservation change

* Fix existing tests without `event_uuid` specified

* Fix some tests using `journeys_for` failing

* Make `before` and `after` optional

* Fix more tests

* Don't suggest raw HogQL functions in close matches

* Add `to_persons_query`
---
 .../test/test_funnel_correlations_persons.py  |   2 +-
 ee/clickhouse/test/test_journeys.py           | 171 -----
 .../test_clickhouse_funnel_correlation.py     |  13 +-
 .../views/test/test_clickhouse_trends.py      |   2 +-
 frontend/src/queries/schema.json              |  77 +++
 frontend/src/queries/schema.ts                |  28 +
 .../scenes/saved-insights/SavedInsights.tsx   |   6 +
 posthog/hogql/functions/mapping.py            |   6 +
 posthog/hogql/printer.py                      |   5 +-
 posthog/hogql_queries/query_runner.py         |  10 +
 .../sessions_timeline_query_runner.py         | 197 ++++++
 .../test_sessions_timeline_query_runner.ambr  | 434 ++++++++++++
 .../test_sessions_timeline_query_runner.py    | 653 ++++++++++++++++++
 .../queries/funnels/test/breakdown_cases.py   |   3 +-
 .../funnels/test/test_funnel_persons.py       |   1 +
 posthog/schema.py                             |  36 +
 posthog/test/test_journeys.py                 |  22 +-
 17 files changed, 1476 insertions(+), 190 deletions(-)
 delete mode 100644 ee/clickhouse/test/test_journeys.py
 create mode 100644 posthog/hogql_queries/sessions_timeline_query_runner.py
 create mode 100644 posthog/hogql_queries/test/__snapshots__/test_sessions_timeline_query_runner.ambr
 create mode 100644 posthog/hogql_queries/test/test_sessions_timeline_query_runner.py

diff --git a/ee/clickhouse/queries/funnels/test/test_funnel_correlations_persons.py b/ee/clickhouse/queries/funnels/test/test_funnel_correlations_persons.py
index afb7edb977bc1..4617ffde3c2d5 100644
--- a/ee/clickhouse/queries/funnels/test/test_funnel_correlations_persons.py
+++ b/ee/clickhouse/queries/funnels/test/test_funnel_correlations_persons.py
@@ -97,7 +97,7 @@ def _setup_basic_test(self):
             {"event": "negatively_related", "timestamp": datetime(2020, 1, 3, 14)},
             {"event": "paid", "timestamp": datetime(2020, 1, 4, 14)},
         ]
-        journeys_for(events_by_person, self.team)
+        journeys_for(events_by_person, self.team, create_people=False)
 
         return (
             filter,
diff --git a/ee/clickhouse/test/test_journeys.py b/ee/clickhouse/test/test_journeys.py
deleted file mode 100644
index 0056acfc4f2d2..0000000000000
--- a/ee/clickhouse/test/test_journeys.py
+++ /dev/null
@@ -1,171 +0,0 @@
-import dataclasses
-import json
-from datetime import datetime
-from typing import Any, Dict, List
-from uuid import uuid4
-
-from django.utils import timezone
-
-from posthog.client import sync_execute
-from posthog.models import Group, Person, PersonDistinctId, Team
-from posthog.models.event.sql import EVENTS_DATA_TABLE
-from posthog.test.base import _create_event, flush_persons_and_events
-
-
-def journeys_for(
-    events_by_person: Dict[str, List[Dict[str, Any]]],
-    team: Team,
-    create_people: bool = True,
-) -> Dict[str, Person]:
-    """
-    Helper for creating specific events for a team.
-
-    Allows tests to be written in a declarative style
-
-    # these things happened in the past for these people
-    events_by_person = {
-        "person1": [{"some": "events}],
-        "person2": [{"some": "more events}],
-    }
-    journeys_for(events_by_person, team)
-
-    # then the application receives them
-    actual = system_under_test.runs()
-
-    # and we can assert on the results of that
-    ...
-
-    Writing tests in this way reduces duplication in test setup
-    And clarifies the preconditions of the test
-    """
-
-    def _create_event_from_args(**event):
-        return {**event}
-
-    flush_persons_and_events()
-    people = {}
-    events_to_create = []
-    for distinct_id, events in events_by_person.items():
-        if create_people:
-            people[distinct_id] = update_or_create_person(distinct_ids=[distinct_id], team_id=team.pk)
-        else:
-            people[distinct_id] = Person.objects.get(
-                persondistinctid__distinct_id=distinct_id,
-                persondistinctid__team_id=team.pk,
-            )
-
-        for event in events:
-            # Populate group properties as well
-            group_props = {}
-            for property_key, value in (event.get("properties") or {}).items():
-                if property_key.startswith("$group_"):
-                    group_type_index = property_key[-1]
-                    try:
-                        group = Group.objects.get(
-                            team_id=team.pk,
-                            group_type_index=group_type_index,
-                            group_key=value,
-                        )
-                        group_property_key = f"group{group_type_index}_properties"
-                        group_props = {
-                            group_property_key: {
-                                **group.group_properties,
-                                **event.get(group_property_key, {}),
-                            }
-                        }
-
-                    except Group.DoesNotExist:
-                        continue
-
-            if "timestamp" not in event:
-                event["timestamp"] = datetime.now()
-
-            events_to_create.append(
-                _create_event_from_args(
-                    team=team,
-                    distinct_id=distinct_id,
-                    event=event["event"],
-                    timestamp=event["timestamp"],
-                    properties=event.get("properties", {}),
-                    person_id=people[distinct_id].uuid,
-                    person_properties=people[distinct_id].properties or {},
-                    group0_properties=event.get("group0_properties", {}) or group_props.get("group0_properties", {}),
-                    group1_properties=event.get("group1_properties", {}) or group_props.get("group1_properties", {}),
-                    group2_properties=event.get("group2_properties", {}) or group_props.get("group2_properties", {}),
-                    group3_properties=event.get("group3_properties", {}) or group_props.get("group3_properties", {}),
-                    group4_properties=event.get("group4_properties", {}) or group_props.get("group4_properties", {}),
-                )
-            )
-
-    _create_all_events_raw(events_to_create)
-
-    return people
-
-
-def _create_all_events_raw(all_events: List[Dict]):
-    parsed = ""
-    for event in all_events:
-        data: Dict[str, Any] = {
-            "properties": {},
-            "timestamp": timezone.now().strftime("%Y-%m-%d %H:%M:%S.%f"),
-            "person_id": str(uuid4()),
-            "person_properties": {},
-            "group0_properties": {},
-            "group1_properties": {},
-            "group2_properties": {},
-            "group3_properties": {},
-            "group4_properties": {},
-        }
-        data.update(event)
-        in_memory_event = InMemoryEvent(**data)
-        parsed += f"""
-        ('{str(uuid4())}', '{in_memory_event.event}', '{json.dumps(in_memory_event.properties)}', '{in_memory_event.timestamp}', {in_memory_event.team.pk}, '{in_memory_event.distinct_id}', '', '{in_memory_event.person_id}', '{json.dumps(in_memory_event.person_properties)}', '{json.dumps(in_memory_event.group0_properties)}', '{json.dumps(in_memory_event.group1_properties)}', '{json.dumps(in_memory_event.group2_properties)}', '{json.dumps(in_memory_event.group3_properties)}', '{json.dumps(in_memory_event.group4_properties)}', '{timezone.now().strftime("%Y-%m-%d %H:%M:%S.%f")}', now(), 0)
-        """
-
-    sync_execute(
-        f"""
-    INSERT INTO {EVENTS_DATA_TABLE()} (uuid, event, properties, timestamp, team_id, distinct_id, elements_chain, person_id, person_properties, group0_properties, group1_properties, group2_properties, group3_properties, group4_properties, created_at, _timestamp, _offset) VALUES
-    {parsed}
-    """
-    )
-
-
-def create_all_events(all_events: List[dict]):
-    for event in all_events:
-        _create_event(**event)
-
-
-# We collect all events per test into an array and batch create the events to reduce creation time
-@dataclasses.dataclass
-class InMemoryEvent:
-    event: str
-    distinct_id: str
-    team: Team
-    timestamp: str
-    properties: Dict
-    person_id: str
-    person_properties: Dict
-    group0_properties: Dict
-    group1_properties: Dict
-    group2_properties: Dict
-    group3_properties: Dict
-    group4_properties: Dict
-
-
-def update_or_create_person(distinct_ids: List[str], team_id: int, **kwargs):
-    (person, _) = Person.objects.update_or_create(
-        persondistinctid__distinct_id__in=distinct_ids,
-        persondistinctid__team_id=team_id,
-        defaults={**kwargs, "team_id": team_id},
-    )
-    for distinct_id in distinct_ids:
-        PersonDistinctId.objects.update_or_create(
-            distinct_id=distinct_id,
-            team_id=person.team_id,
-            defaults={
-                "person_id": person.id,
-                "team_id": team_id,
-                "distinct_id": distinct_id,
-            },
-        )
-    return person
diff --git a/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_correlation.py b/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_correlation.py
index fcc51e7c7f7fb..829232d1bd94f 100644
--- a/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_correlation.py
+++ b/ee/clickhouse/views/test/funnel/test_clickhouse_funnel_correlation.py
@@ -17,7 +17,7 @@
 from posthog.models.element import Element
 from posthog.models.team import Team
 from posthog.test.base import BaseTest, _create_event, _create_person
-from posthog.test.test_journeys import journeys_for, update_or_create_person
+from posthog.test.test_journeys import journeys_for
 
 
 @pytest.mark.clickhouse_only
@@ -506,16 +506,21 @@ def test_properties_correlation_endpoint_provides_people_drill_down_urls(self):
         with freeze_time("2020-01-01"):
             self.client.force_login(self.user)
 
-            update_or_create_person(
+            _create_person(
                 distinct_ids=["Person 1"],
                 team_id=self.team.pk,
                 properties={"$browser": "1"},
             )
-            update_or_create_person(
+            _create_person(
                 distinct_ids=["Person 2"],
                 team_id=self.team.pk,
                 properties={"$browser": "1"},
             )
+            _create_person(
+                distinct_ids=["Person 3"],
+                team_id=self.team.pk,
+                properties={},
+            )
 
             events = {
                 "Person 1": [
@@ -534,7 +539,7 @@ def test_properties_correlation_endpoint_provides_people_drill_down_urls(self):
                 ],
             }
 
-            journeys_for(events_by_person=events, team=self.team)
+            journeys_for(events_by_person=events, team=self.team, create_people=False)
 
             odds = get_funnel_correlation_ok(
                 client=self.client,
diff --git a/ee/clickhouse/views/test/test_clickhouse_trends.py b/ee/clickhouse/views/test/test_clickhouse_trends.py
index 034234df3929e..75ab015e39a15 100644
--- a/ee/clickhouse/views/test/test_clickhouse_trends.py
+++ b/ee/clickhouse/views/test/test_clickhouse_trends.py
@@ -735,7 +735,7 @@ def test_insight_trends_cumulative(self):
                 }
             ],
         }
-        created_people = journeys_for(events_by_person, self.team)
+        created_people = journeys_for(events_by_person, self.team, create_people=False)
 
         # Total Volume
         with freeze_time("2012-01-15T04:01:34.000Z"):
diff --git a/frontend/src/queries/schema.json b/frontend/src/queries/schema.json
index 899bdf57c13ba..c3d51a73dfabe 100644
--- a/frontend/src/queries/schema.json
+++ b/frontend/src/queries/schema.json
@@ -92,6 +92,9 @@
                 {
                     "$ref": "#/definitions/PersonsQuery"
                 },
+                {
+                    "$ref": "#/definitions/SessionsTimelineQuery"
+                },
                 {
                     "$ref": "#/definitions/HogQLQuery"
                 },
@@ -1881,6 +1884,7 @@
                 "HogQLQuery",
                 "HogQLMetadata",
                 "PersonsQuery",
+                "SessionsTimelineQuery",
                 "DataTableNode",
                 "SavedInsightNode",
                 "InsightVizNode",
@@ -2617,6 +2621,58 @@
             "required": ["key", "operator", "type"],
             "type": "object"
         },
+        "SessionsTimelineQuery": {
+            "additionalProperties": false,
+            "properties": {
+                "after": {
+                    "description": "Only fetch sessions that started after this timestamp (default: '-24h')",
+                    "type": "string"
+                },
+                "before": {
+                    "description": "Only fetch sessions that started before this timestamp (default: '+5s')",
+                    "type": "string"
+                },
+                "kind": {
+                    "const": "SessionsTimelineQuery",
+                    "type": "string"
+                },
+                "personId": {
+                    "description": "Fetch sessions only for a given person",
+                    "type": "string"
+                },
+                "response": {
+                    "$ref": "#/definitions/SessionsTimelineQueryResponse",
+                    "description": "Cached query response"
+                }
+            },
+            "required": ["kind"],
+            "type": "object"
+        },
+        "SessionsTimelineQueryResponse": {
+            "additionalProperties": false,
+            "properties": {
+                "hasMore": {
+                    "type": "boolean"
+                },
+                "hogql": {
+                    "type": "string"
+                },
+                "results": {
+                    "items": {
+                        "$ref": "#/definitions/TimelineEntry"
+                    },
+                    "type": "array"
+                },
+                "timings": {
+                    "items": {
+                        "$ref": "#/definitions/QueryTiming"
+                    },
+                    "type": "array"
+                }
+            },
+            "required": ["results"],
+            "type": "object"
+        },
         "StepOrderValue": {
             "enum": ["strict", "unordered", "ordered"],
             "type": "string"
@@ -2813,6 +2869,27 @@
             "required": ["kind", "source"],
             "type": "object"
         },
+        "TimelineEntry": {
+            "additionalProperties": false,
+            "properties": {
+                "events": {
+                    "items": {
+                        "$ref": "#/definitions/EventType"
+                    },
+                    "type": "array"
+                },
+                "recording_duration_s": {
+                    "description": "Duration of the recording in seconds.",
+                    "type": "number"
+                },
+                "sessionId": {
+                    "description": "Session ID. None means out-of-session events",
+                    "type": "string"
+                }
+            },
+            "required": ["events"],
+            "type": "object"
+        },
         "TrendsFilter": {
             "additionalProperties": false,
             "description": "`TrendsFilterType` minus everything inherited from `FilterType` and `hidden_legend_keys` replaced by `hidden_legend_indexes`",
diff --git a/frontend/src/queries/schema.ts b/frontend/src/queries/schema.ts
index 98ce41024e7ed..1a13b65fddf4c 100644
--- a/frontend/src/queries/schema.ts
+++ b/frontend/src/queries/schema.ts
@@ -45,6 +45,7 @@ export enum NodeKind {
     HogQLQuery = 'HogQLQuery',
     HogQLMetadata = 'HogQLMetadata',
     PersonsQuery = 'PersonsQuery',
+    SessionsTimelineQuery = 'SessionsTimelineQuery',
 
     // Interface nodes
     DataTableNode = 'DataTableNode',
@@ -81,6 +82,7 @@ export type AnyDataNode =
     | TimeToSeeDataSessionsQuery // old API
     | EventsQuery
     | PersonsQuery
+    | SessionsTimelineQuery
     | HogQLQuery
     | HogQLMetadata
     | WebOverviewQuery
@@ -544,6 +546,32 @@ export interface PersonsQuery extends DataNode {
     response?: PersonsQueryResponse
 }
 
+export interface TimelineEntry {
+    /** Session ID. None means out-of-session events */
+    sessionId?: string
+    events: EventType[]
+    /** Duration of the recording in seconds. */
+    recording_duration_s?: number
+}
+
+export interface SessionsTimelineQueryResponse {
+    results: TimelineEntry[]
+    hasMore?: boolean
+    timings?: QueryTiming[]
+    hogql?: string
+}
+
+export interface SessionsTimelineQuery extends DataNode {
+    kind: NodeKind.SessionsTimelineQuery
+    /** Fetch sessions only for a given person */
+    personId?: string
+    /** Only fetch sessions that started after this timestamp (default: '-24h') */
+    after?: string
+    /** Only fetch sessions that started before this timestamp (default: '+5s') */
+    before?: string
+    response?: SessionsTimelineQueryResponse
+}
+
 export type WebAnalyticsPropertyFilters = (EventPropertyFilter | HogQLPropertyFilter)[]
 
 export interface WebAnalyticsQueryBase {
diff --git a/frontend/src/scenes/saved-insights/SavedInsights.tsx b/frontend/src/scenes/saved-insights/SavedInsights.tsx
index 84e2251723ab8..2f01773ebd0b4 100644
--- a/frontend/src/scenes/saved-insights/SavedInsights.tsx
+++ b/frontend/src/scenes/saved-insights/SavedInsights.tsx
@@ -230,6 +230,12 @@ export const QUERY_TYPES_METADATA: Record<NodeKind, InsightTypeMetadata> = {
         icon: IconCoffee,
         inMenu: true,
     },
+    [NodeKind.SessionsTimelineQuery]: {
+        name: 'Sessions',
+        description: 'Sessions timeline query',
+        icon: InsightsTrendsIcon,
+        inMenu: true,
+    },
     [NodeKind.HogQLQuery]: {
         name: 'HogQL',
         description: 'Direct HogQL query',
diff --git a/posthog/hogql/functions/mapping.py b/posthog/hogql/functions/mapping.py
index 5c4933ca981a4..8d8fca037f21a 100644
--- a/posthog/hogql/functions/mapping.py
+++ b/posthog/hogql/functions/mapping.py
@@ -1,4 +1,5 @@
 from dataclasses import dataclass
+from itertools import chain
 from typing import List, Optional, Dict, Tuple, Type
 from posthog.hogql import ast
 from posthog.hogql.base import ConstantType
@@ -139,6 +140,7 @@ class HogQLFunctionMeta:
     "not": HogQLFunctionMeta("not", 1, 1),
     # type conversions
     "toInt": HogQLFunctionMeta("toInt64OrNull", 1, 1),
+    "_toInt64": HogQLFunctionMeta("toInt64", 1, 1),
     "toFloat": HogQLFunctionMeta("toFloat64OrNull", 1, 1),
     "toDecimal": HogQLFunctionMeta("toDecimal64OrNull", 1, 1),
     "toDate": HogQLFunctionMeta(
@@ -727,6 +729,10 @@ class HogQLFunctionMeta:
     "sparkline": HogQLFunctionMeta("sparkline", 1, 1),
 }
 
+ALL_EXPOSED_FUNCTION_NAMES = [
+    name for name in chain(HOGQL_CLICKHOUSE_FUNCTIONS.keys(), HOGQL_AGGREGATIONS.keys()) if not name.startswith("_")
+]
+
 # TODO: Make the below details part of function meta
 # Functions where we use a -OrNull variant by default
 ADD_OR_NULL_DATETIME_FUNCTIONS = (
diff --git a/posthog/hogql/printer.py b/posthog/hogql/printer.py
index a2a541b3b0b41..fa55d34e586a8 100644
--- a/posthog/hogql/printer.py
+++ b/posthog/hogql/printer.py
@@ -29,7 +29,7 @@
     escape_hogql_identifier,
     escape_hogql_string,
 )
-from posthog.hogql.functions.mapping import validate_function_args
+from posthog.hogql.functions.mapping import ALL_EXPOSED_FUNCTION_NAMES, validate_function_args
 from posthog.hogql.resolver import ResolverException, resolve_types
 from posthog.hogql.resolver_utils import lookup_field_by_name
 from posthog.hogql.transforms.in_cohort import resolve_in_cohorts
@@ -778,8 +778,7 @@ def visit_call(self, node: ast.Call):
         elif node.name in HOGQL_POSTHOG_FUNCTIONS:
             raise HogQLException(f"Unexpected unresolved HogQL function '{node.name}(...)'")
         else:
-            all_function_names = list(HOGQL_CLICKHOUSE_FUNCTIONS.keys()) + list(HOGQL_AGGREGATIONS.keys())
-            close_matches = get_close_matches(node.name, all_function_names, 1)
+            close_matches = get_close_matches(node.name, ALL_EXPOSED_FUNCTION_NAMES, 1)
             if len(close_matches) > 0:
                 raise HogQLException(
                     f"Unsupported function call '{node.name}(...)'. Perhaps you meant '{close_matches[0]}(...)'?"
diff --git a/posthog/hogql_queries/query_runner.py b/posthog/hogql_queries/query_runner.py
index a83ab368b6ad0..fe10fdbbba156 100644
--- a/posthog/hogql_queries/query_runner.py
+++ b/posthog/hogql_queries/query_runner.py
@@ -17,6 +17,7 @@
 from posthog.models import Team
 from posthog.schema import (
     QueryTiming,
+    SessionsTimelineQuery,
     TrendsQuery,
     LifecycleQuery,
     WebTopClicksQuery,
@@ -71,6 +72,7 @@ class CachedQueryResponse(QueryResponse):
     LifecycleQuery,
     EventsQuery,
     PersonsQuery,
+    SessionsTimelineQuery,
     WebOverviewQuery,
     WebTopClicksQuery,
     WebStatsTableQuery,
@@ -134,6 +136,14 @@ def get_query_runner(
             timings=timings,
             in_export_context=in_export_context,
         )
+    if kind == "SessionsTimelineQuery":
+        from .sessions_timeline_query_runner import SessionsTimelineQueryRunner
+
+        return SessionsTimelineQueryRunner(
+            query=cast(SessionsTimelineQuery | Dict[str, Any], query),
+            team=team,
+            timings=timings,
+        )
     if kind == "WebOverviewQuery":
         from .web_analytics.web_overview import WebOverviewQueryRunner
 
diff --git a/posthog/hogql_queries/sessions_timeline_query_runner.py b/posthog/hogql_queries/sessions_timeline_query_runner.py
new file mode 100644
index 0000000000000..7d9d1d29a1646
--- /dev/null
+++ b/posthog/hogql_queries/sessions_timeline_query_runner.py
@@ -0,0 +1,197 @@
+from datetime import timedelta
+import json
+from typing import Dict, Optional, Any, cast
+from posthog.api.element import ElementSerializer
+
+
+from posthog.clickhouse.client.connection import Workload
+from posthog.hogql import ast
+from posthog.hogql.parser import parse_select
+from posthog.hogql.query import execute_hogql_query
+from posthog.hogql.timings import HogQLTimings
+from posthog.hogql_queries.query_runner import QueryRunner
+from posthog.models import Team
+from posthog.models.element.element import chain_to_elements
+from posthog.schema import EventType, SessionsTimelineQuery, SessionsTimelineQueryResponse, TimelineEntry
+from posthog.utils import relative_date_parse
+
+
+class SessionsTimelineQueryRunner(QueryRunner):
+    """
+    ## How does the sessions timeline work?
+
+    A formal session on the timeline is defined as a collection of all events with a given session ID.
+    An informal session is defined as a collection of contiguous events that don't have a session ID.
+    Additionally, a new informal session is formed when the time between two consecutive events exceeds 30 minutes
+    (which does not apply to formal sessions).
+
+    > Note that the logic above is not the same as that of Trends session duration.
+    > In Trends, only events with a session ID are considered (i.e. formal sessions).
+
+    Now, the sessions timeline is a sequence of sessions (both formal and informal), starting with ones that started
+    most recently. Events within a session are also ordered with latest first.
+    """
+
+    EVENT_LIMIT = 1000
+
+    query: SessionsTimelineQuery
+    query_type = SessionsTimelineQuery
+
+    def __init__(
+        self,
+        query: SessionsTimelineQuery | Dict[str, Any],
+        team: Team,
+        timings: Optional[HogQLTimings] = None,
+    ):
+        super().__init__(query, team, timings)
+        if isinstance(query, SessionsTimelineQuery):
+            self.query = query
+        else:
+            self.query = SessionsTimelineQuery.model_validate(query)
+
+    def _get_events_subquery(self) -> ast.SelectQuery:
+        after = relative_date_parse(self.query.after or "-24h", self.team.timezone_info)
+        before = relative_date_parse(self.query.before or "-0h", self.team.timezone_info)
+        with self.timings.measure("build_events_subquery"):
+            event_conditions: list[ast.Expr] = [
+                ast.CompareOperation(
+                    op=ast.CompareOperationOp.Gt,
+                    left=ast.Field(chain=["timestamp"]),
+                    right=ast.Constant(value=after),
+                ),
+                ast.CompareOperation(
+                    op=ast.CompareOperationOp.Lt,
+                    left=ast.Field(chain=["timestamp"]),
+                    right=ast.Constant(value=before),
+                ),
+            ]
+            if self.query.personId:
+                event_conditions.append(
+                    ast.CompareOperation(
+                        left=ast.Field(chain=["person_id"]),
+                        right=ast.Constant(value=self.query.personId),
+                        op=ast.CompareOperationOp.Eq,
+                    )
+                )
+            select_query = parse_select(
+                """
+                SELECT
+                    uuid,
+                    person_id AS person_id,
+                    timestamp AS timestamp,
+                    event,
+                    properties,
+                    distinct_id,
+                    elements_chain,
+                    $session_id AS session_id,
+                    lagInFrame($session_id, 1) OVER (
+                        PARTITION BY person_id ORDER BY timestamp
+                    ) AS prev_session_id
+                FROM events
+                WHERE {event_conditions}
+                ORDER BY timestamp DESC
+                LIMIT {event_limit_with_more}""",
+                placeholders={
+                    "event_limit_with_more": ast.Constant(value=self.EVENT_LIMIT + 1),
+                    "event_conditions": ast.And(exprs=event_conditions),
+                },
+            )
+        return cast(ast.SelectQuery, select_query)
+
+    def to_query(self) -> ast.SelectQuery:
+        if self.timings is None:
+            self.timings = HogQLTimings()
+
+        with self.timings.measure("build_sessions_timeline_query"):
+            select_query = parse_select(
+                """
+                SELECT
+                    e.uuid,
+                    e.timestamp,
+                    e.event,
+                    e.properties,
+                    e.distinct_id,
+                    e.elements_chain,
+                    e.session_id AS formal_session_id,
+                    first_value(e.uuid) OVER (
+                        PARTITION BY (e.person_id, session_id_flip_index) ORDER BY _toInt64(timestamp)
+                        RANGE BETWEEN 1800 PRECEDING AND CURRENT ROW /* split informal session after 30+ min */
+                    ) AS informal_session_uuid,
+                    dateDiff('s', sre.start_time, sre.end_time) AS recording_duration_s
+                FROM (
+                    SELECT
+                        *,
+                        sum(session_id = prev_session_id ? 0 : 1) OVER (
+                            PARTITION BY person_id ORDER BY timestamp ROWS UNBOUNDED PRECEDING
+                        ) AS session_id_flip_index
+                    FROM ({events_subquery})
+                ) e
+                LEFT JOIN (
+                    SELECT start_time AS start_time, end_time AS end_time, session_id FROM session_replay_events
+                ) AS sre
+                ON e.session_id = sre.session_id
+                ORDER BY timestamp DESC""",
+                placeholders={"events_subquery": self._get_events_subquery()},
+            )
+        return cast(ast.SelectQuery, select_query)
+
+    def to_persons_query(self):
+        return parse_select(
+            """SELECT DISTINCT person_id FROM {events_subquery}""", {"events_subquery": self._get_events_subquery()}
+        )
+
+    def calculate(self) -> SessionsTimelineQueryResponse:
+        query_result = execute_hogql_query(
+            query=self.to_query(),
+            team=self.team,
+            workload=Workload.ONLINE,
+            query_type="SessionsTimelineQuery",
+            timings=self.timings,
+        )
+        assert query_result.results is not None
+        timeline_entries_map: Dict[str, TimelineEntry] = {}
+        for (
+            uuid,
+            timestamp_parsed,
+            event,
+            properties_raw,
+            distinct_id,
+            elements_chain,
+            formal_session_id,
+            informal_session_id,
+            recording_duration_s,
+        ) in reversed(
+            query_result.results[: self.EVENT_LIMIT]
+        ):  # The last result is a marker of more results
+            entry_id = str(formal_session_id or informal_session_id)
+            if entry_id not in timeline_entries_map:
+                timeline_entries_map[entry_id] = TimelineEntry(
+                    sessionId=formal_session_id or None, events=[], recording_duration_s=recording_duration_s or None
+                )
+            timeline_entries_map[entry_id].events.append(
+                EventType(
+                    id=str(uuid),
+                    distinct_id=distinct_id,
+                    event=event,
+                    timestamp=timestamp_parsed.isoformat(),
+                    properties=json.loads(properties_raw),
+                    elements_chain=elements_chain or None,
+                    elements=ElementSerializer(chain_to_elements(elements_chain), many=True).data,
+                )
+            )
+        timeline_entries = list(reversed(timeline_entries_map.values()))
+        for entry in timeline_entries:
+            entry.events.reverse()
+
+        return SessionsTimelineQueryResponse(
+            results=timeline_entries,
+            hasMore=len(query_result.results) > self.EVENT_LIMIT,
+            timings=self.timings.to_list(),
+            hogql=query_result.hogql,
+        )
+
+    def _is_stale(self, cached_result_package):
+        return True  # TODO: Make sure this is cached
+
+    def _refresh_frequency(self):
+        return timedelta(minutes=1)  # TODO: Make sure this is cached
diff --git a/posthog/hogql_queries/test/__snapshots__/test_sessions_timeline_query_runner.ambr b/posthog/hogql_queries/test/__snapshots__/test_sessions_timeline_query_runner.ambr
new file mode 100644
index 0000000000000..b73f7380c6b6b
--- /dev/null
+++ b/posthog/hogql_queries/test/__snapshots__/test_sessions_timeline_query_runner.ambr
@@ -0,0 +1,434 @@
+# name: TestSessionsTimelineQueryRunner.test_before_and_after
+  '
+  SELECT e.uuid,
+         e.timestamp,
+         e.event,
+         e.properties,
+         e.distinct_id,
+         e.elements_chain,
+         e.session_id AS formal_session_id,
+         first_value(e.uuid) OVER (PARTITION BY tuple(e.person_id, e.session_id_flip_index)
+                                   ORDER BY toInt64(e.timestamp) ASC RANGE BETWEEN 1800 PRECEDING AND CURRENT ROW) AS informal_session_uuid,
+                                  dateDiff('s', sre.start_time, sre.end_time) AS recording_duration_s
+  FROM
+    (SELECT uuid,
+            person_id, timestamp, event,
+                                  properties,
+                                  distinct_id,
+                                  elements_chain,
+                                  session_id,
+                                  prev_session_id,
+                                  sum(if(ifNull(equals(session_id, prev_session_id), isNull(session_id)
+                                                and isNull(prev_session_id)), 0, 1)) OVER (PARTITION BY person_id
+                                                                                           ORDER BY timestamp ASC ROWS UNBOUNDED PRECEDING) AS session_id_flip_index
+     FROM
+       (SELECT events.uuid,
+               events__pdi.person_id AS person_id,
+               toTimeZone(events.timestamp, 'UTC') AS timestamp,
+               events.event,
+               events.properties,
+               events.distinct_id,
+               events.elements_chain,
+               events.`$session_id` AS session_id,
+               lagInFrame(events.`$session_id`, 1) OVER (PARTITION BY person_id
+                                                         ORDER BY timestamp ASC) AS prev_session_id
+        FROM events
+        INNER JOIN
+          (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id,
+                  person_distinct_id2.distinct_id AS distinct_id
+           FROM person_distinct_id2
+           WHERE equals(person_distinct_id2.team_id, 2)
+           GROUP BY person_distinct_id2.distinct_id
+           HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS events__pdi ON equals(events.distinct_id, events__pdi.distinct_id)
+        WHERE and(equals(events.team_id, 2), ifNull(greater(timestamp, toDateTime64('2023-10-01 12:00:00.000000', 6, 'UTC')), 0), ifNull(less(timestamp, toDateTime64('2023-10-01 17:00:00.000000', 6, 'UTC')), 0))
+        ORDER BY timestamp DESC
+        LIMIT 1001)) AS e
+  LEFT JOIN
+    (SELECT toTimeZone(session_replay_events.start_time, 'UTC') AS start_time,
+            toTimeZone(session_replay_events.end_time, 'UTC') AS end_time,
+            session_replay_events.session_id
+     FROM
+       (SELECT min(session_replay_events.min_first_timestamp) AS start_time,
+               max(session_replay_events.max_last_timestamp) AS end_time,
+               session_replay_events.session_id AS session_id
+        FROM session_replay_events
+        WHERE equals(session_replay_events.team_id, 2)
+        GROUP BY session_replay_events.session_id) AS session_replay_events) AS sre ON equals(e.session_id, sre.session_id)
+  ORDER BY e.timestamp DESC
+  LIMIT 100 SETTINGS readonly=2,
+                     max_execution_time=60,
+                     allow_experimental_object_type=1
+  '
+---
+# name: TestSessionsTimelineQueryRunner.test_before_and_after_defaults
+  '
+  SELECT e.uuid,
+         e.timestamp,
+         e.event,
+         e.properties,
+         e.distinct_id,
+         e.elements_chain,
+         e.session_id AS formal_session_id,
+         first_value(e.uuid) OVER (PARTITION BY tuple(e.person_id, e.session_id_flip_index)
+                                   ORDER BY toInt64(e.timestamp) ASC RANGE BETWEEN 1800 PRECEDING AND CURRENT ROW) AS informal_session_uuid,
+                                  dateDiff('s', sre.start_time, sre.end_time) AS recording_duration_s
+  FROM
+    (SELECT uuid,
+            person_id, timestamp, event,
+                                  properties,
+                                  distinct_id,
+                                  elements_chain,
+                                  session_id,
+                                  prev_session_id,
+                                  sum(if(ifNull(equals(session_id, prev_session_id), isNull(session_id)
+                                                and isNull(prev_session_id)), 0, 1)) OVER (PARTITION BY person_id
+                                                                                           ORDER BY timestamp ASC ROWS UNBOUNDED PRECEDING) AS session_id_flip_index
+     FROM
+       (SELECT events.uuid,
+               events__pdi.person_id AS person_id,
+               toTimeZone(events.timestamp, 'UTC') AS timestamp,
+               events.event,
+               events.properties,
+               events.distinct_id,
+               events.elements_chain,
+               events.`$session_id` AS session_id,
+               lagInFrame(events.`$session_id`, 1) OVER (PARTITION BY person_id
+                                                         ORDER BY timestamp ASC) AS prev_session_id
+        FROM events
+        INNER JOIN
+          (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id,
+                  person_distinct_id2.distinct_id AS distinct_id
+           FROM person_distinct_id2
+           WHERE equals(person_distinct_id2.team_id, 2)
+           GROUP BY person_distinct_id2.distinct_id
+           HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS events__pdi ON equals(events.distinct_id, events__pdi.distinct_id)
+        WHERE and(equals(events.team_id, 2), ifNull(greater(timestamp, toDateTime64('2023-09-30 16:00:00.000000', 6, 'UTC')), 0), ifNull(less(timestamp, toDateTime64('2023-10-01 16:00:00.000000', 6, 'UTC')), 0))
+        ORDER BY timestamp DESC
+        LIMIT 1001)) AS e
+  LEFT JOIN
+    (SELECT toTimeZone(session_replay_events.start_time, 'UTC') AS start_time,
+            toTimeZone(session_replay_events.end_time, 'UTC') AS end_time,
+            session_replay_events.session_id
+     FROM
+       (SELECT min(session_replay_events.min_first_timestamp) AS start_time,
+               max(session_replay_events.max_last_timestamp) AS end_time,
+               session_replay_events.session_id AS session_id
+        FROM session_replay_events
+        WHERE equals(session_replay_events.team_id, 2)
+        GROUP BY session_replay_events.session_id) AS session_replay_events) AS sre ON equals(e.session_id, sre.session_id)
+  ORDER BY e.timestamp DESC
+  LIMIT 100 SETTINGS readonly=2,
+                     max_execution_time=60,
+                     allow_experimental_object_type=1
+  '
+---
+# name: TestSessionsTimelineQueryRunner.test_event_limit_and_has_more
+  '
+  SELECT e.uuid,
+         e.timestamp,
+         e.event,
+         e.properties,
+         e.distinct_id,
+         e.elements_chain,
+         e.session_id AS formal_session_id,
+         first_value(e.uuid) OVER (PARTITION BY tuple(e.person_id, e.session_id_flip_index)
+                                   ORDER BY toInt64(e.timestamp) ASC RANGE BETWEEN 1800 PRECEDING AND CURRENT ROW) AS informal_session_uuid,
+                                  dateDiff('s', sre.start_time, sre.end_time) AS recording_duration_s
+  FROM
+    (SELECT uuid,
+            person_id, timestamp, event,
+                                  properties,
+                                  distinct_id,
+                                  elements_chain,
+                                  session_id,
+                                  prev_session_id,
+                                  sum(if(ifNull(equals(session_id, prev_session_id), isNull(session_id)
+                                                and isNull(prev_session_id)), 0, 1)) OVER (PARTITION BY person_id
+                                                                                           ORDER BY timestamp ASC ROWS UNBOUNDED PRECEDING) AS session_id_flip_index
+     FROM
+       (SELECT events.uuid,
+               events__pdi.person_id AS person_id,
+               toTimeZone(events.timestamp, 'UTC') AS timestamp,
+               events.event,
+               events.properties,
+               events.distinct_id,
+               events.elements_chain,
+               events.`$session_id` AS session_id,
+               lagInFrame(events.`$session_id`, 1) OVER (PARTITION BY person_id
+                                                         ORDER BY timestamp ASC) AS prev_session_id
+        FROM events
+        INNER JOIN
+          (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id,
+                  person_distinct_id2.distinct_id AS distinct_id
+           FROM person_distinct_id2
+           WHERE equals(person_distinct_id2.team_id, 2)
+           GROUP BY person_distinct_id2.distinct_id
+           HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS events__pdi ON equals(events.distinct_id, events__pdi.distinct_id)
+        WHERE and(equals(events.team_id, 2), ifNull(greater(timestamp, toDateTime64('2023-10-01 06:00:00.000000', 6, 'UTC')), 0), ifNull(less(timestamp, toDateTime64('2023-10-02 06:00:00.000000', 6, 'UTC')), 0))
+        ORDER BY timestamp DESC
+        LIMIT 3)) AS e
+  LEFT JOIN
+    (SELECT toTimeZone(session_replay_events.start_time, 'UTC') AS start_time,
+            toTimeZone(session_replay_events.end_time, 'UTC') AS end_time,
+            session_replay_events.session_id
+     FROM
+       (SELECT min(session_replay_events.min_first_timestamp) AS start_time,
+               max(session_replay_events.max_last_timestamp) AS end_time,
+               session_replay_events.session_id AS session_id
+        FROM session_replay_events
+        WHERE equals(session_replay_events.team_id, 2)
+        GROUP BY session_replay_events.session_id) AS session_replay_events) AS sre ON equals(e.session_id, sre.session_id)
+  ORDER BY e.timestamp DESC
+  LIMIT 100 SETTINGS readonly=2,
+                     max_execution_time=60,
+                     allow_experimental_object_type=1
+  '
+---
+# name: TestSessionsTimelineQueryRunner.test_formal_and_informal_sessions_global
+  '
+  SELECT e.uuid,
+         e.timestamp,
+         e.event,
+         e.properties,
+         e.distinct_id,
+         e.elements_chain,
+         e.session_id AS formal_session_id,
+         first_value(e.uuid) OVER (PARTITION BY tuple(e.person_id, e.session_id_flip_index)
+                                   ORDER BY toInt64(e.timestamp) ASC RANGE BETWEEN 1800 PRECEDING AND CURRENT ROW) AS informal_session_uuid,
+                                  dateDiff('s', sre.start_time, sre.end_time) AS recording_duration_s
+  FROM
+    (SELECT uuid,
+            person_id, timestamp, event,
+                                  properties,
+                                  distinct_id,
+                                  elements_chain,
+                                  session_id,
+                                  prev_session_id,
+                                  sum(if(ifNull(equals(session_id, prev_session_id), isNull(session_id)
+                                                and isNull(prev_session_id)), 0, 1)) OVER (PARTITION BY person_id
+                                                                                           ORDER BY timestamp ASC ROWS UNBOUNDED PRECEDING) AS session_id_flip_index
+     FROM
+       (SELECT events.uuid,
+               events__pdi.person_id AS person_id,
+               toTimeZone(events.timestamp, 'UTC') AS timestamp,
+               events.event,
+               events.properties,
+               events.distinct_id,
+               events.elements_chain,
+               events.`$session_id` AS session_id,
+               lagInFrame(events.`$session_id`, 1) OVER (PARTITION BY person_id
+                                                         ORDER BY timestamp ASC) AS prev_session_id
+        FROM events
+        INNER JOIN
+          (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id,
+                  person_distinct_id2.distinct_id AS distinct_id
+           FROM person_distinct_id2
+           WHERE equals(person_distinct_id2.team_id, 2)
+           GROUP BY person_distinct_id2.distinct_id
+           HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS events__pdi ON equals(events.distinct_id, events__pdi.distinct_id)
+        WHERE and(equals(events.team_id, 2), ifNull(greater(timestamp, toDateTime64('2023-10-01 06:00:00.000000', 6, 'UTC')), 0), ifNull(less(timestamp, toDateTime64('2023-10-02 06:00:00.000000', 6, 'UTC')), 0))
+        ORDER BY timestamp DESC
+        LIMIT 1001)) AS e
+  LEFT JOIN
+    (SELECT toTimeZone(session_replay_events.start_time, 'UTC') AS start_time,
+            toTimeZone(session_replay_events.end_time, 'UTC') AS end_time,
+            session_replay_events.session_id
+     FROM
+       (SELECT min(session_replay_events.min_first_timestamp) AS start_time,
+               max(session_replay_events.max_last_timestamp) AS end_time,
+               session_replay_events.session_id AS session_id
+        FROM session_replay_events
+        WHERE equals(session_replay_events.team_id, 2)
+        GROUP BY session_replay_events.session_id) AS session_replay_events) AS sre ON equals(e.session_id, sre.session_id)
+  ORDER BY e.timestamp DESC
+  LIMIT 100 SETTINGS readonly=2,
+                     max_execution_time=60,
+                     allow_experimental_object_type=1
+  '
+---
+# name: TestSessionsTimelineQueryRunner.test_formal_session_with_recording
+  '
+  SELECT e.uuid,
+         e.timestamp,
+         e.event,
+         e.properties,
+         e.distinct_id,
+         e.elements_chain,
+         e.session_id AS formal_session_id,
+         first_value(e.uuid) OVER (PARTITION BY tuple(e.person_id, e.session_id_flip_index)
+                                   ORDER BY toInt64(e.timestamp) ASC RANGE BETWEEN 1800 PRECEDING AND CURRENT ROW) AS informal_session_uuid,
+                                  dateDiff('s', sre.start_time, sre.end_time) AS recording_duration_s
+  FROM
+    (SELECT uuid,
+            person_id, timestamp, event,
+                                  properties,
+                                  distinct_id,
+                                  elements_chain,
+                                  session_id,
+                                  prev_session_id,
+                                  sum(if(ifNull(equals(session_id, prev_session_id), isNull(session_id)
+                                                and isNull(prev_session_id)), 0, 1)) OVER (PARTITION BY person_id
+                                                                                           ORDER BY timestamp ASC ROWS UNBOUNDED PRECEDING) AS session_id_flip_index
+     FROM
+       (SELECT events.uuid,
+               events__pdi.person_id AS person_id,
+               toTimeZone(events.timestamp, 'UTC') AS timestamp,
+               events.event,
+               events.properties,
+               events.distinct_id,
+               events.elements_chain,
+               events.`$session_id` AS session_id,
+               lagInFrame(events.`$session_id`, 1) OVER (PARTITION BY person_id
+                                                         ORDER BY timestamp ASC) AS prev_session_id
+        FROM events
+        INNER JOIN
+          (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id,
+                  person_distinct_id2.distinct_id AS distinct_id
+           FROM person_distinct_id2
+           WHERE equals(person_distinct_id2.team_id, 2)
+           GROUP BY person_distinct_id2.distinct_id
+           HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS events__pdi ON equals(events.distinct_id, events__pdi.distinct_id)
+        WHERE and(equals(events.team_id, 2), ifNull(greater(timestamp, toDateTime64('2023-10-01 06:00:00.000000', 6, 'UTC')), 0), ifNull(less(timestamp, toDateTime64('2023-10-02 06:00:00.000000', 6, 'UTC')), 0))
+        ORDER BY timestamp DESC
+        LIMIT 1001)) AS e
+  LEFT JOIN
+    (SELECT toTimeZone(session_replay_events.start_time, 'UTC') AS start_time,
+            toTimeZone(session_replay_events.end_time, 'UTC') AS end_time,
+            session_replay_events.session_id
+     FROM
+       (SELECT min(session_replay_events.min_first_timestamp) AS start_time,
+               max(session_replay_events.max_last_timestamp) AS end_time,
+               session_replay_events.session_id AS session_id
+        FROM session_replay_events
+        WHERE equals(session_replay_events.team_id, 2)
+        GROUP BY session_replay_events.session_id) AS session_replay_events) AS sre ON equals(e.session_id, sre.session_id)
+  ORDER BY e.timestamp DESC
+  LIMIT 100 SETTINGS readonly=2,
+                     max_execution_time=60,
+                     allow_experimental_object_type=1
+  '
+---
+# name: TestSessionsTimelineQueryRunner.test_formal_sessions_for_person
+  '
+  SELECT e.uuid,
+         e.timestamp,
+         e.event,
+         e.properties,
+         e.distinct_id,
+         e.elements_chain,
+         e.session_id AS formal_session_id,
+         first_value(e.uuid) OVER (PARTITION BY tuple(e.person_id, e.session_id_flip_index)
+                                   ORDER BY toInt64(e.timestamp) ASC RANGE BETWEEN 1800 PRECEDING AND CURRENT ROW) AS informal_session_uuid,
+                                  dateDiff('s', sre.start_time, sre.end_time) AS recording_duration_s
+  FROM
+    (SELECT uuid,
+            person_id, timestamp, event,
+                                  properties,
+                                  distinct_id,
+                                  elements_chain,
+                                  session_id,
+                                  prev_session_id,
+                                  sum(if(ifNull(equals(session_id, prev_session_id), isNull(session_id)
+                                                and isNull(prev_session_id)), 0, 1)) OVER (PARTITION BY person_id
+                                                                                           ORDER BY timestamp ASC ROWS UNBOUNDED PRECEDING) AS session_id_flip_index
+     FROM
+       (SELECT events.uuid,
+               events__pdi.person_id AS person_id,
+               toTimeZone(events.timestamp, 'UTC') AS timestamp,
+               events.event,
+               events.properties,
+               events.distinct_id,
+               events.elements_chain,
+               events.`$session_id` AS session_id,
+               lagInFrame(events.`$session_id`, 1) OVER (PARTITION BY person_id
+                                                         ORDER BY timestamp ASC) AS prev_session_id
+        FROM events
+        INNER JOIN
+          (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id,
+                  person_distinct_id2.distinct_id AS distinct_id
+           FROM person_distinct_id2
+           WHERE equals(person_distinct_id2.team_id, 2)
+           GROUP BY person_distinct_id2.distinct_id
+           HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS events__pdi ON equals(events.distinct_id, events__pdi.distinct_id)
+        WHERE and(equals(events.team_id, 2), ifNull(greater(timestamp, toDateTime64('2023-10-01 06:00:00.000000', 6, 'UTC')), 0), ifNull(less(timestamp, toDateTime64('2023-10-02 06:00:00.000000', 6, 'UTC')), 0), ifNull(equals(person_id, 'd63e1ecf-f92f-1e50-71f9-501e16e9aebe'), 0))
+        ORDER BY timestamp DESC
+        LIMIT 1001)) AS e
+  LEFT JOIN
+    (SELECT toTimeZone(session_replay_events.start_time, 'UTC') AS start_time,
+            toTimeZone(session_replay_events.end_time, 'UTC') AS end_time,
+            session_replay_events.session_id
+     FROM
+       (SELECT min(session_replay_events.min_first_timestamp) AS start_time,
+               max(session_replay_events.max_last_timestamp) AS end_time,
+               session_replay_events.session_id AS session_id
+        FROM session_replay_events
+        WHERE equals(session_replay_events.team_id, 2)
+        GROUP BY session_replay_events.session_id) AS session_replay_events) AS sre ON equals(e.session_id, sre.session_id)
+  ORDER BY e.timestamp DESC
+  LIMIT 100 SETTINGS readonly=2,
+                     max_execution_time=60,
+                     allow_experimental_object_type=1
+  '
+---
+# name: TestSessionsTimelineQueryRunner.test_formal_sessions_global
+  '
+  SELECT e.uuid,
+         e.timestamp,
+         e.event,
+         e.properties,
+         e.distinct_id,
+         e.elements_chain,
+         e.session_id AS formal_session_id,
+         first_value(e.uuid) OVER (PARTITION BY tuple(e.person_id, e.session_id_flip_index)
+                                   ORDER BY toInt64(e.timestamp) ASC RANGE BETWEEN 1800 PRECEDING AND CURRENT ROW) AS informal_session_uuid,
+                                  dateDiff('s', sre.start_time, sre.end_time) AS recording_duration_s
+  FROM
+    (SELECT uuid,
+            person_id, timestamp, event,
+                                  properties,
+                                  distinct_id,
+                                  elements_chain,
+                                  session_id,
+                                  prev_session_id,
+                                  sum(if(ifNull(equals(session_id, prev_session_id), isNull(session_id)
+                                                and isNull(prev_session_id)), 0, 1)) OVER (PARTITION BY person_id
+                                                                                           ORDER BY timestamp ASC ROWS UNBOUNDED PRECEDING) AS session_id_flip_index
+     FROM
+       (SELECT events.uuid,
+               events__pdi.person_id AS person_id,
+               toTimeZone(events.timestamp, 'UTC') AS timestamp,
+               events.event,
+               events.properties,
+               events.distinct_id,
+               events.elements_chain,
+               events.`$session_id` AS session_id,
+               lagInFrame(events.`$session_id`, 1) OVER (PARTITION BY person_id
+                                                         ORDER BY timestamp ASC) AS prev_session_id
+        FROM events
+        INNER JOIN
+          (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id,
+                  person_distinct_id2.distinct_id AS distinct_id
+           FROM person_distinct_id2
+           WHERE equals(person_distinct_id2.team_id, 2)
+           GROUP BY person_distinct_id2.distinct_id
+           HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS events__pdi ON equals(events.distinct_id, events__pdi.distinct_id)
+        WHERE and(equals(events.team_id, 2), ifNull(greater(timestamp, toDateTime64('2023-10-01 06:00:00.000000', 6, 'UTC')), 0), ifNull(less(timestamp, toDateTime64('2023-10-02 06:00:00.000000', 6, 'UTC')), 0))
+        ORDER BY timestamp DESC
+        LIMIT 1001)) AS e
+  LEFT JOIN
+    (SELECT toTimeZone(session_replay_events.start_time, 'UTC') AS start_time,
+            toTimeZone(session_replay_events.end_time, 'UTC') AS end_time,
+            session_replay_events.session_id
+     FROM
+       (SELECT min(session_replay_events.min_first_timestamp) AS start_time,
+               max(session_replay_events.max_last_timestamp) AS end_time,
+               session_replay_events.session_id AS session_id
+        FROM session_replay_events
+        WHERE equals(session_replay_events.team_id, 2)
+        GROUP BY session_replay_events.session_id) AS session_replay_events) AS sre ON equals(e.session_id, sre.session_id)
+  ORDER BY e.timestamp DESC
+  LIMIT 100 SETTINGS readonly=2,
+                     max_execution_time=60,
+                     allow_experimental_object_type=1
+  '
+---
diff --git a/posthog/hogql_queries/test/test_sessions_timeline_query_runner.py b/posthog/hogql_queries/test/test_sessions_timeline_query_runner.py
new file mode 100644
index 0000000000000..075d556d739b9
--- /dev/null
+++ b/posthog/hogql_queries/test/test_sessions_timeline_query_runner.py
@@ -0,0 +1,653 @@
+from unittest.mock import patch
+
+from freezegun import freeze_time
+from posthog.hogql_queries.sessions_timeline_query_runner import SessionsTimelineQueryRunner
+from posthog.schema import EventType, SessionsTimelineQuery, TimelineEntry
+from posthog.session_recordings.queries.test.session_replay_sql import produce_replay_summary
+from posthog.test.base import APIBaseTest, ClickhouseTestMixin, snapshot_clickhouse_queries
+from posthog.test.test_journeys import journeys_for
+
+
+class TestSessionsTimelineQueryRunner(ClickhouseTestMixin, APIBaseTest):
+    def _create_runner(self, query: SessionsTimelineQuery) -> SessionsTimelineQueryRunner:
+        return SessionsTimelineQueryRunner(team=self.team, query=query)
+
+    @snapshot_clickhouse_queries
+    def test_formal_sessions_global(self):
+        journeys_for(
+            team=self.team,
+            events_by_person={
+                "person1": [
+                    # The sessions are sorted most recently started to least,
+                    # while events within most recent to least recent
+                    {
+                        "event_uuid": "6e6e645b-2936-4613-b409-b33f4d9a0f18",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 12:00:00",
+                        "properties": {"$session_id": "s1"},
+                    },
+                    {
+                        "event_uuid": "c15119f2-b243-4547-ab46-1b29a0435948",
+                        "event": "user signed up",
+                        "timestamp": "2023-10-01 13:00:00",
+                        "properties": {"$session_id": "s1"},
+                    },
+                    {
+                        "event_uuid": "b826a13e-aae3-4766-b407-0d3a582140e4",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 14:00:00",
+                        "properties": {"$session_id": "s1"},
+                    },
+                    {
+                        "event_uuid": "e1208e6b-8101-4dde-ba21-c47781bb5bad",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 17:00:00",
+                        "properties": {"$session_id": "s2"},
+                    },
+                ],
+                "person2": [  # Partly overlapping with person1
+                    {
+                        "event_uuid": "605f6843-bf83-4d7b-b9a0-4d6f7f57415f",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 13:30:00",
+                        "properties": {"$session_id": "s3"},
+                    },
+                    {
+                        "event_uuid": "04dde300-a6c3-4372-9366-80472c2d02b1",
+                        "event": "did important thing",
+                        "timestamp": "2023-10-02 02:00:00",
+                        "properties": {"$session_id": "s3"},
+                    },
+                ],
+            },
+        )
+
+        runner = self._create_runner(SessionsTimelineQuery(before="2023-10-02T06:00:00Z", after="2023-10-01T06:00:00Z"))
+        response = runner.calculate()
+
+        assert response.results == [
+            TimelineEntry(
+                sessionId="s2",
+                events=[
+                    EventType(
+                        id="e1208e6b-8101-4dde-ba21-c47781bb5bad",
+                        distinct_id="person1",
+                        event="$pageview",
+                        timestamp="2023-10-01T17:00:00+00:00",
+                        properties={"$session_id": "s2"},
+                        elements=[],
+                    )
+                ],
+                recording_duration_s=None,
+            ),
+            TimelineEntry(
+                sessionId="s3",
+                events=[
+                    EventType(
+                        id="04dde300-a6c3-4372-9366-80472c2d02b1",
+                        distinct_id="person2",
+                        event="did important thing",
+                        timestamp="2023-10-02T02:00:00+00:00",
+                        properties={"$session_id": "s3"},
+                        elements=[],
+                    ),
+                    EventType(
+                        id="605f6843-bf83-4d7b-b9a0-4d6f7f57415f",
+                        distinct_id="person2",
+                        event="$pageview",
+                        timestamp="2023-10-01T13:30:00+00:00",
+                        properties={"$session_id": "s3"},
+                        elements=[],
+                    ),
+                ],
+                recording_duration_s=None,
+            ),
+            TimelineEntry(
+                sessionId="s1",
+                events=[
+                    EventType(
+                        id="b826a13e-aae3-4766-b407-0d3a582140e4",
+                        distinct_id="person1",
+                        event="$pageview",
+                        timestamp="2023-10-01T14:00:00+00:00",
+                        properties={"$session_id": "s1"},
+                        elements=[],
+                    ),
+                    EventType(
+                        id="c15119f2-b243-4547-ab46-1b29a0435948",
+                        distinct_id="person1",
+                        event="user signed up",
+                        timestamp="2023-10-01T13:00:00+00:00",
+                        properties={"$session_id": "s1"},
+                        elements=[],
+                    ),
+                    EventType(
+                        id="6e6e645b-2936-4613-b409-b33f4d9a0f18",
+                        distinct_id="person1",
+                        event="$pageview",
+                        timestamp="2023-10-01T12:00:00+00:00",
+                        properties={"$session_id": "s1"},
+                        elements=[],
+                    ),
+                ],
+                recording_duration_s=None,
+            ),
+        ]
+        assert response.hasMore is False
+
+    @snapshot_clickhouse_queries
+    def test_formal_sessions_for_person(self):
+        persons = journeys_for(
+            team=self.team,
+            events_by_person={
+                "person1": [
+                    # The sessions are sorted most recently started to least,
+                    # while events within most recent to least recent
+                    {
+                        "event_uuid": "6e6e645b-2936-4613-b409-b33f4d9a0f18",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 12:00:00",
+                        "properties": {"$session_id": "s1"},
+                    },
+                    {
+                        "event_uuid": "c15119f2-b243-4547-ab46-1b29a0435948",
+                        "event": "user signed up",
+                        "timestamp": "2023-10-01 13:00:00",
+                        "properties": {"$session_id": "s1"},
+                    },
+                    {
+                        "event_uuid": "b826a13e-aae3-4766-b407-0d3a582140e4",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 14:00:00",
+                        "properties": {"$session_id": "s1"},
+                    },
+                    {
+                        "event_uuid": "e1208e6b-8101-4dde-ba21-c47781bb5bad",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 17:00:00",
+                        "properties": {"$session_id": "s2"},
+                    },
+                ],
+                "person2": [  # Partly overlapping with person1
+                    {
+                        "event_uuid": "605f6843-bf83-4d7b-b9a0-4d6f7f57415f",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 13:30:00",
+                        "properties": {"$session_id": "s3"},
+                    },
+                    {
+                        "event_uuid": "04dde300-a6c3-4372-9366-80472c2d02b1",
+                        "event": "did important thing",
+                        "timestamp": "2023-10-02 02:00:00",
+                        "properties": {"$session_id": "s3"},
+                    },
+                ],
+            },
+        )
+        person_1_uuid = str(persons["person1"].uuid)
+
+        runner = self._create_runner(
+            SessionsTimelineQuery(before="2023-10-02T06:00:00Z", after="2023-10-01T06:00:00Z", personId=person_1_uuid)
+        )
+        response = runner.calculate()
+
+        assert response.results == [
+            TimelineEntry(
+                sessionId="s2",
+                events=[
+                    EventType(
+                        id="e1208e6b-8101-4dde-ba21-c47781bb5bad",
+                        distinct_id="person1",
+                        event="$pageview",
+                        timestamp="2023-10-01T17:00:00+00:00",
+                        properties={"$session_id": "s2"},
+                        elements=[],
+                    )
+                ],
+                recording_duration_s=None,
+            ),
+            TimelineEntry(
+                sessionId="s1",
+                events=[
+                    EventType(
+                        id="b826a13e-aae3-4766-b407-0d3a582140e4",
+                        distinct_id="person1",
+                        event="$pageview",
+                        timestamp="2023-10-01T14:00:00+00:00",
+                        properties={"$session_id": "s1"},
+                        elements=[],
+                    ),
+                    EventType(
+                        id="c15119f2-b243-4547-ab46-1b29a0435948",
+                        distinct_id="person1",
+                        event="user signed up",
+                        timestamp="2023-10-01T13:00:00+00:00",
+                        properties={"$session_id": "s1"},
+                        elements=[],
+                    ),
+                    EventType(
+                        id="6e6e645b-2936-4613-b409-b33f4d9a0f18",
+                        distinct_id="person1",
+                        event="$pageview",
+                        timestamp="2023-10-01T12:00:00+00:00",
+                        properties={"$session_id": "s1"},
+                        elements=[],
+                    ),
+                ],
+                recording_duration_s=None,
+            ),
+        ]
+        assert response.hasMore is False
+
+    @snapshot_clickhouse_queries
+    def test_formal_and_informal_sessions_global(self):
+        journeys_for(
+            team=self.team,
+            events_by_person={
+                "person1": [
+                    {
+                        "event_uuid": "6e6e645b-2936-4613-b409-b33f4d9a0f18",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 12:00:00",
+                        "properties": {"$session_id": "s1"},
+                    },
+                    {
+                        "event_uuid": "c15119f2-b243-4547-ab46-1b29a0435948",
+                        "event": "user signed up",
+                        "timestamp": "2023-10-01 13:00:00",
+                        "properties": {},  # No session ID
+                    },
+                    {
+                        "event_uuid": "b826a13e-aae3-4766-b407-0d3a582140e4",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 13:10:00",
+                        "properties": {},  # No session ID - this should be in the same entry as the previous event
+                    },
+                    {
+                        "event_uuid": "fa16ea8a-3fb9-4cb3-9ce6-de25b21e3016",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 13:50:00",
+                        "properties": {},  # No session ID - this should be in a new entry because of 40-minute gap
+                    },
+                    {
+                        "event_uuid": "e1208e6b-8101-4dde-ba21-c47781bb5bad",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 17:00:00",
+                        "properties": {"$session_id": "s2"},
+                    },
+                    {
+                        "event_uuid": "1389d75f-4717-4152-8f21-f3acee936a03",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 18:00:00",
+                        "properties": {},  # No session ID - this should be in a single-event entry
+                    },
+                ],
+                "person2": [
+                    {
+                        "event_uuid": "605f6843-bf83-4d7b-b9a0-4d6f7f57415f",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 13:30:00",
+                        "properties": {"$session_id": "s3"},
+                    },
+                    {
+                        "event_uuid": "04dde300-a6c3-4372-9366-80472c2d02b1",
+                        "event": "did important thing",
+                        "timestamp": "2023-10-01 19:00:00",
+                        "properties": {},  # No session ID - this should be in a single-event entry
+                    },
+                ],
+            },
+        )
+
+        runner = self._create_runner(SessionsTimelineQuery(before="2023-10-02T06:00:00Z", after="2023-10-01T06:00:00Z"))
+        response = runner.calculate()
+
+        assert response.results == [
+            TimelineEntry(
+                sessionId=None,
+                events=[
+                    EventType(
+                        id="04dde300-a6c3-4372-9366-80472c2d02b1",
+                        distinct_id="person2",
+                        event="did important thing",
+                        timestamp="2023-10-01T19:00:00+00:00",
+                        properties={},
+                        elements=[],
+                    )
+                ],
+                recording_duration_s=None,
+            ),
+            TimelineEntry(
+                sessionId=None,
+                events=[
+                    EventType(
+                        id="1389d75f-4717-4152-8f21-f3acee936a03",
+                        distinct_id="person1",
+                        event="$pageview",
+                        timestamp="2023-10-01T18:00:00+00:00",
+                        properties={},
+                        elements=[],
+                    )
+                ],
+                recording_duration_s=None,
+            ),
+            TimelineEntry(
+                sessionId="s2",
+                events=[
+                    EventType(
+                        id="e1208e6b-8101-4dde-ba21-c47781bb5bad",
+                        distinct_id="person1",
+                        event="$pageview",
+                        timestamp="2023-10-01T17:00:00+00:00",
+                        properties={"$session_id": "s2"},
+                        elements=[],
+                    )
+                ],
+                recording_duration_s=None,
+            ),
+            TimelineEntry(
+                sessionId=None,
+                events=[
+                    EventType(
+                        id="fa16ea8a-3fb9-4cb3-9ce6-de25b21e3016",
+                        distinct_id="person1",
+                        event="$pageview",
+                        timestamp="2023-10-01T13:50:00+00:00",
+                        properties={},
+                        elements=[],
+                    )
+                ],
+                recording_duration_s=None,
+            ),
+            TimelineEntry(
+                sessionId="s3",
+                events=[
+                    EventType(
+                        id="605f6843-bf83-4d7b-b9a0-4d6f7f57415f",
+                        distinct_id="person2",
+                        event="$pageview",
+                        timestamp="2023-10-01T13:30:00+00:00",
+                        properties={"$session_id": "s3"},
+                        elements=[],
+                    )
+                ],
+                recording_duration_s=None,
+            ),
+            TimelineEntry(
+                sessionId=None,
+                events=[
+                    EventType(
+                        id="b826a13e-aae3-4766-b407-0d3a582140e4",
+                        distinct_id="person1",
+                        event="$pageview",
+                        timestamp="2023-10-01T13:10:00+00:00",
+                        properties={},
+                        elements=[],
+                    ),
+                    EventType(
+                        id="c15119f2-b243-4547-ab46-1b29a0435948",
+                        distinct_id="person1",
+                        event="user signed up",
+                        timestamp="2023-10-01T13:00:00+00:00",
+                        properties={},
+                        elements=[],
+                    ),
+                ],
+                recording_duration_s=None,
+            ),
+            TimelineEntry(
+                sessionId="s1",
+                events=[
+                    EventType(
+                        id="6e6e645b-2936-4613-b409-b33f4d9a0f18",
+                        distinct_id="person1",
+                        event="$pageview",
+                        timestamp="2023-10-01T12:00:00+00:00",
+                        properties={"$session_id": "s1"},
+                        elements=[],
+                    )
+                ],
+                recording_duration_s=None,
+            ),
+        ]
+        assert response.hasMore is False
+
+    @snapshot_clickhouse_queries
+    def test_formal_session_with_recording(self):
+        journeys_for(
+            team=self.team,
+            events_by_person={
+                "person1": [
+                    {
+                        "event_uuid": "6e6e645b-2936-4613-b409-b33f4d9a0f18",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 12:00:00",
+                        "properties": {"$session_id": "s1"},
+                    },
+                    {
+                        "event_uuid": "c15119f2-b243-4547-ab46-1b29a0435948",
+                        "event": "user signed up",
+                        "timestamp": "2023-10-01 13:00:00",
+                        "properties": {"$session_id": "s1"},
+                    },
+                    {
+                        "event_uuid": "e1208e6b-8101-4dde-ba21-c47781bb5bad",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 17:00:00",
+                        "properties": {"$session_id": "s2"},
+                    },
+                ],
+            },
+        )
+        produce_replay_summary(
+            team_id=self.team.pk,
+            session_id="s1",
+            distinct_id="person1",
+            first_timestamp="2023-10-01 12:30:00",
+            last_timestamp="2023-10-01 12:39:00",
+        )
+
+        runner = self._create_runner(SessionsTimelineQuery(before="2023-10-02T06:00:00Z", after="2023-10-01T06:00:00Z"))
+        response = runner.calculate()
+
+        assert response.results == [
+            TimelineEntry(
+                sessionId="s2",
+                events=[
+                    EventType(
+                        id="e1208e6b-8101-4dde-ba21-c47781bb5bad",
+                        distinct_id="person1",
+                        event="$pageview",
+                        timestamp="2023-10-01T17:00:00+00:00",
+                        properties={"$session_id": "s2"},
+                        elements=[],
+                    )
+                ],
+                recording_duration_s=None,  # No recording
+            ),
+            TimelineEntry(
+                sessionId="s1",
+                events=[
+                    EventType(
+                        id="c15119f2-b243-4547-ab46-1b29a0435948",
+                        distinct_id="person1",
+                        event="user signed up",
+                        timestamp="2023-10-01T13:00:00+00:00",
+                        properties={"$session_id": "s1"},
+                        elements=[],
+                    ),
+                    EventType(
+                        id="6e6e645b-2936-4613-b409-b33f4d9a0f18",
+                        distinct_id="person1",
+                        event="$pageview",
+                        timestamp="2023-10-01T12:00:00+00:00",
+                        properties={"$session_id": "s1"},
+                        elements=[],
+                    ),
+                ],
+                recording_duration_s=540,
+            ),
+        ]
+        assert response.hasMore is False
+
+    @snapshot_clickhouse_queries
+    @patch("posthog.hogql_queries.sessions_timeline_query_runner.SessionsTimelineQueryRunner.EVENT_LIMIT", 2)
+    def test_event_limit_and_has_more(self):
+        journeys_for(
+            team=self.team,
+            events_by_person={
+                "person1": [
+                    {
+                        "event_uuid": "6e6e645b-2936-4613-b409-b33f4d9a0f18",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 12:00:00",
+                        "properties": {"$session_id": "s1"},
+                    },
+                    {
+                        "event_uuid": "c15119f2-b243-4547-ab46-1b29a0435948",
+                        "event": "user signed up",
+                        "timestamp": "2023-10-01 13:00:00",
+                        "properties": {"$session_id": "s1"},
+                    },
+                    {
+                        "event_uuid": "e1208e6b-8101-4dde-ba21-c47781bb5bad",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 17:00:00",
+                        "properties": {"$session_id": "s2"},
+                    },
+                ],
+            },
+        )
+
+        runner = self._create_runner(SessionsTimelineQuery(before="2023-10-02T06:00:00Z", after="2023-10-01T06:00:00Z"))
+        response = runner.calculate()
+
+        assert response.results == [
+            TimelineEntry(
+                sessionId="s2",
+                events=[
+                    EventType(
+                        id="e1208e6b-8101-4dde-ba21-c47781bb5bad",
+                        distinct_id="person1",
+                        event="$pageview",
+                        timestamp="2023-10-01T17:00:00+00:00",
+                        properties={"$session_id": "s2"},
+                        elements=[],
+                    )
+                ],
+                recording_duration_s=None,
+            ),
+            TimelineEntry(
+                sessionId="s1",
+                events=[
+                    EventType(
+                        id="c15119f2-b243-4547-ab46-1b29a0435948",
+                        distinct_id="person1",
+                        event="user signed up",
+                        timestamp="2023-10-01T13:00:00+00:00",
+                        properties={"$session_id": "s1"},
+                        elements=[],
+                    ),
+                    # The 2023-10-01 12:00:00 event is beyond the EVENT_LIMIT of 2
+                ],
+                recording_duration_s=None,
+            ),
+        ]
+        assert response.hasMore is True
+
+    @snapshot_clickhouse_queries
+    def test_before_and_after(self):
+        journeys_for(
+            team=self.team,
+            events_by_person={
+                "person1": [
+                    {
+                        "event_uuid": "6e6e645b-2936-4613-b409-b33f4d9a0f18",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 12:00:00",
+                        "properties": {"$session_id": "s1"},
+                    },
+                    {
+                        "event_uuid": "c15119f2-b243-4547-ab46-1b29a0435948",
+                        "event": "user signed up",
+                        "timestamp": "2023-10-01 13:00:00",
+                        "properties": {"$session_id": "s1"},
+                    },
+                    {
+                        "event_uuid": "e1208e6b-8101-4dde-ba21-c47781bb5bad",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 17:00:00",
+                        "properties": {"$session_id": "s2"},
+                    },
+                ],
+            },
+        )
+
+        runner = self._create_runner(SessionsTimelineQuery(before="2023-10-01T17:00:00Z", after="2023-10-01T12:00:00Z"))
+        response = runner.calculate()
+
+        assert response.results == [
+            TimelineEntry(
+                sessionId="s1",
+                events=[
+                    EventType(
+                        id="c15119f2-b243-4547-ab46-1b29a0435948",
+                        distinct_id="person1",
+                        event="user signed up",
+                        timestamp="2023-10-01T13:00:00+00:00",
+                        properties={"$session_id": "s1"},
+                        elements=[],
+                    ),
+                ],
+                recording_duration_s=None,
+            ),
+        ]
+
+    @snapshot_clickhouse_queries
+    def test_before_and_after_defaults(self):
+        journeys_for(
+            team=self.team,
+            events_by_person={
+                "person1": [
+                    {
+                        "event_uuid": "6e6e645b-2936-4613-b409-b33f4d9a0f18",
+                        "event": "$pageview",
+                        "timestamp": "2023-09-29 23:00:00",
+                        "properties": {"$session_id": "s1"},
+                    },
+                    {
+                        "event_uuid": "c15119f2-b243-4547-ab46-1b29a0435948",
+                        "event": "user signed up",
+                        "timestamp": "2023-10-01 13:00:00",
+                        "properties": {"$session_id": "s1"},
+                    },
+                    {
+                        "event_uuid": "e1208e6b-8101-4dde-ba21-c47781bb5bad",
+                        "event": "$pageview",
+                        "timestamp": "2023-10-01 17:00:00",
+                        "properties": {"$session_id": "s2"},
+                    },
+                ],
+            },
+        )
+
+        with freeze_time("2023-10-01T16:00:00Z"):
+            runner = self._create_runner(SessionsTimelineQuery())
+            response = runner.calculate()
+
+        assert response.results == [
+            TimelineEntry(
+                sessionId="s1",
+                events=[
+                    EventType(
+                        id="c15119f2-b243-4547-ab46-1b29a0435948",
+                        distinct_id="person1",
+                        event="user signed up",
+                        timestamp="2023-10-01T13:00:00+00:00",
+                        properties={"$session_id": "s1"},
+                        elements=[],
+                    ),
+                ],
+                recording_duration_s=None,
+            ),
+        ]
diff --git a/posthog/queries/funnels/test/breakdown_cases.py b/posthog/queries/funnels/test/breakdown_cases.py
index 9f8fd74785f63..273ce3b201601 100644
--- a/posthog/queries/funnels/test/breakdown_cases.py
+++ b/posthog/queries/funnels/test/breakdown_cases.py
@@ -739,7 +739,7 @@ def test_funnel_step_breakdown_person(self):
                     {"event": "play movie", "timestamp": datetime(2020, 1, 2, 16)},
                 ],
             }
-            journeys_for(peoples_journeys, self.team)
+            journeys_for(peoples_journeys, self.team, create_people=False)
 
             result = funnel.run()
 
@@ -1131,6 +1131,7 @@ def test_funnel_cohort_breakdown(self):
             people = journeys_for(
                 {"person1": [{"event": "sign up", "timestamp": datetime(2020, 1, 2, 12)}]},
                 self.team,
+                create_people=False,
             )
 
             cohort = Cohort.objects.create(
diff --git a/posthog/queries/funnels/test/test_funnel_persons.py b/posthog/queries/funnels/test/test_funnel_persons.py
index 995030339484a..46881af6d5b1d 100644
--- a/posthog/queries/funnels/test/test_funnel_persons.py
+++ b/posthog/queries/funnels/test/test_funnel_persons.py
@@ -132,6 +132,7 @@ def _create_browser_breakdown_events(self):
                 ],
             },
             self.team,
+            create_people=False,
         )
 
         return person1, person2
diff --git a/posthog/schema.py b/posthog/schema.py
index 9c5a88143669f..58f4e1dfd5756 100644
--- a/posthog/schema.py
+++ b/posthog/schema.py
@@ -328,6 +328,7 @@ class NodeKind(str, Enum):
     HogQLQuery = "HogQLQuery"
     HogQLMetadata = "HogQLMetadata"
     PersonsQuery = "PersonsQuery"
+    SessionsTimelineQuery = "SessionsTimelineQuery"
     DataTableNode = "DataTableNode"
     SavedInsightNode = "SavedInsightNode"
     InsightVizNode = "InsightVizNode"
@@ -571,6 +572,15 @@ class TimeToSeeDataWaterfallNode(BaseModel):
     source: TimeToSeeDataQuery
 
 
+class TimelineEntry(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    events: List[EventType]
+    recording_duration_s: Optional[float] = Field(default=None, description="Duration of the recording in seconds.")
+    sessionId: Optional[str] = Field(default=None, description="Session ID. None means out-of-session events")
+
+
 class TrendsFilter(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -896,6 +906,16 @@ class RetentionFilter(BaseModel):
     total_intervals: Optional[float] = None
 
 
+class SessionsTimelineQueryResponse(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    hasMore: Optional[bool] = None
+    hogql: Optional[str] = None
+    results: List[TimelineEntry]
+    timings: Optional[List[QueryTiming]] = None
+
+
 class TimeToSeeDataJSONNode(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -1285,6 +1305,21 @@ class PropertyGroupFilterValue(BaseModel):
     ]
 
 
+class SessionsTimelineQuery(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    after: Optional[str] = Field(
+        default=None, description="Only fetch sessions that started after this timestamp (default: '-24h')"
+    )
+    before: Optional[str] = Field(
+        default=None, description="Only fetch sessions that started before this timestamp (default: '+5s')"
+    )
+    kind: Literal["SessionsTimelineQuery"] = "SessionsTimelineQuery"
+    personId: Optional[str] = Field(default=None, description="Fetch sessions only for a given person")
+    response: Optional[SessionsTimelineQueryResponse] = Field(default=None, description="Cached query response")
+
+
 class ActionsNode(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -1803,6 +1838,7 @@ class QuerySchema(RootModel):
             TimeToSeeDataSessionsQuery,
             EventsQuery,
             PersonsQuery,
+            SessionsTimelineQuery,
             HogQLQuery,
             HogQLMetadata,
             WebOverviewQuery,
diff --git a/posthog/test/test_journeys.py b/posthog/test/test_journeys.py
index 784a1d8867d81..6e2122c3b5da9 100644
--- a/posthog/test/test_journeys.py
+++ b/posthog/test/test_journeys.py
@@ -1,8 +1,10 @@
 import dataclasses
+from hashlib import md5
 import json
 from datetime import datetime
+import os
 from typing import Any, Dict, List
-from uuid import uuid4
+from uuid import UUID, uuid4
 
 from django.utils import timezone
 
@@ -38,16 +40,16 @@ def journeys_for(
     Writing tests in this way reduces duplication in test setup
     And clarifies the preconditions of the test
     """
-
-    def _create_event_from_args(**event):
-        return {**event}
-
     flush_persons_and_events()
     people = {}
     events_to_create = []
     for distinct_id, events in events_by_person.items():
         if create_people:
-            people[distinct_id] = update_or_create_person(distinct_ids=[distinct_id], team_id=team.pk)
+            # Create the person UUID from the distinct ID and test path, so that SQL snapshots are deterministic
+            derived_uuid = UUID(bytes=md5((os.environ["PYTEST_CURRENT_TEST"] + distinct_id).encode("utf-8")).digest())
+            people[distinct_id] = update_or_create_person(
+                distinct_ids=[distinct_id], team_id=team.pk, uuid=derived_uuid
+            )
         else:
             people[distinct_id] = Person.objects.get(
                 persondistinctid__distinct_id=distinct_id,
@@ -75,7 +77,8 @@ def _create_event_from_args(**event):
                 event["timestamp"] = datetime.now().strftime("%Y-%m-%d %H:%M:%S.%f")
 
             events_to_create.append(
-                _create_event_from_args(
+                dict(
+                    event_uuid=UUID(event["event_uuid"]) if "event_uuid" in event else uuid4(),
                     team=team,
                     distinct_id=distinct_id,
                     event=event["event"],
@@ -148,7 +151,7 @@ def _create_all_events_raw(all_events: List[Dict]):
                 data[key] = timestamp
         in_memory_event = InMemoryEvent(**data)
         parsed += f"""
-        ('{str(uuid4())}', '{in_memory_event.event}', '{json.dumps(in_memory_event.properties)}', '{in_memory_event.timestamp}', {in_memory_event.team.pk}, '{in_memory_event.distinct_id}', '', '{in_memory_event.person_id}', '{json.dumps(in_memory_event.person_properties)}', '{in_memory_event.person_created_at.strftime("%Y-%m-%d %H:%M:%S.%f")}', '{json.dumps(in_memory_event.group0_properties)}', '{json.dumps(in_memory_event.group1_properties)}', '{json.dumps(in_memory_event.group2_properties)}', '{json.dumps(in_memory_event.group3_properties)}', '{json.dumps(in_memory_event.group4_properties)}', '{in_memory_event.group0_created_at.strftime("%Y-%m-%d %H:%M:%S.%f")}', '{in_memory_event.group1_created_at.strftime("%Y-%m-%d %H:%M:%S.%f")}', '{in_memory_event.group2_created_at.strftime("%Y-%m-%d %H:%M:%S.%f")}', '{in_memory_event.group3_created_at.strftime("%Y-%m-%d %H:%M:%S.%f")}', '{in_memory_event.group4_created_at.strftime("%Y-%m-%d %H:%M:%S.%f")}', '{timezone.now().strftime("%Y-%m-%d %H:%M:%S.%f")}', now(), 0)
+        ('{in_memory_event.event_uuid}', '{in_memory_event.event}', '{json.dumps(in_memory_event.properties)}', '{in_memory_event.timestamp}', {in_memory_event.team.pk}, '{in_memory_event.distinct_id}', '', '{in_memory_event.person_id}', '{json.dumps(in_memory_event.person_properties)}', '{in_memory_event.person_created_at.strftime("%Y-%m-%d %H:%M:%S.%f")}', '{json.dumps(in_memory_event.group0_properties)}', '{json.dumps(in_memory_event.group1_properties)}', '{json.dumps(in_memory_event.group2_properties)}', '{json.dumps(in_memory_event.group3_properties)}', '{json.dumps(in_memory_event.group4_properties)}', '{in_memory_event.group0_created_at.strftime("%Y-%m-%d %H:%M:%S.%f")}', '{in_memory_event.group1_created_at.strftime("%Y-%m-%d %H:%M:%S.%f")}', '{in_memory_event.group2_created_at.strftime("%Y-%m-%d %H:%M:%S.%f")}', '{in_memory_event.group3_created_at.strftime("%Y-%m-%d %H:%M:%S.%f")}', '{in_memory_event.group4_created_at.strftime("%Y-%m-%d %H:%M:%S.%f")}', '{timezone.now().strftime("%Y-%m-%d %H:%M:%S.%f")}', now(), 0)
         """
 
     sync_execute(
@@ -165,8 +168,9 @@ def create_all_events(all_events: List[dict]):
 
 
 # We collect all events per test into an array and batch create the events to reduce creation time
-@dataclasses.dataclass
+@dataclasses.dataclass(kw_only=True)
 class InMemoryEvent:
+    event_uuid: UUID = dataclasses.field(default_factory=uuid4)
     event: str
     distinct_id: str
     team: Team

From eff6dc71aa3851ea2a8d70c0cc6a0907dcda19d1 Mon Sep 17 00:00:00 2001
From: Xavier Vello <xavier.vello@gmail.com>
Date: Thu, 26 Oct 2023 15:31:48 +0200
Subject: [PATCH 095/133] feat(decide): add NEW_ANALYTICS_CAPTURE_SAMPLING_RATE
 option for slower rollout (#18203)

---
 posthog/api/decide.py           |  3 +-
 posthog/api/test/test_decide.py | 58 +++++++++++++++++++++++----------
 posthog/settings/ingestion.py   |  1 +
 3 files changed, 43 insertions(+), 19 deletions(-)

diff --git a/posthog/api/decide.py b/posthog/api/decide.py
index 1f173bdc39016..0991cacd7d9a7 100644
--- a/posthog/api/decide.py
+++ b/posthog/api/decide.py
@@ -222,7 +222,8 @@ def get_decide(request: HttpRequest):
             )
 
             if settings.NEW_ANALYTICS_CAPTURE_TEAM_IDS and str(team.id) in settings.NEW_ANALYTICS_CAPTURE_TEAM_IDS:
-                response["analytics"] = {"endpoint": settings.NEW_ANALYTICS_CAPTURE_ENDPOINT}
+                if random() < settings.NEW_ANALYTICS_CAPTURE_SAMPLING_RATE:
+                    response["analytics"] = {"endpoint": settings.NEW_ANALYTICS_CAPTURE_ENDPOINT}
 
             if team.session_recording_opt_in and (
                 on_permitted_recording_domain(team, request) or not team.recording_domains
diff --git a/posthog/api/test/test_decide.py b/posthog/api/test/test_decide.py
index 78019779fb5f1..804e8e8d86460 100644
--- a/posthog/api/test/test_decide.py
+++ b/posthog/api/test/test_decide.py
@@ -1,25 +1,23 @@
 import base64
 import json
 import random
-from unittest.mock import patch
 import time
-from django.conf import settings
-
+from unittest.mock import patch
 
+import pytest
+from django.conf import settings
 from django.core.cache import cache
 from django.db import connection, connections
 from django.test import TransactionTestCase, TestCase
 from django.test.client import Client
-from rest_framework.test import APIClient
 from freezegun import freeze_time
-import pytest
 from rest_framework import status
-from posthog.models.feature_flag.feature_flag import FeatureFlagHashKeyOverride
-from posthog.models.group.group import Group
-
+from rest_framework.test import APIClient
 
-from posthog.api.test.test_feature_flag import QueryTimeoutWrapper
+from posthog import redis
 from posthog.api.decide import label_for_team_id_to_track
+from posthog.api.test.test_feature_flag import QueryTimeoutWrapper
+from posthog.database_healthcheck import postgres_healthcheck
 from posthog.models import (
     FeatureFlag,
     GroupTypeMapping,
@@ -30,21 +28,16 @@
     PluginSourceFile,
 )
 from posthog.models.cohort.cohort import Cohort
+from posthog.models.feature_flag.feature_flag import FeatureFlagHashKeyOverride
+from posthog.models.group.group import Group
 from posthog.models.organization import Organization, OrganizationMembership
+from posthog.models.person import PersonDistinctId
 from posthog.models.personal_api_key import hash_key_value
 from posthog.models.plugin import sync_team_inject_web_apps
 from posthog.models.team.team import Team
-from posthog.models.person import PersonDistinctId
 from posthog.models.user import User
 from posthog.models.utils import generate_random_token_personal
-from posthog.test.base import (
-    BaseTest,
-    QueryMatchingTest,
-    snapshot_postgres_queries,
-    snapshot_postgres_queries_context,
-)
-from posthog.database_healthcheck import postgres_healthcheck
-from posthog import redis
+from posthog.test.base import BaseTest, QueryMatchingTest, snapshot_postgres_queries, snapshot_postgres_queries_context
 
 
 @patch(
@@ -2943,6 +2936,35 @@ def test_decide_analytics_fire_for_survey_targeting_flags(self, *args):
                 {b"165192618": b"1"},
             )
 
+    @patch("posthog.models.feature_flag.flag_analytics.CACHE_BUCKET_SIZE", 10)
+    def test_decide_new_capture_activation(self, *args):
+        self.client.logout()
+        with self.settings(NEW_ANALYTICS_CAPTURE_TEAM_IDS={str(self.team.id)}, NEW_ANALYTICS_CAPTURE_SAMPLING_RATE=1.0):
+            response = self._post_decide(api_version=3)
+            self.assertEqual(response.status_code, 200)
+            self.assertTrue("analytics" in response.json())
+            self.assertEqual(response.json()["analytics"]["endpoint"], "/i/v0/e/")
+
+        with self.settings(
+            NEW_ANALYTICS_CAPTURE_TEAM_IDS={str(self.team.id)},
+            NEW_ANALYTICS_CAPTURE_SAMPLING_RATE=1.0,
+            NEW_ANALYTICS_CAPTURE_ENDPOINT="/custom",
+        ):
+            response = self._post_decide(api_version=3)
+            self.assertEqual(response.status_code, 200)
+            self.assertTrue("analytics" in response.json())
+            self.assertEqual(response.json()["analytics"]["endpoint"], "/custom")
+
+        with self.settings(NEW_ANALYTICS_CAPTURE_TEAM_IDS={"0"}, NEW_ANALYTICS_CAPTURE_SAMPLING_RATE=1.0):
+            response = self._post_decide(api_version=3)
+            self.assertEqual(response.status_code, 200)
+            self.assertFalse("analytics" in response.json())
+
+        with self.settings(NEW_ANALYTICS_CAPTURE_TEAM_IDS={str(self.team.id)}, NEW_ANALYTICS_CAPTURE_SAMPLING_RATE=0):
+            response = self._post_decide(api_version=3)
+            self.assertEqual(response.status_code, 200)
+            self.assertFalse("analytics" in response.json())
+
 
 class TestDatabaseCheckForDecide(BaseTest, QueryMatchingTest):
     """
diff --git a/posthog/settings/ingestion.py b/posthog/settings/ingestion.py
index b60206d101ae9..bab3d7f2506ae 100644
--- a/posthog/settings/ingestion.py
+++ b/posthog/settings/ingestion.py
@@ -36,3 +36,4 @@
 
 NEW_ANALYTICS_CAPTURE_ENDPOINT = os.getenv("NEW_CAPTURE_ENDPOINT", "/i/v0/e/")
 NEW_ANALYTICS_CAPTURE_TEAM_IDS = get_set(os.getenv("NEW_ANALYTICS_CAPTURE_TEAM_IDS", ""))
+NEW_ANALYTICS_CAPTURE_SAMPLING_RATE = get_from_env("NEW_ANALYTICS_CAPTURE_SAMPLING_RATE", type_cast=float, default=1.0)

From a9a4eea5178c42ffb6d7838e3cb3fd1e955c9585 Mon Sep 17 00:00:00 2001
From: Paul D'Ambra <paul@posthog.com>
Date: Thu, 26 Oct 2023 15:15:09 +0100
Subject: [PATCH 096/133] feat: drop console log events when disabled (#18210)

* feat: drop console log events when disabled

* don't process logs before dropping them

* write tests and as a result fix de-duplication

* overwriting default with default is unnecessary
---
 .../services/console-logs-ingester.ts         |  29 ++-
 .../session-recordings-consumer.ts            |  40 ++--
 .../session-recording/types.ts                |   1 +
 .../src/worker/ingestion/process-event.ts     |   2 +-
 .../src/worker/ingestion/team-manager.ts      |  11 +-
 .../services/console-log-ingester.test.ts     | 209 ++++++++++++++++++
 .../session-recordings-consumer.test.ts       |  13 +-
 7 files changed, 271 insertions(+), 34 deletions(-)
 create mode 100644 plugin-server/tests/main/ingestion-queues/session-recording/services/console-log-ingester.test.ts

diff --git a/plugin-server/src/main/ingestion-queues/session-recording/services/console-logs-ingester.ts b/plugin-server/src/main/ingestion-queues/session-recording/services/console-logs-ingester.ts
index 95b323a1fcdb1..6aab2a1988835 100644
--- a/plugin-server/src/main/ingestion-queues/session-recording/services/console-logs-ingester.ts
+++ b/plugin-server/src/main/ingestion-queues/session-recording/services/console-logs-ingester.ts
@@ -9,7 +9,7 @@ import { retryOnDependencyUnavailableError } from '../../../../kafka/error-handl
 import { createKafkaProducer, disconnectProducer, flushProducer, produce } from '../../../../kafka/producer'
 import { PluginsServerConfig } from '../../../../types'
 import { status } from '../../../../utils/status'
-import { ConsoleLogEntry, gatherConsoleLogEvents } from '../../../../worker/ingestion/process-event'
+import { ConsoleLogEntry, gatherConsoleLogEvents, RRWebEventType } from '../../../../worker/ingestion/process-event'
 import { eventDroppedCounter } from '../../metrics'
 import { IncomingRecordingMessage } from '../types'
 import { OffsetHighWaterMarker } from './offset-high-water-marker'
@@ -30,9 +30,10 @@ function deduplicateConsoleLogEvents(consoleLogEntries: ConsoleLogEntry[]): Cons
     const deduped: ConsoleLogEntry[] = []
 
     for (const cle of consoleLogEntries) {
-        if (!seen.has(cle.message)) {
+        const fingerPrint = `${cle.log_level}-${cle.message}`
+        if (!seen.has(fingerPrint)) {
             deduped.push(cle)
-            seen.add(`${cle.log_level}-${cle.message}`)
+            seen.add(fingerPrint)
         }
     }
     return deduped
@@ -43,6 +44,7 @@ function deduplicateConsoleLogEvents(consoleLogEntries: ConsoleLogEntry[]): Cons
 export class ConsoleLogsIngester {
     producer?: RdKafkaProducer
     enabled: boolean
+
     constructor(
         private readonly serverConfig: PluginsServerConfig,
         private readonly persistentHighWaterMarker: OffsetHighWaterMarker
@@ -83,9 +85,9 @@ export class ConsoleLogsIngester {
                 status.error('🔁', '[console-log-events-ingester] main_loop_error', { error })
 
                 if (error?.isRetriable) {
-                    // We assume the if the error is retriable, then we
+                    // We assume that if the error is retriable, then we
                     // are probably in a state where e.g. Kafka is down
-                    // temporarily and we would rather simply throw and
+                    // temporarily, and we would rather simply throw and
                     // have the process restarted.
                     throw error
                 }
@@ -140,11 +142,26 @@ export class ConsoleLogsIngester {
             return drop('high_water_mark')
         }
 
+        // cheapest possible check for any console logs to avoid parsing the events because...
+        const hasAnyConsoleLogs = event.events.some(
+            (e) => !!e && e.type === RRWebEventType.Plugin && e.data?.plugin === 'rrweb/console@1'
+        )
+
+        if (!hasAnyConsoleLogs) {
+            return
+        }
+
+        // ... we don't want to mark events with no console logs as dropped
+        // this keeps the signal here clean and makes it easier to debug
+        // when we disable a team's console log ingestion
+        if (!event.metadata.consoleLogIngestionEnabled) {
+            return drop('console_log_ingestion_disabled')
+        }
+
         try {
             const consoleLogEvents = deduplicateConsoleLogEvents(
                 gatherConsoleLogEvents(event.team_id, event.session_id, event.events)
             )
-
             consoleLogEventsCounter.inc(consoleLogEvents.length)
 
             return consoleLogEvents.map((cle: ConsoleLogEntry) =>
diff --git a/plugin-server/src/main/ingestion-queues/session-recording/session-recordings-consumer.ts b/plugin-server/src/main/ingestion-queues/session-recording/session-recordings-consumer.ts
index 8af391b834908..ec2d32e878a90 100644
--- a/plugin-server/src/main/ingestion-queues/session-recording/session-recordings-consumer.ts
+++ b/plugin-server/src/main/ingestion-queues/session-recording/session-recordings-consumer.ts
@@ -8,7 +8,6 @@ import { sessionRecordingConsumerConfig } from '../../../config/config'
 import { KAFKA_SESSION_RECORDING_SNAPSHOT_ITEM_EVENTS } from '../../../config/kafka-topics'
 import { BatchConsumer, startBatchConsumer } from '../../../kafka/batch-consumer'
 import { createRdConnectionConfigFromEnvVars } from '../../../kafka/config'
-import { runInstrumentedFunction } from '../../../main/utils'
 import { PipelineEvent, PluginsServerConfig, RawEventMessage, RedisPool, RRWebEvent, TeamId } from '../../../types'
 import { BackgroundRefresher } from '../../../utils/background-refresher'
 import { PostgresRouter } from '../../../utils/db/postgres'
@@ -16,6 +15,7 @@ import { status } from '../../../utils/status'
 import { createRedisPool } from '../../../utils/utils'
 import { fetchTeamTokensWithRecordings } from '../../../worker/ingestion/team-manager'
 import { ObjectStorage } from '../../services/object_storage'
+import { runInstrumentedFunction } from '../../utils'
 import { addSentryBreadcrumbsEventListeners } from '../kafka-metrics'
 import { eventDroppedCounter } from '../metrics'
 import { ConsoleLogsIngester } from './services/console-logs-ingester'
@@ -95,6 +95,11 @@ type PartitionMetrics = {
     lastKnownCommit?: number
 }
 
+export interface TeamIDWithConfig {
+    teamId: TeamId | null
+    consoleLogIngestionEnabled: boolean
+}
+
 export class SessionRecordingIngester {
     redisPool: RedisPool
     sessions: Record<string, SessionManager> = {}
@@ -107,7 +112,7 @@ export class SessionRecordingIngester {
     batchConsumer?: BatchConsumer
     partitionAssignments: Record<number, PartitionMetrics> = {}
     partitionLockInterval: NodeJS.Timer | null = null
-    teamsRefresher: BackgroundRefresher<Record<string, TeamId>>
+    teamsRefresher: BackgroundRefresher<Record<string, TeamIDWithConfig>>
     offsetsRefresher: BackgroundRefresher<Record<number, number>>
     config: PluginsServerConfig
     topic = KAFKA_SESSION_RECORDING_SNAPSHOT_ITEM_EVENTS
@@ -120,7 +125,7 @@ export class SessionRecordingIngester {
         private objectStorage: ObjectStorage
     ) {
         // NOTE: globalServerConfig contains the default pluginServer values, typically not pointing at dedicated resources like kafka or redis
-        // We stil connect to some of the non-dedicated resources such as postgres or the Replay events kafka.
+        // We still connect to some of the non-dedicated resources such as postgres or the Replay events kafka.
         this.config = sessionRecordingConsumerConfig(globalServerConfig)
         this.redisPool = createRedisPool(this.config)
 
@@ -198,7 +203,7 @@ export class SessionRecordingIngester {
             op: 'checkHighWaterMark',
         })
 
-        // Check that we are not below the high water mark for this partition (another consumer may have flushed further than us when revoking)
+        // Check that we are not below the high-water mark for this partition (another consumer may have flushed further than us when revoking)
         if (
             await this.persistentHighWaterMarker.isBelowHighWaterMark(event.metadata, KAFKA_CONSUMER_GROUP_ID, offset)
         ) {
@@ -228,7 +233,7 @@ export class SessionRecordingIngester {
         if (!this.sessions[key]) {
             const { partition, topic } = event.metadata
 
-            const sessionManager = new SessionManager(
+            this.sessions[key] = new SessionManager(
                 this.config,
                 this.objectStorage.s3,
                 this.realtimeManager,
@@ -238,8 +243,6 @@ export class SessionRecordingIngester {
                 partition,
                 topic
             )
-
-            this.sessions[key] = sessionManager
         }
 
         await this.sessions[key]?.add(event)
@@ -250,7 +253,7 @@ export class SessionRecordingIngester {
 
     public async parseKafkaMessage(
         message: Message,
-        getTeamFn: (s: string) => Promise<TeamId | null>
+        getTeamFn: (s: string) => Promise<TeamIDWithConfig | null>
     ): Promise<IncomingRecordingMessage | void> {
         const statusWarn = (reason: string, extra?: Record<string, any>) => {
             status.warn('⚠️', 'invalid_message', {
@@ -288,14 +291,15 @@ export class SessionRecordingIngester {
             return statusWarn('no_token')
         }
 
-        let teamId: TeamId | null = null
+        let teamIdWithConfig: TeamIDWithConfig | null = null
         const token = messagePayload.token
 
         if (token) {
-            teamId = await getTeamFn(token)
+            teamIdWithConfig = await getTeamFn(token)
         }
 
-        if (teamId == null) {
+        // NB `==` so we're comparing undefined and null
+        if (teamIdWithConfig == null || teamIdWithConfig.teamId == null) {
             eventDroppedCounter
                 .labels({
                     event_type: 'session_recordings_blob_ingestion',
@@ -328,7 +332,7 @@ export class SessionRecordingIngester {
                     event,
                 },
                 tags: {
-                    team_id: teamId,
+                    team_id: teamIdWithConfig.teamId,
                     session_id: $session_id,
                 },
             })
@@ -343,22 +347,21 @@ export class SessionRecordingIngester {
             })
         }
 
-        const recordingMessage: IncomingRecordingMessage = {
+        return {
             metadata: {
                 partition: message.partition,
                 topic: message.topic,
                 offset: message.offset,
                 timestamp: message.timestamp,
+                consoleLogIngestionEnabled: teamIdWithConfig.consoleLogIngestionEnabled,
             },
 
-            team_id: teamId,
+            team_id: teamIdWithConfig.teamId,
             distinct_id: messagePayload.distinct_id,
             session_id: $session_id,
             window_id: $window_id,
             events: events,
         }
-
-        return recordingMessage
     }
 
     public async handleEachBatch(messages: Message[]): Promise<void> {
@@ -408,7 +411,10 @@ export class SessionRecordingIngester {
                             }
 
                             const recordingMessage = await this.parseKafkaMessage(message, (token) =>
-                                this.teamsRefresher.get().then((teams) => teams[token] || null)
+                                this.teamsRefresher.get().then((teams) => ({
+                                    teamId: teams[token]?.teamId || null,
+                                    consoleLogIngestionEnabled: teams[token]?.consoleLogIngestionEnabled ?? true,
+                                }))
                             )
 
                             if (recordingMessage) {
diff --git a/plugin-server/src/main/ingestion-queues/session-recording/types.ts b/plugin-server/src/main/ingestion-queues/session-recording/types.ts
index eb6df15214ef2..78082160db794 100644
--- a/plugin-server/src/main/ingestion-queues/session-recording/types.ts
+++ b/plugin-server/src/main/ingestion-queues/session-recording/types.ts
@@ -7,6 +7,7 @@ import { RRWebEvent } from '../../../types'
 export type IncomingRecordingMessage = {
     metadata: TopicPartitionOffset & {
         timestamp: number
+        consoleLogIngestionEnabled: boolean
     }
 
     team_id: number
diff --git a/plugin-server/src/worker/ingestion/process-event.ts b/plugin-server/src/worker/ingestion/process-event.ts
index 1517b3ebebac3..92b4e3f7b4d26 100644
--- a/plugin-server/src/worker/ingestion/process-event.ts
+++ b/plugin-server/src/worker/ingestion/process-event.ts
@@ -336,7 +336,7 @@ function safeString(payload: (string | null)[]) {
         .join(' ')
 }
 
-enum RRWebEventType {
+export enum RRWebEventType {
     DomContentLoaded = 0,
     Load = 1,
     FullSnapshot = 2,
diff --git a/plugin-server/src/worker/ingestion/team-manager.ts b/plugin-server/src/worker/ingestion/team-manager.ts
index 8adb0cac0d610..bd1dec1cd9ddf 100644
--- a/plugin-server/src/worker/ingestion/team-manager.ts
+++ b/plugin-server/src/worker/ingestion/team-manager.ts
@@ -3,6 +3,7 @@ import { StatsD } from 'hot-shots'
 import LRU from 'lru-cache'
 
 import { ONE_MINUTE } from '../../config/constants'
+import { TeamIDWithConfig } from '../../main/ingestion-queues/session-recording/session-recordings-consumer'
 import { PipelineEvent, PluginsServerConfig, Team, TeamId } from '../../types'
 import { PostgresRouter, PostgresUse } from '../../utils/db/postgres'
 import { timeoutGuard } from '../../utils/db/utils'
@@ -192,11 +193,11 @@ export async function fetchTeamByToken(client: PostgresRouter, token: string): P
     return selectResult.rows[0] ?? null
 }
 
-export async function fetchTeamTokensWithRecordings(client: PostgresRouter): Promise<Record<string, TeamId>> {
-    const selectResult = await client.query<Pick<Team, 'id' | 'api_token'>>(
+export async function fetchTeamTokensWithRecordings(client: PostgresRouter): Promise<Record<string, TeamIDWithConfig>> {
+    const selectResult = await client.query<{ capture_console_log_opt_in: boolean } & Pick<Team, 'id' | 'api_token'>>(
         PostgresUse.COMMON_READ,
         `
-            SELECT id, api_token
+            SELECT id, api_token, capture_console_log_opt_in
             FROM posthog_team
             WHERE session_recording_opt_in = true
         `,
@@ -205,7 +206,7 @@ export async function fetchTeamTokensWithRecordings(client: PostgresRouter): Pro
     )
 
     return selectResult.rows.reduce((acc, row) => {
-        acc[row.api_token] = row.id
+        acc[row.api_token] = { teamId: row.id, consoleLogIngestionEnabled: row.capture_console_log_opt_in }
         return acc
-    }, {} as Record<string, TeamId>)
+    }, {} as Record<string, TeamIDWithConfig>)
 }
diff --git a/plugin-server/tests/main/ingestion-queues/session-recording/services/console-log-ingester.test.ts b/plugin-server/tests/main/ingestion-queues/session-recording/services/console-log-ingester.test.ts
new file mode 100644
index 0000000000000..c2dd99fb7a157
--- /dev/null
+++ b/plugin-server/tests/main/ingestion-queues/session-recording/services/console-log-ingester.test.ts
@@ -0,0 +1,209 @@
+import { HighLevelProducer } from 'node-rdkafka'
+
+import { defaultConfig } from '../../../../../src/config/config'
+import { createKafkaProducer, produce } from '../../../../../src/kafka/producer'
+import { ConsoleLogsIngester } from '../../../../../src/main/ingestion-queues/session-recording/services/console-logs-ingester'
+import { OffsetHighWaterMarker } from '../../../../../src/main/ingestion-queues/session-recording/services/offset-high-water-marker'
+import { IncomingRecordingMessage } from '../../../../../src/main/ingestion-queues/session-recording/types'
+import { PluginsServerConfig } from '../../../../../src/types'
+import { status } from '../../../../../src/utils/status'
+
+jest.mock('../../../../../src/utils/status')
+jest.mock('../../../../../src/kafka/producer')
+
+const makeIncomingMessage = (
+    data: Record<string, unknown>[],
+    consoleLogIngestionEnabled: boolean
+): IncomingRecordingMessage => {
+    return {
+        distinct_id: '',
+        events: data.map((d) => ({ type: 6, timestamp: 0, data: { ...d } })),
+        metadata: {
+            offset: 0,
+            partition: 0,
+            topic: 'topic',
+            timestamp: 0,
+            consoleLogIngestionEnabled,
+        },
+        session_id: '',
+        team_id: 0,
+    }
+}
+
+describe('console log ingester', () => {
+    let consoleLogIngester: ConsoleLogsIngester
+    const mockProducer: jest.Mock = jest.fn()
+
+    beforeEach(async () => {
+        mockProducer.mockClear()
+        mockProducer['connect'] = jest.fn()
+
+        jest.mocked(createKafkaProducer).mockImplementation(() =>
+            Promise.resolve(mockProducer as unknown as HighLevelProducer)
+        )
+
+        const mockedHighWaterMarker = { isBelowHighWaterMark: jest.fn() } as unknown as OffsetHighWaterMarker
+        consoleLogIngester = new ConsoleLogsIngester({ ...defaultConfig } as PluginsServerConfig, mockedHighWaterMarker)
+        await consoleLogIngester.start()
+    })
+    describe('when enabled on team', () => {
+        test('it truncates large console logs', async () => {
+            await consoleLogIngester.consume(
+                makeIncomingMessage(
+                    [
+                        {
+                            plugin: 'rrweb/console@1',
+                            payload: { level: 'log', payload: ['a'.repeat(3001)] },
+                        },
+                    ],
+                    true
+                )
+            )
+            expect(jest.mocked(status.warn).mock.calls).toEqual([])
+            expect(jest.mocked(produce).mock.calls).toEqual([
+                [
+                    {
+                        key: '',
+                        producer: mockProducer,
+                        topic: 'log_entries_test',
+                        value: Buffer.from(
+                            JSON.stringify({
+                                team_id: 0,
+                                message: 'a'.repeat(2999),
+                                log_level: 'log',
+                                log_source: 'session_replay',
+                                log_source_id: '',
+                                instance_id: null,
+                                timestamp: '1970-01-01 00:00:00.000',
+                            })
+                        ),
+                    },
+                ],
+            ])
+        })
+
+        test('it handles multiple console logs', async () => {
+            await consoleLogIngester.consume(
+                makeIncomingMessage(
+                    [
+                        {
+                            plugin: 'rrweb/console@1',
+                            payload: { level: 'log', payload: ['aaaaa'] },
+                        },
+                        {
+                            plugin: 'rrweb/something-else@1',
+                            payload: { level: 'log', payload: ['bbbbb'] },
+                        },
+                        {
+                            plugin: 'rrweb/console@1',
+                            payload: { level: 'log', payload: ['ccccc'] },
+                        },
+                    ],
+                    true
+                )
+            )
+            expect(jest.mocked(status.warn).mock.calls).toEqual([])
+            expect(jest.mocked(produce)).toHaveBeenCalledTimes(2)
+            expect(jest.mocked(produce).mock.calls).toEqual([
+                [
+                    {
+                        key: '',
+                        producer: mockProducer,
+                        topic: 'log_entries_test',
+                        value: Buffer.from(
+                            JSON.stringify({
+                                team_id: 0,
+                                message: 'aaaaa',
+                                log_level: 'log',
+                                log_source: 'session_replay',
+                                log_source_id: '',
+                                instance_id: null,
+                                timestamp: '1970-01-01 00:00:00.000',
+                            })
+                        ),
+                    },
+                ],
+                [
+                    {
+                        key: '',
+                        producer: mockProducer,
+                        topic: 'log_entries_test',
+                        value: Buffer.from(
+                            JSON.stringify({
+                                team_id: 0,
+                                message: 'ccccc',
+                                log_level: 'log',
+                                log_source: 'session_replay',
+                                log_source_id: '',
+                                instance_id: null,
+                                timestamp: '1970-01-01 00:00:00.000',
+                            })
+                        ),
+                    },
+                ],
+            ])
+        })
+
+        test('it de-duplicates console logs', async () => {
+            await consoleLogIngester.consume(
+                makeIncomingMessage(
+                    [
+                        {
+                            plugin: 'rrweb/console@1',
+                            payload: { level: 'log', payload: ['aaaaa'] },
+                        },
+                        {
+                            plugin: 'rrweb/console@1',
+                            payload: { level: 'log', payload: ['aaaaa'] },
+                        },
+                    ],
+                    true
+                )
+            )
+            expect(jest.mocked(status.warn).mock.calls).toEqual([])
+            expect(jest.mocked(produce).mock.calls).toEqual([
+                [
+                    {
+                        key: '',
+                        producer: mockProducer,
+                        topic: 'log_entries_test',
+                        value: Buffer.from(
+                            JSON.stringify({
+                                team_id: 0,
+                                message: 'aaaaa',
+                                log_level: 'log',
+                                log_source: 'session_replay',
+                                log_source_id: '',
+                                instance_id: null,
+                                timestamp: '1970-01-01 00:00:00.000',
+                            })
+                        ),
+                    },
+                ],
+            ])
+        })
+    })
+
+    describe('when disabled on team', () => {
+        test('it drops console logs', async () => {
+            await consoleLogIngester.consume(makeIncomingMessage([{ plugin: 'rrweb/console@1' }], false))
+            expect(jest.mocked(status.warn).mock.calls).toEqual([
+                [
+                    '⚠️',
+                    '[console-log-events-ingester] console_log_ingestion_disabled',
+                    {
+                        offset: 0,
+                        partition: 0,
+                        reason: 'console_log_ingestion_disabled',
+                    },
+                ],
+            ])
+            expect(jest.mocked(produce)).not.toHaveBeenCalled()
+        })
+        test('it does not drop events with no console logs', async () => {
+            await consoleLogIngester.consume(makeIncomingMessage([{ plugin: 'some-other-plugin' }], false))
+            expect(jest.mocked(status.warn).mock.calls).toEqual([])
+            expect(jest.mocked(produce)).not.toHaveBeenCalled()
+        })
+    })
+})
diff --git a/plugin-server/tests/main/ingestion-queues/session-recording/session-recordings-consumer.test.ts b/plugin-server/tests/main/ingestion-queues/session-recording/session-recordings-consumer.test.ts
index 4b51910d3d3ae..744eedd29a3a1 100644
--- a/plugin-server/tests/main/ingestion-queues/session-recording/session-recordings-consumer.test.ts
+++ b/plugin-server/tests/main/ingestion-queues/session-recording/session-recordings-consumer.test.ts
@@ -224,7 +224,7 @@ describe('ingester', () => {
                     offset: 1,
                     partition: 1,
                 } satisfies Message,
-                () => Promise.resolve(1)
+                () => Promise.resolve({ teamId: 1, consoleLogIngestionEnabled: false })
             )
             expect(parsedMessage).toEqual({
                 distinct_id: '12345',
@@ -234,6 +234,7 @@ describe('ingester', () => {
                     partition: 1,
                     timestamp: 1,
                     topic: 'the_topic',
+                    consoleLogIngestionEnabled: false,
                 },
                 session_id: '018a47c2-2f4a-70a8-b480-5e51d8b8d070',
                 team_id: 1,
@@ -244,7 +245,7 @@ describe('ingester', () => {
         it('filters out invalid rrweb events', async () => {
             const numeric_id = 12345
 
-            const createMessage = ($snapshot_items) => {
+            const createMessage = ($snapshot_items: unknown[]) => {
                 return {
                     value: Buffer.from(
                         JSON.stringify({
@@ -281,7 +282,7 @@ describe('ingester', () => {
                         timestamp: null,
                     },
                 ]),
-                () => Promise.resolve(1)
+                () => Promise.resolve({ teamId: 1, consoleLogIngestionEnabled: true })
             )
             expect(parsedMessage).toEqual(undefined)
 
@@ -298,7 +299,7 @@ describe('ingester', () => {
                         timestamp: 123,
                     },
                 ]),
-                () => Promise.resolve(1)
+                () => Promise.resolve({ teamId: 1, consoleLogIngestionEnabled: true })
             )
             expect(parsedMessage2).toMatchObject({
                 events: [
@@ -310,7 +311,9 @@ describe('ingester', () => {
                 ],
             })
 
-            const parsedMessage3 = await ingester.parseKafkaMessage(createMessage([null]), () => Promise.resolve(1))
+            const parsedMessage3 = await ingester.parseKafkaMessage(createMessage([null]), () =>
+                Promise.resolve({ teamId: 1, consoleLogIngestionEnabled: false })
+            )
             expect(parsedMessage3).toEqual(undefined)
         })
     })

From 6bb18c22cb1da0c1f7d0b2fb7d5362aef70c374d Mon Sep 17 00:00:00 2001
From: Neil Kakkar <neilkakkar@gmail.com>
Date: Thu, 26 Oct 2023 15:49:33 +0100
Subject: [PATCH 097/133] fix(surveys): Improve taxonomy for surveys (#18212)

---
 frontend/src/lib/taxonomy.tsx | 39 ++++++++++++++++++++++++++++++++---
 1 file changed, 36 insertions(+), 3 deletions(-)

diff --git a/frontend/src/lib/taxonomy.tsx b/frontend/src/lib/taxonomy.tsx
index 795c640e17fda..7a373e00af326 100644
--- a/frontend/src/lib/taxonomy.tsx
+++ b/frontend/src/lib/taxonomy.tsx
@@ -192,17 +192,21 @@ export const KEY_MAPPING: KeyMappingInterface = {
         },
         $survey_response: {
             label: 'Survey Response',
-            description: 'What the user responded with to the survey',
+            description: 'The response value for the first question in the survey.',
             examples: ['I love it!', 5, "['choice 1', 'choice 3']"],
         },
         $survey_name: {
             label: 'Survey Name',
-            description: 'The name of the survey',
+            description: 'The name of the survey.',
             examples: ['Product Feedback for New Product', 'Home page NPS'],
         },
+        $survey_questions: {
+            label: 'Survey Questions',
+            description: 'The questions asked in the survey.',
+        },
         $survey_id: {
             label: 'Survey ID',
-            description: 'The unique identifier for the survey',
+            description: 'The unique identifier for the survey.',
         },
         $device: {
             label: 'Device',
@@ -793,6 +797,35 @@ export function getKeyMapping(
             data.description = `${data.description} Data from the first time this user was seen.`
         }
         return data
+    } else if (value.startsWith('$survey_response/')) {
+        const surveyId = value.replace(/^\$survey_response\//, '')
+        if (surveyId) {
+            return {
+                label: `Survey Responded: ${surveyId}`,
+                description: `Whether the user responded to survey with ID: "${surveyId}".`,
+            }
+        }
+    } else if (value.startsWith('$survey_dismiss/')) {
+        const surveyId = value.replace(/^\$survey_dismiss\//, '')
+        if (surveyId) {
+            return {
+                label: `Survey Dismissed: ${surveyId}`,
+                description: `Whether the user dismissed survey with ID: "${surveyId}".`,
+            }
+        }
+    } else if (value.startsWith('$survey_response_')) {
+        const surveyIndex = value.replace(/^\$survey_response_/, '')
+        if (surveyIndex) {
+            const index = Number(surveyIndex) + 1
+            // yes this will return 21th, but I'm applying the domain logic of
+            // it being very unlikely that someone will have more than 20 questions,
+            // rather than hyper optimising the suffix.
+            const suffix = index === 1 ? 'st' : index === 2 ? 'nd' : index === 3 ? 'rd' : 'th'
+            return {
+                label: `Survey Response Question ID: ${surveyIndex}`,
+                description: `The response value for the ${index}${suffix} question in the survey.`,
+            }
+        }
     } else if (value.startsWith('$feature/')) {
         const featureFlagKey = value.replace(/^\$feature\//, '')
         if (featureFlagKey) {

From fa58cb646a76f21460efd3e8df387a53bc325212 Mon Sep 17 00:00:00 2001
From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com>
Date: Thu, 26 Oct 2023 11:19:05 -0400
Subject: [PATCH 098/133] chore(deps): Update posthog-js to 1.87.0 (#18205)

---
 package.json   | 2 +-
 pnpm-lock.yaml | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/package.json b/package.json
index 7ad41eeecfa3e..0c8c4e50bc0fa 100644
--- a/package.json
+++ b/package.json
@@ -134,7 +134,7 @@
         "md5": "^2.3.0",
         "monaco-editor": "^0.39.0",
         "papaparse": "^5.4.1",
-        "posthog-js": "1.86.0",
+        "posthog-js": "1.87.0",
         "posthog-js-lite": "2.0.0-alpha5",
         "prettier": "^2.8.8",
         "prop-types": "^15.7.2",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 728094be3f4de..9a2220bfc718d 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -216,8 +216,8 @@ dependencies:
     specifier: ^5.4.1
     version: 5.4.1
   posthog-js:
-    specifier: 1.86.0
-    version: 1.86.0
+    specifier: 1.87.0
+    version: 1.87.0
   posthog-js-lite:
     specifier: 2.0.0-alpha5
     version: 2.0.0-alpha5
@@ -15376,8 +15376,8 @@ packages:
     resolution: {integrity: sha512-tlkBdypJuvK/s00n4EiQjwYVfuuZv6vt8BF3g1ooIQa2Gz9Vz80p8q3qsPLZ0V5ErGRy6i3Q4fWC9TDzR7GNRQ==}
     dev: false
 
-  /posthog-js@1.86.0:
-    resolution: {integrity: sha512-tDvgE8N0RqBNv8ALW1FVFFqc6nnJkn6bJzR62/6v4CyUdgCa+yk0foFdahOsi/9zOiHVsPs6L++zV3rs6DhHsQ==}
+  /posthog-js@1.87.0:
+    resolution: {integrity: sha512-9C8PMMrL2D1BkT8UJdBA7ZohtqCDeKxsWLvd0j3y4ALQ166iY/k7ZG7sk5Bx8Cnpo+/ObirL/hlxD9ZqnuCUgQ==}
     dependencies:
       fflate: 0.4.8
     dev: false

From 578a602db41ed682ee3b2b316394b9c92eca3945 Mon Sep 17 00:00:00 2001
From: Ben White <ben@posthog.com>
Date: Thu, 26 Oct 2023 17:35:01 +0200
Subject: [PATCH 099/133] feat: Re-add the scratchpad to the menu and fix
 persistence (#18214)

---
 ...ok-select-button--closed-popover-state.png | Bin 1429 -> 2221 bytes
 ...onents-notebook-select-button--default.png | Bin 17506 -> 19306 bytes
 ...-with-no-existing-containing-notebooks.png | Bin 16164 -> 17711 bytes
 ...ebook-select-button--with-no-notebooks.png | Bin 17506 -> 19306 bytes
 ...h-slow-network-response-closed-popover.png | Bin 1697 -> 2645 bytes
 ...ect-button--with-slow-network-response.png | Bin 17855 -> 19674 bytes
 frontend/src/models/notebooksModel.ts         |   2 +-
 .../notebooks/Notebook/NotebookListMini.tsx   |   2 +-
 .../notebooks/Notebook/migrations/migrate.ts  |   2 +-
 .../notebooks/Notebook/notebookLogic.ts       |   6 +++---
 .../NotebookSelectButton.tsx                  |   9 +++++++++
 frontend/src/types.ts                         |   2 +-
 12 files changed, 16 insertions(+), 7 deletions(-)

diff --git a/frontend/__snapshots__/scenes-app-notebooks-components-notebook-select-button--closed-popover-state.png b/frontend/__snapshots__/scenes-app-notebooks-components-notebook-select-button--closed-popover-state.png
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diff --git a/frontend/__snapshots__/scenes-app-notebooks-components-notebook-select-button--with-slow-network-response.png b/frontend/__snapshots__/scenes-app-notebooks-components-notebook-select-button--with-slow-network-response.png
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z%FqG7QDI>I=>@9oo4n>TmL>L=mb-Vu*-(}xo+#N;Kg&$Qd|{jz+(Ii0Y2DQI*Vn@T
z=O;k_DIzRKN(lB-|N7aBe}48?13x22halhIvO&T7>1WqL0MP)wZ1hJ@L&D>C?8Q<R
z<1Z`~X5j@dfk$Yac0ZIFM(6q+GMKzIn4LDz4~@@|iHg|88lku<5T*-Z)LZ5f=}xIu
zX95!#X8pDgq{x%G5YjI(JUdPuE41O-9<^_}eP2Q-NnB=UnXFTi0r$B<PBZ=N(i*zs
zT{5DcpZjrBdzkMe6u_Dqcna~lRCmewBu0D!)bRMQ0}L~me-8#+Gu%0X#L%{X-bsC2
zTI<uiK@(fhRP`t&rdmEKjxHd0EA%!_VuDWVxS8<xFDB-9ksrFqZVe6cNJw;!2F`U|
zX;loTpT*oz^;mEmr-k;?6&pGM&s0cXTfFQ)b&e*-YRYf^vmBbCavHAFbL_hO_Hhdi
zx-Qb>7p+k}32@l<&)Ky2_wHmyMuAfx*JXdzcRhwfpMpu3d)*qx0;z^`pv_b`MEQR1
zAP3evkDgj)_KwKCrIl7ArlT|+B;*y-Q;o>{;EKX34lG`}YF1EqG*!zA^}*$z@aF+H
d-|sN!&fHwXJ73-azsQ0jC!;J~Eot)U{{u?|pwa*U

diff --git a/frontend/src/models/notebooksModel.ts b/frontend/src/models/notebooksModel.ts
index 249b6055b6847..80bff3e240923 100644
--- a/frontend/src/models/notebooksModel.ts
+++ b/frontend/src/models/notebooksModel.ts
@@ -21,7 +21,7 @@ import { InsightVizNode, Node, NodeKind } from '~/queries/schema'
 
 export const SCRATCHPAD_NOTEBOOK: NotebookListItemType = {
     short_id: 'scratchpad',
-    title: 'Scratchpad',
+    title: 'My scratchpad',
     created_at: '',
     created_by: null,
 }
diff --git a/frontend/src/scenes/notebooks/Notebook/NotebookListMini.tsx b/frontend/src/scenes/notebooks/Notebook/NotebookListMini.tsx
index 8adeb7f4236c9..08237a4e8d27d 100644
--- a/frontend/src/scenes/notebooks/Notebook/NotebookListMini.tsx
+++ b/frontend/src/scenes/notebooks/Notebook/NotebookListMini.tsx
@@ -16,7 +16,7 @@ export function NotebookListMini({ selectedNotebookId }: NotebookListMiniProps):
 
     const selectedTitle =
         selectedNotebookId === 'scratchpad'
-            ? 'Scratchpad'
+            ? 'My scratchpad'
             : notebookTemplates.find((notebook) => notebook.short_id === selectedNotebookId)?.title ||
               notebooks.find((notebook) => notebook.short_id === selectedNotebookId)?.title ||
               'Untitled'
diff --git a/frontend/src/scenes/notebooks/Notebook/migrations/migrate.ts b/frontend/src/scenes/notebooks/Notebook/migrations/migrate.ts
index 9b85bfa5130bd..80ec5b615fdb7 100644
--- a/frontend/src/scenes/notebooks/Notebook/migrations/migrate.ts
+++ b/frontend/src/scenes/notebooks/Notebook/migrations/migrate.ts
@@ -9,7 +9,7 @@ import { NotebookNodeType, NotebookType } from '~/types'
 export const NOTEBOOKS_VERSION = '1'
 
 export function migrate(notebook: NotebookType): NotebookType {
-    let content = notebook.content.content
+    let content = notebook.content?.content
 
     if (!content) {
         return notebook
diff --git a/frontend/src/scenes/notebooks/Notebook/notebookLogic.ts b/frontend/src/scenes/notebooks/Notebook/notebookLogic.ts
index c6049f51a7144..855d89a7f4540 100644
--- a/frontend/src/scenes/notebooks/Notebook/notebookLogic.ts
+++ b/frontend/src/scenes/notebooks/Notebook/notebookLogic.ts
@@ -111,7 +111,7 @@ export const notebookLogic = kea<notebookLogicType>([
     reducers(({ props }) => ({
         localContent: [
             null as JSONContent | null,
-            { persist: props.mode === 'notebook', prefix: NOTEBOOKS_VERSION },
+            { persist: props.mode !== 'canvas', prefix: NOTEBOOKS_VERSION },
             {
                 setLocalContent: (_, { jsonContent }) => jsonContent,
                 clearLocalContent: () => null,
@@ -198,7 +198,7 @@ export const notebookLogic = kea<notebookLogicType>([
                     if (props.shortId === SCRATCHPAD_NOTEBOOK.short_id) {
                         response = {
                             ...values.scratchpadNotebook,
-                            content: {},
+                            content: null,
                             text_content: null,
                             version: 0,
                         }
@@ -215,7 +215,7 @@ export const notebookLogic = kea<notebookLogicType>([
 
                     const notebook = migrate(response)
 
-                    if (!values.notebook) {
+                    if (!values.notebook && notebook.content) {
                         // If this is the first load we need to override the content fully
                         values.editor?.setContent(notebook.content)
                     }
diff --git a/frontend/src/scenes/notebooks/NotebookSelectButton/NotebookSelectButton.tsx b/frontend/src/scenes/notebooks/NotebookSelectButton/NotebookSelectButton.tsx
index 76f201e9df296..fdff5f9f2d1f1 100644
--- a/frontend/src/scenes/notebooks/NotebookSelectButton/NotebookSelectButton.tsx
+++ b/frontend/src/scenes/notebooks/NotebookSelectButton/NotebookSelectButton.tsx
@@ -130,6 +130,15 @@ export function NotebookSelectList(props: NotebookSelectProps): JSX.Element {
                 <LemonButton fullWidth icon={<IconPlus />} onClick={openNewNotebook}>
                     New notebook
                 </LemonButton>
+                <LemonButton
+                    fullWidth
+                    onClick={() => {
+                        setShowPopover(false)
+                        openAndAddToNotebook('scratchpad', false)
+                    }}
+                >
+                    My scratchpad
+                </LemonButton>
             </div>
             <LemonDivider />
             <div className="overflow-y-auto flex-1">
diff --git a/frontend/src/types.ts b/frontend/src/types.ts
index c59ab2d0a9f50..292f04183121b 100644
--- a/frontend/src/types.ts
+++ b/frontend/src/types.ts
@@ -3060,7 +3060,7 @@ export type NotebookListItemType = {
 }
 
 export type NotebookType = NotebookListItemType & {
-    content: JSONContent // TODO: Type this better
+    content: JSONContent | null
     version: number
     // used to power text-based search
     text_content?: string | null

From 1fa2e0d05509e11a7ea5ebb9c66d20a1ddd9455e Mon Sep 17 00:00:00 2001
From: Tom Owers <tom@posthog.com>
Date: Thu, 26 Oct 2023 16:39:00 +0100
Subject: [PATCH 100/133] chore: removed custom trends session code (#18211)

Removed custom trends session code
---
 .../insights/trends/breakdown.py              |  8 ---
 .../insights/trends/breakdown_session.py      | 52 -------------------
 .../insights/trends/breakdown_values.py       | 11 ----
 .../insights/trends/query_builder.py          | 17 ------
 .../hogql_queries/insights/trends/utils.py    |  3 ++
 5 files changed, 3 insertions(+), 88 deletions(-)
 delete mode 100644 posthog/hogql_queries/insights/trends/breakdown_session.py

diff --git a/posthog/hogql_queries/insights/trends/breakdown.py b/posthog/hogql_queries/insights/trends/breakdown.py
index a713cb09dcee1..7524dd5eb5ffe 100644
--- a/posthog/hogql_queries/insights/trends/breakdown.py
+++ b/posthog/hogql_queries/insights/trends/breakdown.py
@@ -2,7 +2,6 @@
 from posthog.hogql import ast
 from posthog.hogql.parser import parse_expr
 from posthog.hogql.timings import HogQLTimings
-from posthog.hogql_queries.insights.trends.breakdown_session import BreakdownSession
 from posthog.hogql_queries.insights.trends.breakdown_values import BreakdownValues
 from posthog.hogql_queries.insights.trends.utils import (
     get_properties_chain,
@@ -173,15 +172,8 @@ def _get_breakdown_histogram_multi_if(self) -> ast.Expr:
 
     @cached_property
     def _properties_chain(self):
-        if self.is_session_type:
-            return self._breakdown_session.session_duration_property_chain()
-
         return get_properties_chain(
             breakdown_type=self.query.breakdown.breakdown_type,
             breakdown_field=self.query.breakdown.breakdown,
             group_type_index=self.query.breakdown.breakdown_group_type_index,
         )
-
-    @cached_property
-    def _breakdown_session(self):
-        return BreakdownSession(self.query_date_range)
diff --git a/posthog/hogql_queries/insights/trends/breakdown_session.py b/posthog/hogql_queries/insights/trends/breakdown_session.py
deleted file mode 100644
index 1ab518cbec34e..0000000000000
--- a/posthog/hogql_queries/insights/trends/breakdown_session.py
+++ /dev/null
@@ -1,52 +0,0 @@
-from typing import List
-from posthog.hogql import ast
-from posthog.hogql.parser import parse_select
-from posthog.hogql_queries.utils.query_date_range import QueryDateRange
-
-
-class BreakdownSession:
-    query_date_range: QueryDateRange
-
-    def __init__(self, query_date_range: QueryDateRange):
-        self.query_date_range = query_date_range
-
-    def session_inner_join(self) -> ast.JoinExpr:
-        join = ast.JoinExpr(
-            table=ast.Field(chain=["events"]),
-            alias="e",
-            next_join=ast.JoinExpr(
-                join_type="INNER JOIN",
-                alias="sessions",
-                table=self._session_select_query(),
-                constraint=ast.JoinConstraint(
-                    expr=ast.CompareOperation(
-                        left=ast.Field(chain=["sessions", "$session_id"]),
-                        op=ast.CompareOperationOp.Eq,
-                        right=ast.Field(chain=["e", "$session_id"]),
-                    )
-                ),
-            ),
-        )
-
-        return join
-
-    def session_duration_property_chain(self) -> List[str]:
-        return ["sessions", "session_duration"]
-
-    def session_duration_field(self) -> ast.Field:
-        return ast.Field(chain=self.session_duration_property_chain())
-
-    def _session_select_query(self) -> ast.SelectQuery:
-        return parse_select(
-            """
-                SELECT
-                    "$session_id", dateDiff('second', min(timestamp), max(timestamp)) as session_duration
-                FROM events
-                WHERE
-                    "$session_id" != '' AND
-                    timestamp >= {date_from} - INTERVAL 24 HOUR AND
-                    timestamp <= {date_to} + INTERVAL 24 HOUR
-                GROUP BY "$session_id"
-            """,
-            placeholders=self.query_date_range.to_placeholders(),
-        )
diff --git a/posthog/hogql_queries/insights/trends/breakdown_values.py b/posthog/hogql_queries/insights/trends/breakdown_values.py
index 37d9f7168e121..3754d24bab70b 100644
--- a/posthog/hogql_queries/insights/trends/breakdown_values.py
+++ b/posthog/hogql_queries/insights/trends/breakdown_values.py
@@ -2,10 +2,8 @@
 from posthog.hogql import ast
 from posthog.hogql.parser import parse_expr, parse_select
 from posthog.hogql.query import execute_hogql_query
-from posthog.hogql_queries.insights.trends.breakdown_session import BreakdownSession
 from posthog.hogql_queries.insights.trends.utils import get_properties_chain
 from posthog.hogql_queries.utils.query_date_range import QueryDateRange
-from posthog.models.filters.mixins.utils import cached_property
 from posthog.models.team.team import Team
 
 
@@ -45,8 +43,6 @@ def get_breakdown_values(self) -> List[str]:
                 alias="value",
                 expr=parse_expr(self.breakdown_field),
             )
-        elif self.breakdown_type == "session":
-            select_field = ast.Alias(alias="value", expr=self._breakdown_session.session_duration_field())
         else:
             select_field = ast.Alias(
                 alias="value",
@@ -92,9 +88,6 @@ def get_breakdown_values(self) -> List[str]:
         if self.histogram_bin_count is not None:
             query.select = [self._to_bucketing_expression()]
 
-        if self.breakdown_type == "session":
-            inner_events_query.select_from = self._breakdown_session.session_inner_join()
-
         response = execute_hogql_query(
             query_type="TrendsQueryBreakdownValues",
             query=query,
@@ -145,7 +138,3 @@ def _to_bucketing_expression(self) -> ast.Expr:
             qunatile_expression = f"quantiles({','.join([f'{quantile:.2f}' for quantile in quantiles])})(value)"
 
         return parse_expr(f"arrayCompact(arrayMap(x -> floor(x, 2), {qunatile_expression}))")
-
-    @cached_property
-    def _breakdown_session(self):
-        return BreakdownSession(self.query_date_range)
diff --git a/posthog/hogql_queries/insights/trends/query_builder.py b/posthog/hogql_queries/insights/trends/query_builder.py
index 0a90cae985dba..6c4ba3aa849ba 100644
--- a/posthog/hogql_queries/insights/trends/query_builder.py
+++ b/posthog/hogql_queries/insights/trends/query_builder.py
@@ -7,7 +7,6 @@
     AggregationOperations,
 )
 from posthog.hogql_queries.insights.trends.breakdown import Breakdown
-from posthog.hogql_queries.insights.trends.breakdown_session import BreakdownSession
 from posthog.hogql_queries.insights.trends.utils import series_event_name
 from posthog.hogql_queries.utils.query_date_range import QueryDateRange
 from posthog.models.filters.mixins.utils import cached_property
@@ -140,8 +139,6 @@ def _get_events_subquery(self) -> ast.SelectQuery:
 
             orchestrator.events_query_builder.append_select(self._breakdown.column_expr())
             orchestrator.events_query_builder.append_group_by(ast.Field(chain=["breakdown_value"]))
-            if self._breakdown.is_session_type:
-                orchestrator.events_query_builder.replace_select_from(self._breakdown_session.session_inner_join())
 
             orchestrator.inner_select_query_builder.append_select(ast.Field(chain=["breakdown_value"]))
             orchestrator.inner_select_query_builder.append_group_by(ast.Field(chain=["breakdown_value"]))
@@ -154,8 +151,6 @@ def _get_events_subquery(self) -> ast.SelectQuery:
             default_query.select.append(self._breakdown.column_expr())
             default_query.group_by.append(ast.Field(chain=["breakdown_value"]))
 
-            if self._breakdown.is_session_type:
-                default_query.select_from = self._breakdown_session.session_inner_join()
         # Just complex series aggregation
         elif self._aggregation_operation.requires_query_orchestration():
             return self._aggregation_operation.get_query_orchestrator(
@@ -250,14 +245,6 @@ def _events_filter(self) -> ast.Expr:
         # Breakdown
         if self._breakdown.enabled and not self._breakdown.is_histogram_breakdown:
             filters.append(self._breakdown.events_where_filter())
-        if self._breakdown.is_session_type:
-            filters.append(
-                ast.CompareOperation(
-                    left=self._breakdown_session.session_duration_field(),
-                    op=ast.CompareOperationOp.NotEq,
-                    right=ast.Constant(value=None),
-                )
-            )
 
         if len(filters) == 0:
             return ast.Constant(value=True)
@@ -282,10 +269,6 @@ def _breakdown(self):
             timings=self.timings,
         )
 
-    @cached_property
-    def _breakdown_session(self):
-        return BreakdownSession(self.query_date_range)
-
     @cached_property
     def _aggregation_operation(self):
         return AggregationOperations(self.series, self.query_date_range)
diff --git a/posthog/hogql_queries/insights/trends/utils.py b/posthog/hogql_queries/insights/trends/utils.py
index cc1e906291c5a..9a7566969c61b 100644
--- a/posthog/hogql_queries/insights/trends/utils.py
+++ b/posthog/hogql_queries/insights/trends/utils.py
@@ -14,6 +14,9 @@ def get_properties_chain(
     if breakdown_type == "person":
         return ["person", "properties", breakdown_field]
 
+    if breakdown_type == "session":
+        return ["session", "session_duration"]
+
     if breakdown_type == "group" and group_type_index is not None:
         group_type_index_int = int(group_type_index)
         return [f"group_{group_type_index_int}", "properties", breakdown_field]

From 345a0433396e28ff71a685f69328d66bab08672f Mon Sep 17 00:00:00 2001
From: Jacob Gillespie <jacobwgillespie@gmail.com>
Date: Thu, 26 Oct 2023 16:50:39 +0100
Subject: [PATCH 101/133] ci: use Depot ephemeral registry for faster pulls
 (#18216)

* ci: use Depot ephemeral registry for faster pulls

* Install Depot CLI before pull
---
 .../actions/build-n-cache-image/action.yml    | 14 ++++++---
 .github/workflows/ci-e2e.yml                  | 31 ++++++++++++-------
 2 files changed, 30 insertions(+), 15 deletions(-)

diff --git a/.github/actions/build-n-cache-image/action.yml b/.github/actions/build-n-cache-image/action.yml
index 03b5db99a1deb..a114e276025e3 100644
--- a/.github/actions/build-n-cache-image/action.yml
+++ b/.github/actions/build-n-cache-image/action.yml
@@ -4,15 +4,21 @@ inputs:
     actions-id-token-request-url:
         required: true
         description: "ACTIONS_ID_TOKEN_REQUEST_URL, issued by GitHub when permission 'id-token' is set to 'write'"
-    load:
+    save:
         required: false
         default: 'false'
-        description: Whether to load the image into local Docker after building it
+        description: Whether to save the image in the Depot ephemeral registry after building it
 
 outputs:
     tag:
         description: The tag of the image that was built
         value: ${{ steps.emit.outputs.tag }}
+    build-id:
+        description: The ID of the build
+        value: ${{ steps.build.outputs.build-id }}
+    unit-build-id:
+        description: The ID of the unit build
+        value: ${{ steps.build-unit.outputs.build-id }}
 
 runs:
     using: 'composite'
@@ -30,10 +36,10 @@ runs:
           uses: depot/build-push-action@v1
           with:
               buildx-fallback: false # buildx is so slow it's better to just fail
-              load: ${{ inputs.load }}
               tags: ${{ steps.emit.outputs.tag }}
               platforms: linux/amd64,linux/arm64
               build-args: COMMIT_HASH=${{ github.sha }}
+              save: ${{ inputs.save }}
           env:
               ACTIONS_ID_TOKEN_REQUEST_URL: ${{ inputs.actions-id-token-request-url }}
 
@@ -42,10 +48,10 @@ runs:
           uses: depot/build-push-action@v1
           with:
               buildx-fallback: false # buildx is so slow it's better to just fail
-              load: ${{ inputs.load }}
               file: production-unit.Dockerfile
               tags: ${{ steps.emit.outputs.tag }}
               platforms: linux/amd64
               build-args: COMMIT_HASH=${{ github.sha }}
+              save: ${{ inputs.save }}
           env:
               ACTIONS_ID_TOKEN_REQUEST_URL: ${{ inputs.actions-id-token-request-url }}
diff --git a/.github/workflows/ci-e2e.yml b/.github/workflows/ci-e2e.yml
index 05162767a3d32..0ba4db2392761 100644
--- a/.github/workflows/ci-e2e.yml
+++ b/.github/workflows/ci-e2e.yml
@@ -76,15 +76,21 @@ jobs:
         permissions:
             contents: read
             id-token: write # allow issuing OIDC tokens for this workflow run
+        outputs:
+            tag: ${{ steps.build.outputs.tag }}
+            build-id: ${{ steps.build.outputs.build-id }}
+            unit-build-id: ${{ steps.build.outputs.unit-build-id }}
         steps:
             - name: Checkout
               if: needs.changes.outputs.shouldTriggerCypress == 'true'
               uses: actions/checkout@v3
-            - name: Get Docker image cached in Depot
+            - name: Build the Docker image with Depot
               if: needs.changes.outputs.shouldTriggerCypress == 'true'
               # Build the container image in preparation for the E2E tests
               uses: ./.github/actions/build-n-cache-image
+              id: build
               with:
+                  save: true
                   actions-id-token-request-url: ${{ env.ACTIONS_ID_TOKEN_REQUEST_URL }}
 
     cypress:
@@ -157,17 +163,20 @@ jobs:
               if: needs.changes.outputs.shouldTriggerCypress == 'true'
               run: ./bin/check_kafka_clickhouse_up
 
+            - name: Install Depot CLI
+              if: needs.changes.outputs.shouldTriggerCypress == 'true'
+              uses: depot/setup-action@v1
+
             - name: Get Docker image cached in Depot
               if: needs.changes.outputs.shouldTriggerCypress == 'true'
-              # We don't actually build the image here, because we use Depot, which acts as our cross-workflow cache.
-              # The build is first initiated in container-images-ci.yml, so by the time this runs, some layers already
-              # are cached, and the in-flight builds overall are deduplicated. According to Depot folks, this applies
-              # even if the builds _start_ concurrently! In short, only one build per commit push is ever executed.
-              uses: ./.github/actions/build-n-cache-image
-              id: docker-build
+              uses: depot/pull-action@v1
               with:
-                  actions-id-token-request-url: ${{ env.ACTIONS_ID_TOKEN_REQUEST_URL }}
-                  load: true
+                  # Use the production.Dockerfile image:
+                  # build-id: ${{ needs.container.outputs.build-id }}
+                  # Use the production-unit.Dockerfile image:
+                  build-id: ${{ needs.container.outputs.unit-build-id }}
+                  tags: |
+                      ${{ needs.container.outputs.tag }}
 
             - name: Write .env # This step intentionally has no if, so that GH always considers the action as having run
               run: |
@@ -199,8 +208,8 @@ jobs:
               run: |
                   mkdir -p /tmp/logs
 
-                  echo "Starting PostHog using the container image ${{ steps.docker-build.outputs.tag }}"
-                  DOCKER_RUN="docker run --rm --network host --add-host kafka:127.0.0.1 --env-file .env ${{ steps.docker-build.outputs.tag }}"
+                  echo "Starting PostHog using the container image ${{ needs.container.outputs.tag }}"
+                  DOCKER_RUN="docker run --rm --network host --add-host kafka:127.0.0.1 --env-file .env ${{ needs.container.outputs.tag }}"
 
                   $DOCKER_RUN ./bin/migrate
                   $DOCKER_RUN python manage.py setup_dev

From 428542a78ac9be0662e2f6c0a57d94d61b0c7a5b Mon Sep 17 00:00:00 2001
From: Brett Hoerner <brett@posthog.com>
Date: Thu, 26 Oct 2023 10:02:52 -0600
Subject: [PATCH 102/133] =?UTF-8?q?refactor(plugin-server):=20combine=202?=
 =?UTF-8?q?=20person=20merge=20queries=20into=20a=20single=E2=80=A6=20(#18?=
 =?UTF-8?q?127)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

refactor(plugin-server): combine 2 person merge queries into a single round trip to PG
---
 plugin-server/src/utils/db/db.ts              | 45 +++++++++++--------
 .../src/worker/ingestion/person-state.ts      | 26 +++--------
 plugin-server/tests/main/db.test.ts           | 10 ++---
 posthog/api/test/test_decide.py               |  2 +-
 posthog/models/feature_flag/flag_matching.py  |  2 +-
 5 files changed, 39 insertions(+), 46 deletions(-)

diff --git a/plugin-server/src/utils/db/db.ts b/plugin-server/src/utils/db/db.ts
index 33c384e28fb03..f92a8a4404d44 100644
--- a/plugin-server/src/utils/db/db.ts
+++ b/plugin-server/src/utils/db/db.ts
@@ -965,36 +965,43 @@ export class DB {
         return insertResult.rows[0]
     }
 
-    // Feature Flag Hash Key overrides
-    public async addFeatureFlagHashKeysForMergedPerson(
+    public async updateCohortsAndFeatureFlagsForMerge(
         teamID: Team['id'],
         sourcePersonID: Person['id'],
         targetPersonID: Person['id'],
         tx?: TransactionClient
     ): Promise<void> {
-        // Delete and insert in a single query to ensure
-        // this function is safe wherever it is run.
-        // The CTE helps make this happen.
-        //
-        // Every override is unique for a team-personID-featureFlag combo.
-        // In case we run into a conflict we would ideally use the override from most recent
-        // personId used, so the user experience is consistent, however that's tricky to figure out
-        // this also happens rarely, so we're just going to do the performance optimal thing
-        // i.e. do nothing on conflicts, so we keep using the value that the person merged into had
+        // When personIDs change, update places depending on a person_id foreign key
+
         await this.postgres.query(
             tx ?? PostgresUse.COMMON_WRITE,
-            `
-            WITH deletions AS (
-                DELETE FROM posthog_featureflaghashkeyoverride WHERE team_id = $1 AND person_id = $2
+            // Do two high level things in a single round-trip to the DB.
+            //
+            // 1. Update cohorts.
+            // 2. Update (delete+insert) feature flags.
+            //
+            // NOTE: Every override is unique for a team-personID-featureFlag combo. In case we run
+            // into a conflict we would ideally use the override from most recent personId used, so
+            // the user experience is consistent, however that's tricky to figure out this also
+            // happens rarely, so we're just going to do the performance optimal thing i.e. do
+            // nothing on conflicts, so we keep using the value that the person merged into had
+            `WITH cohort_update AS (
+                UPDATE posthog_cohortpeople
+                SET person_id = $1
+                WHERE person_id = $2
+                RETURNING person_id
+            ),
+            deletions AS (
+                DELETE FROM posthog_featureflaghashkeyoverride
+                WHERE team_id = $3 AND person_id = $2
                 RETURNING team_id, person_id, feature_flag_key, hash_key
             )
             INSERT INTO posthog_featureflaghashkeyoverride (team_id, person_id, feature_flag_key, hash_key)
-                SELECT team_id, $3, feature_flag_key, hash_key
+                SELECT team_id, $1, feature_flag_key, hash_key
                 FROM deletions
-                ON CONFLICT DO NOTHING
-            `,
-            [teamID, sourcePersonID, targetPersonID],
-            'addFeatureFlagHashKeysForMergedPerson'
+                ON CONFLICT DO NOTHING`,
+            [targetPersonID, sourcePersonID, teamID],
+            'updateCohortAndFeatureFlagsPeople'
         )
     }
 
diff --git a/plugin-server/src/worker/ingestion/person-state.ts b/plugin-server/src/worker/ingestion/person-state.ts
index 9476a55369acd..a65ada8e072f9 100644
--- a/plugin-server/src/worker/ingestion/person-state.ts
+++ b/plugin-server/src/worker/ingestion/person-state.ts
@@ -506,7 +506,12 @@ export class PersonState {
 
                 // Merge the distinct IDs
                 // TODO: Doesn't this table need to add updates to CH too?
-                await this.handleTablesDependingOnPersonID(otherPerson, mergeInto, tx)
+                await this.db.updateCohortsAndFeatureFlagsForMerge(
+                    otherPerson.team_id,
+                    otherPerson.id,
+                    mergeInto.id,
+                    tx
+                )
 
                 const distinctIdMessages = await this.db.moveDistinctIds(otherPerson, mergeInto, tx)
 
@@ -681,25 +686,6 @@ export class PersonState {
 
         return id
     }
-
-    private async handleTablesDependingOnPersonID(
-        sourcePerson: Person,
-        targetPerson: Person,
-        tx: TransactionClient
-    ): Promise<void> {
-        // When personIDs change, update places depending on a person_id foreign key
-
-        // For Cohorts
-        await this.db.postgres.query(
-            tx,
-            'UPDATE posthog_cohortpeople SET person_id = $1 WHERE person_id = $2',
-            [targetPerson.id, sourcePerson.id],
-            'updateCohortPeople'
-        )
-
-        // For FeatureFlagHashKeyOverrides
-        await this.db.addFeatureFlagHashKeysForMergedPerson(sourcePerson.team_id, sourcePerson.id, targetPerson.id, tx)
-    }
 }
 
 export function ageInMonthsLowCardinality(timestamp: DateTime): number {
diff --git a/plugin-server/tests/main/db.test.ts b/plugin-server/tests/main/db.test.ts
index 5050dac1be4f9..e165584e5ee20 100644
--- a/plugin-server/tests/main/db.test.ts
+++ b/plugin-server/tests/main/db.test.ts
@@ -845,7 +845,7 @@ describe('DB', () => {
         })
     })
 
-    describe('addFeatureFlagHashKeysForMergedPerson()', () => {
+    describe('updateCohortsAndFeatureFlagsForMerge()', () => {
         let team: Team
         let sourcePersonID: Person['id']
         let targetPersonID: Person['id']
@@ -889,7 +889,7 @@ describe('DB', () => {
         })
 
         it("doesn't fail on empty data", async () => {
-            await db.addFeatureFlagHashKeysForMergedPerson(team.id, sourcePersonID, targetPersonID)
+            await db.updateCohortsAndFeatureFlagsForMerge(team.id, sourcePersonID, targetPersonID)
         })
 
         it('updates all valid keys when target person had no overrides', async () => {
@@ -906,7 +906,7 @@ describe('DB', () => {
                 hash_key: 'override_value_for_beta_feature',
             })
 
-            await db.addFeatureFlagHashKeysForMergedPerson(team.id, sourcePersonID, targetPersonID)
+            await db.updateCohortsAndFeatureFlagsForMerge(team.id, sourcePersonID, targetPersonID)
 
             const result = await getAllHashKeyOverrides()
 
@@ -947,7 +947,7 @@ describe('DB', () => {
                 hash_key: 'existing_override_value_for_beta_feature',
             })
 
-            await db.addFeatureFlagHashKeysForMergedPerson(team.id, sourcePersonID, targetPersonID)
+            await db.updateCohortsAndFeatureFlagsForMerge(team.id, sourcePersonID, targetPersonID)
 
             const result = await getAllHashKeyOverrides()
 
@@ -982,7 +982,7 @@ describe('DB', () => {
                 hash_key: 'override_value_for_beta_feature',
             })
 
-            await db.addFeatureFlagHashKeysForMergedPerson(team.id, sourcePersonID, targetPersonID)
+            await db.updateCohortsAndFeatureFlagsForMerge(team.id, sourcePersonID, targetPersonID)
 
             const result = await getAllHashKeyOverrides()
 
diff --git a/posthog/api/test/test_decide.py b/posthog/api/test/test_decide.py
index 804e8e8d86460..ac7049b98ed98 100644
--- a/posthog/api/test/test_decide.py
+++ b/posthog/api/test/test_decide.py
@@ -1221,7 +1221,7 @@ def test_feature_flags_v2_consistent_flags_with_merged_persons(self, *args):
         new_person_id = person.id
         old_person_id = person2.id
         # this happens in the plugin server
-        # https://github.com/PostHog/posthog/blob/master/plugin-server/src/worker/ingestion/person-state.ts#L696 (addFeatureFlagHashKeysForMergedPerson)
+        # https://github.com/PostHog/posthog/blob/master/plugin-server/src/utils/db/db.ts (updateCohortsAndFeatureFlagsForMerge)
         # at which point we run the query
         query = f"""
             WITH deletions AS (
diff --git a/posthog/models/feature_flag/flag_matching.py b/posthog/models/feature_flag/flag_matching.py
index 05c5bbccb8f63..41da1ee13ce7d 100644
--- a/posthog/models/feature_flag/flag_matching.py
+++ b/posthog/models/feature_flag/flag_matching.py
@@ -717,7 +717,7 @@ def get_all_feature_flags(
                     # In all cases, we simply try to find all personIDs associated with the distinct_id
                     # and the hash_key_override, and add overrides for all these personIDs.
                     # On merge, if a person is deleted, it is fine because the below line in plugin-server will take care of it.
-                    # https://github.com/PostHog/posthog/blob/master/plugin-server/src/worker/ingestion/person-state.ts#L696 (addFeatureFlagHashKeysForMergedPerson)
+                    # https://github.com/PostHog/posthog/blob/master/plugin-server/src/utils/db/db.ts (updateCohortsAndFeatureFlagsForMerge)
 
                     writing_hash_key_override = set_feature_flag_hash_key_overrides(
                         team_id, [distinct_id, hash_key_override], hash_key_override

From 395ff403143a82f71f09c5631056251173c2d97d Mon Sep 17 00:00:00 2001
From: Marius Andra <marius.andra@gmail.com>
Date: Thu, 26 Oct 2023 18:22:36 +0200
Subject: [PATCH 103/133] feat(hogql): session.id and session.duration rename
 (#18215)

---
 .../hogql/database/schema/event_sessions.py   | 12 ++++----
 .../test/__snapshots__/test_database.ambr     |  8 +++---
 posthog/hogql/test/test_query.py              | 28 +++++++++++++++++++
 3 files changed, 38 insertions(+), 10 deletions(-)

diff --git a/posthog/hogql/database/schema/event_sessions.py b/posthog/hogql/database/schema/event_sessions.py
index a6951478ada4a..e049b9dcaf103 100644
--- a/posthog/hogql/database/schema/event_sessions.py
+++ b/posthog/hogql/database/schema/event_sessions.py
@@ -15,8 +15,8 @@
 
 class EventsSessionSubTable(VirtualTable):
     fields: Dict[str, FieldOrTable] = {
-        "$session_id": StringDatabaseField(name="$session_id"),
-        "session_duration": IntegerDatabaseField(name="session_duration"),
+        "id": StringDatabaseField(name="$session_id"),
+        "duration": IntegerDatabaseField(name="session_duration"),
     }
 
     def to_printed_clickhouse(self, context):
@@ -141,9 +141,9 @@ def join_with_events_table_session_duration(
 ):
     select_query = parse_select(
         """
-            select "$session_id", dateDiff('second', min(timestamp), max(timestamp)) as session_duration
+            select "$session_id" as id, dateDiff('second', min(timestamp), max(timestamp)) as duration
             from events
-            group by "$session_id"
+                group by id
         """
     )
 
@@ -157,7 +157,7 @@ def join_with_events_table_session_duration(
             exprs=[
                 *compare_operators,
                 ast.CompareOperation(
-                    left=ast.Field(chain=["$session_id"]),
+                    left=ast.Field(chain=["id"]),
                     op=ast.CompareOperationOp.NotEq,
                     right=ast.Constant(value=""),
                 ),
@@ -171,7 +171,7 @@ def join_with_events_table_session_duration(
         expr=ast.CompareOperation(
             op=ast.CompareOperationOp.Eq,
             left=ast.Field(chain=[from_table, "$session_id"]),
-            right=ast.Field(chain=[to_table, "$session_id"]),
+            right=ast.Field(chain=[to_table, "id"]),
         )
     )
 
diff --git a/posthog/hogql/database/test/__snapshots__/test_database.ambr b/posthog/hogql/database/test/__snapshots__/test_database.ambr
index 90bc08c457891..98a17e3b3821f 100644
--- a/posthog/hogql/database/test/__snapshots__/test_database.ambr
+++ b/posthog/hogql/database/test/__snapshots__/test_database.ambr
@@ -232,8 +232,8 @@
               "type": "lazy_table",
               "table": "events",
               "fields": [
-                  "$session_id",
-                  "session_duration"
+                  "id",
+                  "duration"
               ]
           }
       ],
@@ -1022,8 +1022,8 @@
               "type": "lazy_table",
               "table": "events",
               "fields": [
-                  "$session_id",
-                  "session_duration"
+                  "id",
+                  "duration"
               ]
           }
       ],
diff --git a/posthog/hogql/test/test_query.py b/posthog/hogql/test/test_query.py
index 0d6cf4342dead..235ef2d251ab1 100644
--- a/posthog/hogql/test/test_query.py
+++ b/posthog/hogql/test/test_query.py
@@ -1492,3 +1492,31 @@ def test_hogql_union_all_limits(self):
             f"SELECT event FROM events LIMIT 100 UNION ALL SELECT event FROM events LIMIT 100",
         )
         assert pretty_print_in_tests(response.clickhouse, self.team.pk) == self.snapshot
+
+    def test_events_sessions_table(self):
+        with freeze_time("2020-01-10 12:00:00"):
+            random_uuid = self._create_random_events()
+
+        with freeze_time("2020-01-10 12:10:00"):
+            _create_event(
+                distinct_id=random_uuid,
+                event="random event",
+                team=self.team,
+                properties={"$session_id": random_uuid},
+            )
+        with freeze_time("2020-01-10 12:20:00"):
+            _create_event(
+                distinct_id=random_uuid,
+                event="random event",
+                team=self.team,
+                properties={"$session_id": random_uuid},
+            )
+
+        query = "SELECT session.id, session.duration from events WHERE distinct_id={distinct_id} order by timestamp"
+        response = execute_hogql_query(
+            query, team=self.team, placeholders={"distinct_id": ast.Constant(value=random_uuid)}
+        )
+        assert response.results == [
+            (random_uuid, 600),
+            (random_uuid, 600),
+        ]

From 127b409b843a591310fc5986f9b63aa1fe0419ba Mon Sep 17 00:00:00 2001
From: David Newell <d.newell1@outlook.com>
Date: Thu, 26 Oct 2023 17:25:56 +0100
Subject: [PATCH 104/133] fix: remove console error (#18217)

---
 frontend/src/layout/FeaturePreviews/FeaturePreviewsModal.tsx | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/frontend/src/layout/FeaturePreviews/FeaturePreviewsModal.tsx b/frontend/src/layout/FeaturePreviews/FeaturePreviewsModal.tsx
index c80860f034a31..cb120f597a5b1 100644
--- a/frontend/src/layout/FeaturePreviews/FeaturePreviewsModal.tsx
+++ b/frontend/src/layout/FeaturePreviews/FeaturePreviewsModal.tsx
@@ -37,10 +37,10 @@ export function FeaturePreviewsModal({
                         return false
                     }
                     return (
-                        <>
+                        <div key={feature.flagKey}>
                             {i > 0 && <LemonDivider className="my-4" />}
                             <FeaturePreview key={feature.flagKey} feature={feature} />
-                        </>
+                        </div>
                     )
                 })}
                 {rawEarlyAccessFeaturesLoading ? (

From 8919ee6093a9146c9d362752dbf40148ff28e02f Mon Sep 17 00:00:00 2001
From: Paul D'Ambra <paul@posthog.com>
Date: Thu, 26 Oct 2023 17:50:03 +0100
Subject: [PATCH 105/133] feat: beta tag for sampling controls (#18224)

---
 .../settings/SessionRecordingSettings.tsx     | 385 +++++++++---------
 1 file changed, 198 insertions(+), 187 deletions(-)

diff --git a/frontend/src/scenes/session-recordings/settings/SessionRecordingSettings.tsx b/frontend/src/scenes/session-recordings/settings/SessionRecordingSettings.tsx
index 785a5c92ec343..7ff2582193790 100644
--- a/frontend/src/scenes/session-recordings/settings/SessionRecordingSettings.tsx
+++ b/frontend/src/scenes/session-recordings/settings/SessionRecordingSettings.tsx
@@ -1,6 +1,6 @@
 import { useActions, useValues } from 'kea'
 import { teamLogic } from 'scenes/teamLogic'
-import { LemonBanner, LemonButton, LemonSelect, LemonSwitch, Link } from '@posthog/lemon-ui'
+import { LemonBanner, LemonButton, LemonSelect, LemonSwitch, LemonTag, Link } from '@posthog/lemon-ui'
 import { urls } from 'scenes/urls'
 import { AuthorizedUrlList } from 'lib/components/AuthorizedUrlList/AuthorizedUrlList'
 import { AuthorizedUrlListType } from 'lib/components/AuthorizedUrlList/authorizedUrlListLogic'
@@ -15,6 +15,202 @@ export type SessionRecordingSettingsProps = {
     inModal?: boolean
 }
 
+function ReplayCostControl(): JSX.Element {
+    const { updateCurrentTeam } = useActions(teamLogic)
+    const { currentTeam } = useValues(teamLogic)
+
+    return (
+        <FlaggedFeature flag={FEATURE_FLAGS.SESSION_RECORDING_SAMPLING}>
+            <>
+                <h2 className={'flex flex-row align-center space-x-2'}>
+                    <span>Replay ingestion controls</span> <LemonTag type={'highlight'}>BETA</LemonTag>
+                </h2>
+                <p>
+                    PostHog offers several tools to let you control the number of recordings you collect and which users
+                    you collect recordings for.{' '}
+                    <Link
+                        to={'https://posthog.com/docs/session-replay/how-to-control-which-sessions-you-record'}
+                        target={'blank'}
+                    >
+                        Learn more in our docs
+                    </Link>
+                </p>
+                <LemonBanner type={'info'}>Requires posthog-js version 1.85.0 or greater</LemonBanner>
+                <div className={'flex flex-row justify-between'}>
+                    <LemonLabel className="text-base">Sampling</LemonLabel>
+                    <LemonSelect
+                        onChange={(v) => {
+                            updateCurrentTeam({ session_recording_sample_rate: v })
+                        }}
+                        dropdownMatchSelectWidth={false}
+                        options={[
+                            {
+                                label: '100% (no sampling)',
+                                value: '1.00',
+                            },
+                            {
+                                label: '95%',
+                                value: '0.95',
+                            },
+                            {
+                                label: '90%',
+                                value: '0.90',
+                            },
+                            {
+                                label: '85%',
+                                value: '0.85',
+                            },
+                            {
+                                label: '80%',
+                                value: '0.80',
+                            },
+                            {
+                                label: '75%',
+                                value: '0.75',
+                            },
+                            {
+                                label: '70%',
+                                value: '0.70',
+                            },
+                            {
+                                label: '65%',
+                                value: '0.65',
+                            },
+                            {
+                                label: '60%',
+                                value: '0.60',
+                            },
+                            {
+                                label: '55%',
+                                value: '0.55',
+                            },
+                            {
+                                label: '50%',
+                                value: '0.50',
+                            },
+                            {
+                                label: '45%',
+                                value: '0.45',
+                            },
+                            {
+                                label: '40%',
+                                value: '0.40',
+                            },
+                            {
+                                label: '35%',
+                                value: '0.35',
+                            },
+                            {
+                                label: '30%',
+                                value: '0.30',
+                            },
+                            {
+                                label: '25%',
+                                value: '0.25',
+                            },
+                            {
+                                label: '20%',
+                                value: '0.20',
+                            },
+                            {
+                                label: '15%',
+                                value: '0.15',
+                            },
+                            {
+                                label: '10%',
+                                value: '0.10',
+                            },
+                            {
+                                label: '5%',
+                                value: '0.05',
+                            },
+                            {
+                                label: '0% (replay disabled)',
+                                value: '0.00',
+                            },
+                        ]}
+                        value={
+                            typeof currentTeam?.session_recording_sample_rate === 'string'
+                                ? currentTeam?.session_recording_sample_rate
+                                : '1.00'
+                        }
+                    />
+                </div>
+                <p>
+                    Use this setting to restrict the percentage of sessions that will be recorded. This is useful if you
+                    want to reduce the amount of data you collect. 100% means all sessions will be collected. 50% means
+                    roughly half of sessions will be collected.
+                </p>
+                <div className={'flex flex-row justify-between'}>
+                    <LemonLabel className="text-base">Minimum session duration (seconds)</LemonLabel>
+                    <LemonSelect
+                        dropdownMatchSelectWidth={false}
+                        onChange={(v) => {
+                            updateCurrentTeam({ session_recording_minimum_duration_milliseconds: v })
+                        }}
+                        options={[
+                            {
+                                label: 'no minimum',
+                                value: null,
+                            },
+                            {
+                                label: '1',
+                                value: 1000,
+                            },
+                            {
+                                label: '2',
+                                value: 2000,
+                            },
+                            {
+                                label: '5',
+                                value: 5000,
+                            },
+                            {
+                                label: '10',
+                                value: 10000,
+                            },
+                            {
+                                label: '15',
+                                value: 15000,
+                            },
+                        ]}
+                        value={currentTeam?.session_recording_minimum_duration_milliseconds}
+                    />
+                </div>
+                <p>
+                    Setting a minimum session duration will ensure that only sessions that last longer than that value
+                    are collected. This helps you avoid collecting sessions that are too short to be useful.
+                </p>
+                <div className={'flex flex-col space-y-2'}>
+                    <LemonLabel className="text-base">Enable recordings using feature flag</LemonLabel>
+                    <div className={'flex flex-row justify-start space-x-2'}>
+                        <FlagSelector
+                            value={currentTeam?.session_recording_linked_flag?.id ?? undefined}
+                            onChange={(id, key) => {
+                                updateCurrentTeam({ session_recording_linked_flag: { id, key } })
+                            }}
+                        />
+                        {currentTeam?.session_recording_linked_flag && (
+                            <LemonButton
+                                className="ml-2"
+                                icon={<IconCancel />}
+                                size="small"
+                                status="stealth"
+                                onClick={() => updateCurrentTeam({ session_recording_linked_flag: null })}
+                                title="Clear selected flag"
+                            />
+                        )}
+                    </div>
+                </div>
+                <p>
+                    Linking a flag means that recordings will only be collected for users who have the flag enabled.
+                    Only supports release toggles (boolean flags).
+                </p>
+            </>
+        </FlaggedFeature>
+    )
+}
+
 export function SessionRecordingSettings({ inModal = false }: SessionRecordingSettingsProps): JSX.Element {
     const { updateCurrentTeam } = useActions(teamLogic)
     const { currentTeam } = useValues(teamLogic)
@@ -106,192 +302,7 @@ export function SessionRecordingSettings({ inModal = false }: SessionRecordingSe
                 </p>
                 <AuthorizedUrlList type={AuthorizedUrlListType.RECORDING_DOMAINS} />
             </div>
-            <FlaggedFeature flag={FEATURE_FLAGS.SESSION_RECORDING_SAMPLING}>
-                <>
-                    <h2>Replay ingestion controls</h2>
-                    <p>
-                        PostHog offers several tools to let you control the number of recordings you collect and which
-                        users you collect recordings for.{' '}
-                        <Link
-                            to={'https://posthog.com/docs/session-replay/how-to-control-which-sessions-you-record'}
-                            target={'blank'}
-                        >
-                            Learn more in our docs
-                        </Link>
-                    </p>
-                    <LemonBanner type={'info'}>Requires posthog-js version 1.85.0 or greater</LemonBanner>
-                    <div className={'flex flex-row justify-between'}>
-                        <LemonLabel className="text-base">Sampling</LemonLabel>
-                        <LemonSelect
-                            onChange={(v) => {
-                                updateCurrentTeam({ session_recording_sample_rate: v })
-                            }}
-                            dropdownMatchSelectWidth={false}
-                            options={[
-                                {
-                                    label: '100% (no sampling)',
-                                    value: '1.00',
-                                },
-                                {
-                                    label: '95%',
-                                    value: '0.95',
-                                },
-                                {
-                                    label: '90%',
-                                    value: '0.90',
-                                },
-                                {
-                                    label: '85%',
-                                    value: '0.85',
-                                },
-                                {
-                                    label: '80%',
-                                    value: '0.80',
-                                },
-                                {
-                                    label: '75%',
-                                    value: '0.75',
-                                },
-                                {
-                                    label: '70%',
-                                    value: '0.70',
-                                },
-                                {
-                                    label: '65%',
-                                    value: '0.65',
-                                },
-                                {
-                                    label: '60%',
-                                    value: '0.60',
-                                },
-                                {
-                                    label: '55%',
-                                    value: '0.55',
-                                },
-                                {
-                                    label: '50%',
-                                    value: '0.50',
-                                },
-                                {
-                                    label: '45%',
-                                    value: '0.45',
-                                },
-                                {
-                                    label: '40%',
-                                    value: '0.40',
-                                },
-                                {
-                                    label: '35%',
-                                    value: '0.35',
-                                },
-                                {
-                                    label: '30%',
-                                    value: '0.30',
-                                },
-                                {
-                                    label: '25%',
-                                    value: '0.25',
-                                },
-                                {
-                                    label: '20%',
-                                    value: '0.20',
-                                },
-                                {
-                                    label: '15%',
-                                    value: '0.15',
-                                },
-                                {
-                                    label: '10%',
-                                    value: '0.10',
-                                },
-                                {
-                                    label: '5%',
-                                    value: '0.05',
-                                },
-                                {
-                                    label: '0% (replay disabled)',
-                                    value: '0.00',
-                                },
-                            ]}
-                            value={
-                                typeof currentTeam?.session_recording_sample_rate === 'string'
-                                    ? currentTeam?.session_recording_sample_rate
-                                    : '1.00'
-                            }
-                        />
-                    </div>
-                    <p>
-                        Use this setting to restrict the percentage of sessions that will be recorded. This is useful if
-                        you want to reduce the amount of data you collect. 100% means all sessions will be collected.
-                        50% means roughly half of sessions will be collected.
-                    </p>
-                    <div className={'flex flex-row justify-between'}>
-                        <LemonLabel className="text-base">Minimum session duration (seconds)</LemonLabel>
-                        <LemonSelect
-                            dropdownMatchSelectWidth={false}
-                            onChange={(v) => {
-                                updateCurrentTeam({ session_recording_minimum_duration_milliseconds: v })
-                            }}
-                            options={[
-                                {
-                                    label: 'no minimum',
-                                    value: null,
-                                },
-                                {
-                                    label: '1',
-                                    value: 1000,
-                                },
-                                {
-                                    label: '2',
-                                    value: 2000,
-                                },
-                                {
-                                    label: '5',
-                                    value: 5000,
-                                },
-                                {
-                                    label: '10',
-                                    value: 10000,
-                                },
-                                {
-                                    label: '15',
-                                    value: 15000,
-                                },
-                            ]}
-                            value={currentTeam?.session_recording_minimum_duration_milliseconds}
-                        />
-                    </div>
-                    <p>
-                        Setting a minimum session duration will ensure that only sessions that last longer than that
-                        value are collected. This helps you avoid collecting sessions that are too short to be useful.
-                    </p>
-                    <div className={'flex flex-col space-y-2'}>
-                        <LemonLabel className="text-base">Enable recordings using feature flag</LemonLabel>
-                        <div className={'flex flex-row justify-start space-x-2'}>
-                            <FlagSelector
-                                value={currentTeam?.session_recording_linked_flag?.id ?? undefined}
-                                onChange={(id, key) => {
-                                    updateCurrentTeam({ session_recording_linked_flag: { id, key } })
-                                }}
-                            />
-                            {currentTeam?.session_recording_linked_flag && (
-                                <LemonButton
-                                    className="ml-2"
-                                    icon={<IconCancel />}
-                                    size="small"
-                                    status="stealth"
-                                    onClick={() => updateCurrentTeam({ session_recording_linked_flag: null })}
-                                    title="Clear selected flag"
-                                />
-                            )}
-                        </div>
-                    </div>
-                    <p>
-                        Linking a flag means that recordings will only be collected for users who have the flag enabled.
-                        Only supports release toggles (boolean flags).
-                    </p>
-                </>
-            </FlaggedFeature>
+            <ReplayCostControl />
         </div>
     )
 }

From 90b50663d50b67756550fe3994b017db78f34209 Mon Sep 17 00:00:00 2001
From: Li Yi Yu <li@posthog.com>
Date: Thu, 26 Oct 2023 13:00:11 -0400
Subject: [PATCH 106/133] fix(surveys): Fix survey prop naming (#18225)

* update dismiss to dismissed

* add survey responded user property

* survey responded fix
---
 frontend/src/lib/taxonomy.tsx | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/frontend/src/lib/taxonomy.tsx b/frontend/src/lib/taxonomy.tsx
index 7a373e00af326..b14a3ac55423e 100644
--- a/frontend/src/lib/taxonomy.tsx
+++ b/frontend/src/lib/taxonomy.tsx
@@ -797,16 +797,16 @@ export function getKeyMapping(
             data.description = `${data.description} Data from the first time this user was seen.`
         }
         return data
-    } else if (value.startsWith('$survey_response/')) {
-        const surveyId = value.replace(/^\$survey_response\//, '')
+    } else if (value.startsWith('$survey_responded/')) {
+        const surveyId = value.replace(/^\$survey_responded\//, '')
         if (surveyId) {
             return {
                 label: `Survey Responded: ${surveyId}`,
                 description: `Whether the user responded to survey with ID: "${surveyId}".`,
             }
         }
-    } else if (value.startsWith('$survey_dismiss/')) {
-        const surveyId = value.replace(/^\$survey_dismiss\//, '')
+    } else if (value.startsWith('$survey_dismissed/')) {
+        const surveyId = value.replace(/^\$survey_dismissed\//, '')
         if (surveyId) {
             return {
                 label: `Survey Dismissed: ${surveyId}`,

From 4acca9092c0b9e27c87d75319ec46d70b9c9ee1e Mon Sep 17 00:00:00 2001
From: Brett Hoerner <brett@posthog.com>
Date: Thu, 26 Oct 2023 11:04:25 -0600
Subject: [PATCH 107/133] refactor(plugin-server): reduce createPerson to a
 single query (#18126)

---
 plugin-server/src/utils/db/db.ts | 101 ++++++++++++++++++++-----------
 1 file changed, 67 insertions(+), 34 deletions(-)

diff --git a/plugin-server/src/utils/db/db.ts b/plugin-server/src/utils/db/db.ts
index f92a8a4404d44..8c5f22cf7f939 100644
--- a/plugin-server/src/utils/db/db.ts
+++ b/plugin-server/src/utils/db/db.ts
@@ -652,43 +652,75 @@ export class DB {
         uuid: string,
         distinctIds?: string[]
     ): Promise<Person> {
-        const kafkaMessages: ProducerRecord[] = []
+        distinctIds ||= []
+        const version = 0 // We're creating the person now!
 
-        const person = await this.postgres.transaction(PostgresUse.COMMON_WRITE, 'createPerson', async (tx) => {
-            const insertResult = await this.postgres.query(
-                tx,
-                'INSERT INTO posthog_person (created_at, properties, properties_last_updated_at, properties_last_operation, team_id, is_user_id, is_identified, uuid, version) VALUES ($1, $2, $3, $4, $5, $6, $7, $8, $9) RETURNING *',
-                [
-                    createdAt.toISO(),
-                    JSON.stringify(properties),
-                    JSON.stringify(propertiesLastUpdatedAt),
-                    JSON.stringify(propertiesLastOperation),
-                    teamId,
-                    isUserId,
-                    isIdentified,
-                    uuid,
-                    0,
-                ],
-                'insertPerson'
-            )
-            const personCreated = insertResult.rows[0] as RawPerson
-            const person = {
-                ...personCreated,
-                created_at: DateTime.fromISO(personCreated.created_at).toUTC(),
-                version: Number(personCreated.version || 0),
-            } as Person
-
-            kafkaMessages.push(
-                generateKafkaPersonUpdateMessage(createdAt, properties, teamId, isIdentified, uuid, person.version)
-            )
+        const insertResult = await this.postgres.query(
+            PostgresUse.COMMON_WRITE,
+            `WITH inserted_person AS (
+                    INSERT INTO posthog_person (
+                        created_at, properties, properties_last_updated_at,
+                        properties_last_operation, team_id, is_user_id, is_identified, uuid, version
+                    )
+                    VALUES ($1, $2, $3, $4, $5, $6, $7, $8, $9)
+                    RETURNING *
+                )` +
+                distinctIds
+                    .map(
+                        // NOTE: Keep this in sync with the posthog_persondistinctid INSERT in
+                        // `addDistinctIdPooled`
+                        (_, index) => `, distinct_id_${index} AS (
+                        INSERT INTO posthog_persondistinctid (distinct_id, person_id, team_id, version)
+                        VALUES ($${10 + index}, (SELECT id FROM inserted_person), $5, $9))`
+                    )
+                    .join('') +
+                `SELECT * FROM inserted_person;`,
+            [
+                createdAt.toISO(),
+                JSON.stringify(properties),
+                JSON.stringify(propertiesLastUpdatedAt),
+                JSON.stringify(propertiesLastOperation),
+                teamId,
+                isUserId,
+                isIdentified,
+                uuid,
+                version,
+                // The copy and reverse here is to maintain compatability with pre-existing code
+                // and tests. Postgres appears to assign IDs in reverse order of the INSERTs in the
+                // CTEs above, so we need to reverse the distinctIds to match the old behavior where
+                // we would do a round trip for each INSERT. We shouldn't actually depend on the
+                // `id` column of distinct_ids, so this is just a simple way to keeps tests exactly
+                // the same and prove behavior is the same as before.
+                ...distinctIds.slice().reverse(),
+            ],
+            'insertPerson'
+        )
+        const personCreated = insertResult.rows[0] as RawPerson
+        const person = {
+            ...personCreated,
+            created_at: DateTime.fromISO(personCreated.created_at).toUTC(),
+            version,
+        } as Person
 
-            for (const distinctId of distinctIds || []) {
-                const messages = await this.addDistinctIdPooled(person, distinctId, tx)
-                kafkaMessages.push(...messages)
-            }
+        const kafkaMessages: ProducerRecord[] = []
+        kafkaMessages.push(generateKafkaPersonUpdateMessage(createdAt, properties, teamId, isIdentified, uuid, version))
 
-            return person
-        })
+        for (const distinctId of distinctIds) {
+            kafkaMessages.push({
+                topic: KAFKA_PERSON_DISTINCT_ID,
+                messages: [
+                    {
+                        value: JSON.stringify({
+                            person_id: person.uuid,
+                            team_id: teamId,
+                            distinct_id: distinctId,
+                            version,
+                            is_deleted: 0,
+                        }),
+                    },
+                ],
+            })
+        }
 
         await this.kafkaProducer.queueMessages(kafkaMessages)
         return person
@@ -839,6 +871,7 @@ export class DB {
     ): Promise<ProducerRecord[]> {
         const insertResult = await this.postgres.query(
             tx ?? PostgresUse.COMMON_WRITE,
+            // NOTE: Keep this in sync with the posthog_persondistinctid INSERT in `createPerson`
             'INSERT INTO posthog_persondistinctid (distinct_id, person_id, team_id, version) VALUES ($1, $2, $3, 0) RETURNING *',
             [distinctId, person.id, person.team_id],
             'addDistinctIdPooled'

From ea68d3aae5382c9e6c884f97fb1e79e8ec1e3786 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Thomas=20Oberm=C3=BCller?= <thomas.obermueller@gmail.com>
Date: Thu, 26 Oct 2023 19:11:49 +0200
Subject: [PATCH 108/133] feat(hackathon-3000): use session query api (#18218)

---
 .../NotebookNodePersonFeed.tsx                |     1 -
 .../mockSessionsTimelineQueryResponse.json    | 27214 ----------------
 .../notebookNodePersonFeedLogic.ts            |    26 +-
 posthog/api/query.py                          |     6 +-
 4 files changed, 9 insertions(+), 27238 deletions(-)
 delete mode 100644 frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/mockSessionsTimelineQueryResponse.json

diff --git a/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/NotebookNodePersonFeed.tsx b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/NotebookNodePersonFeed.tsx
index 28f71f4493b9a..b5c4ee5c2fd71 100644
--- a/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/NotebookNodePersonFeed.tsx
+++ b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/NotebookNodePersonFeed.tsx
@@ -3,7 +3,6 @@ import { useValues } from 'kea'
 import { LemonSkeleton } from '@posthog/lemon-ui'
 import { NotFound } from 'lib/components/NotFound'
 import { NotebookNodeType, PersonType } from '~/types'
-// import { TimelineEntry } from '~/queries/schema'
 import { NotebookNodeProps } from 'scenes/notebooks/Notebook/utils'
 import { personLogic } from 'scenes/persons/personLogic'
 import { createPostHogWidgetNode } from '../NodeWrapper'
diff --git a/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/mockSessionsTimelineQueryResponse.json b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/mockSessionsTimelineQueryResponse.json
deleted file mode 100644
index c88078c9cafa0..0000000000000
--- a/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/mockSessionsTimelineQueryResponse.json
+++ /dev/null
@@ -1,27214 +0,0 @@
-{
-    "hasMore": false,
-    "hogql": "SELECT e.uuid, e.timestamp, e.event, e.properties, e.distinct_id, e.elements_chain, e.$session_id AS formal_session_id, first_value(e.uuid) OVER (PARTITION BY $session_id ORDER BY divide(__toInt64(timestamp), 60000000.0) ASC RANGE BETWEEN 1800 PRECEDING AND CURRENT ROW) AS informal_session_uuid, dateDiff('s', sre.start_time, sre.end_time) AS recording_duration_s FROM events AS e LEFT JOIN (SELECT start_time, end_time, session_id FROM session_replay_events) AS sre ON equals(e.$session_id, sre.session_id) WHERE equals(e.person_id, '018a92fd-a1c3-0000-4144-fb39888c298e') ORDER BY timestamp DESC LIMIT 100",
-    "results": [
-        {
-            "events": [
-                {
-                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                    "elements": [],
-                    "elements_chain": null,
-                    "event": "$pageleave",
-                    "id": "018b4c9d-aef5-789f-81e4-212476c51e92",
-                    "person": null,
-                    "properties": {
-                        "$os": "Mac OS X",
-                        "$os_version": "10.15.7",
-                        "$browser": "Chrome",
-                        "$device_type": "Desktop",
-                        "$current_url": "http://localhost:8000/canvas#state=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%3D",
-                        "$host": "localhost:8000",
-                        "$pathname": "/canvas",
-                        "$browser_version": 117,
-                        "$browser_language": "en-GB",
-                        "$screen_height": 982,
-                        "$screen_width": 1512,
-                        "$viewport_height": 859,
-                        "$viewport_width": 1512,
-                        "$lib": "web",
-                        "$lib_version": "1.84.0",
-                        "$insert_id": "xumznmndw7ojbqql",
-                        "$time": 1697797484.277,
-                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
-                        "$console_log_recording_enabled_server_side": true,
-                        "$session_recording_recorder_version_server_side": "v2",
-                        "$autocapture_disabled_server_side": false,
-                        "$active_feature_flags": [
-                            "signup-page-4.0",
-                            "cmd-k-search",
-                            "posthog-3000",
-                            "funnels-cue-opt-out-7301",
-                            "retention-breakdown",
-                            "smoothing-interval",
-                            "billing-limit",
-                            "kafka-inspector",
-                            "historical-exports-v2",
-                            "person-on-events-enabled",
-                            "region-select",
-                            "ingestion-warnings-enabled",
-                            "session-reset-on-load",
-                            "recordings-on-feature-flags",
-                            "auto-rollback-feature-flags",
-                            "onboarding-v2-demo",
-                            "feature-flag-rollout-ux",
-                            "role-based-access",
-                            "query_running_time",
-                            "query-timings",
-                            "recording-debugging",
-                            "enable-prompts",
-                            "feedback-scene",
-                            "early-access-feature",
-                            "early-access-feature-site-button",
-                            "hedgehog-mode-debug",
-                            "auto-redirect",
-                            "session-recording-blob-replay",
-                            "surveys",
-                            "generic-signup-benefits",
-                            "surveys-positions",
-                            "web-analytics",
-                            "high-frequency-batch-exports",
-                            "exception-autocapture",
-                            "data-warehouse",
-                            "data-warehouse-views",
-                            "ff-dashboard-templates",
-                            "show-product-intro-existing-products",
-                            "artificial-hog",
-                            "cs-dashboards",
-                            "product-specific-onboarding",
-                            "redirect-signups-to-instance",
-                            "apps-and-exports-ui",
-                            "survey-nps-results",
-                            "session-recording-allow-v1-snapshots",
-                            "session-replay-cors-proxy",
-                            "webhooks-denylist",
-                            "surveys-site-app-deprecation",
-                            "surveys-multiple-questions",
-                            "surveys-results-visualizations",
-                            "console-recording-search",
-                            "persons-hogql-query",
-                            "notebooks"
-                        ],
-                        "$feature/file-previews": false,
-                        "$feature/signup-page-4.0": "control",
-                        "$feature/hogql-insights": false,
-                        "$feature/cmd-k-search": true,
-                        "$feature/posthog-3000": true,
-                        "$feature/funnels-cue-opt-out-7301": true,
-                        "$feature/retention-breakdown": true,
-                        "$feature/smoothing-interval": true,
-                        "$feature/billing-limit": true,
-                        "$feature/kafka-inspector": true,
-                        "$feature/historical-exports-v2": true,
-                        "$feature/person-on-events-enabled": true,
-                        "$feature/region-select": true,
-                        "$feature/ingestion-warnings-enabled": true,
-                        "$feature/session-reset-on-load": true,
-                        "$feature/recordings-on-feature-flags": true,
-                        "$feature/auto-rollback-feature-flags": true,
-                        "$feature/onboarding-v2-demo": true,
-                        "$feature/feature-flag-rollout-ux": true,
-                        "$feature/role-based-access": true,
-                        "$feature/query_running_time": true,
-                        "$feature/query-timings": true,
-                        "$feature/recording-debugging": true,
-                        "$feature/enable-prompts": true,
-                        "$feature/feedback-scene": true,
-                        "$feature/early-access-feature": true,
-                        "$feature/early-access-feature-site-button": true,
-                        "$feature/hedgehog-mode-debug": true,
-                        "$feature/auto-redirect": true,
-                        "$feature/session-recording-blob-replay": true,
-                        "$feature/surveys": true,
-                        "$feature/generic-signup-benefits": true,
-                        "$feature/surveys-positions": true,
-                        "$feature/web-analytics": true,
-                        "$feature/high-frequency-batch-exports": true,
-                        "$feature/exception-autocapture": true,
-                        "$feature/data-warehouse": true,
-                        "$feature/data-warehouse-views": true,
-                        "$feature/ff-dashboard-templates": true,
-                        "$feature/show-product-intro-existing-products": true,
-                        "$feature/artificial-hog": true,
-                        "$feature/cs-dashboards": true,
-                        "$feature/product-specific-onboarding": true,
-                        "$feature/redirect-signups-to-instance": true,
-                        "$feature/apps-and-exports-ui": true,
-                        "$feature/survey-nps-results": true,
-                        "$feature/session-recording-allow-v1-snapshots": true,
-                        "$feature/session-replay-cors-proxy": true,
-                        "$feature/webhooks-denylist": true,
-                        "$feature/surveys-site-app-deprecation": true,
-                        "$feature/surveys-multiple-questions": true,
-                        "$feature/surveys-results-visualizations": true,
-                        "$feature/console-recording-search": true,
-                        "$feature/persons-hogql-query": true,
-                        "$feature/notebooks": true,
-                        "$feature_flag_payloads": {},
-                        "realm": "hosted-clickhouse",
-                        "email_service_available": false,
-                        "slack_service_available": false,
-                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "is_demo_project": false,
-                        "$groups": {
-                            "project": "018a92f8-b602-0000-75de-4b9073693531",
-                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
-                            "customer": "cus_OdSgxxWtHOtq9g",
-                            "instance": "http://localhost:8000"
-                        },
-                        "has_billing_plan": true,
-                        "customer_deactivated": false,
-                        "current_total_amount_usd": "0.00",
-                        "percentage_usage.product_analytics": 0,
-                        "current_amount_usd.product_analytics": "0.00",
-                        "unit_amount_usd.product_analytics": null,
-                        "usage_limit.product_analytics": null,
-                        "current_usage.product_analytics": 3729,
-                        "projected_usage.product_analytics": 0,
-                        "free_allocation.product_analytics": 0,
-                        "percentage_usage.session_replay": 0,
-                        "current_amount_usd.session_replay": "0.00",
-                        "unit_amount_usd.session_replay": null,
-                        "usage_limit.session_replay": null,
-                        "current_usage.session_replay": 254,
-                        "projected_usage.session_replay": 0,
-                        "free_allocation.session_replay": 0,
-                        "percentage_usage.feature_flags": 0,
-                        "current_amount_usd.feature_flags": "0.00",
-                        "unit_amount_usd.feature_flags": null,
-                        "usage_limit.feature_flags": null,
-                        "current_usage.feature_flags": 0,
-                        "projected_usage.feature_flags": 0,
-                        "free_allocation.feature_flags": 0,
-                        "percentage_usage.integrations": 0,
-                        "current_amount_usd.integrations": null,
-                        "unit_amount_usd.integrations": null,
-                        "usage_limit.integrations": 0,
-                        "current_usage.integrations": 0,
-                        "projected_usage.integrations": 0,
-                        "free_allocation.integrations": 0,
-                        "percentage_usage.platform_and_support": 0,
-                        "current_amount_usd.platform_and_support": null,
-                        "unit_amount_usd.platform_and_support": null,
-                        "usage_limit.platform_and_support": 0,
-                        "current_usage.platform_and_support": 0,
-                        "projected_usage.platform_and_support": 0,
-                        "free_allocation.platform_and_support": 0,
-                        "billing_period_start": "2023-10-14T09:22:33.000Z",
-                        "billing_period_end": "2023-11-14T09:22:33.000Z",
-                        "$referrer": "$direct",
-                        "$referring_domain": "$direct",
-                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
-                        "$session_id": "018b4c9d-ab5d-778b-9a9c-57db85a58ec0",
-                        "$window_id": "018b4c9d-ab5d-778b-9a9c-57dc585fb9f0",
-                        "$ip": "127.0.0.1",
-                        "$set": {
-                            "$os": "Mac OS X",
-                            "$browser": "Chrome",
-                            "$device_type": "Desktop",
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-                        "billing_period_start": "2023-10-14T09:22:33.000Z",
-                        "billing_period_end": "2023-11-14T09:22:33.000Z",
-                        "$referrer": "$direct",
-                        "$referring_domain": "$direct",
-                        "$feature_flag": "hogql-insights",
-                        "$feature_flag_response": false,
-                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
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-                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
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-                        "$set": {
-                            "$os": "Mac OS X",
-                            "$browser": "Chrome",
-                            "$device_type": "Desktop",
-                            "$current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
-                            "$pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
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-                        "$set_once": {
-                            "$initial_os": "Mac OS X",
-                            "$initial_browser": "Chrome",
-                            "$initial_device_type": "Desktop",
-                            "$initial_current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
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-                        "$sent_at": "2023-10-20T10:28:00.793000+00:00",
-                        "$geoip_city_name": "Sydney",
-                        "$geoip_country_name": "Australia",
-                        "$geoip_country_code": "AU",
-                        "$geoip_continent_name": "Oceania",
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-                        "$geoip_postal_code": "2000",
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-                        "$geoip_longitude": 151.2006,
-                        "$geoip_time_zone": "Australia/Sydney",
-                        "$geoip_subdivision_1_code": "NSW",
-                        "$geoip_subdivision_1_name": "New South Wales",
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-                        "$group_1": "http://localhost:8000"
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-                    "properties": {
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-                        "$browser": "Chrome",
-                        "$device_type": "Desktop",
-                        "$current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
-                        "$host": "localhost:8000",
-                        "$pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
-                        "$browser_version": 117,
-                        "$browser_language": "en-GB",
-                        "$screen_height": 982,
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-                        "$lib": "web",
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-                        "$insert_id": "1ox32j426hf22rbq",
-                        "$time": 1697797679.255,
-                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
-                        "$console_log_recording_enabled_server_side": true,
-                        "$session_recording_recorder_version_server_side": "v2",
-                        "$autocapture_disabled_server_side": false,
-                        "$active_feature_flags": [
-                            "signup-page-4.0",
-                            "cmd-k-search",
-                            "posthog-3000",
-                            "funnels-cue-opt-out-7301",
-                            "retention-breakdown",
-                            "smoothing-interval",
-                            "billing-limit",
-                            "kafka-inspector",
-                            "historical-exports-v2",
-                            "person-on-events-enabled",
-                            "region-select",
-                            "ingestion-warnings-enabled",
-                            "session-reset-on-load",
-                            "recordings-on-feature-flags",
-                            "auto-rollback-feature-flags",
-                            "onboarding-v2-demo",
-                            "feature-flag-rollout-ux",
-                            "role-based-access",
-                            "query_running_time",
-                            "query-timings",
-                            "recording-debugging",
-                            "enable-prompts",
-                            "feedback-scene",
-                            "early-access-feature",
-                            "early-access-feature-site-button",
-                            "hedgehog-mode-debug",
-                            "auto-redirect",
-                            "session-recording-blob-replay",
-                            "surveys",
-                            "generic-signup-benefits",
-                            "surveys-positions",
-                            "web-analytics",
-                            "high-frequency-batch-exports",
-                            "exception-autocapture",
-                            "data-warehouse",
-                            "data-warehouse-views",
-                            "ff-dashboard-templates",
-                            "show-product-intro-existing-products",
-                            "artificial-hog",
-                            "cs-dashboards",
-                            "product-specific-onboarding",
-                            "redirect-signups-to-instance",
-                            "apps-and-exports-ui",
-                            "survey-nps-results",
-                            "session-recording-allow-v1-snapshots",
-                            "session-replay-cors-proxy",
-                            "webhooks-denylist",
-                            "surveys-site-app-deprecation",
-                            "surveys-multiple-questions",
-                            "surveys-results-visualizations",
-                            "console-recording-search",
-                            "persons-hogql-query",
-                            "notebooks"
-                        ],
-                        "$feature/file-previews": false,
-                        "$feature/signup-page-4.0": "control",
-                        "$feature/hogql-insights": false,
-                        "$feature/cmd-k-search": true,
-                        "$feature/posthog-3000": true,
-                        "$feature/funnels-cue-opt-out-7301": true,
-                        "$feature/retention-breakdown": true,
-                        "$feature/smoothing-interval": true,
-                        "$feature/billing-limit": true,
-                        "$feature/kafka-inspector": true,
-                        "$feature/historical-exports-v2": true,
-                        "$feature/person-on-events-enabled": true,
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-                        "$feature/session-reset-on-load": true,
-                        "$feature/recordings-on-feature-flags": true,
-                        "$feature/auto-rollback-feature-flags": true,
-                        "$feature/onboarding-v2-demo": true,
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-                        "$feature/query-timings": true,
-                        "$feature/recording-debugging": true,
-                        "$feature/enable-prompts": true,
-                        "$feature/feedback-scene": true,
-                        "$feature/early-access-feature": true,
-                        "$feature/early-access-feature-site-button": true,
-                        "$feature/hedgehog-mode-debug": true,
-                        "$feature/auto-redirect": true,
-                        "$feature/session-recording-blob-replay": true,
-                        "$feature/surveys": true,
-                        "$feature/generic-signup-benefits": true,
-                        "$feature/surveys-positions": true,
-                        "$feature/web-analytics": true,
-                        "$feature/high-frequency-batch-exports": true,
-                        "$feature/exception-autocapture": true,
-                        "$feature/data-warehouse": true,
-                        "$feature/data-warehouse-views": true,
-                        "$feature/ff-dashboard-templates": true,
-                        "$feature/show-product-intro-existing-products": true,
-                        "$feature/artificial-hog": true,
-                        "$feature/cs-dashboards": true,
-                        "$feature/product-specific-onboarding": true,
-                        "$feature/redirect-signups-to-instance": true,
-                        "$feature/apps-and-exports-ui": true,
-                        "$feature/survey-nps-results": true,
-                        "$feature/session-recording-allow-v1-snapshots": true,
-                        "$feature/session-replay-cors-proxy": true,
-                        "$feature/webhooks-denylist": true,
-                        "$feature/surveys-site-app-deprecation": true,
-                        "$feature/surveys-multiple-questions": true,
-                        "$feature/surveys-results-visualizations": true,
-                        "$feature/console-recording-search": true,
-                        "$feature/persons-hogql-query": true,
-                        "$feature/notebooks": true,
-                        "$feature_flag_payloads": {},
-                        "realm": "hosted-clickhouse",
-                        "email_service_available": false,
-                        "slack_service_available": false,
-                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "is_demo_project": false,
-                        "$groups": {
-                            "project": "018a92f8-b602-0000-75de-4b9073693531",
-                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
-                            "customer": "cus_OdSgxxWtHOtq9g",
-                            "instance": "http://localhost:8000"
-                        },
-                        "has_billing_plan": true,
-                        "customer_deactivated": false,
-                        "current_total_amount_usd": "0.00",
-                        "percentage_usage.product_analytics": 0,
-                        "current_amount_usd.product_analytics": "0.00",
-                        "unit_amount_usd.product_analytics": null,
-                        "usage_limit.product_analytics": null,
-                        "current_usage.product_analytics": 3729,
-                        "projected_usage.product_analytics": 0,
-                        "free_allocation.product_analytics": 0,
-                        "percentage_usage.session_replay": 0,
-                        "current_amount_usd.session_replay": "0.00",
-                        "unit_amount_usd.session_replay": null,
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-                        "projected_usage.session_replay": 0,
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-                        "percentage_usage.feature_flags": 0,
-                        "current_amount_usd.feature_flags": "0.00",
-                        "unit_amount_usd.feature_flags": null,
-                        "usage_limit.feature_flags": null,
-                        "current_usage.feature_flags": 0,
-                        "projected_usage.feature_flags": 0,
-                        "free_allocation.feature_flags": 0,
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-                        "projected_usage.platform_and_support": 0,
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-                        "billing_period_start": "2023-10-14T09:22:33.000Z",
-                        "billing_period_end": "2023-11-14T09:22:33.000Z",
-                        "$referrer": "$direct",
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-                        "query": {
-                            "kind": "HogQLQuery",
-                            "query": "select id, groupArray(pdi.distinct_id) as distinct_ids, properties, is_identified, created_at from persons where pdi.distinct_id={distinct_id} group by id, properties, is_identified, created_at",
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-                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
-                        "$ip": "127.0.0.1",
-                        "$set": {
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-                            "$browser": "Chrome",
-                            "$device_type": "Desktop",
-                            "$current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
-                            "$pathname": "/person/bbf314c9-0877-450e-793a-f33cf151dd96",
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-                            "$referrer": "$direct",
-                            "$referring_domain": "$direct"
-                        },
-                        "$set_once": {
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-                            "$initial_browser": "Chrome",
-                            "$initial_device_type": "Desktop",
-                            "$initial_current_url": "http://localhost:8000/person/bbf314c9-0877-450e-793a-f33cf151dd96",
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-                        "$sent_at": "2023-10-20T10:28:00.793000+00:00",
-                        "$geoip_city_name": "Sydney",
-                        "$geoip_country_name": "Australia",
-                        "$geoip_country_code": "AU",
-                        "$geoip_continent_name": "Oceania",
-                        "$geoip_continent_code": "OC",
-                        "$geoip_postal_code": "2000",
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-                        "$geoip_longitude": 151.2006,
-                        "$geoip_time_zone": "Australia/Sydney",
-                        "$geoip_subdivision_1_code": "NSW",
-                        "$geoip_subdivision_1_name": "New South Wales",
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-                        "$group_1": "http://localhost:8000"
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-                            "text": "test@posthog.com"
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-                            "attributes": {
-                                "attr__class": "Link SidebarListItem__link",
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-                                "attr__href": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI"
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-                            "attr_id": "sidebar-krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI,018a92fd-7b25-7770-a050-577e94fd148c,018b4715-2fd1-7b9d-b1de-4cf7972a15e3",
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-                                "attr__title": "test@posthog.com"
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-                            "order": 2.0,
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-                                "attr__role": "rowgroup",
-                                "attr__style": "width: auto; height: 95872px; max-width: 250px; max-height: 95872px; overflow: hidden; position: relative;"
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-                            "attributes": {
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-                                "attr__aria-readonly": "true",
-                                "attr__class": "ReactVirtualized__Grid ReactVirtualized__List SidebarList",
-                                "attr__role": "grid",
-                                "attr__style": "box-sizing: border-box; direction: ltr; height: 312px; position: relative; width: 250px; will-change: transform; overflow: hidden auto;"
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-                        "$feature/high-frequency-batch-exports": true,
-                        "$feature/exception-autocapture": true,
-                        "$feature/data-warehouse": true,
-                        "$feature/data-warehouse-views": true,
-                        "$feature/ff-dashboard-templates": true,
-                        "$feature/show-product-intro-existing-products": true,
-                        "$feature/artificial-hog": true,
-                        "$feature/cs-dashboards": true,
-                        "$feature/product-specific-onboarding": true,
-                        "$feature/redirect-signups-to-instance": true,
-                        "$feature/apps-and-exports-ui": true,
-                        "$feature/survey-nps-results": true,
-                        "$feature/session-recording-allow-v1-snapshots": true,
-                        "$feature/session-replay-cors-proxy": true,
-                        "$feature/webhooks-denylist": true,
-                        "$feature/surveys-site-app-deprecation": true,
-                        "$feature/surveys-multiple-questions": true,
-                        "$feature/surveys-results-visualizations": true,
-                        "$feature/console-recording-search": true,
-                        "$feature/persons-hogql-query": true,
-                        "$feature/notebooks": true,
-                        "$feature_flag_payloads": {},
-                        "realm": "hosted-clickhouse",
-                        "email_service_available": false,
-                        "slack_service_available": false,
-                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "is_demo_project": false,
-                        "$groups": {
-                            "project": "018a92f8-b602-0000-75de-4b9073693531",
-                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
-                            "customer": "cus_OdSgxxWtHOtq9g",
-                            "instance": "http://localhost:8000"
-                        },
-                        "has_billing_plan": true,
-                        "customer_deactivated": false,
-                        "current_total_amount_usd": "0.00",
-                        "percentage_usage.product_analytics": 0,
-                        "current_amount_usd.product_analytics": "0.00",
-                        "unit_amount_usd.product_analytics": null,
-                        "usage_limit.product_analytics": null,
-                        "current_usage.product_analytics": 3729,
-                        "projected_usage.product_analytics": 0,
-                        "free_allocation.product_analytics": 0,
-                        "percentage_usage.session_replay": 0,
-                        "current_amount_usd.session_replay": "0.00",
-                        "unit_amount_usd.session_replay": null,
-                        "usage_limit.session_replay": null,
-                        "current_usage.session_replay": 254,
-                        "projected_usage.session_replay": 0,
-                        "free_allocation.session_replay": 0,
-                        "percentage_usage.feature_flags": 0,
-                        "current_amount_usd.feature_flags": "0.00",
-                        "unit_amount_usd.feature_flags": null,
-                        "usage_limit.feature_flags": null,
-                        "current_usage.feature_flags": 0,
-                        "projected_usage.feature_flags": 0,
-                        "free_allocation.feature_flags": 0,
-                        "percentage_usage.integrations": 0,
-                        "current_amount_usd.integrations": null,
-                        "unit_amount_usd.integrations": null,
-                        "usage_limit.integrations": 0,
-                        "current_usage.integrations": 0,
-                        "projected_usage.integrations": 0,
-                        "free_allocation.integrations": 0,
-                        "percentage_usage.platform_and_support": 0,
-                        "current_amount_usd.platform_and_support": null,
-                        "unit_amount_usd.platform_and_support": null,
-                        "usage_limit.platform_and_support": 0,
-                        "current_usage.platform_and_support": 0,
-                        "projected_usage.platform_and_support": 0,
-                        "free_allocation.platform_and_support": 0,
-                        "billing_period_start": "2023-10-14T09:22:33.000Z",
-                        "billing_period_end": "2023-11-14T09:22:33.000Z",
-                        "$referrer": "$direct",
-                        "$referring_domain": "$direct",
-                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
-                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
-                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
-                        "title": "bbf314c9-0877-450e-793a-f33cf151dd96 \u2022 Persons \u2022 PostHog",
-                        "$ip": "127.0.0.1",
-                        "$set": {
-                            "$os": "Mac OS X",
-                            "$browser": "Chrome",
-                            "$device_type": "Desktop",
-                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                            "$browser_version": 117,
-                            "$referrer": "$direct",
-                            "$referring_domain": "$direct"
-                        },
-                        "$set_once": {
-                            "$initial_os": "Mac OS X",
-                            "$initial_browser": "Chrome",
-                            "$initial_device_type": "Desktop",
-                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                            "$initial_browser_version": 117,
-                            "$initial_referrer": "$direct",
-                            "$initial_referring_domain": "$direct"
-                        },
-                        "$sent_at": "2023-10-20T10:28:00.793000+00:00",
-                        "$geoip_city_name": "Sydney",
-                        "$geoip_country_name": "Australia",
-                        "$geoip_country_code": "AU",
-                        "$geoip_continent_name": "Oceania",
-                        "$geoip_continent_code": "OC",
-                        "$geoip_postal_code": "2000",
-                        "$geoip_latitude": -33.8715,
-                        "$geoip_longitude": 151.2006,
-                        "$geoip_time_zone": "Australia/Sydney",
-                        "$geoip_subdivision_1_code": "NSW",
-                        "$geoip_subdivision_1_name": "New South Wales",
-                        "$plugins_succeeded": ["GeoIP (1)"],
-                        "$plugins_failed": [],
-                        "$plugins_deferred": [],
-                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
-                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
-                        "$group_4": "cus_OdSgxxWtHOtq9g",
-                        "$group_1": "http://localhost:8000"
-                    },
-                    "timestamp": "2023-10-20T10:27:59.511000+00:00",
-                    "uuid": null
-                },
-                {
-                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                    "elements": [],
-                    "elements_chain": null,
-                    "event": "query completed",
-                    "id": "018b4ca0-aa6e-72a0-b88c-a09bd8399999",
-                    "person": null,
-                    "properties": {
-                        "$os": "Mac OS X",
-                        "$os_version": "10.15.7",
-                        "$browser": "Chrome",
-                        "$device_type": "Desktop",
-                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "$host": "localhost:8000",
-                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "$browser_version": 117,
-                        "$browser_language": "en-GB",
-                        "$screen_height": 982,
-                        "$screen_width": 1512,
-                        "$viewport_height": 859,
-                        "$viewport_width": 1512,
-                        "$lib": "web",
-                        "$lib_version": "1.84.0",
-                        "$insert_id": "2zh0feb6n1tf9a1f",
-                        "$time": 1697797679.727,
-                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
-                        "$console_log_recording_enabled_server_side": true,
-                        "$session_recording_recorder_version_server_side": "v2",
-                        "$autocapture_disabled_server_side": false,
-                        "$active_feature_flags": [
-                            "signup-page-4.0",
-                            "cmd-k-search",
-                            "posthog-3000",
-                            "funnels-cue-opt-out-7301",
-                            "retention-breakdown",
-                            "smoothing-interval",
-                            "billing-limit",
-                            "kafka-inspector",
-                            "historical-exports-v2",
-                            "person-on-events-enabled",
-                            "region-select",
-                            "ingestion-warnings-enabled",
-                            "session-reset-on-load",
-                            "recordings-on-feature-flags",
-                            "auto-rollback-feature-flags",
-                            "onboarding-v2-demo",
-                            "feature-flag-rollout-ux",
-                            "role-based-access",
-                            "query_running_time",
-                            "query-timings",
-                            "recording-debugging",
-                            "enable-prompts",
-                            "feedback-scene",
-                            "early-access-feature",
-                            "early-access-feature-site-button",
-                            "hedgehog-mode-debug",
-                            "auto-redirect",
-                            "session-recording-blob-replay",
-                            "surveys",
-                            "generic-signup-benefits",
-                            "surveys-positions",
-                            "web-analytics",
-                            "high-frequency-batch-exports",
-                            "exception-autocapture",
-                            "data-warehouse",
-                            "data-warehouse-views",
-                            "ff-dashboard-templates",
-                            "show-product-intro-existing-products",
-                            "artificial-hog",
-                            "cs-dashboards",
-                            "product-specific-onboarding",
-                            "redirect-signups-to-instance",
-                            "apps-and-exports-ui",
-                            "survey-nps-results",
-                            "session-recording-allow-v1-snapshots",
-                            "session-replay-cors-proxy",
-                            "webhooks-denylist",
-                            "surveys-site-app-deprecation",
-                            "surveys-multiple-questions",
-                            "surveys-results-visualizations",
-                            "console-recording-search",
-                            "persons-hogql-query",
-                            "notebooks"
-                        ],
-                        "$feature/file-previews": false,
-                        "$feature/signup-page-4.0": "control",
-                        "$feature/hogql-insights": false,
-                        "$feature/cmd-k-search": true,
-                        "$feature/posthog-3000": true,
-                        "$feature/funnels-cue-opt-out-7301": true,
-                        "$feature/retention-breakdown": true,
-                        "$feature/smoothing-interval": true,
-                        "$feature/billing-limit": true,
-                        "$feature/kafka-inspector": true,
-                        "$feature/historical-exports-v2": true,
-                        "$feature/person-on-events-enabled": true,
-                        "$feature/region-select": true,
-                        "$feature/ingestion-warnings-enabled": true,
-                        "$feature/session-reset-on-load": true,
-                        "$feature/recordings-on-feature-flags": true,
-                        "$feature/auto-rollback-feature-flags": true,
-                        "$feature/onboarding-v2-demo": true,
-                        "$feature/feature-flag-rollout-ux": true,
-                        "$feature/role-based-access": true,
-                        "$feature/query_running_time": true,
-                        "$feature/query-timings": true,
-                        "$feature/recording-debugging": true,
-                        "$feature/enable-prompts": true,
-                        "$feature/feedback-scene": true,
-                        "$feature/early-access-feature": true,
-                        "$feature/early-access-feature-site-button": true,
-                        "$feature/hedgehog-mode-debug": true,
-                        "$feature/auto-redirect": true,
-                        "$feature/session-recording-blob-replay": true,
-                        "$feature/surveys": true,
-                        "$feature/generic-signup-benefits": true,
-                        "$feature/surveys-positions": true,
-                        "$feature/web-analytics": true,
-                        "$feature/high-frequency-batch-exports": true,
-                        "$feature/exception-autocapture": true,
-                        "$feature/data-warehouse": true,
-                        "$feature/data-warehouse-views": true,
-                        "$feature/ff-dashboard-templates": true,
-                        "$feature/show-product-intro-existing-products": true,
-                        "$feature/artificial-hog": true,
-                        "$feature/cs-dashboards": true,
-                        "$feature/product-specific-onboarding": true,
-                        "$feature/redirect-signups-to-instance": true,
-                        "$feature/apps-and-exports-ui": true,
-                        "$feature/survey-nps-results": true,
-                        "$feature/session-recording-allow-v1-snapshots": true,
-                        "$feature/session-replay-cors-proxy": true,
-                        "$feature/webhooks-denylist": true,
-                        "$feature/surveys-site-app-deprecation": true,
-                        "$feature/surveys-multiple-questions": true,
-                        "$feature/surveys-results-visualizations": true,
-                        "$feature/console-recording-search": true,
-                        "$feature/persons-hogql-query": true,
-                        "$feature/notebooks": true,
-                        "$feature_flag_payloads": {},
-                        "realm": "hosted-clickhouse",
-                        "email_service_available": false,
-                        "slack_service_available": false,
-                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "is_demo_project": false,
-                        "$groups": {
-                            "project": "018a92f8-b602-0000-75de-4b9073693531",
-                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
-                            "customer": "cus_OdSgxxWtHOtq9g",
-                            "instance": "http://localhost:8000"
-                        },
-                        "has_billing_plan": true,
-                        "customer_deactivated": false,
-                        "current_total_amount_usd": "0.00",
-                        "percentage_usage.product_analytics": 0,
-                        "current_amount_usd.product_analytics": "0.00",
-                        "unit_amount_usd.product_analytics": null,
-                        "usage_limit.product_analytics": null,
-                        "current_usage.product_analytics": 3729,
-                        "projected_usage.product_analytics": 0,
-                        "free_allocation.product_analytics": 0,
-                        "percentage_usage.session_replay": 0,
-                        "current_amount_usd.session_replay": "0.00",
-                        "unit_amount_usd.session_replay": null,
-                        "usage_limit.session_replay": null,
-                        "current_usage.session_replay": 254,
-                        "projected_usage.session_replay": 0,
-                        "free_allocation.session_replay": 0,
-                        "percentage_usage.feature_flags": 0,
-                        "current_amount_usd.feature_flags": "0.00",
-                        "unit_amount_usd.feature_flags": null,
-                        "usage_limit.feature_flags": null,
-                        "current_usage.feature_flags": 0,
-                        "projected_usage.feature_flags": 0,
-                        "free_allocation.feature_flags": 0,
-                        "percentage_usage.integrations": 0,
-                        "current_amount_usd.integrations": null,
-                        "unit_amount_usd.integrations": null,
-                        "usage_limit.integrations": 0,
-                        "current_usage.integrations": 0,
-                        "projected_usage.integrations": 0,
-                        "free_allocation.integrations": 0,
-                        "percentage_usage.platform_and_support": 0,
-                        "current_amount_usd.platform_and_support": null,
-                        "unit_amount_usd.platform_and_support": null,
-                        "usage_limit.platform_and_support": 0,
-                        "current_usage.platform_and_support": 0,
-                        "projected_usage.platform_and_support": 0,
-                        "free_allocation.platform_and_support": 0,
-                        "billing_period_start": "2023-10-14T09:22:33.000Z",
-                        "billing_period_end": "2023-11-14T09:22:33.000Z",
-                        "$referrer": "$direct",
-                        "$referring_domain": "$direct",
-                        "query": {
-                            "kind": "HogQLQuery",
-                            "query": "select id, groupArray(pdi.distinct_id) as distinct_ids, properties, is_identified, created_at from persons where pdi.distinct_id={distinct_id} group by id, properties, is_identified, created_at",
-                            "values": {
-                                "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI"
-                            }
-                        },
-                        "duration": 221.60000002384186,
-                        "clickhouse_sql": "SELECT persons.id, groupArray(persons__pdi.distinct_id) AS distinct_ids, persons.properties, persons.is_identified, toTimeZone(persons.created_at, %(hogql_val_0)s) FROM (SELECT person.id, person.properties AS properties, person.is_identified AS is_identified, person.created_at AS created_at FROM person WHERE and(equals(person.team_id, 1), ifNull(in(tuple(person.id, person.version), (SELECT person.id, max(person.version) AS version FROM person WHERE equals(person.team_id, 1) GROUP BY person.id HAVING ifNull(equals(argMax(person.is_deleted, person.version), 0), 0))), 0)) SETTINGS optimize_aggregation_in_order=1) AS persons INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, person_distinct_id2.distinct_id AS distinct_id FROM person_distinct_id2 WHERE equals(person_distinct_id2.team_id, 1) GROUP BY person_distinct_id2.distinct_id HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS persons__pdi ON equals(persons.id, persons__pdi.person_id) WHERE ifNull(equals(persons__pdi.distinct_id, %(hogql_val_1)s), 0) GROUP BY persons.id, persons.properties, persons.is_identified, toTimeZone(persons.created_at, %(hogql_val_2)s) LIMIT 100 SETTINGS readonly=2, max_execution_time=60, allow_experimental_object_type=1",
-                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
-                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
-                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
-                        "$ip": "127.0.0.1",
-                        "$set": {
-                            "$os": "Mac OS X",
-                            "$browser": "Chrome",
-                            "$device_type": "Desktop",
-                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                            "$browser_version": 117,
-                            "$referrer": "$direct",
-                            "$referring_domain": "$direct"
-                        },
-                        "$set_once": {
-                            "$initial_os": "Mac OS X",
-                            "$initial_browser": "Chrome",
-                            "$initial_device_type": "Desktop",
-                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                            "$initial_browser_version": 117,
-                            "$initial_referrer": "$direct",
-                            "$initial_referring_domain": "$direct"
-                        },
-                        "$sent_at": "2023-10-20T10:28:00.793000+00:00",
-                        "$geoip_city_name": "Sydney",
-                        "$geoip_country_name": "Australia",
-                        "$geoip_country_code": "AU",
-                        "$geoip_continent_name": "Oceania",
-                        "$geoip_continent_code": "OC",
-                        "$geoip_postal_code": "2000",
-                        "$geoip_latitude": -33.8715,
-                        "$geoip_longitude": 151.2006,
-                        "$geoip_time_zone": "Australia/Sydney",
-                        "$geoip_subdivision_1_code": "NSW",
-                        "$geoip_subdivision_1_name": "New South Wales",
-                        "$plugins_succeeded": ["GeoIP (1)"],
-                        "$plugins_failed": [],
-                        "$plugins_deferred": [],
-                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
-                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
-                        "$group_4": "cus_OdSgxxWtHOtq9g",
-                        "$group_1": "http://localhost:8000"
-                    },
-                    "timestamp": "2023-10-20T10:27:59.734000+00:00",
-                    "uuid": null
-                },
-                {
-                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                    "elements": [],
-                    "elements_chain": null,
-                    "event": "person viewed",
-                    "id": "018b4ca0-ac64-7425-ad3b-067188569418",
-                    "person": null,
-                    "properties": {
-                        "$os": "Mac OS X",
-                        "$os_version": "10.15.7",
-                        "$browser": "Chrome",
-                        "$device_type": "Desktop",
-                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "$host": "localhost:8000",
-                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "$browser_version": 117,
-                        "$browser_language": "en-GB",
-                        "$screen_height": 982,
-                        "$screen_width": 1512,
-                        "$viewport_height": 859,
-                        "$viewport_width": 1512,
-                        "$lib": "web",
-                        "$lib_version": "1.84.0",
-                        "$insert_id": "tsn5j4iw9zo6hbti",
-                        "$time": 1697797680.229,
-                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
-                        "$console_log_recording_enabled_server_side": true,
-                        "$session_recording_recorder_version_server_side": "v2",
-                        "$autocapture_disabled_server_side": false,
-                        "$active_feature_flags": [
-                            "signup-page-4.0",
-                            "cmd-k-search",
-                            "posthog-3000",
-                            "funnels-cue-opt-out-7301",
-                            "retention-breakdown",
-                            "smoothing-interval",
-                            "billing-limit",
-                            "kafka-inspector",
-                            "historical-exports-v2",
-                            "person-on-events-enabled",
-                            "region-select",
-                            "ingestion-warnings-enabled",
-                            "session-reset-on-load",
-                            "recordings-on-feature-flags",
-                            "auto-rollback-feature-flags",
-                            "onboarding-v2-demo",
-                            "feature-flag-rollout-ux",
-                            "role-based-access",
-                            "query_running_time",
-                            "query-timings",
-                            "recording-debugging",
-                            "enable-prompts",
-                            "feedback-scene",
-                            "early-access-feature",
-                            "early-access-feature-site-button",
-                            "hedgehog-mode-debug",
-                            "auto-redirect",
-                            "session-recording-blob-replay",
-                            "surveys",
-                            "generic-signup-benefits",
-                            "surveys-positions",
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-                        "$feature/artificial-hog": true,
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-                            "$initial_browser": "Chrome",
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-                        "$sent_at": "2023-10-20T10:28:03.798000+00:00",
-                        "$geoip_city_name": "Sydney",
-                        "$geoip_country_name": "Australia",
-                        "$geoip_country_code": "AU",
-                        "$geoip_continent_name": "Oceania",
-                        "$geoip_continent_code": "OC",
-                        "$geoip_postal_code": "2000",
-                        "$geoip_latitude": -33.8715,
-                        "$geoip_longitude": 151.2006,
-                        "$geoip_time_zone": "Australia/Sydney",
-                        "$geoip_subdivision_1_code": "NSW",
-                        "$geoip_subdivision_1_name": "New South Wales",
-                        "$plugins_succeeded": ["GeoIP (1)"],
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-                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
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-                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
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-                        "$session_recording_recorder_version_server_side": "v2",
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-                        "$active_feature_flags": [
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-                            "funnels-cue-opt-out-7301",
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-                            "persons-hogql-query",
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-                        "$feature/posthog-3000": true,
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-                        "$feature/artificial-hog": true,
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-                        "$feature/redirect-signups-to-instance": true,
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-                        "$feature/session-recording-allow-v1-snapshots": true,
-                        "$feature/session-replay-cors-proxy": true,
-                        "$feature/webhooks-denylist": true,
-                        "$feature/surveys-site-app-deprecation": true,
-                        "$feature/surveys-multiple-questions": true,
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-                        "$feature/console-recording-search": true,
-                        "$feature/persons-hogql-query": true,
-                        "$feature/notebooks": true,
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-                        "email_service_available": false,
-                        "slack_service_available": false,
-                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
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-                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
-                            "customer": "cus_OdSgxxWtHOtq9g",
-                            "instance": "http://localhost:8000"
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-                        "customer_deactivated": false,
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-                        "billing_period_start": "2023-10-14T09:22:33.000Z",
-                        "billing_period_end": "2023-11-14T09:22:33.000Z",
-                        "$referrer": "$direct",
-                        "$referring_domain": "$direct",
-                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
-                        "$session_id": "018b4ca0-9686-7b75-ba2e-61e9c0054b65",
-                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
-                        "title": "test@posthog.com \u2022 Persons \u2022 PostHog",
-                        "$ip": "127.0.0.1",
-                        "$set": {
-                            "$os": "Mac OS X",
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-                        "$geoip_city_name": "Sydney",
-                        "$geoip_country_name": "Australia",
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-                        "$geoip_continent_code": "OC",
-                        "$geoip_postal_code": "2000",
-                        "$geoip_latitude": -33.8715,
-                        "$geoip_longitude": 151.2006,
-                        "$geoip_time_zone": "Australia/Sydney",
-                        "$geoip_subdivision_1_code": "NSW",
-                        "$geoip_subdivision_1_name": "New South Wales",
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-                        "$plugins_failed": [],
-                        "$plugins_deferred": [],
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-                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
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-                    "person": null,
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-                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
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-                        "$lib": "web",
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-                        "$session_recording_recorder_version_server_side": "v2",
-                        "$autocapture_disabled_server_side": false,
-                        "$active_feature_flags": [
-                            "signup-page-4.0",
-                            "cmd-k-search",
-                            "posthog-3000",
-                            "funnels-cue-opt-out-7301",
-                            "retention-breakdown",
-                            "smoothing-interval",
-                            "billing-limit",
-                            "kafka-inspector",
-                            "historical-exports-v2",
-                            "person-on-events-enabled",
-                            "region-select",
-                            "ingestion-warnings-enabled",
-                            "session-reset-on-load",
-                            "recordings-on-feature-flags",
-                            "auto-rollback-feature-flags",
-                            "onboarding-v2-demo",
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-                            "query_running_time",
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-                            "feedback-scene",
-                            "early-access-feature",
-                            "early-access-feature-site-button",
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-                            "session-recording-blob-replay",
-                            "surveys",
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-                            "surveys-positions",
-                            "web-analytics",
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-                            "exception-autocapture",
-                            "data-warehouse",
-                            "data-warehouse-views",
-                            "ff-dashboard-templates",
-                            "show-product-intro-existing-products",
-                            "artificial-hog",
-                            "cs-dashboards",
-                            "product-specific-onboarding",
-                            "redirect-signups-to-instance",
-                            "apps-and-exports-ui",
-                            "survey-nps-results",
-                            "session-recording-allow-v1-snapshots",
-                            "session-replay-cors-proxy",
-                            "webhooks-denylist",
-                            "surveys-site-app-deprecation",
-                            "surveys-multiple-questions",
-                            "surveys-results-visualizations",
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-                            "persons-hogql-query",
-                            "notebooks"
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-                        "$feature/historical-exports-v2": true,
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-                        "$feature/artificial-hog": true,
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-                        "$feature/redirect-signups-to-instance": true,
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-                        "customer_deactivated": false,
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-                        "projected_usage.platform_and_support": 0,
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-                        "billing_period_start": "2023-10-14T09:22:33.000Z",
-                        "billing_period_end": "2023-11-14T09:22:33.000Z",
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-                        "$window_id": "018b4ca0-9686-7b75-ba2e-61ea857e58f0",
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-                        "$set": {
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-                            "$browser": "Chrome",
-                            "$device_type": "Desktop",
-                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
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-                        "$set_once": {
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-                            "$initial_browser": "Chrome",
-                            "$initial_device_type": "Desktop",
-                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
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-                            "$initial_browser_version": 117,
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-                        "$sent_at": "2023-10-20T10:30:36.883000+00:00",
-                        "$geoip_city_name": "Sydney",
-                        "$geoip_country_name": "Australia",
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-                        "$geoip_city_name": "Sydney",
-                        "$geoip_country_name": "Australia",
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-                        "$geoip_continent_name": "Oceania",
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-                        "$geoip_time_zone": "Australia/Sydney",
-                        "$geoip_subdivision_1_code": "NSW",
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-                        "$feature/file-previews": false,
-                        "$feature/signup-page-4.0": "control",
-                        "$feature/hogql-insights": false,
-                        "$feature/cmd-k-search": true,
-                        "$feature/posthog-3000": true,
-                        "$feature/funnels-cue-opt-out-7301": true,
-                        "$feature/retention-breakdown": true,
-                        "$feature/smoothing-interval": true,
-                        "$feature/billing-limit": true,
-                        "$feature/kafka-inspector": true,
-                        "$feature/historical-exports-v2": true,
-                        "$feature/person-on-events-enabled": true,
-                        "$feature/region-select": true,
-                        "$feature/ingestion-warnings-enabled": true,
-                        "$feature/session-reset-on-load": true,
-                        "$feature/recordings-on-feature-flags": true,
-                        "$feature/auto-rollback-feature-flags": true,
-                        "$feature/onboarding-v2-demo": true,
-                        "$feature/feature-flag-rollout-ux": true,
-                        "$feature/role-based-access": true,
-                        "$feature/query_running_time": true,
-                        "$feature/query-timings": true,
-                        "$feature/recording-debugging": true,
-                        "$feature/enable-prompts": true,
-                        "$feature/feedback-scene": true,
-                        "$feature/early-access-feature": true,
-                        "$feature/early-access-feature-site-button": true,
-                        "$feature/hedgehog-mode-debug": true,
-                        "$feature/auto-redirect": true,
-                        "$feature/session-recording-blob-replay": true,
-                        "$feature/surveys": true,
-                        "$feature/generic-signup-benefits": true,
-                        "$feature/surveys-positions": true,
-                        "$feature/web-analytics": true,
-                        "$feature/high-frequency-batch-exports": true,
-                        "$feature/exception-autocapture": true,
-                        "$feature/data-warehouse": true,
-                        "$feature/data-warehouse-views": true,
-                        "$feature/ff-dashboard-templates": true,
-                        "$feature/show-product-intro-existing-products": true,
-                        "$feature/artificial-hog": true,
-                        "$feature/cs-dashboards": true,
-                        "$feature/product-specific-onboarding": true,
-                        "$feature/redirect-signups-to-instance": true,
-                        "$feature/apps-and-exports-ui": true,
-                        "$feature/survey-nps-results": true,
-                        "$feature/session-recording-allow-v1-snapshots": true,
-                        "$feature/session-replay-cors-proxy": true,
-                        "$feature/webhooks-denylist": true,
-                        "$feature/surveys-site-app-deprecation": true,
-                        "$feature/surveys-multiple-questions": true,
-                        "$feature/surveys-results-visualizations": true,
-                        "$feature/console-recording-search": true,
-                        "$feature/persons-hogql-query": true,
-                        "$feature/notebooks": true,
-                        "$feature_flag_payloads": {},
-                        "realm": "hosted-clickhouse",
-                        "email_service_available": false,
-                        "slack_service_available": false,
-                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "is_demo_project": false,
-                        "$groups": {
-                            "project": "018a92f8-b602-0000-75de-4b9073693531",
-                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
-                            "customer": "cus_OdSgxxWtHOtq9g",
-                            "instance": "http://localhost:8000"
-                        },
-                        "has_billing_plan": true,
-                        "customer_deactivated": false,
-                        "current_total_amount_usd": "0.00",
-                        "percentage_usage.product_analytics": 0,
-                        "current_amount_usd.product_analytics": "0.00",
-                        "unit_amount_usd.product_analytics": null,
-                        "usage_limit.product_analytics": null,
-                        "current_usage.product_analytics": 3729,
-                        "projected_usage.product_analytics": 0,
-                        "free_allocation.product_analytics": 0,
-                        "percentage_usage.session_replay": 0,
-                        "current_amount_usd.session_replay": "0.00",
-                        "unit_amount_usd.session_replay": null,
-                        "usage_limit.session_replay": null,
-                        "current_usage.session_replay": 254,
-                        "projected_usage.session_replay": 0,
-                        "free_allocation.session_replay": 0,
-                        "percentage_usage.feature_flags": 0,
-                        "current_amount_usd.feature_flags": "0.00",
-                        "unit_amount_usd.feature_flags": null,
-                        "usage_limit.feature_flags": null,
-                        "current_usage.feature_flags": 0,
-                        "projected_usage.feature_flags": 0,
-                        "free_allocation.feature_flags": 0,
-                        "percentage_usage.integrations": 0,
-                        "current_amount_usd.integrations": null,
-                        "unit_amount_usd.integrations": null,
-                        "usage_limit.integrations": 0,
-                        "current_usage.integrations": 0,
-                        "projected_usage.integrations": 0,
-                        "free_allocation.integrations": 0,
-                        "percentage_usage.platform_and_support": 0,
-                        "current_amount_usd.platform_and_support": null,
-                        "unit_amount_usd.platform_and_support": null,
-                        "usage_limit.platform_and_support": 0,
-                        "current_usage.platform_and_support": 0,
-                        "projected_usage.platform_and_support": 0,
-                        "free_allocation.platform_and_support": 0,
-                        "billing_period_start": "2023-10-14T09:22:33.000Z",
-                        "billing_period_end": "2023-11-14T09:22:33.000Z",
-                        "$referrer": "$direct",
-                        "$referring_domain": "$direct",
-                        "query": {
-                            "kind": "HogQLQuery",
-                            "query": "select id, groupArray(pdi.distinct_id) as distinct_ids, properties, is_identified, created_at from persons where pdi.distinct_id={distinct_id} group by id, properties, is_identified, created_at",
-                            "values": {
-                                "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI"
-                            }
-                        },
-                        "duration": 516.8999999761581,
-                        "clickhouse_sql": "SELECT persons.id, groupArray(persons__pdi.distinct_id) AS distinct_ids, persons.properties, persons.is_identified, toTimeZone(persons.created_at, %(hogql_val_0)s) FROM (SELECT person.id, person.properties AS properties, person.is_identified AS is_identified, person.created_at AS created_at FROM person WHERE and(equals(person.team_id, 1), ifNull(in(tuple(person.id, person.version), (SELECT person.id, max(person.version) AS version FROM person WHERE equals(person.team_id, 1) GROUP BY person.id HAVING ifNull(equals(argMax(person.is_deleted, person.version), 0), 0))), 0)) SETTINGS optimize_aggregation_in_order=1) AS persons INNER JOIN (SELECT argMax(person_distinct_id2.person_id, person_distinct_id2.version) AS person_id, person_distinct_id2.distinct_id AS distinct_id FROM person_distinct_id2 WHERE equals(person_distinct_id2.team_id, 1) GROUP BY person_distinct_id2.distinct_id HAVING ifNull(equals(argMax(person_distinct_id2.is_deleted, person_distinct_id2.version), 0), 0)) AS persons__pdi ON equals(persons.id, persons__pdi.person_id) WHERE ifNull(equals(persons__pdi.distinct_id, %(hogql_val_1)s), 0) GROUP BY persons.id, persons.properties, persons.is_identified, toTimeZone(persons.created_at, %(hogql_val_2)s) LIMIT 100 SETTINGS readonly=2, max_execution_time=60, allow_experimental_object_type=1",
-                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
-                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
-                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
-                        "$ip": "127.0.0.1",
-                        "$set": {
-                            "$os": "Mac OS X",
-                            "$browser": "Chrome",
-                            "$device_type": "Desktop",
-                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
-                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                            "$browser_version": 117,
-                            "$referrer": "$direct",
-                            "$referring_domain": "$direct"
-                        },
-                        "$set_once": {
-                            "$initial_os": "Mac OS X",
-                            "$initial_browser": "Chrome",
-                            "$initial_device_type": "Desktop",
-                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
-                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                            "$initial_browser_version": 117,
-                            "$initial_referrer": "$direct",
-                            "$initial_referring_domain": "$direct"
-                        },
-                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
-                        "$geoip_city_name": "Sydney",
-                        "$geoip_country_name": "Australia",
-                        "$geoip_country_code": "AU",
-                        "$geoip_continent_name": "Oceania",
-                        "$geoip_continent_code": "OC",
-                        "$geoip_postal_code": "2000",
-                        "$geoip_latitude": -33.8715,
-                        "$geoip_longitude": 151.2006,
-                        "$geoip_time_zone": "Australia/Sydney",
-                        "$geoip_subdivision_1_code": "NSW",
-                        "$geoip_subdivision_1_name": "New South Wales",
-                        "$plugins_succeeded": ["GeoIP (1)"],
-                        "$plugins_failed": [],
-                        "$plugins_deferred": [],
-                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
-                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
-                        "$group_4": "cus_OdSgxxWtHOtq9g",
-                        "$group_1": "http://localhost:8000"
-                    },
-                    "timestamp": "2023-10-20T10:30:40.721000+00:00",
-                    "uuid": null
-                },
-                {
-                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                    "elements": [],
-                    "elements_chain": null,
-                    "event": "$feature_flag_called",
-                    "id": "018b4ca3-1f4d-7bfd-a091-0f8858fcc9ca",
-                    "person": null,
-                    "properties": {
-                        "$os": "Mac OS X",
-                        "$os_version": "10.15.7",
-                        "$browser": "Chrome",
-                        "$device_type": "Desktop",
-                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
-                        "$host": "localhost:8000",
-                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "$browser_version": 117,
-                        "$browser_language": "en-GB",
-                        "$screen_height": 982,
-                        "$screen_width": 1512,
-                        "$viewport_height": 859,
-                        "$viewport_width": 1512,
-                        "$lib": "web",
-                        "$lib_version": "1.84.0",
-                        "$insert_id": "c1x6pz53d6fb5uqp",
-                        "$time": 1697797840.718,
-                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
-                        "$console_log_recording_enabled_server_side": true,
-                        "$session_recording_recorder_version_server_side": "v2",
-                        "$autocapture_disabled_server_side": false,
-                        "$active_feature_flags": [
-                            "signup-page-4.0",
-                            "cmd-k-search",
-                            "posthog-3000",
-                            "funnels-cue-opt-out-7301",
-                            "retention-breakdown",
-                            "smoothing-interval",
-                            "billing-limit",
-                            "kafka-inspector",
-                            "historical-exports-v2",
-                            "person-on-events-enabled",
-                            "region-select",
-                            "ingestion-warnings-enabled",
-                            "session-reset-on-load",
-                            "recordings-on-feature-flags",
-                            "auto-rollback-feature-flags",
-                            "onboarding-v2-demo",
-                            "feature-flag-rollout-ux",
-                            "role-based-access",
-                            "query_running_time",
-                            "query-timings",
-                            "recording-debugging",
-                            "enable-prompts",
-                            "feedback-scene",
-                            "early-access-feature",
-                            "early-access-feature-site-button",
-                            "hedgehog-mode-debug",
-                            "auto-redirect",
-                            "session-recording-blob-replay",
-                            "surveys",
-                            "generic-signup-benefits",
-                            "surveys-positions",
-                            "web-analytics",
-                            "high-frequency-batch-exports",
-                            "exception-autocapture",
-                            "data-warehouse",
-                            "data-warehouse-views",
-                            "ff-dashboard-templates",
-                            "show-product-intro-existing-products",
-                            "artificial-hog",
-                            "cs-dashboards",
-                            "product-specific-onboarding",
-                            "redirect-signups-to-instance",
-                            "apps-and-exports-ui",
-                            "survey-nps-results",
-                            "session-recording-allow-v1-snapshots",
-                            "session-replay-cors-proxy",
-                            "webhooks-denylist",
-                            "surveys-site-app-deprecation",
-                            "surveys-multiple-questions",
-                            "surveys-results-visualizations",
-                            "console-recording-search",
-                            "persons-hogql-query",
-                            "notebooks"
-                        ],
-                        "$feature/file-previews": false,
-                        "$feature/signup-page-4.0": "control",
-                        "$feature/hogql-insights": false,
-                        "$feature/cmd-k-search": true,
-                        "$feature/posthog-3000": true,
-                        "$feature/funnels-cue-opt-out-7301": true,
-                        "$feature/retention-breakdown": true,
-                        "$feature/smoothing-interval": true,
-                        "$feature/billing-limit": true,
-                        "$feature/kafka-inspector": true,
-                        "$feature/historical-exports-v2": true,
-                        "$feature/person-on-events-enabled": true,
-                        "$feature/region-select": true,
-                        "$feature/ingestion-warnings-enabled": true,
-                        "$feature/session-reset-on-load": true,
-                        "$feature/recordings-on-feature-flags": true,
-                        "$feature/auto-rollback-feature-flags": true,
-                        "$feature/onboarding-v2-demo": true,
-                        "$feature/feature-flag-rollout-ux": true,
-                        "$feature/role-based-access": true,
-                        "$feature/query_running_time": true,
-                        "$feature/query-timings": true,
-                        "$feature/recording-debugging": true,
-                        "$feature/enable-prompts": true,
-                        "$feature/feedback-scene": true,
-                        "$feature/early-access-feature": true,
-                        "$feature/early-access-feature-site-button": true,
-                        "$feature/hedgehog-mode-debug": true,
-                        "$feature/auto-redirect": true,
-                        "$feature/session-recording-blob-replay": true,
-                        "$feature/surveys": true,
-                        "$feature/generic-signup-benefits": true,
-                        "$feature/surveys-positions": true,
-                        "$feature/web-analytics": true,
-                        "$feature/high-frequency-batch-exports": true,
-                        "$feature/exception-autocapture": true,
-                        "$feature/data-warehouse": true,
-                        "$feature/data-warehouse-views": true,
-                        "$feature/ff-dashboard-templates": true,
-                        "$feature/show-product-intro-existing-products": true,
-                        "$feature/artificial-hog": true,
-                        "$feature/cs-dashboards": true,
-                        "$feature/product-specific-onboarding": true,
-                        "$feature/redirect-signups-to-instance": true,
-                        "$feature/apps-and-exports-ui": true,
-                        "$feature/survey-nps-results": true,
-                        "$feature/session-recording-allow-v1-snapshots": true,
-                        "$feature/session-replay-cors-proxy": true,
-                        "$feature/webhooks-denylist": true,
-                        "$feature/surveys-site-app-deprecation": true,
-                        "$feature/surveys-multiple-questions": true,
-                        "$feature/surveys-results-visualizations": true,
-                        "$feature/console-recording-search": true,
-                        "$feature/persons-hogql-query": true,
-                        "$feature/notebooks": true,
-                        "$feature_flag_payloads": {},
-                        "realm": "hosted-clickhouse",
-                        "email_service_available": false,
-                        "slack_service_available": false,
-                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "is_demo_project": false,
-                        "$groups": {
-                            "project": "018a92f8-b602-0000-75de-4b9073693531",
-                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
-                            "customer": "cus_OdSgxxWtHOtq9g",
-                            "instance": "http://localhost:8000"
-                        },
-                        "has_billing_plan": true,
-                        "customer_deactivated": false,
-                        "current_total_amount_usd": "0.00",
-                        "percentage_usage.product_analytics": 0,
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-                        "$feature/artificial-hog": true,
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-                        "$feature/notebooks": true,
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-                        "billing_period_end": "2023-11-14T09:22:33.000Z",
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-                        "query": {
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-                        "$geoip_city_name": "Sydney",
-                        "$geoip_country_name": "Australia",
-                        "$geoip_country_code": "AU",
-                        "$geoip_continent_name": "Oceania",
-                        "$geoip_continent_code": "OC",
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-                        "$geoip_longitude": 151.2006,
-                        "$geoip_time_zone": "Australia/Sydney",
-                        "$geoip_subdivision_1_code": "NSW",
-                        "$geoip_subdivision_1_name": "New South Wales",
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-                        "free_allocation.platform_and_support": 0,
-                        "billing_period_start": "2023-10-14T09:22:33.000Z",
-                        "billing_period_end": "2023-11-14T09:22:33.000Z",
-                        "$referrer": "$direct",
-                        "$referring_domain": "$direct",
-                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
-                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
-                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
-                        "title": "test@posthog.com \u2022 Persons \u2022 PostHog",
-                        "$ip": "127.0.0.1",
-                        "$set": {
-                            "$os": "Mac OS X",
-                            "$browser": "Chrome",
-                            "$device_type": "Desktop",
-                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
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-                            "$browser_version": 117,
-                            "$referrer": "$direct",
-                            "$referring_domain": "$direct"
-                        },
-                        "$set_once": {
-                            "$initial_os": "Mac OS X",
-                            "$initial_browser": "Chrome",
-                            "$initial_device_type": "Desktop",
-                            "$initial_current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=eyJ0eXBlIjoiZG9jIiwiY29udGVudCI6W3sidHlwZSI6ImhlYWRpbmciLCJhdHRycyI6eyJsZXZlbCI6MX0sImNvbnRlbnQiOlt7InR5cGUiOiJ0ZXh0IiwidGV4dCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkifV19LHsidHlwZSI6InBoLXBlcnNvbi1mZWVkIiwiYXR0cnMiOnsiaGVpZ2h0IjpudWxsLCJ0aXRsZSI6bnVsbCwibm9kZUlkIjoiNmQ0ODUwNjYtZWM5OS00ODNkLThiOTgtNGQ4YTJkYzljYzRiIiwiaWQiOiJrclJmZ29wc1V5MVR3TlUxeWhTRExxTkRUZDZONXRNWnJIbG04bkxKSURJIiwiX19pbml0IjpudWxsLCJjaGlsZHJlbiI6W3sidHlwZSI6InBoLXBlcnNvbiIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6IjE0NDk2Y2ExLWUyNTUtNDlkMS1hM2IzLWU4ZjA1NzhhYjQ5YiJ9fSx7InR5cGUiOiJwaC1tYXAiLCJhdHRycyI6eyJpZCI6ImtyUmZnb3BzVXkxVHdOVTF5aFNETHFORFRkNk41dE1ackhsbThuTEpJREkiLCJub2RlSWQiOiJmMzgxYmFkOC1kMTNkLTQyOGItODYyNC03YTFkNTBhODBkMjMifX0seyJ0eXBlIjoicGgtcHJvcGVydGllcyIsImF0dHJzIjp7ImlkIjoia3JSZmdvcHNVeTFUd05VMXloU0RMcU5EVGQ2TjV0TVpySGxtOG5MSklESSIsIm5vZGVJZCI6ImE5Y2ZlOTlhLTRiZTktNDU1YS04OWMyLTViZGUyMGY2MWQwMiJ9fV19fV19",
-                            "$initial_pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                            "$initial_browser_version": 117,
-                            "$initial_referrer": "$direct",
-                            "$initial_referring_domain": "$direct"
-                        },
-                        "$sent_at": "2023-10-20T10:30:43.133000+00:00",
-                        "$geoip_city_name": "Sydney",
-                        "$geoip_country_name": "Australia",
-                        "$geoip_country_code": "AU",
-                        "$geoip_continent_name": "Oceania",
-                        "$geoip_continent_code": "OC",
-                        "$geoip_postal_code": "2000",
-                        "$geoip_latitude": -33.8715,
-                        "$geoip_longitude": 151.2006,
-                        "$geoip_time_zone": "Australia/Sydney",
-                        "$geoip_subdivision_1_code": "NSW",
-                        "$geoip_subdivision_1_name": "New South Wales",
-                        "$plugins_succeeded": ["GeoIP (1)"],
-                        "$plugins_failed": [],
-                        "$plugins_deferred": [],
-                        "$group_3": "018a92f8-b602-0000-75de-4b9073693531",
-                        "$group_2": "018a92f8-afff-0000-efec-ca77de39e384",
-                        "$group_4": "cus_OdSgxxWtHOtq9g",
-                        "$group_1": "http://localhost:8000"
-                    },
-                    "timestamp": "2023-10-20T10:30:41.784000+00:00",
-                    "uuid": null
-                },
-                {
-                    "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                    "elements": [],
-                    "elements_chain": null,
-                    "event": "notebook content changed",
-                    "id": "018b4ca3-236a-78d6-ba7b-155173c88abe",
-                    "person": null,
-                    "properties": {
-                        "$os": "Mac OS X",
-                        "$os_version": "10.15.7",
-                        "$browser": "Chrome",
-                        "$device_type": "Desktop",
-                        "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
-                        "$host": "localhost:8000",
-                        "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "$browser_version": 117,
-                        "$browser_language": "en-GB",
-                        "$screen_height": 982,
-                        "$screen_width": 1512,
-                        "$viewport_height": 859,
-                        "$viewport_width": 1512,
-                        "$lib": "web",
-                        "$lib_version": "1.84.0",
-                        "$insert_id": "3tkk1xg4kr4es46n",
-                        "$time": 1697797841.77,
-                        "distinct_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "$device_id": "018a92fd-7b25-7770-a050-577e94fd148c",
-                        "$console_log_recording_enabled_server_side": true,
-                        "$session_recording_recorder_version_server_side": "v2",
-                        "$autocapture_disabled_server_side": false,
-                        "$active_feature_flags": [
-                            "signup-page-4.0",
-                            "cmd-k-search",
-                            "posthog-3000",
-                            "funnels-cue-opt-out-7301",
-                            "retention-breakdown",
-                            "smoothing-interval",
-                            "billing-limit",
-                            "kafka-inspector",
-                            "historical-exports-v2",
-                            "person-on-events-enabled",
-                            "region-select",
-                            "ingestion-warnings-enabled",
-                            "session-reset-on-load",
-                            "recordings-on-feature-flags",
-                            "auto-rollback-feature-flags",
-                            "onboarding-v2-demo",
-                            "feature-flag-rollout-ux",
-                            "role-based-access",
-                            "query_running_time",
-                            "query-timings",
-                            "recording-debugging",
-                            "enable-prompts",
-                            "feedback-scene",
-                            "early-access-feature",
-                            "early-access-feature-site-button",
-                            "hedgehog-mode-debug",
-                            "auto-redirect",
-                            "session-recording-blob-replay",
-                            "surveys",
-                            "generic-signup-benefits",
-                            "surveys-positions",
-                            "web-analytics",
-                            "high-frequency-batch-exports",
-                            "exception-autocapture",
-                            "data-warehouse",
-                            "data-warehouse-views",
-                            "ff-dashboard-templates",
-                            "show-product-intro-existing-products",
-                            "artificial-hog",
-                            "cs-dashboards",
-                            "product-specific-onboarding",
-                            "redirect-signups-to-instance",
-                            "apps-and-exports-ui",
-                            "survey-nps-results",
-                            "session-recording-allow-v1-snapshots",
-                            "session-replay-cors-proxy",
-                            "webhooks-denylist",
-                            "surveys-site-app-deprecation",
-                            "surveys-multiple-questions",
-                            "surveys-results-visualizations",
-                            "console-recording-search",
-                            "persons-hogql-query",
-                            "notebooks"
-                        ],
-                        "$feature/file-previews": false,
-                        "$feature/signup-page-4.0": "control",
-                        "$feature/hogql-insights": false,
-                        "$feature/cmd-k-search": true,
-                        "$feature/posthog-3000": true,
-                        "$feature/funnels-cue-opt-out-7301": true,
-                        "$feature/retention-breakdown": true,
-                        "$feature/smoothing-interval": true,
-                        "$feature/billing-limit": true,
-                        "$feature/kafka-inspector": true,
-                        "$feature/historical-exports-v2": true,
-                        "$feature/person-on-events-enabled": true,
-                        "$feature/region-select": true,
-                        "$feature/ingestion-warnings-enabled": true,
-                        "$feature/session-reset-on-load": true,
-                        "$feature/recordings-on-feature-flags": true,
-                        "$feature/auto-rollback-feature-flags": true,
-                        "$feature/onboarding-v2-demo": true,
-                        "$feature/feature-flag-rollout-ux": true,
-                        "$feature/role-based-access": true,
-                        "$feature/query_running_time": true,
-                        "$feature/query-timings": true,
-                        "$feature/recording-debugging": true,
-                        "$feature/enable-prompts": true,
-                        "$feature/feedback-scene": true,
-                        "$feature/early-access-feature": true,
-                        "$feature/early-access-feature-site-button": true,
-                        "$feature/hedgehog-mode-debug": true,
-                        "$feature/auto-redirect": true,
-                        "$feature/session-recording-blob-replay": true,
-                        "$feature/surveys": true,
-                        "$feature/generic-signup-benefits": true,
-                        "$feature/surveys-positions": true,
-                        "$feature/web-analytics": true,
-                        "$feature/high-frequency-batch-exports": true,
-                        "$feature/exception-autocapture": true,
-                        "$feature/data-warehouse": true,
-                        "$feature/data-warehouse-views": true,
-                        "$feature/ff-dashboard-templates": true,
-                        "$feature/show-product-intro-existing-products": true,
-                        "$feature/artificial-hog": true,
-                        "$feature/cs-dashboards": true,
-                        "$feature/product-specific-onboarding": true,
-                        "$feature/redirect-signups-to-instance": true,
-                        "$feature/apps-and-exports-ui": true,
-                        "$feature/survey-nps-results": true,
-                        "$feature/session-recording-allow-v1-snapshots": true,
-                        "$feature/session-replay-cors-proxy": true,
-                        "$feature/webhooks-denylist": true,
-                        "$feature/surveys-site-app-deprecation": true,
-                        "$feature/surveys-multiple-questions": true,
-                        "$feature/surveys-results-visualizations": true,
-                        "$feature/console-recording-search": true,
-                        "$feature/persons-hogql-query": true,
-                        "$feature/notebooks": true,
-                        "$feature_flag_payloads": {},
-                        "realm": "hosted-clickhouse",
-                        "email_service_available": false,
-                        "slack_service_available": false,
-                        "$user_id": "krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                        "is_demo_project": false,
-                        "$groups": {
-                            "project": "018a92f8-b602-0000-75de-4b9073693531",
-                            "organization": "018a92f8-afff-0000-efec-ca77de39e384",
-                            "customer": "cus_OdSgxxWtHOtq9g",
-                            "instance": "http://localhost:8000"
-                        },
-                        "has_billing_plan": true,
-                        "customer_deactivated": false,
-                        "current_total_amount_usd": "0.00",
-                        "percentage_usage.product_analytics": 0,
-                        "current_amount_usd.product_analytics": "0.00",
-                        "unit_amount_usd.product_analytics": null,
-                        "usage_limit.product_analytics": null,
-                        "current_usage.product_analytics": 3729,
-                        "projected_usage.product_analytics": 0,
-                        "free_allocation.product_analytics": 0,
-                        "percentage_usage.session_replay": 0,
-                        "current_amount_usd.session_replay": "0.00",
-                        "unit_amount_usd.session_replay": null,
-                        "usage_limit.session_replay": null,
-                        "current_usage.session_replay": 254,
-                        "projected_usage.session_replay": 0,
-                        "free_allocation.session_replay": 0,
-                        "percentage_usage.feature_flags": 0,
-                        "current_amount_usd.feature_flags": "0.00",
-                        "unit_amount_usd.feature_flags": null,
-                        "usage_limit.feature_flags": null,
-                        "current_usage.feature_flags": 0,
-                        "projected_usage.feature_flags": 0,
-                        "free_allocation.feature_flags": 0,
-                        "percentage_usage.integrations": 0,
-                        "current_amount_usd.integrations": null,
-                        "unit_amount_usd.integrations": null,
-                        "usage_limit.integrations": 0,
-                        "current_usage.integrations": 0,
-                        "projected_usage.integrations": 0,
-                        "free_allocation.integrations": 0,
-                        "percentage_usage.platform_and_support": 0,
-                        "current_amount_usd.platform_and_support": null,
-                        "unit_amount_usd.platform_and_support": null,
-                        "usage_limit.platform_and_support": 0,
-                        "current_usage.platform_and_support": 0,
-                        "projected_usage.platform_and_support": 0,
-                        "free_allocation.platform_and_support": 0,
-                        "billing_period_start": "2023-10-14T09:22:33.000Z",
-                        "billing_period_end": "2023-11-14T09:22:33.000Z",
-                        "$referrer": "$direct",
-                        "$referring_domain": "$direct",
-                        "token": "phc_OWGI2wKbfi7rWDZT9wkl8uGcfe0wOGCvflLEZSMiaT0",
-                        "$session_id": "018b4ca3-1d07-7195-8202-c8a103a9325a",
-                        "$window_id": "018b4ca3-1d07-7195-8202-c8a2b00ad68a",
-                        "$ip": "127.0.0.1",
-                        "$set": {
-                            "$os": "Mac OS X",
-                            "$browser": "Chrome",
-                            "$device_type": "Desktop",
-                            "$current_url": "http://localhost:8000/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI#activeTab=feed&state=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",
-                            "$pathname": "/person/krRfgopsUy1TwNU1yhSDLqNDTd6N5tMZrHlm8nLJIDI",
-                            "$browser_version": 117,
-                            "$referrer": "$direct",
-                            "$referring_domain": "$direct"
-                        },
-                        "$set_once": {
-                            "$initial_os": "Mac OS X",
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-                        "$geoip_city_name": "Sydney",
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-            "t": 0.65883087500697
-        },
-        {
-            "k": ".",
-            "t": 0.7931497080135159
-        }
-    ]
-}
diff --git a/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/notebookNodePersonFeedLogic.ts b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/notebookNodePersonFeedLogic.ts
index 1768b80caf50e..43649f6573a38 100644
--- a/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/notebookNodePersonFeedLogic.ts
+++ b/frontend/src/scenes/notebooks/Nodes/NotebookNodePersonFeed/notebookNodePersonFeedLogic.ts
@@ -1,14 +1,8 @@
 import { kea, key, path, props, afterMount } from 'kea'
 import { loaders } from 'kea-loaders'
 
-// import { query } from '~/queries/query'
-// import {
-//     // NodeKind,
-//     // SessionsTimelineQuery,
-//     SessionsTimelineQueryResponse,
-// } from '~/queries/schema'
-
-import mockSessionsTimelineQueryResponse from './mockSessionsTimelineQueryResponse.json'
+import { query } from '~/queries/query'
+import { NodeKind, SessionsTimelineQuery, SessionsTimelineQueryResponse } from '~/queries/schema'
 
 import type { notebookNodePersonFeedLogicType } from './notebookNodePersonFeedLogicType'
 
@@ -21,19 +15,15 @@ export const notebookNodePersonFeedLogic = kea<notebookNodePersonFeedLogicType>(
     path((key) => ['scenes', 'notebooks', 'Notebook', 'Nodes', 'notebookNodePersonFeedLogic', key]),
     key(({ personId }) => personId),
 
-    loaders(() => ({
+    loaders(({ props }) => ({
         sessions: [
-            // null as SessionsTimelineQueryResponse['results'] | null,
-            null as any | null,
+            null as SessionsTimelineQueryResponse['results'] | null,
             {
                 loadSessionsTimeline: async () => {
-                    // const result = await query<SessionsTimelineQuery>({
-                    //     kind: NodeKind.SessionsTimelineQuery,
-                    //     after: '2021-01-01T18:00:00Z',
-                    //     before: '2024-01-01T06:00:00Z',
-                    //     personId: props.personId,
-                    // })
-                    const result = mockSessionsTimelineQueryResponse
+                    const result = await query<SessionsTimelineQuery>({
+                        kind: NodeKind.SessionsTimelineQuery,
+                        personId: props.personId,
+                    })
                     return result.results
                 },
             },
diff --git a/posthog/api/query.py b/posthog/api/query.py
index 5c1773e671a20..103cfd1b67eeb 100644
--- a/posthog/api/query.py
+++ b/posthog/api/query.py
@@ -55,11 +55,7 @@
     "WebTopPagesQuery",
     "WebStatsTableQuery",
 ]
-QUERY_WITH_RUNNER_NO_CACHE = [
-    "EventsQuery",
-    "PersonsQuery",
-    "HogQLQuery",
-]
+QUERY_WITH_RUNNER_NO_CACHE = ["EventsQuery", "PersonsQuery", "HogQLQuery", "SessionsTimelineQuery"]
 
 
 class QueryThrottle(TeamRateThrottle):

From b68ba2d6b48873627db6b70809bd936b59ab76a5 Mon Sep 17 00:00:00 2001
From: Raquel Smith <raquelmsmith@users.noreply.github.com>
Date: Thu, 26 Oct 2023 10:49:00 -0700
Subject: [PATCH 109/133] feat(onboarding): remove the skip ("None of these")
 button (#18196)

remove the skip ("None of these") button
---
 frontend/src/scenes/products/Products.tsx | 18 ------------------
 1 file changed, 18 deletions(-)

diff --git a/frontend/src/scenes/products/Products.tsx b/frontend/src/scenes/products/Products.tsx
index afdbb1abffabe..9fac87df32751 100644
--- a/frontend/src/scenes/products/Products.tsx
+++ b/frontend/src/scenes/products/Products.tsx
@@ -104,7 +104,6 @@ export function Products(): JSX.Element {
     const { featureFlags } = useValues(featureFlagLogic)
     const { billing } = useValues(billingLogic)
     const { currentTeam } = useValues(teamLogic)
-    const { updateCurrentTeam } = useActions(teamLogic)
     const isFirstProduct = Object.keys(currentTeam?.has_completed_onboarding_for || {}).length === 0
     const products = billing?.products || []
 
@@ -132,23 +131,6 @@ export function Products(): JSX.Element {
                                 <ProductCard product={product} key={product.type} />
                             ))}
                     </div>
-                    <div className="mt-20">
-                        <LemonButton
-                            status="muted"
-                            onClick={() => {
-                                updateCurrentTeam({
-                                    has_completed_onboarding_for: {
-                                        ...currentTeam?.has_completed_onboarding_for,
-                                        skipped_onboarding: true,
-                                    },
-                                })
-                                router.actions.replace(urls.default())
-                            }}
-                            size="small"
-                        >
-                            None of these
-                        </LemonButton>
-                    </div>
                 </>
             ) : (
                 <Spinner className="text-3xl" />

From ba231d756e4d87c65079ddc4f3fdb1730d9c6ec8 Mon Sep 17 00:00:00 2001
From: eric <eeoneric@gmail.com>
Date: Thu, 26 Oct 2023 16:03:21 -0400
Subject: [PATCH 110/133] rename data

---
 frontend/src/lib/api.ts                       | 12 +++++-----
 .../data-warehouse/external/SourceModal.tsx   | 15 ++++++++-----
 .../external/sourceModalLogic.ts              | 20 ++++++++++++-----
 .../settings/dataWarehouseSettingsLogic.ts    |  2 +-
 posthog/api/__init__.py                       |  9 +++++---
 ...source.py => 0355_externaldataresource.py} |  2 +-
 ..._resource.py => external_data_resource.py} | 22 +++++++++----------
 .../connection.py                             |  0
 .../destination.py                            |  0
 .../source.py                                 |  0
 posthog/warehouse/models/__init__.py          |  2 +-
 ..._resource.py => external_data_resource.py} |  2 +-
 posthog/warehouse/sync_resource.py            | 10 ++++-----
 13 files changed, 56 insertions(+), 40 deletions(-)
 rename posthog/migrations/{0355_airbyteresource.py => 0355_externaldataresource.py} (97%)
 rename posthog/warehouse/api/{airbyte_resource.py => external_data_resource.py} (76%)
 rename posthog/warehouse/{airbyte => external_data_resource}/connection.py (100%)
 rename posthog/warehouse/{airbyte => external_data_resource}/destination.py (100%)
 rename posthog/warehouse/{airbyte => external_data_resource}/source.py (100%)
 rename posthog/warehouse/models/{airbyte_resource.py => external_data_resource.py} (92%)

diff --git a/frontend/src/lib/api.ts b/frontend/src/lib/api.ts
index 4063a165a7bb7..010c740bfc8ab 100644
--- a/frontend/src/lib/api.ts
+++ b/frontend/src/lib/api.ts
@@ -568,9 +568,9 @@ class ApiRequest {
         return this.batchExportRun(id, runId, teamId).addPathComponent('logs')
     }
 
-    // Airbyte
-    public airbyteResources(teamId?: TeamType['id']): ApiRequest {
-        return this.projectsDetail(teamId).addPathComponent('airbyte_resources')
+    // External Data Resource
+    public externalDataResources(teamId?: TeamType['id']): ApiRequest {
+        return this.projectsDetail(teamId).addPathComponent('external_data_resources')
     }
 
     // Request finalization
@@ -1578,12 +1578,12 @@ const api = {
         },
     },
 
-    airbyteResources: {
+    externalDataResources: {
         async list(): Promise<PaginatedResponse<AirbyteStripeResource>> {
-            return await new ApiRequest().airbyteResources().get()
+            return await new ApiRequest().externalDataResources().get()
         },
         async create(data: Partial<AirbyteStripeResourceCreatePayload>): Promise<AirbyteStripeResourceCreatePayload> {
-            return await new ApiRequest().airbyteResources().create({ data })
+            return await new ApiRequest().externalDataResources().create({ data })
         },
     },
 
diff --git a/frontend/src/scenes/data-warehouse/external/SourceModal.tsx b/frontend/src/scenes/data-warehouse/external/SourceModal.tsx
index b650602302579..8874be6b1e681 100644
--- a/frontend/src/scenes/data-warehouse/external/SourceModal.tsx
+++ b/frontend/src/scenes/data-warehouse/external/SourceModal.tsx
@@ -9,9 +9,9 @@ import stripeLogo from 'public/stripe-logo.svg'
 interface SourceModalProps extends LemonModalProps {}
 
 export default function SourceModal(props: SourceModalProps): JSX.Element {
-    const { tableLoading, isAirbyteResourceSubmitting, selectedConnector, isManualLinkFormVisible, connectors } =
+    const { tableLoading, isExternalDataResourceSubmitting, selectedConnector, isManualLinkFormVisible, connectors } =
         useValues(sourceModalLogic)
-    const { selectConnector, toggleManualLinkFormVisible, resetAirbyteResource, resetTable } =
+    const { selectConnector, toggleManualLinkFormVisible, resetExternalDataResource, resetTable } =
         useActions(sourceModalLogic)
 
     const MenuButton = (config: ConnectorConfigType): JSX.Element => {
@@ -29,7 +29,7 @@ export default function SourceModal(props: SourceModalProps): JSX.Element {
     const onClear = (): void => {
         selectConnector(null)
         toggleManualLinkFormVisible(false)
-        resetAirbyteResource()
+        resetExternalDataResource()
         resetTable()
     }
 
@@ -40,7 +40,12 @@ export default function SourceModal(props: SourceModalProps): JSX.Element {
     const formToShow = (): JSX.Element => {
         if (selectedConnector) {
             return (
-                <Form logic={sourceModalLogic} formKey={'airbyteResource'} className="space-y-4" enableFormOnSubmit>
+                <Form
+                    logic={sourceModalLogic}
+                    formKey={'externalDataResource'}
+                    className="space-y-4"
+                    enableFormOnSubmit
+                >
                     <Field name="account_id" label="Account Id">
                         <LemonInput className="ph-ignore-input" autoFocus data-attr="account-id" placeholder="acct_" />
                     </Field>
@@ -62,7 +67,7 @@ export default function SourceModal(props: SourceModalProps): JSX.Element {
                             center
                             htmlType="submit"
                             data-attr="source-link"
-                            loading={isAirbyteResourceSubmitting}
+                            loading={isExternalDataResourceSubmitting}
                         >
                             Link
                         </LemonButton>
diff --git a/frontend/src/scenes/data-warehouse/external/sourceModalLogic.ts b/frontend/src/scenes/data-warehouse/external/sourceModalLogic.ts
index 1f247ccf94ed9..5d19a01b97ed8 100644
--- a/frontend/src/scenes/data-warehouse/external/sourceModalLogic.ts
+++ b/frontend/src/scenes/data-warehouse/external/sourceModalLogic.ts
@@ -36,7 +36,14 @@ export const sourceModalLogic = kea<sourceModalLogicType>([
     }),
     connect({
         values: [dataWarehouseTableLogic, ['tableLoading'], dataWarehouseSettingsLogic, ['dataWarehouseSources']],
-        actions: [dataWarehouseSceneLogic, ['toggleSourceModal'], dataWarehouseTableLogic, ['resetTable']],
+        actions: [
+            dataWarehouseSceneLogic,
+            ['toggleSourceModal'],
+            dataWarehouseTableLogic,
+            ['resetTable'],
+            dataWarehouseSettingsLogic,
+            ['loadSources'],
+        ],
     }),
     reducers({
         selectedConnector: [
@@ -71,7 +78,7 @@ export const sourceModalLogic = kea<sourceModalLogicType>([
         ],
     }),
     forms(() => ({
-        airbyteResource: {
+        externalDataResource: {
             defaults: { account_id: '', client_secret: '' } as AirbyteStripeResourceCreatePayload,
             errors: ({ account_id, client_secret }) => {
                 return {
@@ -80,19 +87,20 @@ export const sourceModalLogic = kea<sourceModalLogicType>([
                 }
             },
             submit: async (payload: AirbyteStripeResourceCreatePayload) => {
-                const newResource = await api.airbyteResources.create(payload)
+                const newResource = await api.externalDataResources.create(payload)
                 return newResource
             },
         },
     })),
     listeners(({ actions }) => ({
-        submitAirbyteResourceSuccess: () => {
+        submitExternalDataResourceSuccess: () => {
             lemonToast.success('New Data Resource Created')
             actions.toggleSourceModal()
-            actions.resetAirbyteResource()
+            actions.resetExternalDataResource()
+            actions.loadSources()
             router.actions.push(urls.dataWarehouseSettings())
         },
-        submitAirbyteResourceFailure: () => {
+        submitExternalDataResourceFailure: () => {
             lemonToast.error('Error creating new Data Resource. Check that provided credentials are valid.')
         },
     })),
diff --git a/frontend/src/scenes/data-warehouse/settings/dataWarehouseSettingsLogic.ts b/frontend/src/scenes/data-warehouse/settings/dataWarehouseSettingsLogic.ts
index c8cc9b75742a6..6fa3c59f6f30d 100644
--- a/frontend/src/scenes/data-warehouse/settings/dataWarehouseSettingsLogic.ts
+++ b/frontend/src/scenes/data-warehouse/settings/dataWarehouseSettingsLogic.ts
@@ -15,7 +15,7 @@ export const dataWarehouseSettingsLogic = kea<dataWarehouseSettingsLogicType>([
             null as PaginatedResponse<AirbyteStripeResource> | null,
             {
                 loadSources: async () => {
-                    return api.airbyteResources.list()
+                    return api.externalDataResources.list()
                 },
             },
         ],
diff --git a/posthog/api/__init__.py b/posthog/api/__init__.py
index 36f99d65a7145..310138037851b 100644
--- a/posthog/api/__init__.py
+++ b/posthog/api/__init__.py
@@ -3,7 +3,7 @@
 from posthog.api.routing import DefaultRouterPlusPlus
 from posthog.batch_exports import http as batch_exports
 from posthog.settings import EE_AVAILABLE
-from posthog.warehouse.api import saved_query, table, view_link, airbyte_resource
+from posthog.warehouse.api import external_data_resource, saved_query, table, view_link
 from ..session_recordings.session_recording_api import SessionRecordingViewSet
 from . import (
     activity_log,
@@ -207,9 +207,12 @@ def api_not_found(request):
 projects_router.register(r"tags", tagged_item.TaggedItemViewSet, "project_tags", ["team_id"])
 projects_router.register(r"query", query.QueryViewSet, "project_query", ["team_id"])
 
-# Airbyte
+# External data resources
 projects_router.register(
-    r"airbyte_resources", airbyte_resource.AirbyteSourceViewSet, "project_airbyte_resources", ["team_id"]
+    r"external_data_resources",
+    external_data_resource.ExternalDataReourceViewSet,
+    "project_external_data_resources",
+    ["team_id"],
 )
 
 # General endpoints (shared across CH & PG)
diff --git a/posthog/migrations/0355_airbyteresource.py b/posthog/migrations/0355_externaldataresource.py
similarity index 97%
rename from posthog/migrations/0355_airbyteresource.py
rename to posthog/migrations/0355_externaldataresource.py
index 38aa5874d2912..e1114c8f10d61 100644
--- a/posthog/migrations/0355_airbyteresource.py
+++ b/posthog/migrations/0355_externaldataresource.py
@@ -14,7 +14,7 @@ class Migration(migrations.Migration):
 
     operations = [
         migrations.CreateModel(
-            name="AirbyteResource",
+            name="ExternalDataResource",
             fields=[
                 ("created_at", models.DateTimeField(auto_now_add=True)),
                 (
diff --git a/posthog/warehouse/api/airbyte_resource.py b/posthog/warehouse/api/external_data_resource.py
similarity index 76%
rename from posthog/warehouse/api/airbyte_resource.py
rename to posthog/warehouse/api/external_data_resource.py
index 5e0e7785a9f26..92a99b3fd3ea2 100644
--- a/posthog/warehouse/api/airbyte_resource.py
+++ b/posthog/warehouse/api/external_data_resource.py
@@ -5,33 +5,33 @@
 from rest_framework.exceptions import NotAuthenticated
 from rest_framework.permissions import IsAuthenticated
 from rest_framework import filters, serializers, viewsets
-from posthog.warehouse.models import AirbyteResource
-from posthog.warehouse.airbyte.source import StripeSourcePayload, create_stripe_source
-from posthog.warehouse.airbyte.connection import create_connection
-from posthog.warehouse.airbyte.destination import create_destination
+from posthog.warehouse.models import ExternalDataResource
+from posthog.warehouse.external_data_resource.source import StripeSourcePayload, create_stripe_source
+from posthog.warehouse.external_data_resource.connection import create_connection
+from posthog.warehouse.external_data_resource.destination import create_destination
 from posthog.api.routing import StructuredViewSetMixin
 
 from posthog.models import User
 from typing import Any
 
 
-class AirbyteResourceSerializers(serializers.ModelSerializer):
+class ExternalDataReourceSerializers(serializers.ModelSerializer):
     account_id = serializers.CharField(write_only=True)
     client_secret = serializers.CharField(write_only=True)
 
     class Meta:
-        model = AirbyteResource
+        model = ExternalDataResource
         fields = ["id", "source_id", "created_at", "created_by", "status", "client_secret", "account_id", "source_type"]
         read_only_fields = ["id", "source_id", "created_by", "created_at", "status", "source_type"]
 
 
-class AirbyteSourceViewSet(StructuredViewSetMixin, viewsets.ModelViewSet):
+class ExternalDataReourceViewSet(StructuredViewSetMixin, viewsets.ModelViewSet):
     """
-    Create, Read, Update and Delete Airbyte Sources.
+    Create, Read, Update and Delete External data Sources.
     """
 
-    queryset = AirbyteResource.objects.all()
-    serializer_class = AirbyteResourceSerializers
+    queryset = ExternalDataResource.objects.all()
+    serializer_class = ExternalDataReourceSerializers
     permission_classes = [IsAuthenticated, OrganizationMemberPermissions]
     filter_backends = [filters.SearchFilter]
     search_fields = ["source_id"]
@@ -58,7 +58,7 @@ def create(self, request: Request, *args: Any, **kwargs: Any) -> Response:
         new_destination = create_destination(self.team_id)
         new_connection = create_connection(new_source.source_id, new_destination.destination_id)
 
-        AirbyteResource.objects.create(
+        ExternalDataResource.objects.create(
             source_id=new_source.source_id,
             connection_id=new_connection.connection_id,
             team=self.request.user.current_team,
diff --git a/posthog/warehouse/airbyte/connection.py b/posthog/warehouse/external_data_resource/connection.py
similarity index 100%
rename from posthog/warehouse/airbyte/connection.py
rename to posthog/warehouse/external_data_resource/connection.py
diff --git a/posthog/warehouse/airbyte/destination.py b/posthog/warehouse/external_data_resource/destination.py
similarity index 100%
rename from posthog/warehouse/airbyte/destination.py
rename to posthog/warehouse/external_data_resource/destination.py
diff --git a/posthog/warehouse/airbyte/source.py b/posthog/warehouse/external_data_resource/source.py
similarity index 100%
rename from posthog/warehouse/airbyte/source.py
rename to posthog/warehouse/external_data_resource/source.py
diff --git a/posthog/warehouse/models/__init__.py b/posthog/warehouse/models/__init__.py
index 1722c66a6c023..7de3d0769aa88 100644
--- a/posthog/warehouse/models/__init__.py
+++ b/posthog/warehouse/models/__init__.py
@@ -2,4 +2,4 @@
 from .credential import *
 from .datawarehouse_saved_query import *
 from .view_link import *
-from .airbyte_resource import *
+from .external_data_resource import *
diff --git a/posthog/warehouse/models/airbyte_resource.py b/posthog/warehouse/models/external_data_resource.py
similarity index 92%
rename from posthog/warehouse/models/airbyte_resource.py
rename to posthog/warehouse/models/external_data_resource.py
index 31efd9a4014f4..203e943e661c7 100644
--- a/posthog/warehouse/models/airbyte_resource.py
+++ b/posthog/warehouse/models/external_data_resource.py
@@ -3,7 +3,7 @@
 from posthog.models.team import Team
 
 
-class AirbyteResource(CreatedMetaFields, UUIDModel):
+class ExternalDataResource(CreatedMetaFields, UUIDModel):
     class Type(models.TextChoices):
         STRIPE = "Stripe", "Stripe"
 
diff --git a/posthog/warehouse/sync_resource.py b/posthog/warehouse/sync_resource.py
index d267b0cc3a3fc..34061722e0286 100644
--- a/posthog/warehouse/sync_resource.py
+++ b/posthog/warehouse/sync_resource.py
@@ -1,6 +1,6 @@
-from posthog.warehouse.models.airbyte_resource import AirbyteResource
+from posthog.warehouse.models.external_data_resource import ExternalDataResource
 from posthog.warehouse.models import DataWarehouseCredential, DataWarehouseTable
-from posthog.warehouse.airbyte.connection import retrieve_sync
+from posthog.warehouse.external_data_resource.connection import retrieve_sync
 from posthog.celery import app
 
 from django.conf import settings
@@ -10,7 +10,7 @@
 
 
 def sync_resources():
-    resources = AirbyteResource.objects.filter(are_tables_created=False, status="running")
+    resources = ExternalDataResource.objects.filter(are_tables_created=False, status="running")
 
     for resource in resources:
         _sync_resource.delay(resource.pk)
@@ -18,12 +18,12 @@ def sync_resources():
 
 @app.task(ignore_result=True)
 def _sync_resource(resource_id):
-    resource = AirbyteResource.objects.get(pk=resource_id)
+    resource = ExternalDataResource.objects.get(pk=resource_id)
     job = retrieve_sync(resource.connection_id)
 
     if job["status"] == "succeeded":
 
-        resource = AirbyteResource.objects.get(pk=resource_id)
+        resource = ExternalDataResource.objects.get(pk=resource_id)
         credential, _ = DataWarehouseCredential.objects.get_or_create(
             team_id=resource.team.pk,
             access_key=settings.AIRBYTE_BUCKET_KEY,

From 63df8bdeab855582ba6725adc4ce22f5ed7df843 Mon Sep 17 00:00:00 2001
From: eric <eeoneric@gmail.com>
Date: Thu, 26 Oct 2023 16:05:59 -0400
Subject: [PATCH 111/133] more renaming

---
 frontend/src/lib/api.ts                                | 10 ++++++----
 .../scenes/data-warehouse/external/sourceModalLogic.ts |  6 +++---
 .../settings/dataWarehouseSettingsLogic.ts             |  4 ++--
 frontend/src/types.ts                                  |  4 ++--
 posthog/warehouse/external_data_resource/connection.py |  6 +++---
 .../warehouse/external_data_resource/destination.py    |  6 +++---
 posthog/warehouse/external_data_resource/source.py     |  8 ++++----
 7 files changed, 23 insertions(+), 21 deletions(-)

diff --git a/frontend/src/lib/api.ts b/frontend/src/lib/api.ts
index 010c740bfc8ab..37004fe62c96b 100644
--- a/frontend/src/lib/api.ts
+++ b/frontend/src/lib/api.ts
@@ -50,8 +50,8 @@ import {
     BatchExportRun,
     UserBasicType,
     NotebookNodeResource,
-    AirbyteStripeResourceCreatePayload,
-    AirbyteStripeResource,
+    ExternalDataStripeResourceCreatePayload,
+    ExternalDataStripeResource,
 } from '~/types'
 import { getCurrentOrganizationId, getCurrentTeamId } from './utils/logics'
 import { CheckboxValueType } from 'antd/lib/checkbox/Group'
@@ -1579,10 +1579,12 @@ const api = {
     },
 
     externalDataResources: {
-        async list(): Promise<PaginatedResponse<AirbyteStripeResource>> {
+        async list(): Promise<PaginatedResponse<ExternalDataStripeResource>> {
             return await new ApiRequest().externalDataResources().get()
         },
-        async create(data: Partial<AirbyteStripeResourceCreatePayload>): Promise<AirbyteStripeResourceCreatePayload> {
+        async create(
+            data: Partial<ExternalDataStripeResourceCreatePayload>
+        ): Promise<ExternalDataStripeResourceCreatePayload> {
             return await new ApiRequest().externalDataResources().create({ data })
         },
     },
diff --git a/frontend/src/scenes/data-warehouse/external/sourceModalLogic.ts b/frontend/src/scenes/data-warehouse/external/sourceModalLogic.ts
index 5d19a01b97ed8..7e7f412fb2434 100644
--- a/frontend/src/scenes/data-warehouse/external/sourceModalLogic.ts
+++ b/frontend/src/scenes/data-warehouse/external/sourceModalLogic.ts
@@ -2,7 +2,7 @@ import { actions, connect, kea, path, reducers, selectors, listeners } from 'kea
 
 import type { sourceModalLogicType } from './sourceModalLogicType'
 import { forms } from 'kea-forms'
-import { AirbyteStripeResourceCreatePayload } from '~/types'
+import { ExternalDataStripeResourceCreatePayload } from '~/types'
 import api from 'lib/api'
 import { lemonToast } from '@posthog/lemon-ui'
 import { dataWarehouseTableLogic } from '../dataWarehouseTableLogic'
@@ -79,14 +79,14 @@ export const sourceModalLogic = kea<sourceModalLogicType>([
     }),
     forms(() => ({
         externalDataResource: {
-            defaults: { account_id: '', client_secret: '' } as AirbyteStripeResourceCreatePayload,
+            defaults: { account_id: '', client_secret: '' } as ExternalDataStripeResourceCreatePayload,
             errors: ({ account_id, client_secret }) => {
                 return {
                     account_id: !account_id && 'Please enter an account id.',
                     client_secret: !client_secret && 'Please enter a client secret.',
                 }
             },
-            submit: async (payload: AirbyteStripeResourceCreatePayload) => {
+            submit: async (payload: ExternalDataStripeResourceCreatePayload) => {
                 const newResource = await api.externalDataResources.create(payload)
                 return newResource
             },
diff --git a/frontend/src/scenes/data-warehouse/settings/dataWarehouseSettingsLogic.ts b/frontend/src/scenes/data-warehouse/settings/dataWarehouseSettingsLogic.ts
index 6fa3c59f6f30d..6432f3956dcba 100644
--- a/frontend/src/scenes/data-warehouse/settings/dataWarehouseSettingsLogic.ts
+++ b/frontend/src/scenes/data-warehouse/settings/dataWarehouseSettingsLogic.ts
@@ -3,7 +3,7 @@ import { afterMount, kea, path, selectors } from 'kea'
 import type { dataWarehouseSettingsLogicType } from './dataWarehouseSettingsLogicType'
 import { loaders } from 'kea-loaders'
 import api, { PaginatedResponse } from 'lib/api'
-import { AirbyteStripeResource, Breadcrumb } from '~/types'
+import { ExternalDataStripeResource, Breadcrumb } from '~/types'
 import { urls } from 'scenes/urls'
 
 export interface DataWarehouseSource {}
@@ -12,7 +12,7 @@ export const dataWarehouseSettingsLogic = kea<dataWarehouseSettingsLogicType>([
     path(['scenes', 'data-warehouse', 'settings', 'dataWarehouseSettingsLogic']),
     loaders({
         dataWarehouseSources: [
-            null as PaginatedResponse<AirbyteStripeResource> | null,
+            null as PaginatedResponse<ExternalDataStripeResource> | null,
             {
                 loadSources: async () => {
                     return api.externalDataResources.list()
diff --git a/frontend/src/types.ts b/frontend/src/types.ts
index 8fc822e7f7487..62192160a8140 100644
--- a/frontend/src/types.ts
+++ b/frontend/src/types.ts
@@ -3115,12 +3115,12 @@ export interface DataWarehouseViewLink {
     from_join_key?: string
 }
 
-export interface AirbyteStripeResourceCreatePayload {
+export interface ExternalDataStripeResourceCreatePayload {
     account_id: string
     client_secret: string
 }
 
-export interface AirbyteStripeResource {
+export interface ExternalDataStripeResource {
     id: string
     source_id: string
     connection_id: string
diff --git a/posthog/warehouse/external_data_resource/connection.py b/posthog/warehouse/external_data_resource/connection.py
index e4f5c51f84681..2e1408668bc84 100644
--- a/posthog/warehouse/external_data_resource/connection.py
+++ b/posthog/warehouse/external_data_resource/connection.py
@@ -7,7 +7,7 @@
 AIRBYTE_JOBS_URL = "https://api.airbyte.com/v1/jobs"
 
 
-class AirbyteConnection(BaseModel):
+class ExternalDataConnection(BaseModel):
     connection_id: str
     source_id: str
     destination_id: str
@@ -15,7 +15,7 @@ class AirbyteConnection(BaseModel):
     workspace_id: str
 
 
-def create_connection(source_id: str, destination_id: str) -> AirbyteConnection:
+def create_connection(source_id: str, destination_id: str) -> ExternalDataConnection:
     token = settings.AIRBYTE_API_KEY
     if not token:
         raise ValueError("AIRBYTE_API_KEY must be set in order to create a source.")
@@ -38,7 +38,7 @@ def create_connection(source_id: str, destination_id: str) -> AirbyteConnection:
     update_connection_stream(response_payload["connectionId"], headers)
     start_sync(response_payload["connectionId"], headers)
 
-    return AirbyteConnection(
+    return ExternalDataConnection(
         source_id=response_payload["sourceId"],
         name=response_payload["name"],
         connection_id=response_payload["connectionId"],
diff --git a/posthog/warehouse/external_data_resource/destination.py b/posthog/warehouse/external_data_resource/destination.py
index 394cef80ab150..3b09f19af11f1 100644
--- a/posthog/warehouse/external_data_resource/destination.py
+++ b/posthog/warehouse/external_data_resource/destination.py
@@ -5,11 +5,11 @@
 AIRBYTE_DESTINATION_URL = "https://api.airbyte.com/v1/destinations"
 
 
-class AirbyteDestination(BaseModel):
+class ExternalDataDestination(BaseModel):
     destination_id: str
 
 
-def create_destination(team_id: int) -> AirbyteDestination:
+def create_destination(team_id: int) -> ExternalDataDestination:
     token = settings.AIRBYTE_API_KEY
     if not token:
         raise ValueError("AIRBYTE_API_KEY must be set in order to create a source.")
@@ -35,6 +35,6 @@ def create_destination(team_id: int) -> AirbyteDestination:
     if not response.ok:
         raise ValueError(response_payload["detail"])
 
-    return AirbyteDestination(
+    return ExternalDataDestination(
         destination_id=response_payload["destinationId"],
     )
diff --git a/posthog/warehouse/external_data_resource/source.py b/posthog/warehouse/external_data_resource/source.py
index 58175e834094f..5950ace30eb68 100644
--- a/posthog/warehouse/external_data_resource/source.py
+++ b/posthog/warehouse/external_data_resource/source.py
@@ -38,14 +38,14 @@ def valid_iso_start_date(cls, v: Optional[str]) -> Optional[str]:
         return v
 
 
-class AirbyteSource(BaseModel):
+class ExternalDataSource(BaseModel):
     source_id: str
     name: str
     source_type: str
     workspace_id: str
 
 
-def create_stripe_source(payload: StripeSourcePayload) -> AirbyteSource:
+def create_stripe_source(payload: StripeSourcePayload) -> ExternalDataSource:
     workspace_name = settings.AIRBYTE_INSTANCE_NAME
     if not workspace_name:
         raise ValueError("AIRBYTE_INSTANCE_NAME must be set in order to create a source.")
@@ -77,7 +77,7 @@ def create_stripe_source(payload: StripeSourcePayload) -> AirbyteSource:
     return _create_source(payload)
 
 
-def _create_source(payload: Dict) -> AirbyteSource:
+def _create_source(payload: Dict) -> ExternalDataSource:
     token = settings.AIRBYTE_API_KEY
     if not token:
         raise ValueError("AIRBYTE_API_KEY must be set in order to create a source.")
@@ -89,7 +89,7 @@ def _create_source(payload: Dict) -> AirbyteSource:
     if not response.ok:
         raise ValueError(response_payload["detail"])
 
-    return AirbyteSource(
+    return ExternalDataSource(
         source_id=response_payload["sourceId"],
         name=response_payload["name"],
         source_type=response_payload["sourceType"],

From 2a41eecdad90068d2ecbb51418061f7b334d516c Mon Sep 17 00:00:00 2001
From: eric <eeoneric@gmail.com>
Date: Thu, 26 Oct 2023 16:06:21 -0400
Subject: [PATCH 112/133] migration

---
 latest_migrations.manifest | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/latest_migrations.manifest b/latest_migrations.manifest
index 5342bb7b8e6a8..b0dfcb50562f4 100644
--- a/latest_migrations.manifest
+++ b/latest_migrations.manifest
@@ -5,7 +5,7 @@ contenttypes: 0002_remove_content_type_name
 ee: 0015_add_verified_properties
 otp_static: 0002_throttling
 otp_totp: 0002_auto_20190420_0723
-posthog: 0355_airbyteresource
+posthog: 0355_externaldataresource
 sessions: 0001_initial
 social_django: 0010_uid_db_index
 two_factor: 0007_auto_20201201_1019

From dbebbf705a4a05d8784bd956392c5662625c3f4e Mon Sep 17 00:00:00 2001
From: eric <eeoneric@gmail.com>
Date: Thu, 26 Oct 2023 16:24:56 -0400
Subject: [PATCH 113/133] remove test

---
 posthog/warehouse/api/test/test_airbyte.py | 44 ----------------------
 1 file changed, 44 deletions(-)
 delete mode 100644 posthog/warehouse/api/test/test_airbyte.py

diff --git a/posthog/warehouse/api/test/test_airbyte.py b/posthog/warehouse/api/test/test_airbyte.py
deleted file mode 100644
index 3fd2f215b5d5d..0000000000000
--- a/posthog/warehouse/api/test/test_airbyte.py
+++ /dev/null
@@ -1,44 +0,0 @@
-from posthog.test.base import (
-    APIBaseTest,
-)
-
-
-class TestAirbyteSource(APIBaseTest):
-    pass
-    # def test_create(self):
-    #     response = self.client.post(
-    #         f"/api/projects/{self.team.id}/airbyte_resources/",
-    #         {"account_id": "123", "client_secret": "123"},
-    #     )
-    #     self.assertEqual(response.status_code, 201, response.content)
-    #     airbyte_source = response.json()
-    #     self.assertIsNotNone(airbyte_source["source_id"])
-
-    # def test_get(self):
-    #     resource = AirbyteResource.objects.create(
-    #         team=self.team,
-    #         source_id="dee29342-c42a-4236-9a91-1c35462c51fc",
-    #         connection_id="41abd9cc-4668-4994-b71e-cadb03c0e045",
-    #     )
-    #     response = self.client.get(
-    #         f"/api/projects/{self.team.id}/airbyte_resources/" + str(resource.pk),
-    #     )
-    #     self.assertEqual(response.status_code, 200, response.content)
-    #     airbyte_source = response.json()
-    #     self.assertIsNotNone(airbyte_source["source_id"])
-    #     print(airbyte_source)
-
-    # def test_task(self):
-    #     from posthog.warehouse.sync_resource import sync_resources
-    #     from posthog.warehouse.models import AirbyteResource, DataWarehouseTable
-    #     resource = AirbyteResource.objects.create(
-    #         team=self.team,
-    #         source_id="4fe8ecf4-43b7-4dbf-939b-cc01d89e6b54",
-    #         connection_id="41e3d3e9-048a-4273-b26f-e618eadeaa9a",
-    #         status="succeeded"
-    #     )
-    #     sync_resources()
-
-    #     resource.refresh_from_db()
-    #     self.assertEqual(len(DataWarehouseTable.objects.all()), 1)
-    #     self.assertEqual(resource.are_tables_created, True)

From 071d49c98572df90737914d00c803a860d5681f8 Mon Sep 17 00:00:00 2001
From: Tiina Turban <tiina303@gmail.com>
Date: Thu, 26 Oct 2023 23:39:42 +0200
Subject: [PATCH 114/133] feat: Add Pipeline menu item behind ff (#18146)

---
 .../__snapshots__/lemon-ui-icons--shelf-p.png | Bin 46033 -> 70679 bytes
 ...es-app-pipeline--pipeline-landing-page.png | Bin 0 -> 52586 bytes
 .../src/layout/navigation/SideBar/SideBar.tsx |   4 ++++
 frontend/src/lib/constants.tsx                |   1 +
 frontend/src/lib/lemon-ui/icons/icons.tsx     |  11 ++++++++++
 frontend/src/scenes/appScenes.ts              |   1 +
 .../src/scenes/pipeline/Pipeline.stories.tsx  |  18 +++++++++++++++++
 frontend/src/scenes/pipeline/Pipeline.tsx     |  19 ++++++++++++++++++
 .../src/scenes/pipeline/pipelineLogic.tsx     |   6 ++++++
 frontend/src/scenes/sceneTypes.ts             |   1 +
 frontend/src/scenes/scenes.ts                 |   5 +++++
 frontend/src/scenes/urls.ts                   |   1 +
 12 files changed, 67 insertions(+)
 create mode 100644 frontend/__snapshots__/scenes-app-pipeline--pipeline-landing-page.png
 create mode 100644 frontend/src/scenes/pipeline/Pipeline.stories.tsx
 create mode 100644 frontend/src/scenes/pipeline/Pipeline.tsx
 create mode 100644 frontend/src/scenes/pipeline/pipelineLogic.tsx

diff --git a/frontend/__snapshots__/lemon-ui-icons--shelf-p.png b/frontend/__snapshots__/lemon-ui-icons--shelf-p.png
index ed1853f8297e6b4362193cf0d3d9c12c7cd04b85..4c18318a5a42a991e8c51c74c139cfc1dba1cae6 100644
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literal 0
HcmV?d00001

diff --git a/frontend/src/layout/navigation/SideBar/SideBar.tsx b/frontend/src/layout/navigation/SideBar/SideBar.tsx
index c37c2f0284631..b7e4b38ad165c 100644
--- a/frontend/src/layout/navigation/SideBar/SideBar.tsx
+++ b/frontend/src/layout/navigation/SideBar/SideBar.tsx
@@ -18,6 +18,7 @@ import {
     IconOpenInApp,
     IconPerson,
     IconPinOutline,
+    IconPipeline,
     IconPlus,
     IconRecording,
     IconRocketLaunch,
@@ -226,6 +227,9 @@ function Pages(): JSX.Element {
                         to={urls.persons()}
                         title={`Persons${showGroupsOptions ? ' & Groups' : ''}`}
                     />
+                    <FlaggedFeature flag={FEATURE_FLAGS.PIPELINE_UI}>
+                        <PageButton icon={<IconPipeline />} identifier={Scene.Pipeline} to={urls.pipeline()} />
+                    </FlaggedFeature>
                     <FlaggedFeature flag={FEATURE_FLAGS.DATA_WAREHOUSE}>
                         <PageButton
                             icon={<IconDatabase />}
diff --git a/frontend/src/lib/constants.tsx b/frontend/src/lib/constants.tsx
index 6343b341614ef..9cfcf1ba136c7 100644
--- a/frontend/src/lib/constants.tsx
+++ b/frontend/src/lib/constants.tsx
@@ -165,6 +165,7 @@ export const FEATURE_FLAGS = {
     SURVEYS_PAYGATES: 'surveys-paygates',
     CONSOLE_RECORDING_SEARCH: 'console-recording-search', // owner: #team-monitoring
     PERSONS_HOGQL_QUERY: 'persons-hogql-query', // owner: @mariusandra
+    PIPELINE_UI: 'pipeline-ui', // owner: #team-pipeline
     NOTEBOOK_CANVASES: 'notebook-canvases', // owner: #team-monitoring
     SESSION_RECORDING_SAMPLING: 'session-recording-sampling', // owner: #team-monitoring
     PERSON_FEED_CANVAS: 'person-feed-canvas', // owner: #project-canvas
diff --git a/frontend/src/lib/lemon-ui/icons/icons.tsx b/frontend/src/lib/lemon-ui/icons/icons.tsx
index 8d5048e4aad10..429bd17c3c6eb 100644
--- a/frontend/src/lib/lemon-ui/icons/icons.tsx
+++ b/frontend/src/lib/lemon-ui/icons/icons.tsx
@@ -2383,6 +2383,17 @@ export function IconDatabase(props: LemonIconProps): JSX.Element {
     )
 }
 
+export function IconPipeline(props: LemonIconProps): JSX.Element {
+    return (
+        <LemonIconBase {...props}>
+            <path
+                fill="currentColor"
+                d="M22,14H20V16H14V13H16V11H14V6A2,2 0 0,0 12,4H4V2H2V10H4V8H10V11H8V13H10V18A2,2 0 0,0 12,20H20V22H22"
+            />
+        </LemonIconBase>
+    )
+}
+
 export function IconDragHandle(props: LemonIconProps): JSX.Element {
     return (
         <LemonIconBase {...props}>
diff --git a/frontend/src/scenes/appScenes.ts b/frontend/src/scenes/appScenes.ts
index 494f7668f4bfe..7955d08dc045a 100644
--- a/frontend/src/scenes/appScenes.ts
+++ b/frontend/src/scenes/appScenes.ts
@@ -28,6 +28,7 @@ export const appScenes: Record<Scene, () => any> = {
     [Scene.ReplayPlaylist]: () => import('./session-recordings/playlist/SessionRecordingsPlaylistScene'),
     [Scene.Person]: () => import('./persons/PersonScene'),
     [Scene.Persons]: () => import('./persons/PersonsScene'),
+    [Scene.Pipeline]: () => import('./pipeline/Pipeline'),
     [Scene.Groups]: () => import('./groups/Groups'),
     [Scene.Group]: () => import('./groups/Group'),
     [Scene.Action]: () => import('./actions/Action'),
diff --git a/frontend/src/scenes/pipeline/Pipeline.stories.tsx b/frontend/src/scenes/pipeline/Pipeline.stories.tsx
new file mode 100644
index 0000000000000..dd0b1641b9e72
--- /dev/null
+++ b/frontend/src/scenes/pipeline/Pipeline.stories.tsx
@@ -0,0 +1,18 @@
+import { useEffect } from 'react'
+import { Meta } from '@storybook/react'
+import { App } from 'scenes/App'
+import { router } from 'kea-router'
+import { urls } from 'scenes/urls'
+
+export default {
+    title: 'Scenes-App/Pipeline',
+    decorators: [],
+    parameters: { layout: 'fullscreen', options: { showPanel: false }, viewMode: 'story' }, // scene mode
+} as Meta
+
+export function PipelineLandingPage(): JSX.Element {
+    useEffect(() => {
+        router.actions.push(urls.pipeline())
+    }, [])
+    return <App />
+}
diff --git a/frontend/src/scenes/pipeline/Pipeline.tsx b/frontend/src/scenes/pipeline/Pipeline.tsx
new file mode 100644
index 0000000000000..42ee27cc7c66b
--- /dev/null
+++ b/frontend/src/scenes/pipeline/Pipeline.tsx
@@ -0,0 +1,19 @@
+import { SceneExport } from 'scenes/sceneTypes'
+import { pipelineLogic } from './pipelineLogic'
+import { PageHeader } from 'lib/components/PageHeader'
+
+export function Pipeline(): JSX.Element {
+    return (
+        <div className="pipeline-scene">
+            <PageHeader title="Pipeline" />
+        </div>
+    )
+}
+
+export const scene: SceneExport = {
+    component: Pipeline,
+    logic: pipelineLogic,
+}
+
+// TODO: error from import ./pipeline/PipelineScene
+// TODO: update https://storybook.posthog.net/?path=/docs/how-to-build-a-scene--docs <- about kea stuff to exclude and have run pnpm ... for type creation
diff --git a/frontend/src/scenes/pipeline/pipelineLogic.tsx b/frontend/src/scenes/pipeline/pipelineLogic.tsx
new file mode 100644
index 0000000000000..9d74a469558e0
--- /dev/null
+++ b/frontend/src/scenes/pipeline/pipelineLogic.tsx
@@ -0,0 +1,6 @@
+import { kea } from 'kea'
+import type { pipelineLogicType } from './pipelineLogicType'
+
+export const pipelineLogic = kea<pipelineLogicType>({
+    path: ['scenes', 'pipeline', 'pipelineLogic'],
+})
diff --git a/frontend/src/scenes/sceneTypes.ts b/frontend/src/scenes/sceneTypes.ts
index 0e35998cd8887..3ff7072ca8404 100644
--- a/frontend/src/scenes/sceneTypes.ts
+++ b/frontend/src/scenes/sceneTypes.ts
@@ -27,6 +27,7 @@ export enum Scene {
     ReplayPlaylist = 'ReplayPlaylist',
     Person = 'Person',
     Persons = 'Persons',
+    Pipeline = 'Pipeline',
     Groups = 'Groups',
     Group = 'Group',
     Action = 'Action',
diff --git a/frontend/src/scenes/scenes.ts b/frontend/src/scenes/scenes.ts
index d8f43290d737f..311a72f6f5c34 100644
--- a/frontend/src/scenes/scenes.ts
+++ b/frontend/src/scenes/scenes.ts
@@ -140,6 +140,10 @@ export const sceneConfigurations: Partial<Record<Scene, SceneConfig>> = {
         projectBased: true,
         name: 'Persons & Groups',
     },
+    [Scene.Pipeline]: {
+        projectBased: true,
+        name: 'Pipeline',
+    },
     [Scene.Experiments]: {
         projectBased: true,
         name: 'Experiments',
@@ -432,6 +436,7 @@ export const routes: Record<string, Scene> = {
     [urls.personByDistinctId('*', false)]: Scene.Person,
     [urls.personByUUID('*', false)]: Scene.Person,
     [urls.persons()]: Scene.Persons,
+    [urls.pipeline()]: Scene.Pipeline,
     [urls.groups(':groupTypeIndex')]: Scene.Groups,
     [urls.group(':groupTypeIndex', ':groupKey', false)]: Scene.Group,
     [urls.group(':groupTypeIndex', ':groupKey', false, ':groupTab')]: Scene.Group,
diff --git a/frontend/src/scenes/urls.ts b/frontend/src/scenes/urls.ts
index 930aa0c14d6a1..9e454a67f9f81 100644
--- a/frontend/src/scenes/urls.ts
+++ b/frontend/src/scenes/urls.ts
@@ -93,6 +93,7 @@ export const urls = {
     personByUUID: (uuid: string, encode: boolean = true): string =>
         encode ? `/persons/${encodeURIComponent(uuid)}` : `/persons/${uuid}`,
     persons: (): string => '/persons',
+    pipeline: (): string => '/pipeline',
     groups: (groupTypeIndex: string | number): string => `/groups/${groupTypeIndex}`,
     // :TRICKY: Note that groupKey is provided by user. We need to override urlPatternOptions for kea-router.
     group: (groupTypeIndex: string | number, groupKey: string, encode: boolean = true, tab?: string | null): string =>

From 51f256e2040355cffe1e8463f312791c51d64f96 Mon Sep 17 00:00:00 2001
From: Li Yi Yu <li@posthog.com>
Date: Thu, 26 Oct 2023 20:44:46 -0400
Subject: [PATCH 115/133] fix(surveys): add total NPS score and clean up old
 queries (#18234)

* add total nps score

(cherry picked from commit 0cab09cc613c5e7a33b803a0f6460db58b494de5)

* remove old queries

(cherry picked from commit d68efb31d9c1f06cab9234528fd9d467ec2a519b)
---
 frontend/src/scenes/surveys/SurveyView.tsx  | 278 ++++++++------------
 frontend/src/scenes/surveys/surveyLogic.tsx | 144 ++--------
 2 files changed, 135 insertions(+), 287 deletions(-)

diff --git a/frontend/src/scenes/surveys/SurveyView.tsx b/frontend/src/scenes/surveys/SurveyView.tsx
index 3ce3e5e637666..c1474f3316be9 100644
--- a/frontend/src/scenes/surveys/SurveyView.tsx
+++ b/frontend/src/scenes/surveys/SurveyView.tsx
@@ -1,5 +1,5 @@
 import { TZLabel } from '@posthog/apps-common'
-import { LemonButton, LemonDivider, LemonSelect, Link } from '@posthog/lemon-ui'
+import { LemonButton, LemonDivider, Link } from '@posthog/lemon-ui'
 import { useValues, useActions } from 'kea'
 import { EditableField } from 'lib/components/EditableField/EditableField'
 import { More } from 'lib/lemon-ui/LemonButton/More'
@@ -12,15 +12,7 @@ import { surveyLogic } from './surveyLogic'
 import { surveysLogic } from './surveysLogic'
 import { PageHeader } from 'lib/components/PageHeader'
 import { SurveyReleaseSummary } from './Survey'
-import {
-    PropertyFilterType,
-    PropertyOperator,
-    RatingSurveyQuestion,
-    Survey,
-    SurveyQuestion,
-    SurveyQuestionType,
-    SurveyType,
-} from '~/types'
+import { ChartDisplayType, PropertyFilterType, PropertyOperator, Survey, SurveyQuestionType, SurveyType } from '~/types'
 import { SurveyAPIEditor } from './SurveyAPIEditor'
 import { NodeKind } from '~/queries/schema'
 import { dayjs } from 'lib/dayjs'
@@ -252,10 +244,6 @@ export function SurveyResult({ disableEventsTable }: { disableEventsTable?: bool
         survey,
         dataTableQuery,
         surveyLoading,
-        surveyMetricsQueries,
-        surveyRatingQuery,
-        surveyMultipleChoiceQuery,
-        currentQuestionIndexAndType,
         surveyUserStats,
         surveyUserStatsLoading,
         surveyRatingResults,
@@ -266,104 +254,65 @@ export function SurveyResult({ disableEventsTable }: { disableEventsTable?: bool
         surveyMultipleChoiceResultsReady,
         surveyOpenTextResults,
         surveyOpenTextResultsReady,
+        surveyNPSScore,
     } = useValues(surveyLogic)
-    const { setCurrentQuestionIndexAndType } = useActions(surveyLogic)
     const { featureFlags } = useValues(featureFlagLogic)
 
     return (
         <>
-            {featureFlags[FEATURE_FLAGS.SURVEYS_RESULTS_VISUALIZATIONS] && (
-                <>
-                    <Summary surveyUserStatsLoading={surveyUserStatsLoading} surveyUserStats={surveyUserStats} />
-                    {survey.questions.map((question, i) => {
-                        if (question.type === SurveyQuestionType.Rating) {
-                            return (
+            <>
+                <Summary surveyUserStatsLoading={surveyUserStatsLoading} surveyUserStats={surveyUserStats} />
+                {survey.questions.map((question, i) => {
+                    if (question.type === SurveyQuestionType.Rating) {
+                        return (
+                            <>
+                                {question.scale === 10 && (
+                                    <>
+                                        <div className="text-4xl font-bold">{surveyNPSScore}</div>
+                                        <div className="font-semibold text-muted-alt mb-2">Total NPS Score</div>
+                                        {featureFlags[FEATURE_FLAGS.SURVEYS_RESULTS_VISUALIZATIONS] && (
+                                            <SurveyNPSResults survey={survey as Survey} />
+                                        )}
+                                    </>
+                                )}
                                 <RatingQuestionBarChart
                                     key={`survey-q-${i}`}
                                     surveyRatingResults={surveyRatingResults}
                                     surveyRatingResultsReady={surveyRatingResultsReady}
                                     questionIndex={i}
                                 />
-                            )
-                        } else if (question.type === SurveyQuestionType.SingleChoice) {
-                            return (
-                                <SingleChoiceQuestionPieChart
-                                    key={`survey-q-${i}`}
-                                    surveySingleChoiceResults={surveySingleChoiceResults}
-                                    surveySingleChoiceResultsReady={surveySingleChoiceResultsReady}
-                                    questionIndex={i}
-                                />
-                            )
-                        } else if (question.type === SurveyQuestionType.MultipleChoice) {
-                            return (
-                                <MultipleChoiceQuestionBarChart
-                                    key={`survey-q-${i}`}
-                                    surveyMultipleChoiceResults={surveyMultipleChoiceResults}
-                                    surveyMultipleChoiceResultsReady={surveyMultipleChoiceResultsReady}
-                                    questionIndex={i}
-                                />
-                            )
-                        } else if (question.type === SurveyQuestionType.Open) {
-                            return (
-                                <OpenTextViz
-                                    key={`survey-q-${i}`}
-                                    surveyOpenTextResults={surveyOpenTextResults}
-                                    surveyOpenTextResultsReady={surveyOpenTextResultsReady}
-                                    questionIndex={i}
-                                />
-                            )
-                        }
-                    })}
-                </>
-            )}
-            {surveyMetricsQueries && !featureFlags[FEATURE_FLAGS.SURVEYS_RESULTS_VISUALIZATIONS] && (
-                <div className="flex flex-row gap-4 mb-4">
-                    <div className="flex-1">
-                        <Query query={surveyMetricsQueries.surveysShown} />
-                    </div>
-                    <div className="flex-1">
-                        <Query query={surveyMetricsQueries.surveysDismissed} />
-                    </div>
-                </div>
-            )}
-            {survey.questions.length > 1 && !featureFlags[FEATURE_FLAGS.SURVEYS_RESULTS_VISUALIZATIONS] && (
-                <div className="mb-4 max-w-80">
-                    <LemonSelect
-                        dropdownMatchSelectWidth
-                        fullWidth
-                        onChange={(idx) => {
-                            setCurrentQuestionIndexAndType(idx, survey.questions[idx].type)
-                        }}
-                        options={[
-                            ...survey.questions.map((q: SurveyQuestion, idx: number) => ({
-                                label: q.question,
-                                value: idx,
-                            })),
-                        ]}
-                        value={currentQuestionIndexAndType.idx}
-                    />
-                </div>
-            )}
-            {currentQuestionIndexAndType.type === SurveyQuestionType.Rating &&
-                !featureFlags[FEATURE_FLAGS.SURVEYS_RESULTS_VISUALIZATIONS] && (
-                    <div className="mb-4">
-                        <Query query={surveyRatingQuery} />
-                        {(survey.questions[currentQuestionIndexAndType.idx] as RatingSurveyQuestion).scale === 10 && (
-                            <>
-                                <LemonDivider className="my-4" />
-                                <h2>NPS Score</h2>
-                                <SurveyNPSResults survey={survey as Survey} />
                             </>
-                        )}
-                    </div>
-                )}
-            {(currentQuestionIndexAndType.type === SurveyQuestionType.SingleChoice ||
-                currentQuestionIndexAndType.type === SurveyQuestionType.MultipleChoice) &&
-                !featureFlags[FEATURE_FLAGS.SURVEYS_RESULTS_VISUALIZATIONS] && (
-                    <div className="mb-4">
-                        <Query query={surveyMultipleChoiceQuery} />
-                    </div>
-                )}
+                        )
+                    } else if (question.type === SurveyQuestionType.SingleChoice) {
+                        return (
+                            <SingleChoiceQuestionPieChart
+                                key={`survey-q-${i}`}
+                                surveySingleChoiceResults={surveySingleChoiceResults}
+                                surveySingleChoiceResultsReady={surveySingleChoiceResultsReady}
+                                questionIndex={i}
+                            />
+                        )
+                    } else if (question.type === SurveyQuestionType.MultipleChoice) {
+                        return (
+                            <MultipleChoiceQuestionBarChart
+                                key={`survey-q-${i}`}
+                                surveyMultipleChoiceResults={surveyMultipleChoiceResults}
+                                surveyMultipleChoiceResultsReady={surveyMultipleChoiceResultsReady}
+                                questionIndex={i}
+                            />
+                        )
+                    } else if (question.type === SurveyQuestionType.Open) {
+                        return (
+                            <OpenTextViz
+                                key={`survey-q-${i}`}
+                                surveyOpenTextResults={surveyOpenTextResults}
+                                surveyOpenTextResultsReady={surveyOpenTextResultsReady}
+                                questionIndex={i}
+                            />
+                        )
+                    }
+                })}
+            </>
             {!disableEventsTable && (surveyLoading ? <LemonSkeleton /> : <Query query={dataTableQuery} />)}
         </>
     )
@@ -371,71 +320,74 @@ export function SurveyResult({ disableEventsTable }: { disableEventsTable?: bool
 
 function SurveyNPSResults({ survey }: { survey: Survey }): JSX.Element {
     return (
-        <Query
-            query={{
-                kind: NodeKind.InsightVizNode,
-                source: {
-                    kind: NodeKind.TrendsQuery,
-                    dateRange: {
-                        date_from: dayjs(survey.created_at).format('YYYY-MM-DD'),
-                        date_to: survey.end_date
-                            ? dayjs(survey.end_date).format('YYYY-MM-DD')
-                            : dayjs().add(1, 'day').format('YYYY-MM-DD'),
-                    },
-                    series: [
-                        {
-                            event: SURVEY_EVENT_NAME,
-                            kind: NodeKind.EventsNode,
-                            custom_name: 'Promoters',
-                            properties: [
-                                {
-                                    type: PropertyFilterType.Event,
-                                    key: '$survey_response',
-                                    operator: PropertyOperator.Exact,
-                                    value: [9, 10],
-                                },
-                            ],
-                        },
-                        {
-                            event: SURVEY_EVENT_NAME,
-                            kind: NodeKind.EventsNode,
-                            custom_name: 'Passives',
-                            properties: [
-                                {
-                                    type: PropertyFilterType.Event,
-                                    key: '$survey_response',
-                                    operator: PropertyOperator.Exact,
-                                    value: [7, 8],
-                                },
-                            ],
-                        },
-                        {
-                            event: SURVEY_EVENT_NAME,
-                            kind: NodeKind.EventsNode,
-                            custom_name: 'Detractors',
-                            properties: [
-                                {
-                                    type: PropertyFilterType.Event,
-                                    key: '$survey_response',
-                                    operator: PropertyOperator.Exact,
-                                    value: [1, 2, 3, 4, 5, 6],
-                                },
-                            ],
+        <>
+            <Query
+                query={{
+                    kind: NodeKind.InsightVizNode,
+                    source: {
+                        kind: NodeKind.TrendsQuery,
+                        dateRange: {
+                            date_from: dayjs(survey.created_at).format('YYYY-MM-DD'),
+                            date_to: survey.end_date
+                                ? dayjs(survey.end_date).format('YYYY-MM-DD')
+                                : dayjs().add(1, 'day').format('YYYY-MM-DD'),
                         },
-                    ],
-                    properties: [
-                        {
-                            type: PropertyFilterType.Event,
-                            key: '$survey_id',
-                            operator: PropertyOperator.Exact,
-                            value: survey.id,
+                        series: [
+                            {
+                                event: SURVEY_EVENT_NAME,
+                                kind: NodeKind.EventsNode,
+                                custom_name: 'Promoters',
+                                properties: [
+                                    {
+                                        type: PropertyFilterType.Event,
+                                        key: '$survey_response',
+                                        operator: PropertyOperator.Exact,
+                                        value: [9, 10],
+                                    },
+                                ],
+                            },
+                            {
+                                event: SURVEY_EVENT_NAME,
+                                kind: NodeKind.EventsNode,
+                                custom_name: 'Passives',
+                                properties: [
+                                    {
+                                        type: PropertyFilterType.Event,
+                                        key: '$survey_response',
+                                        operator: PropertyOperator.Exact,
+                                        value: [7, 8],
+                                    },
+                                ],
+                            },
+                            {
+                                event: SURVEY_EVENT_NAME,
+                                kind: NodeKind.EventsNode,
+                                custom_name: 'Detractors',
+                                properties: [
+                                    {
+                                        type: PropertyFilterType.Event,
+                                        key: '$survey_response',
+                                        operator: PropertyOperator.Exact,
+                                        value: [0, 1, 2, 3, 4, 5, 6],
+                                    },
+                                ],
+                            },
+                        ],
+                        properties: [
+                            {
+                                type: PropertyFilterType.Event,
+                                key: '$survey_id',
+                                operator: PropertyOperator.Exact,
+                                value: survey.id,
+                            },
+                        ],
+                        trendsFilter: {
+                            formula: '(A / (A+B+C) * 100) - (C / (A+B+C)* 100)',
+                            display: ChartDisplayType.ActionsLineGraphCumulative,
                         },
-                    ],
-                    trendsFilter: {
-                        formula: '(A / (A+B+C) * 100) - (C / (A+B+C)* 100)',
                     },
-                },
-            }}
-        />
+                }}
+            />
+        </>
     )
 }
diff --git a/frontend/src/scenes/surveys/surveyLogic.tsx b/frontend/src/scenes/surveys/surveyLogic.tsx
index 6540adadd93da..a7a34a939a89b 100644
--- a/frontend/src/scenes/surveys/surveyLogic.tsx
+++ b/frontend/src/scenes/surveys/surveyLogic.tsx
@@ -7,7 +7,6 @@ import api from 'lib/api'
 import { urls } from 'scenes/urls'
 import {
     Breadcrumb,
-    ChartDisplayType,
     PropertyFilterType,
     PropertyOperator,
     Survey,
@@ -16,20 +15,14 @@ import {
     SurveyUrlMatchType,
 } from '~/types'
 import type { surveyLogicType } from './surveyLogicType'
-import { DataTableNode, InsightVizNode, HogQLQuery, NodeKind } from '~/queries/schema'
+import { DataTableNode, HogQLQuery, NodeKind } from '~/queries/schema'
 import { hogql } from '~/queries/utils'
 import { surveysLogic } from './surveysLogic'
 import { dayjs } from 'lib/dayjs'
 import { eventUsageLogic } from 'lib/utils/eventUsageLogic'
 import { featureFlagLogic } from 'scenes/feature-flags/featureFlagLogic'
 import { featureFlagLogic as enabledFlagLogic } from 'lib/logic/featureFlagLogic'
-import {
-    defaultSurveyFieldValues,
-    SURVEY_EVENT_NAME,
-    SURVEY_RESPONSE_PROPERTY,
-    NEW_SURVEY,
-    NewSurvey,
-} from './constants'
+import { defaultSurveyFieldValues, NEW_SURVEY, NewSurvey } from './constants'
 import { sanitize } from 'dompurify'
 
 export enum SurveyEditSection {
@@ -126,7 +119,6 @@ export const surveyLogic = kea<surveyLogicType>([
             isEditingThankYouMessage,
         }),
         archiveSurvey: true,
-        setCurrentQuestionIndexAndType: (idx: number, type: SurveyQuestionType) => ({ idx, type }),
         setWritingHTMLDescription: (writingHTML: boolean) => ({ writingHTML }),
         setSurveyTemplateValues: (template: any) => ({ template }),
         setSelectedQuestion: (idx: number | null) => ({ idx }),
@@ -426,8 +418,7 @@ export const surveyLogic = kea<surveyLogicType>([
         archiveSurvey: async () => {
             actions.updateSurvey({ archived: true })
         },
-        loadSurveySuccess: ({ survey }) => {
-            actions.setCurrentQuestionIndexAndType(0, survey.questions[0].type)
+        loadSurveySuccess: () => {
             actions.loadSurveyUserStats()
         },
         resetTargeting: () => {
@@ -503,13 +494,6 @@ export const surveyLogic = kea<surveyLogicType>([
                 setSelectedSection: (_, { section }) => section,
             },
         ],
-        // TODO: remove this currentQuestionIndexAndType once surveys visualisation flag is rolled out
-        currentQuestionIndexAndType: [
-            { idx: 0, type: SurveyQuestionType.Open } as { idx: number; type: SurveyQuestionType },
-            {
-                setCurrentQuestionIndexAndType: (_, { idx, type }) => ({ idx, type }),
-            },
-        ],
         surveyRatingResultsReady: [
             {},
             {
@@ -590,16 +574,8 @@ export const surveyLogic = kea<surveyLogicType>([
                 ...(survey?.name ? [{ name: survey.name }] : []),
             ],
         ],
-        surveyResponseProperty: [
-            (s) => [s.currentQuestionIndexAndType],
-            (currentQuestionIndexAndType): string => {
-                return currentQuestionIndexAndType.idx === 0
-                    ? SURVEY_RESPONSE_PROPERTY
-                    : `${SURVEY_RESPONSE_PROPERTY}_${currentQuestionIndexAndType.idx}`
-            },
-        ],
         dataTableQuery: [
-            (s) => [s.survey, s.surveyResponseProperty],
+            (s) => [s.survey],
             (survey): DataTableNode | null => {
                 if (survey.id === 'new') {
                     return null
@@ -647,102 +623,6 @@ export const surveyLogic = kea<surveyLogicType>([
                 }
             },
         ],
-        surveyMetricsQueries: [
-            (s) => [s.survey],
-            (survey): SurveyMetricsQueries | null => {
-                const surveyId = survey.id
-                if (surveyId === 'new') {
-                    return null
-                }
-                const startDate = dayjs((survey as Survey).created_at).format('YYYY-MM-DD')
-                const endDate = survey.end_date
-                    ? dayjs(survey.end_date).add(1, 'day').format('YYYY-MM-DD')
-                    : dayjs().add(1, 'day').format('YYYY-MM-DD')
-
-                const surveysShownHogqlQuery = `select count(distinct person.id) as 'survey shown' from events where event == 'survey shown' and properties.$survey_id == '${surveyId}' and timestamp >= '${startDate}' and timestamp <= '${endDate}' `
-                const surveysDismissedHogqlQuery = `select count(distinct person.id) as 'survey dismissed' from events where event == 'survey dismissed' and properties.$survey_id == '${surveyId}' and timestamp >= '${startDate}' and timestamp <= '${endDate}'`
-                return {
-                    surveysShown: {
-                        kind: NodeKind.DataTableNode,
-                        source: {
-                            kind: NodeKind.HogQLQuery,
-                            query: surveysShownHogqlQuery,
-                        },
-                        showTimings: false,
-                    },
-                    surveysDismissed: {
-                        kind: NodeKind.DataTableNode,
-                        source: {
-                            kind: NodeKind.HogQLQuery,
-                            query: surveysDismissedHogqlQuery,
-                        },
-                        showTimings: false,
-                    },
-                }
-            },
-        ],
-        surveyRatingQuery: [
-            (s) => [s.survey, s.surveyResponseProperty],
-            (survey, surveyResponseProperty): InsightVizNode | null => {
-                if (survey.id === 'new') {
-                    return null
-                }
-                const startDate = dayjs((survey as Survey).created_at).format('YYYY-MM-DD')
-                const endDate = survey.end_date
-                    ? dayjs(survey.end_date).add(1, 'day').format('YYYY-MM-DD')
-                    : dayjs().add(1, 'day').format('YYYY-MM-DD')
-
-                return {
-                    kind: NodeKind.InsightVizNode,
-                    source: {
-                        kind: NodeKind.TrendsQuery,
-                        dateRange: {
-                            date_from: startDate,
-                            date_to: endDate,
-                        },
-                        properties: [
-                            {
-                                type: PropertyFilterType.Event,
-                                key: '$survey_id',
-                                operator: PropertyOperator.Exact,
-                                value: survey.id,
-                            },
-                        ],
-                        series: [{ event: SURVEY_EVENT_NAME, kind: NodeKind.EventsNode }],
-                        trendsFilter: { display: ChartDisplayType.ActionsBarValue },
-                        breakdown: { breakdown: surveyResponseProperty, breakdown_type: 'event' },
-                    },
-                    showTable: true,
-                }
-            },
-        ],
-        surveyMultipleChoiceQuery: [
-            (s) => [s.survey, s.surveyResponseProperty, s.currentQuestionIndexAndType],
-            (survey, surveyResponseProperty, currentQuestionIndexAndType): DataTableNode | null => {
-                if (survey.id === 'new') {
-                    return null
-                }
-
-                const startDate = dayjs((survey as Survey).created_at).format('YYYY-MM-DD')
-                const endDate = survey.end_date
-                    ? dayjs(survey.end_date).add(1, 'day').format('YYYY-MM-DD')
-                    : dayjs().add(1, 'day').format('YYYY-MM-DD')
-
-                const singleChoiceQuery = `select count(), properties.${surveyResponseProperty} as choice from events where event == 'survey sent' and properties.$survey_id == '${survey.id}' and timestamp >= '${startDate}' and timestamp <= '${endDate}' group by choice order by count() desc`
-                const multipleChoiceQuery = `select count(), arrayJoin(JSONExtractArrayRaw(properties, '${surveyResponseProperty}')) as choice from events where event == 'survey sent' and properties.$survey_id == '${survey.id}' and timestamp >= '${startDate}' and timestamp <= '${endDate}'  group by choice order by count() desc`
-                return {
-                    kind: NodeKind.DataTableNode,
-                    source: {
-                        kind: NodeKind.HogQLQuery,
-                        query:
-                            currentQuestionIndexAndType.type === SurveyQuestionType.SingleChoice
-                                ? singleChoiceQuery
-                                : multipleChoiceQuery,
-                    },
-                    showTimings: false,
-                }
-            },
-        ],
         hasTargetingFlag: [
             (s) => [s.survey],
             (survey): boolean => {
@@ -762,6 +642,22 @@ export const surveyLogic = kea<surveyLogicType>([
                 return null
             },
         ],
+        surveyNPSScore: [
+            (s) => [s.surveyRatingResults],
+            (surveyRatingResults) => {
+                if (surveyRatingResults) {
+                    const questionIdx = Object.keys(surveyRatingResults)[0]
+                    const questionResults: number[] = surveyRatingResults[questionIdx].data
+                    if (questionResults.length === 11) {
+                        const promoters = questionResults.slice(9, 11).reduce((a, b) => a + b, 0)
+                        const passives = questionResults.slice(7, 9).reduce((a, b) => a + b, 0)
+                        const detractors = questionResults.slice(0, 7).reduce((a, b) => a + b, 0)
+                        const npsScore = ((promoters - detractors) / (promoters + passives + detractors)) * 100
+                        return npsScore
+                    }
+                }
+            },
+        ],
     }),
     forms(({ actions, props, values }) => ({
         survey: {

From f393cc7e9281d5df9285f8a72b10af9b032a965d Mon Sep 17 00:00:00 2001
From: Li Yi Yu <li@posthog.com>
Date: Fri, 27 Oct 2023 01:11:34 -0400
Subject: [PATCH 116/133] fix(surveys): fix nps score decimal (#18237)

* fixed decimal

* fix
---
 frontend/src/scenes/surveys/SurveyView.tsx  | 4 ++--
 frontend/src/scenes/surveys/surveyLogic.tsx | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/frontend/src/scenes/surveys/SurveyView.tsx b/frontend/src/scenes/surveys/SurveyView.tsx
index c1474f3316be9..0f3e3d8416aab 100644
--- a/frontend/src/scenes/surveys/SurveyView.tsx
+++ b/frontend/src/scenes/surveys/SurveyView.tsx
@@ -12,7 +12,7 @@ import { surveyLogic } from './surveyLogic'
 import { surveysLogic } from './surveysLogic'
 import { PageHeader } from 'lib/components/PageHeader'
 import { SurveyReleaseSummary } from './Survey'
-import { ChartDisplayType, PropertyFilterType, PropertyOperator, Survey, SurveyQuestionType, SurveyType } from '~/types'
+import { PropertyFilterType, PropertyOperator, Survey, SurveyQuestionType, SurveyType } from '~/types'
 import { SurveyAPIEditor } from './SurveyAPIEditor'
 import { NodeKind } from '~/queries/schema'
 import { dayjs } from 'lib/dayjs'
@@ -271,6 +271,7 @@ export function SurveyResult({ disableEventsTable }: { disableEventsTable?: bool
                                         <div className="text-4xl font-bold">{surveyNPSScore}</div>
                                         <div className="font-semibold text-muted-alt mb-2">Total NPS Score</div>
                                         {featureFlags[FEATURE_FLAGS.SURVEYS_RESULTS_VISUALIZATIONS] && (
+                                            // TODO: rework this to show nps scores over time
                                             <SurveyNPSResults survey={survey as Survey} />
                                         )}
                                     </>
@@ -383,7 +384,6 @@ function SurveyNPSResults({ survey }: { survey: Survey }): JSX.Element {
                         ],
                         trendsFilter: {
                             formula: '(A / (A+B+C) * 100) - (C / (A+B+C)* 100)',
-                            display: ChartDisplayType.ActionsLineGraphCumulative,
                         },
                     },
                 }}
diff --git a/frontend/src/scenes/surveys/surveyLogic.tsx b/frontend/src/scenes/surveys/surveyLogic.tsx
index a7a34a939a89b..df328e14a22bc 100644
--- a/frontend/src/scenes/surveys/surveyLogic.tsx
+++ b/frontend/src/scenes/surveys/surveyLogic.tsx
@@ -653,7 +653,7 @@ export const surveyLogic = kea<surveyLogicType>([
                         const passives = questionResults.slice(7, 9).reduce((a, b) => a + b, 0)
                         const detractors = questionResults.slice(0, 7).reduce((a, b) => a + b, 0)
                         const npsScore = ((promoters - detractors) / (promoters + passives + detractors)) * 100
-                        return npsScore
+                        return npsScore.toFixed(1)
                     }
                 }
             },

From 4ea13f1c843b23c224c973ae50a35856f081c9ef Mon Sep 17 00:00:00 2001
From: Marius Andra <marius.andra@gmail.com>
Date: Fri, 27 Oct 2023 09:03:54 +0200
Subject: [PATCH 117/133] feat(hogqlx): nested tags (#18213)

---
 hogql_parser/HogQLParser.cpp                | 986 ++++++++++---------
 hogql_parser/HogQLParser.h                  |  31 +-
 hogql_parser/HogQLParser.interp             |   2 +-
 hogql_parser/HogQLParserBaseVisitor.h       |   6 +-
 hogql_parser/HogQLParserVisitor.h           |   4 +-
 hogql_parser/parser.cpp                     |  42 +-
 hogql_parser/setup.py                       |   2 +-
 posthog/hogql/grammar/HogQLParser.g4        |   7 +-
 posthog/hogql/grammar/HogQLParser.interp    |   2 +-
 posthog/hogql/grammar/HogQLParser.py        | 995 +++++++++++---------
 posthog/hogql/grammar/HogQLParserVisitor.py |   9 +-
 posthog/hogql/parser.py                     |  17 +-
 posthog/hogql/test/_test_parser.py          |  61 ++
 requirements.in                             |   2 +-
 requirements.txt                            |   2 +-
 15 files changed, 1276 insertions(+), 892 deletions(-)

diff --git a/hogql_parser/HogQLParser.cpp b/hogql_parser/HogQLParser.cpp
index c2f987e39256d..e31a7a0f6c353 100644
--- a/hogql_parser/HogQLParser.cpp
+++ b/hogql_parser/HogQLParser.cpp
@@ -127,7 +127,7 @@ void hogqlparserParserInitialize() {
     }
   );
   static const int32_t serializedATNSegment[] = {
-  	4,1,242,959,2,0,7,0,2,1,7,1,2,2,7,2,2,3,7,3,2,4,7,4,2,5,7,5,2,6,7,6,2,
+  	4,1,242,978,2,0,7,0,2,1,7,1,2,2,7,2,2,3,7,3,2,4,7,4,2,5,7,5,2,6,7,6,2,
   	7,7,7,2,8,7,8,2,9,7,9,2,10,7,10,2,11,7,11,2,12,7,12,2,13,7,13,2,14,7,
   	14,2,15,7,15,2,16,7,16,2,17,7,17,2,18,7,18,2,19,7,19,2,20,7,20,2,21,7,
   	21,2,22,7,22,2,23,7,23,2,24,7,24,2,25,7,25,2,26,7,26,2,27,7,27,2,28,7,
@@ -190,293 +190,300 @@ void hogqlparserParserInitialize() {
   	1,39,3,39,777,8,39,1,40,1,40,1,40,1,40,5,40,783,8,40,10,40,12,40,786,
   	9,40,1,40,1,40,1,40,1,40,1,40,5,40,793,8,40,10,40,12,40,796,9,40,3,40,
   	798,8,40,1,40,1,40,1,40,1,41,1,41,1,41,5,41,806,8,41,10,41,12,41,809,
-  	9,41,1,41,1,41,1,41,1,42,1,42,1,42,1,42,1,42,1,42,1,42,1,42,1,42,1,42,
-  	1,42,3,42,825,8,42,1,43,1,43,1,43,5,43,830,8,43,10,43,12,43,833,9,43,
-  	1,44,1,44,1,44,1,44,1,44,1,44,1,44,1,44,1,44,1,44,3,44,845,8,44,1,45,
-  	1,45,1,45,1,45,3,45,851,8,45,1,45,3,45,854,8,45,1,46,1,46,1,46,5,46,859,
-  	8,46,10,46,12,46,862,9,46,1,47,1,47,1,47,1,47,1,47,1,47,1,47,1,47,1,47,
-  	3,47,873,8,47,1,47,1,47,1,47,1,47,3,47,879,8,47,5,47,881,8,47,10,47,12,
-  	47,884,9,47,1,48,1,48,1,48,3,48,889,8,48,1,48,1,48,1,49,1,49,1,49,3,49,
-  	896,8,49,1,49,1,49,1,50,1,50,1,50,5,50,903,8,50,10,50,12,50,906,9,50,
-  	1,51,1,51,1,52,1,52,1,52,1,52,1,52,1,52,3,52,916,8,52,3,52,918,8,52,1,
-  	53,3,53,921,8,53,1,53,1,53,1,53,1,53,1,53,1,53,3,53,929,8,53,1,54,1,54,
-  	1,54,3,54,934,8,54,1,55,1,55,1,56,1,56,1,57,1,57,1,58,1,58,3,58,944,8,
-  	58,1,59,1,59,1,59,3,59,949,8,59,1,60,1,60,1,60,1,60,1,61,1,61,1,61,1,
-  	61,1,61,0,3,36,74,94,62,0,2,4,6,8,10,12,14,16,18,20,22,24,26,28,30,32,
-  	34,36,38,40,42,44,46,48,50,52,54,56,58,60,62,64,66,68,70,72,74,76,78,
-  	80,82,84,86,88,90,92,94,96,98,100,102,104,106,108,110,112,114,116,118,
-  	120,122,0,16,2,0,32,32,141,141,2,0,84,84,96,96,3,0,4,4,8,8,12,12,4,0,
-  	4,4,7,8,12,12,147,147,2,0,96,96,140,140,2,0,4,4,8,8,2,0,11,11,42,43,2,
-  	0,62,62,93,93,2,0,133,133,143,143,3,0,17,17,95,95,170,170,2,0,79,79,98,
-  	98,1,0,197,198,2,0,208,208,228,228,8,0,37,37,76,76,108,108,110,110,132,
-  	132,145,145,185,185,190,190,13,0,2,24,26,36,38,75,77,81,83,107,109,109,
-  	111,112,114,115,117,130,133,144,146,184,186,189,191,192,4,0,36,36,62,
-  	62,77,77,91,91,1083,0,127,1,0,0,0,2,131,1,0,0,0,4,145,1,0,0,0,6,148,1,
-  	0,0,0,8,197,1,0,0,0,10,200,1,0,0,0,12,206,1,0,0,0,14,210,1,0,0,0,16,216,
-  	1,0,0,0,18,234,1,0,0,0,20,237,1,0,0,0,22,240,1,0,0,0,24,250,1,0,0,0,26,
-  	253,1,0,0,0,28,257,1,0,0,0,30,290,1,0,0,0,32,292,1,0,0,0,34,295,1,0,0,
-  	0,36,310,1,0,0,0,38,372,1,0,0,0,40,377,1,0,0,0,42,388,1,0,0,0,44,390,
-  	1,0,0,0,46,396,1,0,0,0,48,404,1,0,0,0,50,422,1,0,0,0,52,424,1,0,0,0,54,
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+  	608,5,220,0,0,608,609,3,56,28,0,609,610,5,236,0,0,610,669,1,0,0,0,611,
+  	612,3,118,59,0,612,614,5,220,0,0,613,615,3,72,36,0,614,613,1,0,0,0,614,
+  	615,1,0,0,0,615,616,1,0,0,0,616,617,5,236,0,0,617,618,1,0,0,0,618,619,
+  	5,125,0,0,619,620,3,118,59,0,620,669,1,0,0,0,621,627,3,118,59,0,622,624,
+  	5,220,0,0,623,625,3,72,36,0,624,623,1,0,0,0,624,625,1,0,0,0,625,626,1,
+  	0,0,0,626,628,5,236,0,0,627,622,1,0,0,0,627,628,1,0,0,0,628,629,1,0,0,
+  	0,629,631,5,220,0,0,630,632,5,49,0,0,631,630,1,0,0,0,631,632,1,0,0,0,
+  	632,634,1,0,0,0,633,635,3,76,38,0,634,633,1,0,0,0,634,635,1,0,0,0,635,
+  	636,1,0,0,0,636,637,5,236,0,0,637,669,1,0,0,0,638,669,3,82,41,0,639,669,
+  	3,108,54,0,640,641,5,208,0,0,641,669,3,74,37,18,642,643,5,115,0,0,643,
+  	669,3,74,37,12,644,645,3,98,49,0,645,646,5,210,0,0,646,648,1,0,0,0,647,
+  	644,1,0,0,0,647,648,1,0,0,0,648,649,1,0,0,0,649,669,5,202,0,0,650,651,
+  	5,220,0,0,651,652,3,2,1,0,652,653,5,236,0,0,653,669,1,0,0,0,654,655,5,
+  	220,0,0,655,656,3,74,37,0,656,657,5,236,0,0,657,669,1,0,0,0,658,659,5,
+  	220,0,0,659,660,3,72,36,0,660,661,5,236,0,0,661,669,1,0,0,0,662,664,5,
+  	219,0,0,663,665,3,72,36,0,664,663,1,0,0,0,664,665,1,0,0,0,665,666,1,0,
+  	0,0,666,669,5,235,0,0,667,669,3,90,45,0,668,538,1,0,0,0,668,558,1,0,0,
+  	0,668,565,1,0,0,0,668,567,1,0,0,0,668,574,1,0,0,0,668,578,1,0,0,0,668,
+  	589,1,0,0,0,668,591,1,0,0,0,668,599,1,0,0,0,668,611,1,0,0,0,668,621,1,
+  	0,0,0,668,638,1,0,0,0,668,639,1,0,0,0,668,640,1,0,0,0,668,642,1,0,0,0,
+  	668,647,1,0,0,0,668,650,1,0,0,0,668,654,1,0,0,0,668,658,1,0,0,0,668,662,
+  	1,0,0,0,668,667,1,0,0,0,669,763,1,0,0,0,670,674,10,17,0,0,671,675,5,202,
+  	0,0,672,675,5,238,0,0,673,675,5,227,0,0,674,671,1,0,0,0,674,672,1,0,0,
+  	0,674,673,1,0,0,0,675,676,1,0,0,0,676,762,3,74,37,18,677,681,10,16,0,
+  	0,678,682,5,228,0,0,679,682,5,208,0,0,680,682,5,207,0,0,681,678,1,0,0,
+  	0,681,679,1,0,0,0,681,680,1,0,0,0,682,683,1,0,0,0,683,762,3,74,37,17,
+  	684,709,10,15,0,0,685,710,5,211,0,0,686,710,5,212,0,0,687,710,5,223,0,
+  	0,688,710,5,221,0,0,689,710,5,222,0,0,690,710,5,213,0,0,691,710,5,214,
+  	0,0,692,694,5,115,0,0,693,692,1,0,0,0,693,694,1,0,0,0,694,695,1,0,0,0,
+  	695,697,5,80,0,0,696,698,5,25,0,0,697,696,1,0,0,0,697,698,1,0,0,0,698,
+  	710,1,0,0,0,699,701,5,115,0,0,700,699,1,0,0,0,700,701,1,0,0,0,701,702,
+  	1,0,0,0,702,710,7,10,0,0,703,710,5,232,0,0,704,710,5,233,0,0,705,710,
+  	5,225,0,0,706,710,5,216,0,0,707,710,5,217,0,0,708,710,5,224,0,0,709,685,
+  	1,0,0,0,709,686,1,0,0,0,709,687,1,0,0,0,709,688,1,0,0,0,709,689,1,0,0,
+  	0,709,690,1,0,0,0,709,691,1,0,0,0,709,693,1,0,0,0,709,700,1,0,0,0,709,
+  	703,1,0,0,0,709,704,1,0,0,0,709,705,1,0,0,0,709,706,1,0,0,0,709,707,1,
+  	0,0,0,709,708,1,0,0,0,710,711,1,0,0,0,711,762,3,74,37,16,712,713,10,13,
+  	0,0,713,714,5,226,0,0,714,762,3,74,37,14,715,716,10,11,0,0,716,717,5,
+  	6,0,0,717,762,3,74,37,12,718,719,10,10,0,0,719,720,5,121,0,0,720,762,
+  	3,74,37,11,721,723,10,9,0,0,722,724,5,115,0,0,723,722,1,0,0,0,723,724,
+  	1,0,0,0,724,725,1,0,0,0,725,726,5,16,0,0,726,727,3,74,37,0,727,728,5,
+  	6,0,0,728,729,3,74,37,10,729,762,1,0,0,0,730,731,10,8,0,0,731,732,5,229,
+  	0,0,732,733,3,74,37,0,733,734,5,205,0,0,734,735,3,74,37,8,735,762,1,0,
+  	0,0,736,737,10,21,0,0,737,738,5,219,0,0,738,739,3,74,37,0,739,740,5,235,
+  	0,0,740,762,1,0,0,0,741,742,10,20,0,0,742,743,5,210,0,0,743,762,5,198,
+  	0,0,744,745,10,19,0,0,745,746,5,210,0,0,746,762,3,118,59,0,747,748,10,
+  	14,0,0,748,750,5,88,0,0,749,751,5,115,0,0,750,749,1,0,0,0,750,751,1,0,
+  	0,0,751,752,1,0,0,0,752,762,5,116,0,0,753,759,10,7,0,0,754,760,3,116,
+  	58,0,755,756,5,10,0,0,756,760,3,118,59,0,757,758,5,10,0,0,758,760,5,200,
+  	0,0,759,754,1,0,0,0,759,755,1,0,0,0,759,757,1,0,0,0,760,762,1,0,0,0,761,
+  	670,1,0,0,0,761,677,1,0,0,0,761,684,1,0,0,0,761,712,1,0,0,0,761,715,1,
+  	0,0,0,761,718,1,0,0,0,761,721,1,0,0,0,761,730,1,0,0,0,761,736,1,0,0,0,
+  	761,741,1,0,0,0,761,744,1,0,0,0,761,747,1,0,0,0,761,753,1,0,0,0,762,765,
+  	1,0,0,0,763,761,1,0,0,0,763,764,1,0,0,0,764,75,1,0,0,0,765,763,1,0,0,
+  	0,766,771,3,78,39,0,767,768,5,206,0,0,768,770,3,78,39,0,769,767,1,0,0,
+  	0,770,773,1,0,0,0,771,769,1,0,0,0,771,772,1,0,0,0,772,77,1,0,0,0,773,
+  	771,1,0,0,0,774,777,3,80,40,0,775,777,3,74,37,0,776,774,1,0,0,0,776,775,
+  	1,0,0,0,777,79,1,0,0,0,778,779,5,220,0,0,779,784,3,118,59,0,780,781,5,
+  	206,0,0,781,783,3,118,59,0,782,780,1,0,0,0,783,786,1,0,0,0,784,782,1,
+  	0,0,0,784,785,1,0,0,0,785,787,1,0,0,0,786,784,1,0,0,0,787,788,5,236,0,
+  	0,788,798,1,0,0,0,789,794,3,118,59,0,790,791,5,206,0,0,791,793,3,118,
+  	59,0,792,790,1,0,0,0,793,796,1,0,0,0,794,792,1,0,0,0,794,795,1,0,0,0,
+  	795,798,1,0,0,0,796,794,1,0,0,0,797,778,1,0,0,0,797,789,1,0,0,0,798,799,
+  	1,0,0,0,799,800,5,201,0,0,800,801,3,74,37,0,801,81,1,0,0,0,802,803,5,
+  	222,0,0,803,807,3,118,59,0,804,806,3,84,42,0,805,804,1,0,0,0,806,809,
+  	1,0,0,0,807,805,1,0,0,0,807,808,1,0,0,0,808,810,1,0,0,0,809,807,1,0,0,
+  	0,810,811,5,238,0,0,811,812,5,214,0,0,812,831,1,0,0,0,813,814,5,222,0,
+  	0,814,818,3,118,59,0,815,817,3,84,42,0,816,815,1,0,0,0,817,820,1,0,0,
+  	0,818,816,1,0,0,0,818,819,1,0,0,0,819,821,1,0,0,0,820,818,1,0,0,0,821,
+  	823,5,214,0,0,822,824,3,82,41,0,823,822,1,0,0,0,823,824,1,0,0,0,824,825,
+  	1,0,0,0,825,826,5,222,0,0,826,827,5,238,0,0,827,828,3,118,59,0,828,829,
+  	5,214,0,0,829,831,1,0,0,0,830,802,1,0,0,0,830,813,1,0,0,0,831,83,1,0,
+  	0,0,832,833,3,118,59,0,833,834,5,212,0,0,834,835,5,200,0,0,835,844,1,
+  	0,0,0,836,837,3,118,59,0,837,838,5,212,0,0,838,839,5,218,0,0,839,840,
+  	3,74,37,0,840,841,5,234,0,0,841,844,1,0,0,0,842,844,3,118,59,0,843,832,
+  	1,0,0,0,843,836,1,0,0,0,843,842,1,0,0,0,844,85,1,0,0,0,845,850,3,88,44,
+  	0,846,847,5,206,0,0,847,849,3,88,44,0,848,846,1,0,0,0,849,852,1,0,0,0,
+  	850,848,1,0,0,0,850,851,1,0,0,0,851,87,1,0,0,0,852,850,1,0,0,0,853,854,
+  	3,118,59,0,854,855,5,10,0,0,855,856,5,220,0,0,856,857,3,2,1,0,857,858,
+  	5,236,0,0,858,864,1,0,0,0,859,860,3,74,37,0,860,861,5,10,0,0,861,862,
+  	3,118,59,0,862,864,1,0,0,0,863,853,1,0,0,0,863,859,1,0,0,0,864,89,1,0,
+  	0,0,865,873,3,122,61,0,866,867,3,98,49,0,867,868,5,210,0,0,868,870,1,
+  	0,0,0,869,866,1,0,0,0,869,870,1,0,0,0,870,871,1,0,0,0,871,873,3,92,46,
+  	0,872,865,1,0,0,0,872,869,1,0,0,0,873,91,1,0,0,0,874,879,3,118,59,0,875,
+  	876,5,210,0,0,876,878,3,118,59,0,877,875,1,0,0,0,878,881,1,0,0,0,879,
+  	877,1,0,0,0,879,880,1,0,0,0,880,93,1,0,0,0,881,879,1,0,0,0,882,883,6,
+  	47,-1,0,883,892,3,98,49,0,884,892,3,96,48,0,885,886,5,220,0,0,886,887,
+  	3,2,1,0,887,888,5,236,0,0,888,892,1,0,0,0,889,892,3,82,41,0,890,892,3,
+  	122,61,0,891,882,1,0,0,0,891,884,1,0,0,0,891,885,1,0,0,0,891,889,1,0,
+  	0,0,891,890,1,0,0,0,892,901,1,0,0,0,893,897,10,3,0,0,894,898,3,116,58,
+  	0,895,896,5,10,0,0,896,898,3,118,59,0,897,894,1,0,0,0,897,895,1,0,0,0,
+  	898,900,1,0,0,0,899,893,1,0,0,0,900,903,1,0,0,0,901,899,1,0,0,0,901,902,
+  	1,0,0,0,902,95,1,0,0,0,903,901,1,0,0,0,904,905,3,118,59,0,905,907,5,220,
+  	0,0,906,908,3,100,50,0,907,906,1,0,0,0,907,908,1,0,0,0,908,909,1,0,0,
+  	0,909,910,5,236,0,0,910,97,1,0,0,0,911,912,3,102,51,0,912,913,5,210,0,
+  	0,913,915,1,0,0,0,914,911,1,0,0,0,914,915,1,0,0,0,915,916,1,0,0,0,916,
+  	917,3,118,59,0,917,99,1,0,0,0,918,923,3,74,37,0,919,920,5,206,0,0,920,
+  	922,3,74,37,0,921,919,1,0,0,0,922,925,1,0,0,0,923,921,1,0,0,0,923,924,
+  	1,0,0,0,924,101,1,0,0,0,925,923,1,0,0,0,926,927,3,118,59,0,927,103,1,
+  	0,0,0,928,937,5,196,0,0,929,930,5,210,0,0,930,937,7,11,0,0,931,932,5,
+  	198,0,0,932,934,5,210,0,0,933,935,7,11,0,0,934,933,1,0,0,0,934,935,1,
+  	0,0,0,935,937,1,0,0,0,936,928,1,0,0,0,936,929,1,0,0,0,936,931,1,0,0,0,
+  	937,105,1,0,0,0,938,940,7,12,0,0,939,938,1,0,0,0,939,940,1,0,0,0,940,
+  	947,1,0,0,0,941,948,3,104,52,0,942,948,5,197,0,0,943,948,5,198,0,0,944,
+  	948,5,199,0,0,945,948,5,82,0,0,946,948,5,113,0,0,947,941,1,0,0,0,947,
+  	942,1,0,0,0,947,943,1,0,0,0,947,944,1,0,0,0,947,945,1,0,0,0,947,946,1,
+  	0,0,0,948,107,1,0,0,0,949,953,3,106,53,0,950,953,5,200,0,0,951,953,5,
+  	116,0,0,952,949,1,0,0,0,952,950,1,0,0,0,952,951,1,0,0,0,953,109,1,0,0,
+  	0,954,955,7,13,0,0,955,111,1,0,0,0,956,957,7,14,0,0,957,113,1,0,0,0,958,
+  	959,7,15,0,0,959,115,1,0,0,0,960,963,5,195,0,0,961,963,3,114,57,0,962,
+  	960,1,0,0,0,962,961,1,0,0,0,963,117,1,0,0,0,964,968,5,195,0,0,965,968,
+  	3,110,55,0,966,968,3,112,56,0,967,964,1,0,0,0,967,965,1,0,0,0,967,966,
+  	1,0,0,0,968,119,1,0,0,0,969,970,5,200,0,0,970,971,5,212,0,0,971,972,3,
+  	106,53,0,972,121,1,0,0,0,973,974,5,218,0,0,974,975,3,118,59,0,975,976,
+  	5,234,0,0,976,123,1,0,0,0,120,127,137,145,148,152,155,159,162,165,168,
+  	171,175,179,182,185,188,192,195,204,210,231,248,265,271,277,288,290,301,
+  	304,310,318,324,326,330,335,338,341,345,349,352,354,357,361,365,368,370,
+  	372,377,388,394,401,406,410,414,420,422,429,437,440,443,462,476,492,504,
+  	516,524,528,535,541,550,554,585,602,614,624,627,631,634,647,664,668,674,
+  	681,693,697,700,709,723,750,759,761,763,771,776,784,794,797,807,818,823,
+  	830,843,850,863,869,872,879,891,897,901,907,914,923,934,936,939,947,952,
+  	962,967
   };
   staticData->serializedATN = antlr4::atn::SerializedATNView(serializedATNSegment, sizeof(serializedATNSegment) / sizeof(serializedATNSegment[0]));
 
@@ -6844,43 +6851,101 @@ HogQLParser::HogqlxTagElementContext::HogqlxTagElementContext(ParserRuleContext
   : ParserRuleContext(parent, invokingState) {
 }
 
-tree::TerminalNode* HogQLParser::HogqlxTagElementContext::LT() {
+
+size_t HogQLParser::HogqlxTagElementContext::getRuleIndex() const {
+  return HogQLParser::RuleHogqlxTagElement;
+}
+
+void HogQLParser::HogqlxTagElementContext::copyFrom(HogqlxTagElementContext *ctx) {
+  ParserRuleContext::copyFrom(ctx);
+}
+
+//----------------- HogqlxTagElementClosedContext ------------------------------------------------------------------
+
+tree::TerminalNode* HogQLParser::HogqlxTagElementClosedContext::LT() {
   return getToken(HogQLParser::LT, 0);
 }
 
-HogQLParser::IdentifierContext* HogQLParser::HogqlxTagElementContext::identifier() {
+HogQLParser::IdentifierContext* HogQLParser::HogqlxTagElementClosedContext::identifier() {
   return getRuleContext<HogQLParser::IdentifierContext>(0);
 }
 
-tree::TerminalNode* HogQLParser::HogqlxTagElementContext::SLASH() {
+tree::TerminalNode* HogQLParser::HogqlxTagElementClosedContext::SLASH() {
   return getToken(HogQLParser::SLASH, 0);
 }
 
-tree::TerminalNode* HogQLParser::HogqlxTagElementContext::GT() {
+tree::TerminalNode* HogQLParser::HogqlxTagElementClosedContext::GT() {
   return getToken(HogQLParser::GT, 0);
 }
 
-std::vector<HogQLParser::HogqlxTagAttributeContext *> HogQLParser::HogqlxTagElementContext::hogqlxTagAttribute() {
+std::vector<HogQLParser::HogqlxTagAttributeContext *> HogQLParser::HogqlxTagElementClosedContext::hogqlxTagAttribute() {
   return getRuleContexts<HogQLParser::HogqlxTagAttributeContext>();
 }
 
-HogQLParser::HogqlxTagAttributeContext* HogQLParser::HogqlxTagElementContext::hogqlxTagAttribute(size_t i) {
+HogQLParser::HogqlxTagAttributeContext* HogQLParser::HogqlxTagElementClosedContext::hogqlxTagAttribute(size_t i) {
   return getRuleContext<HogQLParser::HogqlxTagAttributeContext>(i);
 }
 
+HogQLParser::HogqlxTagElementClosedContext::HogqlxTagElementClosedContext(HogqlxTagElementContext *ctx) { copyFrom(ctx); }
 
-size_t HogQLParser::HogqlxTagElementContext::getRuleIndex() const {
-  return HogQLParser::RuleHogqlxTagElement;
+
+std::any HogQLParser::HogqlxTagElementClosedContext::accept(tree::ParseTreeVisitor *visitor) {
+  if (auto parserVisitor = dynamic_cast<HogQLParserVisitor*>(visitor))
+    return parserVisitor->visitHogqlxTagElementClosed(this);
+  else
+    return visitor->visitChildren(this);
+}
+//----------------- HogqlxTagElementNestedContext ------------------------------------------------------------------
+
+std::vector<tree::TerminalNode *> HogQLParser::HogqlxTagElementNestedContext::LT() {
+  return getTokens(HogQLParser::LT);
+}
+
+tree::TerminalNode* HogQLParser::HogqlxTagElementNestedContext::LT(size_t i) {
+  return getToken(HogQLParser::LT, i);
+}
+
+std::vector<HogQLParser::IdentifierContext *> HogQLParser::HogqlxTagElementNestedContext::identifier() {
+  return getRuleContexts<HogQLParser::IdentifierContext>();
+}
+
+HogQLParser::IdentifierContext* HogQLParser::HogqlxTagElementNestedContext::identifier(size_t i) {
+  return getRuleContext<HogQLParser::IdentifierContext>(i);
+}
+
+std::vector<tree::TerminalNode *> HogQLParser::HogqlxTagElementNestedContext::GT() {
+  return getTokens(HogQLParser::GT);
+}
+
+tree::TerminalNode* HogQLParser::HogqlxTagElementNestedContext::GT(size_t i) {
+  return getToken(HogQLParser::GT, i);
+}
+
+tree::TerminalNode* HogQLParser::HogqlxTagElementNestedContext::SLASH() {
+  return getToken(HogQLParser::SLASH, 0);
+}
+
+std::vector<HogQLParser::HogqlxTagAttributeContext *> HogQLParser::HogqlxTagElementNestedContext::hogqlxTagAttribute() {
+  return getRuleContexts<HogQLParser::HogqlxTagAttributeContext>();
+}
+
+HogQLParser::HogqlxTagAttributeContext* HogQLParser::HogqlxTagElementNestedContext::hogqlxTagAttribute(size_t i) {
+  return getRuleContext<HogQLParser::HogqlxTagAttributeContext>(i);
 }
 
+HogQLParser::HogqlxTagElementContext* HogQLParser::HogqlxTagElementNestedContext::hogqlxTagElement() {
+  return getRuleContext<HogQLParser::HogqlxTagElementContext>(0);
+}
+
+HogQLParser::HogqlxTagElementNestedContext::HogqlxTagElementNestedContext(HogqlxTagElementContext *ctx) { copyFrom(ctx); }
 
-std::any HogQLParser::HogqlxTagElementContext::accept(tree::ParseTreeVisitor *visitor) {
+
+std::any HogQLParser::HogqlxTagElementNestedContext::accept(tree::ParseTreeVisitor *visitor) {
   if (auto parserVisitor = dynamic_cast<HogQLParserVisitor*>(visitor))
-    return parserVisitor->visitHogqlxTagElement(this);
+    return parserVisitor->visitHogqlxTagElementNested(this);
   else
     return visitor->visitChildren(this);
 }
-
 HogQLParser::HogqlxTagElementContext* HogQLParser::hogqlxTagElement() {
   HogqlxTagElementContext *_localctx = _tracker.createInstance<HogqlxTagElementContext>(_ctx, getState());
   enterRule(_localctx, 82, HogQLParser::RuleHogqlxTagElement);
@@ -6894,30 +6959,89 @@ HogQLParser::HogqlxTagElementContext* HogQLParser::hogqlxTagElement() {
     exitRule();
   });
   try {
-    enterOuterAlt(_localctx, 1);
-    setState(802);
-    match(HogQLParser::LT);
-    setState(803);
-    identifier();
-    setState(807);
+    setState(830);
     _errHandler->sync(this);
-    _la = _input->LA(1);
-    while ((((_la & ~ 0x3fULL) == 0) &&
-      ((1ULL << _la) & -33554436) != 0) || ((((_la - 64) & ~ 0x3fULL) == 0) &&
-      ((1ULL << (_la - 64)) & -5066549581053953) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
-      ((1ULL << (_la - 128)) & -9) != 0) || _la == HogQLParser::JSON_TRUE
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 100, _ctx)) {
+    case 1: {
+      _localctx = _tracker.createInstance<HogQLParser::HogqlxTagElementClosedContext>(_localctx);
+      enterOuterAlt(_localctx, 1);
+      setState(802);
+      match(HogQLParser::LT);
+      setState(803);
+      identifier();
+      setState(807);
+      _errHandler->sync(this);
+      _la = _input->LA(1);
+      while ((((_la & ~ 0x3fULL) == 0) &&
+        ((1ULL << _la) & -33554436) != 0) || ((((_la - 64) & ~ 0x3fULL) == 0) &&
+        ((1ULL << (_la - 64)) & -5066549581053953) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
+        ((1ULL << (_la - 128)) & -9) != 0) || _la == HogQLParser::JSON_TRUE
+
+      || _la == HogQLParser::IDENTIFIER) {
+        setState(804);
+        hogqlxTagAttribute();
+        setState(809);
+        _errHandler->sync(this);
+        _la = _input->LA(1);
+      }
+      setState(810);
+      match(HogQLParser::SLASH);
+      setState(811);
+      match(HogQLParser::GT);
+      break;
+    }
 
-    || _la == HogQLParser::IDENTIFIER) {
-      setState(804);
-      hogqlxTagAttribute();
-      setState(809);
+    case 2: {
+      _localctx = _tracker.createInstance<HogQLParser::HogqlxTagElementNestedContext>(_localctx);
+      enterOuterAlt(_localctx, 2);
+      setState(813);
+      match(HogQLParser::LT);
+      setState(814);
+      identifier();
+      setState(818);
       _errHandler->sync(this);
       _la = _input->LA(1);
+      while ((((_la & ~ 0x3fULL) == 0) &&
+        ((1ULL << _la) & -33554436) != 0) || ((((_la - 64) & ~ 0x3fULL) == 0) &&
+        ((1ULL << (_la - 64)) & -5066549581053953) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
+        ((1ULL << (_la - 128)) & -9) != 0) || _la == HogQLParser::JSON_TRUE
+
+      || _la == HogQLParser::IDENTIFIER) {
+        setState(815);
+        hogqlxTagAttribute();
+        setState(820);
+        _errHandler->sync(this);
+        _la = _input->LA(1);
+      }
+      setState(821);
+      match(HogQLParser::GT);
+      setState(823);
+      _errHandler->sync(this);
+
+      switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 99, _ctx)) {
+      case 1: {
+        setState(822);
+        hogqlxTagElement();
+        break;
+      }
+
+      default:
+        break;
+      }
+      setState(825);
+      match(HogQLParser::LT);
+      setState(826);
+      match(HogQLParser::SLASH);
+      setState(827);
+      identifier();
+      setState(828);
+      match(HogQLParser::GT);
+      break;
+    }
+
+    default:
+      break;
     }
-    setState(810);
-    match(HogQLParser::SLASH);
-    setState(811);
-    match(HogQLParser::GT);
    
   }
   catch (RecognitionException &e) {
@@ -6984,38 +7108,38 @@ HogQLParser::HogqlxTagAttributeContext* HogQLParser::hogqlxTagAttribute() {
     exitRule();
   });
   try {
-    setState(824);
+    setState(843);
     _errHandler->sync(this);
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 98, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 101, _ctx)) {
     case 1: {
       enterOuterAlt(_localctx, 1);
-      setState(813);
+      setState(832);
       identifier();
-      setState(814);
+      setState(833);
       match(HogQLParser::EQ_SINGLE);
-      setState(815);
+      setState(834);
       match(HogQLParser::STRING_LITERAL);
       break;
     }
 
     case 2: {
       enterOuterAlt(_localctx, 2);
-      setState(817);
+      setState(836);
       identifier();
-      setState(818);
+      setState(837);
       match(HogQLParser::EQ_SINGLE);
-      setState(819);
+      setState(838);
       match(HogQLParser::LBRACE);
-      setState(820);
+      setState(839);
       columnExpr(0);
-      setState(821);
+      setState(840);
       match(HogQLParser::RBRACE);
       break;
     }
 
     case 3: {
       enterOuterAlt(_localctx, 3);
-      setState(823);
+      setState(842);
       identifier();
       break;
     }
@@ -7083,17 +7207,17 @@ HogQLParser::WithExprListContext* HogQLParser::withExprList() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(826);
+    setState(845);
     withExpr();
-    setState(831);
+    setState(850);
     _errHandler->sync(this);
     _la = _input->LA(1);
     while (_la == HogQLParser::COMMA) {
-      setState(827);
+      setState(846);
       match(HogQLParser::COMMA);
-      setState(828);
+      setState(847);
       withExpr();
-      setState(833);
+      setState(852);
       _errHandler->sync(this);
       _la = _input->LA(1);
     }
@@ -7189,21 +7313,21 @@ HogQLParser::WithExprContext* HogQLParser::withExpr() {
     exitRule();
   });
   try {
-    setState(844);
+    setState(863);
     _errHandler->sync(this);
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 100, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 103, _ctx)) {
     case 1: {
       _localctx = _tracker.createInstance<HogQLParser::WithExprSubqueryContext>(_localctx);
       enterOuterAlt(_localctx, 1);
-      setState(834);
+      setState(853);
       identifier();
-      setState(835);
+      setState(854);
       match(HogQLParser::AS);
-      setState(836);
+      setState(855);
       match(HogQLParser::LPAREN);
-      setState(837);
+      setState(856);
       selectUnionStmt();
-      setState(838);
+      setState(857);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -7211,11 +7335,11 @@ HogQLParser::WithExprContext* HogQLParser::withExpr() {
     case 2: {
       _localctx = _tracker.createInstance<HogQLParser::WithExprColumnContext>(_localctx);
       enterOuterAlt(_localctx, 2);
-      setState(840);
+      setState(859);
       columnExpr(0);
-      setState(841);
+      setState(860);
       match(HogQLParser::AS);
-      setState(842);
+      setState(861);
       identifier();
       break;
     }
@@ -7281,12 +7405,12 @@ HogQLParser::ColumnIdentifierContext* HogQLParser::columnIdentifier() {
     exitRule();
   });
   try {
-    setState(853);
+    setState(872);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::LBRACE: {
         enterOuterAlt(_localctx, 1);
-        setState(846);
+        setState(865);
         placeholder();
         break;
       }
@@ -7479,14 +7603,14 @@ HogQLParser::ColumnIdentifierContext* HogQLParser::columnIdentifier() {
       case HogQLParser::JSON_TRUE:
       case HogQLParser::IDENTIFIER: {
         enterOuterAlt(_localctx, 2);
-        setState(850);
+        setState(869);
         _errHandler->sync(this);
 
-        switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 101, _ctx)) {
+        switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 104, _ctx)) {
         case 1: {
-          setState(847);
+          setState(866);
           tableIdentifier();
-          setState(848);
+          setState(867);
           match(HogQLParser::DOT);
           break;
         }
@@ -7494,7 +7618,7 @@ HogQLParser::ColumnIdentifierContext* HogQLParser::columnIdentifier() {
         default:
           break;
         }
-        setState(852);
+        setState(871);
         nestedIdentifier();
         break;
       }
@@ -7562,21 +7686,21 @@ HogQLParser::NestedIdentifierContext* HogQLParser::nestedIdentifier() {
   try {
     size_t alt;
     enterOuterAlt(_localctx, 1);
-    setState(855);
+    setState(874);
     identifier();
-    setState(860);
+    setState(879);
     _errHandler->sync(this);
-    alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 103, _ctx);
+    alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 106, _ctx);
     while (alt != 2 && alt != atn::ATN::INVALID_ALT_NUMBER) {
       if (alt == 1) {
-        setState(856);
+        setState(875);
         match(HogQLParser::DOT);
-        setState(857);
+        setState(876);
         identifier(); 
       }
-      setState(862);
+      setState(881);
       _errHandler->sync(this);
-      alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 103, _ctx);
+      alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 106, _ctx);
     }
    
   }
@@ -7740,15 +7864,15 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
   try {
     size_t alt;
     enterOuterAlt(_localctx, 1);
-    setState(872);
+    setState(891);
     _errHandler->sync(this);
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 104, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 107, _ctx)) {
     case 1: {
       _localctx = _tracker.createInstance<TableExprIdentifierContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
 
-      setState(864);
+      setState(883);
       tableIdentifier();
       break;
     }
@@ -7757,7 +7881,7 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
       _localctx = _tracker.createInstance<TableExprFunctionContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(865);
+      setState(884);
       tableFunctionExpr();
       break;
     }
@@ -7766,11 +7890,11 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
       _localctx = _tracker.createInstance<TableExprSubqueryContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(866);
+      setState(885);
       match(HogQLParser::LPAREN);
-      setState(867);
+      setState(886);
       selectUnionStmt();
-      setState(868);
+      setState(887);
       match(HogQLParser::RPAREN);
       break;
     }
@@ -7779,7 +7903,7 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
       _localctx = _tracker.createInstance<TableExprTagContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(870);
+      setState(889);
       hogqlxTagElement();
       break;
     }
@@ -7788,7 +7912,7 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
       _localctx = _tracker.createInstance<TableExprPlaceholderContext>(_localctx);
       _ctx = _localctx;
       previousContext = _localctx;
-      setState(871);
+      setState(890);
       placeholder();
       break;
     }
@@ -7797,9 +7921,9 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
       break;
     }
     _ctx->stop = _input->LT(-1);
-    setState(882);
+    setState(901);
     _errHandler->sync(this);
-    alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 106, _ctx);
+    alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 109, _ctx);
     while (alt != 2 && alt != atn::ATN::INVALID_ALT_NUMBER) {
       if (alt == 1) {
         if (!_parseListeners.empty())
@@ -7808,10 +7932,10 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
         auto newContext = _tracker.createInstance<TableExprAliasContext>(_tracker.createInstance<TableExprContext>(parentContext, parentState));
         _localctx = newContext;
         pushNewRecursionContext(newContext, startState, RuleTableExpr);
-        setState(874);
+        setState(893);
 
         if (!(precpred(_ctx, 3))) throw FailedPredicateException(this, "precpred(_ctx, 3)");
-        setState(878);
+        setState(897);
         _errHandler->sync(this);
         switch (_input->LA(1)) {
           case HogQLParser::DATE:
@@ -7819,15 +7943,15 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
           case HogQLParser::ID:
           case HogQLParser::KEY:
           case HogQLParser::IDENTIFIER: {
-            setState(875);
+            setState(894);
             alias();
             break;
           }
 
           case HogQLParser::AS: {
-            setState(876);
+            setState(895);
             match(HogQLParser::AS);
-            setState(877);
+            setState(896);
             identifier();
             break;
           }
@@ -7836,9 +7960,9 @@ HogQLParser::TableExprContext* HogQLParser::tableExpr(int precedence) {
           throw NoViableAltException(this);
         } 
       }
-      setState(884);
+      setState(903);
       _errHandler->sync(this);
-      alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 106, _ctx);
+      alt = getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 109, _ctx);
     }
   }
   catch (RecognitionException &e) {
@@ -7898,11 +8022,11 @@ HogQLParser::TableFunctionExprContext* HogQLParser::tableFunctionExpr() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(885);
+    setState(904);
     identifier();
-    setState(886);
+    setState(905);
     match(HogQLParser::LPAREN);
-    setState(888);
+    setState(907);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
@@ -7911,10 +8035,10 @@ HogQLParser::TableFunctionExprContext* HogQLParser::tableFunctionExpr() {
       ((1ULL << (_la - 64)) & -1) != 0) || ((((_la - 128) & ~ 0x3fULL) == 0) &&
       ((1ULL << (_la - 128)) & -9) != 0) || ((((_la - 192) & ~ 0x3fULL) == 0) &&
       ((1ULL << (_la - 192)) & 70263309817) != 0)) {
-      setState(887);
+      setState(906);
       tableArgList();
     }
-    setState(890);
+    setState(909);
     match(HogQLParser::RPAREN);
    
   }
@@ -7971,14 +8095,14 @@ HogQLParser::TableIdentifierContext* HogQLParser::tableIdentifier() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(895);
+    setState(914);
     _errHandler->sync(this);
 
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 108, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 111, _ctx)) {
     case 1: {
-      setState(892);
+      setState(911);
       databaseIdentifier();
-      setState(893);
+      setState(912);
       match(HogQLParser::DOT);
       break;
     }
@@ -7986,7 +8110,7 @@ HogQLParser::TableIdentifierContext* HogQLParser::tableIdentifier() {
     default:
       break;
     }
-    setState(897);
+    setState(916);
     identifier();
    
   }
@@ -8048,17 +8172,17 @@ HogQLParser::TableArgListContext* HogQLParser::tableArgList() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(899);
+    setState(918);
     columnExpr(0);
-    setState(904);
+    setState(923);
     _errHandler->sync(this);
     _la = _input->LA(1);
     while (_la == HogQLParser::COMMA) {
-      setState(900);
+      setState(919);
       match(HogQLParser::COMMA);
-      setState(901);
+      setState(920);
       columnExpr(0);
-      setState(906);
+      setState(925);
       _errHandler->sync(this);
       _la = _input->LA(1);
     }
@@ -8109,7 +8233,7 @@ HogQLParser::DatabaseIdentifierContext* HogQLParser::databaseIdentifier() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(907);
+    setState(926);
     identifier();
    
   }
@@ -8174,21 +8298,21 @@ HogQLParser::FloatingLiteralContext* HogQLParser::floatingLiteral() {
     exitRule();
   });
   try {
-    setState(917);
+    setState(936);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::FLOATING_LITERAL: {
         enterOuterAlt(_localctx, 1);
-        setState(909);
+        setState(928);
         match(HogQLParser::FLOATING_LITERAL);
         break;
       }
 
       case HogQLParser::DOT: {
         enterOuterAlt(_localctx, 2);
-        setState(910);
+        setState(929);
         match(HogQLParser::DOT);
-        setState(911);
+        setState(930);
         _la = _input->LA(1);
         if (!(_la == HogQLParser::OCTAL_LITERAL
 
@@ -8204,16 +8328,16 @@ HogQLParser::FloatingLiteralContext* HogQLParser::floatingLiteral() {
 
       case HogQLParser::DECIMAL_LITERAL: {
         enterOuterAlt(_localctx, 3);
-        setState(912);
+        setState(931);
         match(HogQLParser::DECIMAL_LITERAL);
-        setState(913);
+        setState(932);
         match(HogQLParser::DOT);
-        setState(915);
+        setState(934);
         _errHandler->sync(this);
 
-        switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 110, _ctx)) {
+        switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 113, _ctx)) {
         case 1: {
-          setState(914);
+          setState(933);
           _la = _input->LA(1);
           if (!(_la == HogQLParser::OCTAL_LITERAL
 
@@ -8312,14 +8436,14 @@ HogQLParser::NumberLiteralContext* HogQLParser::numberLiteral() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(920);
+    setState(939);
     _errHandler->sync(this);
 
     _la = _input->LA(1);
     if (_la == HogQLParser::DASH
 
     || _la == HogQLParser::PLUS) {
-      setState(919);
+      setState(938);
       _la = _input->LA(1);
       if (!(_la == HogQLParser::DASH
 
@@ -8331,41 +8455,41 @@ HogQLParser::NumberLiteralContext* HogQLParser::numberLiteral() {
         consume();
       }
     }
-    setState(928);
+    setState(947);
     _errHandler->sync(this);
-    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 113, _ctx)) {
+    switch (getInterpreter<atn::ParserATNSimulator>()->adaptivePredict(_input, 116, _ctx)) {
     case 1: {
-      setState(922);
+      setState(941);
       floatingLiteral();
       break;
     }
 
     case 2: {
-      setState(923);
+      setState(942);
       match(HogQLParser::OCTAL_LITERAL);
       break;
     }
 
     case 3: {
-      setState(924);
+      setState(943);
       match(HogQLParser::DECIMAL_LITERAL);
       break;
     }
 
     case 4: {
-      setState(925);
+      setState(944);
       match(HogQLParser::HEXADECIMAL_LITERAL);
       break;
     }
 
     case 5: {
-      setState(926);
+      setState(945);
       match(HogQLParser::INF);
       break;
     }
 
     case 6: {
-      setState(927);
+      setState(946);
       match(HogQLParser::NAN_SQL);
       break;
     }
@@ -8427,7 +8551,7 @@ HogQLParser::LiteralContext* HogQLParser::literal() {
     exitRule();
   });
   try {
-    setState(933);
+    setState(952);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::INF:
@@ -8440,21 +8564,21 @@ HogQLParser::LiteralContext* HogQLParser::literal() {
       case HogQLParser::DOT:
       case HogQLParser::PLUS: {
         enterOuterAlt(_localctx, 1);
-        setState(930);
+        setState(949);
         numberLiteral();
         break;
       }
 
       case HogQLParser::STRING_LITERAL: {
         enterOuterAlt(_localctx, 2);
-        setState(931);
+        setState(950);
         match(HogQLParser::STRING_LITERAL);
         break;
       }
 
       case HogQLParser::NULL_SQL: {
         enterOuterAlt(_localctx, 3);
-        setState(932);
+        setState(951);
         match(HogQLParser::NULL_SQL);
         break;
       }
@@ -8538,7 +8662,7 @@ HogQLParser::IntervalContext* HogQLParser::interval() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(935);
+    setState(954);
     _la = _input->LA(1);
     if (!(_la == HogQLParser::DAY || ((((_la - 76) & ~ 0x3fULL) == 0) &&
       ((1ULL << (_la - 76)) & 72057615512764417) != 0) || ((((_la - 145) & ~ 0x3fULL) == 0) &&
@@ -9305,7 +9429,7 @@ HogQLParser::KeywordContext* HogQLParser::keyword() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(937);
+    setState(956);
     _la = _input->LA(1);
     if (!(((((_la - 2) & ~ 0x3fULL) == 0) &&
       ((1ULL << (_la - 2)) & -34368126977) != 0) || ((((_la - 66) & ~ 0x3fULL) == 0) &&
@@ -9377,7 +9501,7 @@ HogQLParser::KeywordForAliasContext* HogQLParser::keywordForAlias() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(939);
+    setState(958);
     _la = _input->LA(1);
     if (!(((((_la - 36) & ~ 0x3fULL) == 0) &&
       ((1ULL << (_la - 36)) & 36030996109328385) != 0))) {
@@ -9437,12 +9561,12 @@ HogQLParser::AliasContext* HogQLParser::alias() {
     exitRule();
   });
   try {
-    setState(943);
+    setState(962);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::IDENTIFIER: {
         enterOuterAlt(_localctx, 1);
-        setState(941);
+        setState(960);
         match(HogQLParser::IDENTIFIER);
         break;
       }
@@ -9452,7 +9576,7 @@ HogQLParser::AliasContext* HogQLParser::alias() {
       case HogQLParser::ID:
       case HogQLParser::KEY: {
         enterOuterAlt(_localctx, 2);
-        setState(942);
+        setState(961);
         keywordForAlias();
         break;
       }
@@ -9514,12 +9638,12 @@ HogQLParser::IdentifierContext* HogQLParser::identifier() {
     exitRule();
   });
   try {
-    setState(948);
+    setState(967);
     _errHandler->sync(this);
     switch (_input->LA(1)) {
       case HogQLParser::IDENTIFIER: {
         enterOuterAlt(_localctx, 1);
-        setState(945);
+        setState(964);
         match(HogQLParser::IDENTIFIER);
         break;
       }
@@ -9533,7 +9657,7 @@ HogQLParser::IdentifierContext* HogQLParser::identifier() {
       case HogQLParser::WEEK:
       case HogQLParser::YEAR: {
         enterOuterAlt(_localctx, 2);
-        setState(946);
+        setState(965);
         interval();
         break;
       }
@@ -9717,7 +9841,7 @@ HogQLParser::IdentifierContext* HogQLParser::identifier() {
       case HogQLParser::JSON_FALSE:
       case HogQLParser::JSON_TRUE: {
         enterOuterAlt(_localctx, 3);
-        setState(947);
+        setState(966);
         keyword();
         break;
       }
@@ -9780,11 +9904,11 @@ HogQLParser::EnumValueContext* HogQLParser::enumValue() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(950);
+    setState(969);
     match(HogQLParser::STRING_LITERAL);
-    setState(951);
+    setState(970);
     match(HogQLParser::EQ_SINGLE);
-    setState(952);
+    setState(971);
     numberLiteral();
    
   }
@@ -9841,11 +9965,11 @@ HogQLParser::PlaceholderContext* HogQLParser::placeholder() {
   });
   try {
     enterOuterAlt(_localctx, 1);
-    setState(954);
+    setState(973);
     match(HogQLParser::LBRACE);
-    setState(955);
+    setState(974);
     identifier();
-    setState(956);
+    setState(975);
     match(HogQLParser::RBRACE);
    
   }
diff --git a/hogql_parser/HogQLParser.h b/hogql_parser/HogQLParser.h
index 7ffcc0f11d061..baefdb913aa91 100644
--- a/hogql_parser/HogQLParser.h
+++ b/hogql_parser/HogQLParser.h
@@ -1457,7 +1457,20 @@ class  HogQLParser : public antlr4::Parser {
   class  HogqlxTagElementContext : public antlr4::ParserRuleContext {
   public:
     HogqlxTagElementContext(antlr4::ParserRuleContext *parent, size_t invokingState);
+   
+    HogqlxTagElementContext() = default;
+    void copyFrom(HogqlxTagElementContext *context);
+    using antlr4::ParserRuleContext::copyFrom;
+
     virtual size_t getRuleIndex() const override;
+
+   
+  };
+
+  class  HogqlxTagElementClosedContext : public HogqlxTagElementContext {
+  public:
+    HogqlxTagElementClosedContext(HogqlxTagElementContext *ctx);
+
     antlr4::tree::TerminalNode *LT();
     IdentifierContext *identifier();
     antlr4::tree::TerminalNode *SLASH();
@@ -1465,9 +1478,25 @@ class  HogQLParser : public antlr4::Parser {
     std::vector<HogqlxTagAttributeContext *> hogqlxTagAttribute();
     HogqlxTagAttributeContext* hogqlxTagAttribute(size_t i);
 
+    virtual std::any accept(antlr4::tree::ParseTreeVisitor *visitor) override;
+  };
+
+  class  HogqlxTagElementNestedContext : public HogqlxTagElementContext {
+  public:
+    HogqlxTagElementNestedContext(HogqlxTagElementContext *ctx);
+
+    std::vector<antlr4::tree::TerminalNode *> LT();
+    antlr4::tree::TerminalNode* LT(size_t i);
+    std::vector<IdentifierContext *> identifier();
+    IdentifierContext* identifier(size_t i);
+    std::vector<antlr4::tree::TerminalNode *> GT();
+    antlr4::tree::TerminalNode* GT(size_t i);
+    antlr4::tree::TerminalNode *SLASH();
+    std::vector<HogqlxTagAttributeContext *> hogqlxTagAttribute();
+    HogqlxTagAttributeContext* hogqlxTagAttribute(size_t i);
+    HogqlxTagElementContext *hogqlxTagElement();
 
     virtual std::any accept(antlr4::tree::ParseTreeVisitor *visitor) override;
-   
   };
 
   HogqlxTagElementContext* hogqlxTagElement();
diff --git a/hogql_parser/HogQLParser.interp b/hogql_parser/HogQLParser.interp
index 7c3bcc9602550..a44e1fbc2501e 100644
--- a/hogql_parser/HogQLParser.interp
+++ b/hogql_parser/HogQLParser.interp
@@ -554,4 +554,4 @@ placeholder
 
 
 atn:
-[4, 1, 242, 959, 2, 0, 7, 0, 2, 1, 7, 1, 2, 2, 7, 2, 2, 3, 7, 3, 2, 4, 7, 4, 2, 5, 7, 5, 2, 6, 7, 6, 2, 7, 7, 7, 2, 8, 7, 8, 2, 9, 7, 9, 2, 10, 7, 10, 2, 11, 7, 11, 2, 12, 7, 12, 2, 13, 7, 13, 2, 14, 7, 14, 2, 15, 7, 15, 2, 16, 7, 16, 2, 17, 7, 17, 2, 18, 7, 18, 2, 19, 7, 19, 2, 20, 7, 20, 2, 21, 7, 21, 2, 22, 7, 22, 2, 23, 7, 23, 2, 24, 7, 24, 2, 25, 7, 25, 2, 26, 7, 26, 2, 27, 7, 27, 2, 28, 7, 28, 2, 29, 7, 29, 2, 30, 7, 30, 2, 31, 7, 31, 2, 32, 7, 32, 2, 33, 7, 33, 2, 34, 7, 34, 2, 35, 7, 35, 2, 36, 7, 36, 2, 37, 7, 37, 2, 38, 7, 38, 2, 39, 7, 39, 2, 40, 7, 40, 2, 41, 7, 41, 2, 42, 7, 42, 2, 43, 7, 43, 2, 44, 7, 44, 2, 45, 7, 45, 2, 46, 7, 46, 2, 47, 7, 47, 2, 48, 7, 48, 2, 49, 7, 49, 2, 50, 7, 50, 2, 51, 7, 51, 2, 52, 7, 52, 2, 53, 7, 53, 2, 54, 7, 54, 2, 55, 7, 55, 2, 56, 7, 56, 2, 57, 7, 57, 2, 58, 7, 58, 2, 59, 7, 59, 2, 60, 7, 60, 2, 61, 7, 61, 1, 0, 1, 0, 1, 0, 3, 0, 128, 8, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 5, 1, 136, 8, 1, 10, 1, 12, 1, 139, 9, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 3, 2, 146, 8, 2, 1, 3, 3, 3, 149, 8, 3, 1, 3, 1, 3, 3, 3, 153, 8, 3, 1, 3, 3, 3, 156, 8, 3, 1, 3, 1, 3, 3, 3, 160, 8, 3, 1, 3, 3, 3, 163, 8, 3, 1, 3, 3, 3, 166, 8, 3, 1, 3, 3, 3, 169, 8, 3, 1, 3, 3, 3, 172, 8, 3, 1, 3, 1, 3, 3, 3, 176, 8, 3, 1, 3, 1, 3, 3, 3, 180, 8, 3, 1, 3, 3, 3, 183, 8, 3, 1, 3, 3, 3, 186, 8, 3, 1, 3, 3, 3, 189, 8, 3, 1, 3, 1, 3, 3, 3, 193, 8, 3, 1, 3, 3, 3, 196, 8, 3, 1, 4, 1, 4, 1, 4, 1, 5, 1, 5, 1, 5, 1, 5, 3, 5, 205, 8, 5, 1, 6, 1, 6, 1, 6, 1, 7, 3, 7, 211, 8, 7, 1, 7, 1, 7, 1, 7, 1, 7, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 1, 8, 5, 8, 230, 8, 8, 10, 8, 12, 8, 233, 9, 8, 1, 9, 1, 9, 1, 9, 1, 10, 1, 10, 1, 10, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 1, 11, 3, 11, 249, 8, 11, 1, 12, 1, 12, 1, 12, 1, 13, 1, 13, 1, 13, 1, 13, 1, 14, 1, 14, 1, 14, 1, 14, 1, 15, 1, 15, 1, 15, 1, 15, 3, 15, 266, 8, 15, 1, 15, 1, 15, 1, 15, 1, 15, 3, 15, 272, 8, 15, 1, 15, 1, 15, 1, 15, 1, 15, 3, 15, 278, 8, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 1, 15, 3, 15, 289, 8, 15, 3, 15, 291, 8, 15, 1, 16, 1, 16, 1, 16, 1, 17, 1, 17, 1, 17, 1, 18, 1, 18, 1, 18, 3, 18, 302, 8, 18, 1, 18, 3, 18, 305, 8, 18, 1, 18, 1, 18, 1, 18, 1, 18, 3, 18, 311, 8, 18, 1, 18, 1, 18, 1, 18, 1, 18, 1, 18, 1, 18, 3, 18, 319, 8, 18, 1, 18, 1, 18, 1, 18, 1, 18, 5, 18, 325, 8, 18, 10, 18, 12, 18, 328, 9, 18, 1, 19, 3, 19, 331, 8, 19, 1, 19, 1, 19, 1, 19, 3, 19, 336, 8, 19, 1, 19, 3, 19, 339, 8, 19, 1, 19, 3, 19, 342, 8, 19, 1, 19, 1, 19, 3, 19, 346, 8, 19, 1, 19, 1, 19, 3, 19, 350, 8, 19, 1, 19, 3, 19, 353, 8, 19, 3, 19, 355, 8, 19, 1, 19, 3, 19, 358, 8, 19, 1, 19, 1, 19, 3, 19, 362, 8, 19, 1, 19, 1, 19, 3, 19, 366, 8, 19, 1, 19, 3, 19, 369, 8, 19, 3, 19, 371, 8, 19, 3, 19, 373, 8, 19, 1, 20, 1, 20, 1, 20, 3, 20, 378, 8, 20, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 1, 21, 3, 21, 389, 8, 21, 1, 22, 1, 22, 1, 22, 1, 22, 3, 22, 395, 8, 22, 1, 23, 1, 23, 1, 23, 5, 23, 400, 8, 23, 10, 23, 12, 23, 403, 9, 23, 1, 24, 1, 24, 3, 24, 407, 8, 24, 1, 24, 1, 24, 3, 24, 411, 8, 24, 1, 24, 1, 24, 3, 24, 415, 8, 24, 1, 25, 1, 25, 1, 25, 1, 25, 3, 25, 421, 8, 25, 3, 25, 423, 8, 25, 1, 26, 1, 26, 1, 26, 5, 26, 428, 8, 26, 10, 26, 12, 26, 431, 9, 26, 1, 27, 1, 27, 1, 27, 1, 27, 1, 28, 3, 28, 438, 8, 28, 1, 28, 3, 28, 441, 8, 28, 1, 28, 3, 28, 444, 8, 28, 1, 29, 1, 29, 1, 29, 1, 29, 1, 30, 1, 30, 1, 30, 1, 30, 1, 31, 1, 31, 1, 31, 1, 32, 1, 32, 1, 32, 1, 32, 1, 32, 1, 32, 3, 32, 463, 8, 32, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 1, 33, 3, 33, 477, 8, 33, 1, 34, 1, 34, 1, 34, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 5, 35, 491, 8, 35, 10, 35, 12, 35, 494, 9, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 5, 35, 503, 8, 35, 10, 35, 12, 35, 506, 9, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 5, 35, 515, 8, 35, 10, 35, 12, 35, 518, 9, 35, 1, 35, 1, 35, 1, 35, 1, 35, 1, 35, 3, 35, 525, 8, 35, 1, 35, 1, 35, 3, 35, 529, 8, 35, 1, 36, 1, 36, 1, 36, 5, 36, 534, 8, 36, 10, 36, 12, 36, 537, 9, 36, 1, 37, 1, 37, 1, 37, 3, 37, 542, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 4, 37, 549, 8, 37, 11, 37, 12, 37, 550, 1, 37, 1, 37, 3, 37, 555, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 586, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 603, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 615, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 625, 8, 37, 1, 37, 3, 37, 628, 8, 37, 1, 37, 1, 37, 3, 37, 632, 8, 37, 1, 37, 3, 37, 635, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 648, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 665, 8, 37, 1, 37, 1, 37, 3, 37, 669, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 675, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 682, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 694, 8, 37, 1, 37, 1, 37, 3, 37, 698, 8, 37, 1, 37, 3, 37, 701, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 710, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 724, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 751, 8, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 1, 37, 3, 37, 760, 8, 37, 5, 37, 762, 8, 37, 10, 37, 12, 37, 765, 9, 37, 1, 38, 1, 38, 1, 38, 5, 38, 770, 8, 38, 10, 38, 12, 38, 773, 9, 38, 1, 39, 1, 39, 3, 39, 777, 8, 39, 1, 40, 1, 40, 1, 40, 1, 40, 5, 40, 783, 8, 40, 10, 40, 12, 40, 786, 9, 40, 1, 40, 1, 40, 1, 40, 1, 40, 1, 40, 5, 40, 793, 8, 40, 10, 40, 12, 40, 796, 9, 40, 3, 40, 798, 8, 40, 1, 40, 1, 40, 1, 40, 1, 41, 1, 41, 1, 41, 5, 41, 806, 8, 41, 10, 41, 12, 41, 809, 9, 41, 1, 41, 1, 41, 1, 41, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 1, 42, 3, 42, 825, 8, 42, 1, 43, 1, 43, 1, 43, 5, 43, 830, 8, 43, 10, 43, 12, 43, 833, 9, 43, 1, 44, 1, 44, 1, 44, 1, 44, 1, 44, 1, 44, 1, 44, 1, 44, 1, 44, 1, 44, 3, 44, 845, 8, 44, 1, 45, 1, 45, 1, 45, 1, 45, 3, 45, 851, 8, 45, 1, 45, 3, 45, 854, 8, 45, 1, 46, 1, 46, 1, 46, 5, 46, 859, 8, 46, 10, 46, 12, 46, 862, 9, 46, 1, 47, 1, 47, 1, 47, 1, 47, 1, 47, 1, 47, 1, 47, 1, 47, 1, 47, 3, 47, 873, 8, 47, 1, 47, 1, 47, 1, 47, 1, 47, 3, 47, 879, 8, 47, 5, 47, 881, 8, 47, 10, 47, 12, 47, 884, 9, 47, 1, 48, 1, 48, 1, 48, 3, 48, 889, 8, 48, 1, 48, 1, 48, 1, 49, 1, 49, 1, 49, 3, 49, 896, 8, 49, 1, 49, 1, 49, 1, 50, 1, 50, 1, 50, 5, 50, 903, 8, 50, 10, 50, 12, 50, 906, 9, 50, 1, 51, 1, 51, 1, 52, 1, 52, 1, 52, 1, 52, 1, 52, 1, 52, 3, 52, 916, 8, 52, 3, 52, 918, 8, 52, 1, 53, 3, 53, 921, 8, 53, 1, 53, 1, 53, 1, 53, 1, 53, 1, 53, 1, 53, 3, 53, 929, 8, 53, 1, 54, 1, 54, 1, 54, 3, 54, 934, 8, 54, 1, 55, 1, 55, 1, 56, 1, 56, 1, 57, 1, 57, 1, 58, 1, 58, 3, 58, 944, 8, 58, 1, 59, 1, 59, 1, 59, 3, 59, 949, 8, 59, 1, 60, 1, 60, 1, 60, 1, 60, 1, 61, 1, 61, 1, 61, 1, 61, 1, 61, 0, 3, 36, 74, 94, 62, 0, 2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 48, 50, 52, 54, 56, 58, 60, 62, 64, 66, 68, 70, 72, 74, 76, 78, 80, 82, 84, 86, 88, 90, 92, 94, 96, 98, 100, 102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 0, 16, 2, 0, 32, 32, 141, 141, 2, 0, 84, 84, 96, 96, 3, 0, 4, 4, 8, 8, 12, 12, 4, 0, 4, 4, 7, 8, 12, 12, 147, 147, 2, 0, 96, 96, 140, 140, 2, 0, 4, 4, 8, 8, 2, 0, 11, 11, 42, 43, 2, 0, 62, 62, 93, 93, 2, 0, 133, 133, 143, 143, 3, 0, 17, 17, 95, 95, 170, 170, 2, 0, 79, 79, 98, 98, 1, 0, 197, 198, 2, 0, 208, 208, 228, 228, 8, 0, 37, 37, 76, 76, 108, 108, 110, 110, 132, 132, 145, 145, 185, 185, 190, 190, 13, 0, 2, 24, 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0, 0, 709, 708, 1, 0, 0, 0, 710, 711, 1, 0, 0, 0, 711, 762, 3, 74, 37, 16, 712, 713, 10, 13, 0, 0, 713, 714, 5, 226, 0, 0, 714, 762, 3, 74, 37, 14, 715, 716, 10, 11, 0, 0, 716, 717, 5, 6, 0, 0, 717, 762, 3, 74, 37, 12, 718, 719, 10, 10, 0, 0, 719, 720, 5, 121, 0, 0, 720, 762, 3, 74, 37, 11, 721, 723, 10, 9, 0, 0, 722, 724, 5, 115, 0, 0, 723, 722, 1, 0, 0, 0, 723, 724, 1, 0, 0, 0, 724, 725, 1, 0, 0, 0, 725, 726, 5, 16, 0, 0, 726, 727, 3, 74, 37, 0, 727, 728, 5, 6, 0, 0, 728, 729, 3, 74, 37, 10, 729, 762, 1, 0, 0, 0, 730, 731, 10, 8, 0, 0, 731, 732, 5, 229, 0, 0, 732, 733, 3, 74, 37, 0, 733, 734, 5, 205, 0, 0, 734, 735, 3, 74, 37, 8, 735, 762, 1, 0, 0, 0, 736, 737, 10, 21, 0, 0, 737, 738, 5, 219, 0, 0, 738, 739, 3, 74, 37, 0, 739, 740, 5, 235, 0, 0, 740, 762, 1, 0, 0, 0, 741, 742, 10, 20, 0, 0, 742, 743, 5, 210, 0, 0, 743, 762, 5, 198, 0, 0, 744, 745, 10, 19, 0, 0, 745, 746, 5, 210, 0, 0, 746, 762, 3, 118, 59, 0, 747, 748, 10, 14, 0, 0, 748, 750, 5, 88, 0, 0, 749, 751, 5, 115, 0, 0, 750, 749, 1, 0, 0, 0, 750, 751, 1, 0, 0, 0, 751, 752, 1, 0, 0, 0, 752, 762, 5, 116, 0, 0, 753, 759, 10, 7, 0, 0, 754, 760, 3, 116, 58, 0, 755, 756, 5, 10, 0, 0, 756, 760, 3, 118, 59, 0, 757, 758, 5, 10, 0, 0, 758, 760, 5, 200, 0, 0, 759, 754, 1, 0, 0, 0, 759, 755, 1, 0, 0, 0, 759, 757, 1, 0, 0, 0, 760, 762, 1, 0, 0, 0, 761, 670, 1, 0, 0, 0, 761, 677, 1, 0, 0, 0, 761, 684, 1, 0, 0, 0, 761, 712, 1, 0, 0, 0, 761, 715, 1, 0, 0, 0, 761, 718, 1, 0, 0, 0, 761, 721, 1, 0, 0, 0, 761, 730, 1, 0, 0, 0, 761, 736, 1, 0, 0, 0, 761, 741, 1, 0, 0, 0, 761, 744, 1, 0, 0, 0, 761, 747, 1, 0, 0, 0, 761, 753, 1, 0, 0, 0, 762, 765, 1, 0, 0, 0, 763, 761, 1, 0, 0, 0, 763, 764, 1, 0, 0, 0, 764, 75, 1, 0, 0, 0, 765, 763, 1, 0, 0, 0, 766, 771, 3, 78, 39, 0, 767, 768, 5, 206, 0, 0, 768, 770, 3, 78, 39, 0, 769, 767, 1, 0, 0, 0, 770, 773, 1, 0, 0, 0, 771, 769, 1, 0, 0, 0, 771, 772, 1, 0, 0, 0, 772, 77, 1, 0, 0, 0, 773, 771, 1, 0, 0, 0, 774, 777, 3, 80, 40, 0, 775, 777, 3, 74, 37, 0, 776, 774, 1, 0, 0, 0, 776, 775, 1, 0, 0, 0, 777, 79, 1, 0, 0, 0, 778, 779, 5, 220, 0, 0, 779, 784, 3, 118, 59, 0, 780, 781, 5, 206, 0, 0, 781, 783, 3, 118, 59, 0, 782, 780, 1, 0, 0, 0, 783, 786, 1, 0, 0, 0, 784, 782, 1, 0, 0, 0, 784, 785, 1, 0, 0, 0, 785, 787, 1, 0, 0, 0, 786, 784, 1, 0, 0, 0, 787, 788, 5, 236, 0, 0, 788, 798, 1, 0, 0, 0, 789, 794, 3, 118, 59, 0, 790, 791, 5, 206, 0, 0, 791, 793, 3, 118, 59, 0, 792, 790, 1, 0, 0, 0, 793, 796, 1, 0, 0, 0, 794, 792, 1, 0, 0, 0, 794, 795, 1, 0, 0, 0, 795, 798, 1, 0, 0, 0, 796, 794, 1, 0, 0, 0, 797, 778, 1, 0, 0, 0, 797, 789, 1, 0, 0, 0, 798, 799, 1, 0, 0, 0, 799, 800, 5, 201, 0, 0, 800, 801, 3, 74, 37, 0, 801, 81, 1, 0, 0, 0, 802, 803, 5, 222, 0, 0, 803, 807, 3, 118, 59, 0, 804, 806, 3, 84, 42, 0, 805, 804, 1, 0, 0, 0, 806, 809, 1, 0, 0, 0, 807, 805, 1, 0, 0, 0, 807, 808, 1, 0, 0, 0, 808, 810, 1, 0, 0, 0, 809, 807, 1, 0, 0, 0, 810, 811, 5, 238, 0, 0, 811, 812, 5, 214, 0, 0, 812, 831, 1, 0, 0, 0, 813, 814, 5, 222, 0, 0, 814, 818, 3, 118, 59, 0, 815, 817, 3, 84, 42, 0, 816, 815, 1, 0, 0, 0, 817, 820, 1, 0, 0, 0, 818, 816, 1, 0, 0, 0, 818, 819, 1, 0, 0, 0, 819, 821, 1, 0, 0, 0, 820, 818, 1, 0, 0, 0, 821, 823, 5, 214, 0, 0, 822, 824, 3, 82, 41, 0, 823, 822, 1, 0, 0, 0, 823, 824, 1, 0, 0, 0, 824, 825, 1, 0, 0, 0, 825, 826, 5, 222, 0, 0, 826, 827, 5, 238, 0, 0, 827, 828, 3, 118, 59, 0, 828, 829, 5, 214, 0, 0, 829, 831, 1, 0, 0, 0, 830, 802, 1, 0, 0, 0, 830, 813, 1, 0, 0, 0, 831, 83, 1, 0, 0, 0, 832, 833, 3, 118, 59, 0, 833, 834, 5, 212, 0, 0, 834, 835, 5, 200, 0, 0, 835, 844, 1, 0, 0, 0, 836, 837, 3, 118, 59, 0, 837, 838, 5, 212, 0, 0, 838, 839, 5, 218, 0, 0, 839, 840, 3, 74, 37, 0, 840, 841, 5, 234, 0, 0, 841, 844, 1, 0, 0, 0, 842, 844, 3, 118, 59, 0, 843, 832, 1, 0, 0, 0, 843, 836, 1, 0, 0, 0, 843, 842, 1, 0, 0, 0, 844, 85, 1, 0, 0, 0, 845, 850, 3, 88, 44, 0, 846, 847, 5, 206, 0, 0, 847, 849, 3, 88, 44, 0, 848, 846, 1, 0, 0, 0, 849, 852, 1, 0, 0, 0, 850, 848, 1, 0, 0, 0, 850, 851, 1, 0, 0, 0, 851, 87, 1, 0, 0, 0, 852, 850, 1, 0, 0, 0, 853, 854, 3, 118, 59, 0, 854, 855, 5, 10, 0, 0, 855, 856, 5, 220, 0, 0, 856, 857, 3, 2, 1, 0, 857, 858, 5, 236, 0, 0, 858, 864, 1, 0, 0, 0, 859, 860, 3, 74, 37, 0, 860, 861, 5, 10, 0, 0, 861, 862, 3, 118, 59, 0, 862, 864, 1, 0, 0, 0, 863, 853, 1, 0, 0, 0, 863, 859, 1, 0, 0, 0, 864, 89, 1, 0, 0, 0, 865, 873, 3, 122, 61, 0, 866, 867, 3, 98, 49, 0, 867, 868, 5, 210, 0, 0, 868, 870, 1, 0, 0, 0, 869, 866, 1, 0, 0, 0, 869, 870, 1, 0, 0, 0, 870, 871, 1, 0, 0, 0, 871, 873, 3, 92, 46, 0, 872, 865, 1, 0, 0, 0, 872, 869, 1, 0, 0, 0, 873, 91, 1, 0, 0, 0, 874, 879, 3, 118, 59, 0, 875, 876, 5, 210, 0, 0, 876, 878, 3, 118, 59, 0, 877, 875, 1, 0, 0, 0, 878, 881, 1, 0, 0, 0, 879, 877, 1, 0, 0, 0, 879, 880, 1, 0, 0, 0, 880, 93, 1, 0, 0, 0, 881, 879, 1, 0, 0, 0, 882, 883, 6, 47, -1, 0, 883, 892, 3, 98, 49, 0, 884, 892, 3, 96, 48, 0, 885, 886, 5, 220, 0, 0, 886, 887, 3, 2, 1, 0, 887, 888, 5, 236, 0, 0, 888, 892, 1, 0, 0, 0, 889, 892, 3, 82, 41, 0, 890, 892, 3, 122, 61, 0, 891, 882, 1, 0, 0, 0, 891, 884, 1, 0, 0, 0, 891, 885, 1, 0, 0, 0, 891, 889, 1, 0, 0, 0, 891, 890, 1, 0, 0, 0, 892, 901, 1, 0, 0, 0, 893, 897, 10, 3, 0, 0, 894, 898, 3, 116, 58, 0, 895, 896, 5, 10, 0, 0, 896, 898, 3, 118, 59, 0, 897, 894, 1, 0, 0, 0, 897, 895, 1, 0, 0, 0, 898, 900, 1, 0, 0, 0, 899, 893, 1, 0, 0, 0, 900, 903, 1, 0, 0, 0, 901, 899, 1, 0, 0, 0, 901, 902, 1, 0, 0, 0, 902, 95, 1, 0, 0, 0, 903, 901, 1, 0, 0, 0, 904, 905, 3, 118, 59, 0, 905, 907, 5, 220, 0, 0, 906, 908, 3, 100, 50, 0, 907, 906, 1, 0, 0, 0, 907, 908, 1, 0, 0, 0, 908, 909, 1, 0, 0, 0, 909, 910, 5, 236, 0, 0, 910, 97, 1, 0, 0, 0, 911, 912, 3, 102, 51, 0, 912, 913, 5, 210, 0, 0, 913, 915, 1, 0, 0, 0, 914, 911, 1, 0, 0, 0, 914, 915, 1, 0, 0, 0, 915, 916, 1, 0, 0, 0, 916, 917, 3, 118, 59, 0, 917, 99, 1, 0, 0, 0, 918, 923, 3, 74, 37, 0, 919, 920, 5, 206, 0, 0, 920, 922, 3, 74, 37, 0, 921, 919, 1, 0, 0, 0, 922, 925, 1, 0, 0, 0, 923, 921, 1, 0, 0, 0, 923, 924, 1, 0, 0, 0, 924, 101, 1, 0, 0, 0, 925, 923, 1, 0, 0, 0, 926, 927, 3, 118, 59, 0, 927, 103, 1, 0, 0, 0, 928, 937, 5, 196, 0, 0, 929, 930, 5, 210, 0, 0, 930, 937, 7, 11, 0, 0, 931, 932, 5, 198, 0, 0, 932, 934, 5, 210, 0, 0, 933, 935, 7, 11, 0, 0, 934, 933, 1, 0, 0, 0, 934, 935, 1, 0, 0, 0, 935, 937, 1, 0, 0, 0, 936, 928, 1, 0, 0, 0, 936, 929, 1, 0, 0, 0, 936, 931, 1, 0, 0, 0, 937, 105, 1, 0, 0, 0, 938, 940, 7, 12, 0, 0, 939, 938, 1, 0, 0, 0, 939, 940, 1, 0, 0, 0, 940, 947, 1, 0, 0, 0, 941, 948, 3, 104, 52, 0, 942, 948, 5, 197, 0, 0, 943, 948, 5, 198, 0, 0, 944, 948, 5, 199, 0, 0, 945, 948, 5, 82, 0, 0, 946, 948, 5, 113, 0, 0, 947, 941, 1, 0, 0, 0, 947, 942, 1, 0, 0, 0, 947, 943, 1, 0, 0, 0, 947, 944, 1, 0, 0, 0, 947, 945, 1, 0, 0, 0, 947, 946, 1, 0, 0, 0, 948, 107, 1, 0, 0, 0, 949, 953, 3, 106, 53, 0, 950, 953, 5, 200, 0, 0, 951, 953, 5, 116, 0, 0, 952, 949, 1, 0, 0, 0, 952, 950, 1, 0, 0, 0, 952, 951, 1, 0, 0, 0, 953, 109, 1, 0, 0, 0, 954, 955, 7, 13, 0, 0, 955, 111, 1, 0, 0, 0, 956, 957, 7, 14, 0, 0, 957, 113, 1, 0, 0, 0, 958, 959, 7, 15, 0, 0, 959, 115, 1, 0, 0, 0, 960, 963, 5, 195, 0, 0, 961, 963, 3, 114, 57, 0, 962, 960, 1, 0, 0, 0, 962, 961, 1, 0, 0, 0, 963, 117, 1, 0, 0, 0, 964, 968, 5, 195, 0, 0, 965, 968, 3, 110, 55, 0, 966, 968, 3, 112, 56, 0, 967, 964, 1, 0, 0, 0, 967, 965, 1, 0, 0, 0, 967, 966, 1, 0, 0, 0, 968, 119, 1, 0, 0, 0, 969, 970, 5, 200, 0, 0, 970, 971, 5, 212, 0, 0, 971, 972, 3, 106, 53, 0, 972, 121, 1, 0, 0, 0, 973, 974, 5, 218, 0, 0, 974, 975, 3, 118, 59, 0, 975, 976, 5, 234, 0, 0, 976, 123, 1, 0, 0, 0, 120, 127, 137, 145, 148, 152, 155, 159, 162, 165, 168, 171, 175, 179, 182, 185, 188, 192, 195, 204, 210, 231, 248, 265, 271, 277, 288, 290, 301, 304, 310, 318, 324, 326, 330, 335, 338, 341, 345, 349, 352, 354, 357, 361, 365, 368, 370, 372, 377, 388, 394, 401, 406, 410, 414, 420, 422, 429, 437, 440, 443, 462, 476, 492, 504, 516, 524, 528, 535, 541, 550, 554, 585, 602, 614, 624, 627, 631, 634, 647, 664, 668, 674, 681, 693, 697, 700, 709, 723, 750, 759, 761, 763, 771, 776, 784, 794, 797, 807, 818, 823, 830, 843, 850, 863, 869, 872, 879, 891, 897, 901, 907, 914, 923, 934, 936, 939, 947, 952, 962, 967]
\ No newline at end of file
diff --git a/hogql_parser/HogQLParserBaseVisitor.h b/hogql_parser/HogQLParserBaseVisitor.h
index f38c6163237f1..00e3cd4e391ad 100644
--- a/hogql_parser/HogQLParserBaseVisitor.h
+++ b/hogql_parser/HogQLParserBaseVisitor.h
@@ -351,7 +351,11 @@ class  HogQLParserBaseVisitor : public HogQLParserVisitor {
     return visitChildren(ctx);
   }
 
-  virtual std::any visitHogqlxTagElement(HogQLParser::HogqlxTagElementContext *ctx) override {
+  virtual std::any visitHogqlxTagElementClosed(HogQLParser::HogqlxTagElementClosedContext *ctx) override {
+    return visitChildren(ctx);
+  }
+
+  virtual std::any visitHogqlxTagElementNested(HogQLParser::HogqlxTagElementNestedContext *ctx) override {
     return visitChildren(ctx);
   }
 
diff --git a/hogql_parser/HogQLParserVisitor.h b/hogql_parser/HogQLParserVisitor.h
index 0206c3b07f48f..8355b14ae1ea4 100644
--- a/hogql_parser/HogQLParserVisitor.h
+++ b/hogql_parser/HogQLParserVisitor.h
@@ -187,7 +187,9 @@ class  HogQLParserVisitor : public antlr4::tree::AbstractParseTreeVisitor {
 
     virtual std::any visitColumnLambdaExpr(HogQLParser::ColumnLambdaExprContext *context) = 0;
 
-    virtual std::any visitHogqlxTagElement(HogQLParser::HogqlxTagElementContext *context) = 0;
+    virtual std::any visitHogqlxTagElementClosed(HogQLParser::HogqlxTagElementClosedContext *context) = 0;
+
+    virtual std::any visitHogqlxTagElementNested(HogQLParser::HogqlxTagElementNestedContext *context) = 0;
 
     virtual std::any visitHogqlxTagAttribute(HogQLParser::HogqlxTagAttributeContext *context) = 0;
 
diff --git a/hogql_parser/parser.cpp b/hogql_parser/parser.cpp
index fef1b95f76d4b..953028ebc64e0 100644
--- a/hogql_parser/parser.cpp
+++ b/hogql_parser/parser.cpp
@@ -1244,7 +1244,7 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
     );
   }
 
-  VISIT(HogqlxTagElement) {
+  VISIT(HogqlxTagElementClosed) {
     string kind = visitAsString(ctx->identifier());
     PyObject* tag_element = build_ast_node(
         "HogQLXTag", "{s:s#,s:N}",
@@ -1254,6 +1254,46 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
     return tag_element;
   }
 
+  VISIT(HogqlxTagElementNested) {
+    string opening = visitAsString(ctx->identifier(0));
+    string closing = visitAsString(ctx->identifier(1));
+    if (opening != closing) {
+      throw HogQLSyntaxException("Opening and closing HogQLX tags must match. Got " + opening + " and " + closing);
+    }
+
+    auto tag_element_ctx = ctx->hogqlxTagElement();
+    auto tag_attribute_ctx = ctx->hogqlxTagAttribute();
+    PyObject* attributes = PyList_New(tag_attribute_ctx.size() + (tag_element_ctx ? 1 : 0));
+    bool found_source = false;
+    for (size_t i = 0; i < tag_attribute_ctx.size(); i++) {
+      PyObject* object = visitAsPyObject(tag_attribute_ctx[i]);
+      PyList_SET_ITEM(attributes, i, object);
+
+      PyObject* name = PyObject_GetAttrString(object, "name");
+      if (PyObject_RichCompareBool(name, PyUnicode_FromString("source"), Py_EQ)) {
+        found_source = true;
+      }
+      Py_DECREF(name);
+    }
+
+    if (tag_element_ctx) {
+        if (found_source) {
+            Py_DECREF(attributes);
+            throw HogQLSyntaxException("Nested HogQLX tags cannot have a source attribute");
+        }
+        PyList_SET_ITEM(attributes, tag_attribute_ctx.size(), build_ast_node(
+            "HogQLXAttribute", "{s:s#,s:N}", "name", "source", 6, "value", visitAsPyObject(ctx->hogqlxTagElement())
+        ));
+    }
+
+    PyObject* tag_element = build_ast_node(
+        "HogQLXTag", "{s:s#,s:N}",
+        "kind", opening.data(), opening.size(),
+        "attributes", attributes
+    );
+    return tag_element;
+  }
+
   VISIT(Placeholder) {
     string name = visitAsString(ctx->identifier());
     return build_ast_node("Placeholder", "{s:s#}", "field", name.data(), name.size());
diff --git a/hogql_parser/setup.py b/hogql_parser/setup.py
index abc95223fbf6e..8d884863ed687 100644
--- a/hogql_parser/setup.py
+++ b/hogql_parser/setup.py
@@ -32,7 +32,7 @@
 
 setup(
     name="hogql_parser",
-    version="0.1.11",
+    version="0.1.12",
     url="https://github.com/PostHog/posthog/tree/master/hogql_parser",
     author="PostHog Inc.",
     author_email="hey@posthog.com",
diff --git a/posthog/hogql/grammar/HogQLParser.g4 b/posthog/hogql/grammar/HogQLParser.g4
index cc67c9555d6a4..68adb8a8b76ac 100644
--- a/posthog/hogql/grammar/HogQLParser.g4
+++ b/posthog/hogql/grammar/HogQLParser.g4
@@ -170,7 +170,10 @@ columnLambdaExpr:
     ;
 
 
-hogqlxTagElement: LT identifier hogqlxTagAttribute* SLASH GT;
+hogqlxTagElement
+    : LT identifier hogqlxTagAttribute* SLASH GT                                        # HogqlxTagElementClosed
+    | LT identifier hogqlxTagAttribute* GT hogqlxTagElement? LT SLASH identifier GT     # HogqlxTagElementNested
+    ;
 hogqlxTagAttribute
     :   identifier '=' STRING_LITERAL
     |   identifier '=' LBRACE columnExpr RBRACE
@@ -196,7 +199,7 @@ tableExpr
     | tableFunctionExpr                  # TableExprFunction
     | LPAREN selectUnionStmt RPAREN      # TableExprSubquery
     | tableExpr (alias | AS identifier)  # TableExprAlias
-    | hogqlxTagElement                         # TableExprTag
+    | hogqlxTagElement                   # TableExprTag
     | placeholder                        # TableExprPlaceholder
     ;
 tableFunctionExpr: identifier LPAREN tableArgList? RPAREN;
diff --git a/posthog/hogql/grammar/HogQLParser.interp b/posthog/hogql/grammar/HogQLParser.interp
index 7c3bcc9602550..a44e1fbc2501e 100644
--- a/posthog/hogql/grammar/HogQLParser.interp
+++ b/posthog/hogql/grammar/HogQLParser.interp
@@ -554,4 +554,4 @@ placeholder
 
 
 atn:
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815, 1, 0, 0, 0, 817, 820, 1, 0, 0, 0, 818, 816, 1, 0, 0, 0, 818, 819, 1, 0, 0, 0, 819, 821, 1, 0, 0, 0, 820, 818, 1, 0, 0, 0, 821, 823, 5, 214, 0, 0, 822, 824, 3, 82, 41, 0, 823, 822, 1, 0, 0, 0, 823, 824, 1, 0, 0, 0, 824, 825, 1, 0, 0, 0, 825, 826, 5, 222, 0, 0, 826, 827, 5, 238, 0, 0, 827, 828, 3, 118, 59, 0, 828, 829, 5, 214, 0, 0, 829, 831, 1, 0, 0, 0, 830, 802, 1, 0, 0, 0, 830, 813, 1, 0, 0, 0, 831, 83, 1, 0, 0, 0, 832, 833, 3, 118, 59, 0, 833, 834, 5, 212, 0, 0, 834, 835, 5, 200, 0, 0, 835, 844, 1, 0, 0, 0, 836, 837, 3, 118, 59, 0, 837, 838, 5, 212, 0, 0, 838, 839, 5, 218, 0, 0, 839, 840, 3, 74, 37, 0, 840, 841, 5, 234, 0, 0, 841, 844, 1, 0, 0, 0, 842, 844, 3, 118, 59, 0, 843, 832, 1, 0, 0, 0, 843, 836, 1, 0, 0, 0, 843, 842, 1, 0, 0, 0, 844, 85, 1, 0, 0, 0, 845, 850, 3, 88, 44, 0, 846, 847, 5, 206, 0, 0, 847, 849, 3, 88, 44, 0, 848, 846, 1, 0, 0, 0, 849, 852, 1, 0, 0, 0, 850, 848, 1, 0, 0, 0, 850, 851, 1, 0, 0, 0, 851, 87, 1, 0, 0, 0, 852, 850, 1, 0, 0, 0, 853, 854, 3, 118, 59, 0, 854, 855, 5, 10, 0, 0, 855, 856, 5, 220, 0, 0, 856, 857, 3, 2, 1, 0, 857, 858, 5, 236, 0, 0, 858, 864, 1, 0, 0, 0, 859, 860, 3, 74, 37, 0, 860, 861, 5, 10, 0, 0, 861, 862, 3, 118, 59, 0, 862, 864, 1, 0, 0, 0, 863, 853, 1, 0, 0, 0, 863, 859, 1, 0, 0, 0, 864, 89, 1, 0, 0, 0, 865, 873, 3, 122, 61, 0, 866, 867, 3, 98, 49, 0, 867, 868, 5, 210, 0, 0, 868, 870, 1, 0, 0, 0, 869, 866, 1, 0, 0, 0, 869, 870, 1, 0, 0, 0, 870, 871, 1, 0, 0, 0, 871, 873, 3, 92, 46, 0, 872, 865, 1, 0, 0, 0, 872, 869, 1, 0, 0, 0, 873, 91, 1, 0, 0, 0, 874, 879, 3, 118, 59, 0, 875, 876, 5, 210, 0, 0, 876, 878, 3, 118, 59, 0, 877, 875, 1, 0, 0, 0, 878, 881, 1, 0, 0, 0, 879, 877, 1, 0, 0, 0, 879, 880, 1, 0, 0, 0, 880, 93, 1, 0, 0, 0, 881, 879, 1, 0, 0, 0, 882, 883, 6, 47, -1, 0, 883, 892, 3, 98, 49, 0, 884, 892, 3, 96, 48, 0, 885, 886, 5, 220, 0, 0, 886, 887, 3, 2, 1, 0, 887, 888, 5, 236, 0, 0, 888, 892, 1, 0, 0, 0, 889, 892, 3, 82, 41, 0, 890, 892, 3, 122, 61, 0, 891, 882, 1, 0, 0, 0, 891, 884, 1, 0, 0, 0, 891, 885, 1, 0, 0, 0, 891, 889, 1, 0, 0, 0, 891, 890, 1, 0, 0, 0, 892, 901, 1, 0, 0, 0, 893, 897, 10, 3, 0, 0, 894, 898, 3, 116, 58, 0, 895, 896, 5, 10, 0, 0, 896, 898, 3, 118, 59, 0, 897, 894, 1, 0, 0, 0, 897, 895, 1, 0, 0, 0, 898, 900, 1, 0, 0, 0, 899, 893, 1, 0, 0, 0, 900, 903, 1, 0, 0, 0, 901, 899, 1, 0, 0, 0, 901, 902, 1, 0, 0, 0, 902, 95, 1, 0, 0, 0, 903, 901, 1, 0, 0, 0, 904, 905, 3, 118, 59, 0, 905, 907, 5, 220, 0, 0, 906, 908, 3, 100, 50, 0, 907, 906, 1, 0, 0, 0, 907, 908, 1, 0, 0, 0, 908, 909, 1, 0, 0, 0, 909, 910, 5, 236, 0, 0, 910, 97, 1, 0, 0, 0, 911, 912, 3, 102, 51, 0, 912, 913, 5, 210, 0, 0, 913, 915, 1, 0, 0, 0, 914, 911, 1, 0, 0, 0, 914, 915, 1, 0, 0, 0, 915, 916, 1, 0, 0, 0, 916, 917, 3, 118, 59, 0, 917, 99, 1, 0, 0, 0, 918, 923, 3, 74, 37, 0, 919, 920, 5, 206, 0, 0, 920, 922, 3, 74, 37, 0, 921, 919, 1, 0, 0, 0, 922, 925, 1, 0, 0, 0, 923, 921, 1, 0, 0, 0, 923, 924, 1, 0, 0, 0, 924, 101, 1, 0, 0, 0, 925, 923, 1, 0, 0, 0, 926, 927, 3, 118, 59, 0, 927, 103, 1, 0, 0, 0, 928, 937, 5, 196, 0, 0, 929, 930, 5, 210, 0, 0, 930, 937, 7, 11, 0, 0, 931, 932, 5, 198, 0, 0, 932, 934, 5, 210, 0, 0, 933, 935, 7, 11, 0, 0, 934, 933, 1, 0, 0, 0, 934, 935, 1, 0, 0, 0, 935, 937, 1, 0, 0, 0, 936, 928, 1, 0, 0, 0, 936, 929, 1, 0, 0, 0, 936, 931, 1, 0, 0, 0, 937, 105, 1, 0, 0, 0, 938, 940, 7, 12, 0, 0, 939, 938, 1, 0, 0, 0, 939, 940, 1, 0, 0, 0, 940, 947, 1, 0, 0, 0, 941, 948, 3, 104, 52, 0, 942, 948, 5, 197, 0, 0, 943, 948, 5, 198, 0, 0, 944, 948, 5, 199, 0, 0, 945, 948, 5, 82, 0, 0, 946, 948, 5, 113, 0, 0, 947, 941, 1, 0, 0, 0, 947, 942, 1, 0, 0, 0, 947, 943, 1, 0, 0, 0, 947, 944, 1, 0, 0, 0, 947, 945, 1, 0, 0, 0, 947, 946, 1, 0, 0, 0, 948, 107, 1, 0, 0, 0, 949, 953, 3, 106, 53, 0, 950, 953, 5, 200, 0, 0, 951, 953, 5, 116, 0, 0, 952, 949, 1, 0, 0, 0, 952, 950, 1, 0, 0, 0, 952, 951, 1, 0, 0, 0, 953, 109, 1, 0, 0, 0, 954, 955, 7, 13, 0, 0, 955, 111, 1, 0, 0, 0, 956, 957, 7, 14, 0, 0, 957, 113, 1, 0, 0, 0, 958, 959, 7, 15, 0, 0, 959, 115, 1, 0, 0, 0, 960, 963, 5, 195, 0, 0, 961, 963, 3, 114, 57, 0, 962, 960, 1, 0, 0, 0, 962, 961, 1, 0, 0, 0, 963, 117, 1, 0, 0, 0, 964, 968, 5, 195, 0, 0, 965, 968, 3, 110, 55, 0, 966, 968, 3, 112, 56, 0, 967, 964, 1, 0, 0, 0, 967, 965, 1, 0, 0, 0, 967, 966, 1, 0, 0, 0, 968, 119, 1, 0, 0, 0, 969, 970, 5, 200, 0, 0, 970, 971, 5, 212, 0, 0, 971, 972, 3, 106, 53, 0, 972, 121, 1, 0, 0, 0, 973, 974, 5, 218, 0, 0, 974, 975, 3, 118, 59, 0, 975, 976, 5, 234, 0, 0, 976, 123, 1, 0, 0, 0, 120, 127, 137, 145, 148, 152, 155, 159, 162, 165, 168, 171, 175, 179, 182, 185, 188, 192, 195, 204, 210, 231, 248, 265, 271, 277, 288, 290, 301, 304, 310, 318, 324, 326, 330, 335, 338, 341, 345, 349, 352, 354, 357, 361, 365, 368, 370, 372, 377, 388, 394, 401, 406, 410, 414, 420, 422, 429, 437, 440, 443, 462, 476, 492, 504, 516, 524, 528, 535, 541, 550, 554, 585, 602, 614, 624, 627, 631, 634, 647, 664, 668, 674, 681, 693, 697, 700, 709, 723, 750, 759, 761, 763, 771, 776, 784, 794, 797, 807, 818, 823, 830, 843, 850, 863, 869, 872, 879, 891, 897, 901, 907, 914, 923, 934, 936, 939, 947, 952, 962, 967]
\ No newline at end of file
diff --git a/posthog/hogql/grammar/HogQLParser.py b/posthog/hogql/grammar/HogQLParser.py
index 51b23f394f4c8..1db906d39300b 100644
--- a/posthog/hogql/grammar/HogQLParser.py
+++ b/posthog/hogql/grammar/HogQLParser.py
@@ -10,7 +10,7 @@
 
 def serializedATN():
     return [
-        4,1,242,959,2,0,7,0,2,1,7,1,2,2,7,2,2,3,7,3,2,4,7,4,2,5,7,5,2,6,
+        4,1,242,978,2,0,7,0,2,1,7,1,2,2,7,2,2,3,7,3,2,4,7,4,2,5,7,5,2,6,
         7,6,2,7,7,7,2,8,7,8,2,9,7,9,2,10,7,10,2,11,7,11,2,12,7,12,2,13,7,
         13,2,14,7,14,2,15,7,15,2,16,7,16,2,17,7,17,2,18,7,18,2,19,7,19,2,
         20,7,20,2,21,7,21,2,22,7,22,2,23,7,23,2,24,7,24,2,25,7,25,2,26,7,
@@ -78,316 +78,323 @@ def serializedATN():
         1,40,1,40,1,40,1,40,5,40,783,8,40,10,40,12,40,786,9,40,1,40,1,40,
         1,40,1,40,1,40,5,40,793,8,40,10,40,12,40,796,9,40,3,40,798,8,40,
         1,40,1,40,1,40,1,41,1,41,1,41,5,41,806,8,41,10,41,12,41,809,9,41,
-        1,41,1,41,1,41,1,42,1,42,1,42,1,42,1,42,1,42,1,42,1,42,1,42,1,42,
-        1,42,3,42,825,8,42,1,43,1,43,1,43,5,43,830,8,43,10,43,12,43,833,
-        9,43,1,44,1,44,1,44,1,44,1,44,1,44,1,44,1,44,1,44,1,44,3,44,845,
-        8,44,1,45,1,45,1,45,1,45,3,45,851,8,45,1,45,3,45,854,8,45,1,46,1,
-        46,1,46,5,46,859,8,46,10,46,12,46,862,9,46,1,47,1,47,1,47,1,47,1,
-        47,1,47,1,47,1,47,1,47,3,47,873,8,47,1,47,1,47,1,47,1,47,3,47,879,
-        8,47,5,47,881,8,47,10,47,12,47,884,9,47,1,48,1,48,1,48,3,48,889,
-        8,48,1,48,1,48,1,49,1,49,1,49,3,49,896,8,49,1,49,1,49,1,50,1,50,
-        1,50,5,50,903,8,50,10,50,12,50,906,9,50,1,51,1,51,1,52,1,52,1,52,
-        1,52,1,52,1,52,3,52,916,8,52,3,52,918,8,52,1,53,3,53,921,8,53,1,
-        53,1,53,1,53,1,53,1,53,1,53,3,53,929,8,53,1,54,1,54,1,54,3,54,934,
-        8,54,1,55,1,55,1,56,1,56,1,57,1,57,1,58,1,58,3,58,944,8,58,1,59,
-        1,59,1,59,3,59,949,8,59,1,60,1,60,1,60,1,60,1,61,1,61,1,61,1,61,
-        1,61,0,3,36,74,94,62,0,2,4,6,8,10,12,14,16,18,20,22,24,26,28,30,
-        32,34,36,38,40,42,44,46,48,50,52,54,56,58,60,62,64,66,68,70,72,74,
-        76,78,80,82,84,86,88,90,92,94,96,98,100,102,104,106,108,110,112,
-        114,116,118,120,122,0,16,2,0,32,32,141,141,2,0,84,84,96,96,3,0,4,
-        4,8,8,12,12,4,0,4,4,7,8,12,12,147,147,2,0,96,96,140,140,2,0,4,4,
-        8,8,2,0,11,11,42,43,2,0,62,62,93,93,2,0,133,133,143,143,3,0,17,17,
-        95,95,170,170,2,0,79,79,98,98,1,0,197,198,2,0,208,208,228,228,8,
-        0,37,37,76,76,108,108,110,110,132,132,145,145,185,185,190,190,13,
-        0,2,24,26,36,38,75,77,81,83,107,109,109,111,112,114,115,117,130,
-        133,144,146,184,186,189,191,192,4,0,36,36,62,62,77,77,91,91,1083,
-        0,127,1,0,0,0,2,131,1,0,0,0,4,145,1,0,0,0,6,148,1,0,0,0,8,197,1,
-        0,0,0,10,200,1,0,0,0,12,206,1,0,0,0,14,210,1,0,0,0,16,216,1,0,0,
-        0,18,234,1,0,0,0,20,237,1,0,0,0,22,240,1,0,0,0,24,250,1,0,0,0,26,
-        253,1,0,0,0,28,257,1,0,0,0,30,290,1,0,0,0,32,292,1,0,0,0,34,295,
-        1,0,0,0,36,310,1,0,0,0,38,372,1,0,0,0,40,377,1,0,0,0,42,388,1,0,
-        0,0,44,390,1,0,0,0,46,396,1,0,0,0,48,404,1,0,0,0,50,422,1,0,0,0,
-        52,424,1,0,0,0,54,432,1,0,0,0,56,437,1,0,0,0,58,445,1,0,0,0,60,449,
-        1,0,0,0,62,453,1,0,0,0,64,462,1,0,0,0,66,476,1,0,0,0,68,478,1,0,
-        0,0,70,528,1,0,0,0,72,530,1,0,0,0,74,668,1,0,0,0,76,766,1,0,0,0,
-        78,776,1,0,0,0,80,797,1,0,0,0,82,802,1,0,0,0,84,824,1,0,0,0,86,826,
-        1,0,0,0,88,844,1,0,0,0,90,853,1,0,0,0,92,855,1,0,0,0,94,872,1,0,
-        0,0,96,885,1,0,0,0,98,895,1,0,0,0,100,899,1,0,0,0,102,907,1,0,0,
-        0,104,917,1,0,0,0,106,920,1,0,0,0,108,933,1,0,0,0,110,935,1,0,0,
-        0,112,937,1,0,0,0,114,939,1,0,0,0,116,943,1,0,0,0,118,948,1,0,0,
-        0,120,950,1,0,0,0,122,954,1,0,0,0,124,128,3,2,1,0,125,128,3,6,3,
-        0,126,128,3,82,41,0,127,124,1,0,0,0,127,125,1,0,0,0,127,126,1,0,
-        0,0,128,129,1,0,0,0,129,130,5,0,0,1,130,1,1,0,0,0,131,137,3,4,2,
-        0,132,133,5,176,0,0,133,134,5,4,0,0,134,136,3,4,2,0,135,132,1,0,
-        0,0,136,139,1,0,0,0,137,135,1,0,0,0,137,138,1,0,0,0,138,3,1,0,0,
-        0,139,137,1,0,0,0,140,146,3,6,3,0,141,142,5,220,0,0,142,143,3,2,
-        1,0,143,144,5,236,0,0,144,146,1,0,0,0,145,140,1,0,0,0,145,141,1,
-        0,0,0,146,5,1,0,0,0,147,149,3,8,4,0,148,147,1,0,0,0,148,149,1,0,
-        0,0,149,150,1,0,0,0,150,152,5,146,0,0,151,153,5,49,0,0,152,151,1,
-        0,0,0,152,153,1,0,0,0,153,155,1,0,0,0,154,156,3,10,5,0,155,154,1,
-        0,0,0,155,156,1,0,0,0,156,157,1,0,0,0,157,159,3,72,36,0,158,160,
-        3,12,6,0,159,158,1,0,0,0,159,160,1,0,0,0,160,162,1,0,0,0,161,163,
-        3,14,7,0,162,161,1,0,0,0,162,163,1,0,0,0,163,165,1,0,0,0,164,166,
-        3,18,9,0,165,164,1,0,0,0,165,166,1,0,0,0,166,168,1,0,0,0,167,169,
-        3,20,10,0,168,167,1,0,0,0,168,169,1,0,0,0,169,171,1,0,0,0,170,172,
-        3,22,11,0,171,170,1,0,0,0,171,172,1,0,0,0,172,175,1,0,0,0,173,174,
-        5,189,0,0,174,176,7,0,0,0,175,173,1,0,0,0,175,176,1,0,0,0,176,179,
-        1,0,0,0,177,178,5,189,0,0,178,180,5,169,0,0,179,177,1,0,0,0,179,
-        180,1,0,0,0,180,182,1,0,0,0,181,183,3,24,12,0,182,181,1,0,0,0,182,
-        183,1,0,0,0,183,185,1,0,0,0,184,186,3,16,8,0,185,184,1,0,0,0,185,
-        186,1,0,0,0,186,188,1,0,0,0,187,189,3,26,13,0,188,187,1,0,0,0,188,
-        189,1,0,0,0,189,192,1,0,0,0,190,193,3,30,15,0,191,193,3,32,16,0,
-        192,190,1,0,0,0,192,191,1,0,0,0,192,193,1,0,0,0,193,195,1,0,0,0,
-        194,196,3,34,17,0,195,194,1,0,0,0,195,196,1,0,0,0,196,7,1,0,0,0,
-        197,198,5,189,0,0,198,199,3,86,43,0,199,9,1,0,0,0,200,201,5,168,
-        0,0,201,204,5,198,0,0,202,203,5,189,0,0,203,205,5,164,0,0,204,202,
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+        1,0,0,0,724,725,1,0,0,0,725,726,5,16,0,0,726,727,3,74,37,0,727,728,
+        5,6,0,0,728,729,3,74,37,10,729,762,1,0,0,0,730,731,10,8,0,0,731,
+        732,5,229,0,0,732,733,3,74,37,0,733,734,5,205,0,0,734,735,3,74,37,
+        8,735,762,1,0,0,0,736,737,10,21,0,0,737,738,5,219,0,0,738,739,3,
+        74,37,0,739,740,5,235,0,0,740,762,1,0,0,0,741,742,10,20,0,0,742,
+        743,5,210,0,0,743,762,5,198,0,0,744,745,10,19,0,0,745,746,5,210,
+        0,0,746,762,3,118,59,0,747,748,10,14,0,0,748,750,5,88,0,0,749,751,
+        5,115,0,0,750,749,1,0,0,0,750,751,1,0,0,0,751,752,1,0,0,0,752,762,
+        5,116,0,0,753,759,10,7,0,0,754,760,3,116,58,0,755,756,5,10,0,0,756,
+        760,3,118,59,0,757,758,5,10,0,0,758,760,5,200,0,0,759,754,1,0,0,
+        0,759,755,1,0,0,0,759,757,1,0,0,0,760,762,1,0,0,0,761,670,1,0,0,
+        0,761,677,1,0,0,0,761,684,1,0,0,0,761,712,1,0,0,0,761,715,1,0,0,
+        0,761,718,1,0,0,0,761,721,1,0,0,0,761,730,1,0,0,0,761,736,1,0,0,
+        0,761,741,1,0,0,0,761,744,1,0,0,0,761,747,1,0,0,0,761,753,1,0,0,
+        0,762,765,1,0,0,0,763,761,1,0,0,0,763,764,1,0,0,0,764,75,1,0,0,0,
+        765,763,1,0,0,0,766,771,3,78,39,0,767,768,5,206,0,0,768,770,3,78,
+        39,0,769,767,1,0,0,0,770,773,1,0,0,0,771,769,1,0,0,0,771,772,1,0,
+        0,0,772,77,1,0,0,0,773,771,1,0,0,0,774,777,3,80,40,0,775,777,3,74,
+        37,0,776,774,1,0,0,0,776,775,1,0,0,0,777,79,1,0,0,0,778,779,5,220,
+        0,0,779,784,3,118,59,0,780,781,5,206,0,0,781,783,3,118,59,0,782,
+        780,1,0,0,0,783,786,1,0,0,0,784,782,1,0,0,0,784,785,1,0,0,0,785,
+        787,1,0,0,0,786,784,1,0,0,0,787,788,5,236,0,0,788,798,1,0,0,0,789,
+        794,3,118,59,0,790,791,5,206,0,0,791,793,3,118,59,0,792,790,1,0,
+        0,0,793,796,1,0,0,0,794,792,1,0,0,0,794,795,1,0,0,0,795,798,1,0,
+        0,0,796,794,1,0,0,0,797,778,1,0,0,0,797,789,1,0,0,0,798,799,1,0,
+        0,0,799,800,5,201,0,0,800,801,3,74,37,0,801,81,1,0,0,0,802,803,5,
+        222,0,0,803,807,3,118,59,0,804,806,3,84,42,0,805,804,1,0,0,0,806,
+        809,1,0,0,0,807,805,1,0,0,0,807,808,1,0,0,0,808,810,1,0,0,0,809,
+        807,1,0,0,0,810,811,5,238,0,0,811,812,5,214,0,0,812,831,1,0,0,0,
+        813,814,5,222,0,0,814,818,3,118,59,0,815,817,3,84,42,0,816,815,1,
+        0,0,0,817,820,1,0,0,0,818,816,1,0,0,0,818,819,1,0,0,0,819,821,1,
+        0,0,0,820,818,1,0,0,0,821,823,5,214,0,0,822,824,3,82,41,0,823,822,
+        1,0,0,0,823,824,1,0,0,0,824,825,1,0,0,0,825,826,5,222,0,0,826,827,
+        5,238,0,0,827,828,3,118,59,0,828,829,5,214,0,0,829,831,1,0,0,0,830,
+        802,1,0,0,0,830,813,1,0,0,0,831,83,1,0,0,0,832,833,3,118,59,0,833,
+        834,5,212,0,0,834,835,5,200,0,0,835,844,1,0,0,0,836,837,3,118,59,
+        0,837,838,5,212,0,0,838,839,5,218,0,0,839,840,3,74,37,0,840,841,
+        5,234,0,0,841,844,1,0,0,0,842,844,3,118,59,0,843,832,1,0,0,0,843,
+        836,1,0,0,0,843,842,1,0,0,0,844,85,1,0,0,0,845,850,3,88,44,0,846,
+        847,5,206,0,0,847,849,3,88,44,0,848,846,1,0,0,0,849,852,1,0,0,0,
+        850,848,1,0,0,0,850,851,1,0,0,0,851,87,1,0,0,0,852,850,1,0,0,0,853,
+        854,3,118,59,0,854,855,5,10,0,0,855,856,5,220,0,0,856,857,3,2,1,
+        0,857,858,5,236,0,0,858,864,1,0,0,0,859,860,3,74,37,0,860,861,5,
+        10,0,0,861,862,3,118,59,0,862,864,1,0,0,0,863,853,1,0,0,0,863,859,
+        1,0,0,0,864,89,1,0,0,0,865,873,3,122,61,0,866,867,3,98,49,0,867,
+        868,5,210,0,0,868,870,1,0,0,0,869,866,1,0,0,0,869,870,1,0,0,0,870,
+        871,1,0,0,0,871,873,3,92,46,0,872,865,1,0,0,0,872,869,1,0,0,0,873,
+        91,1,0,0,0,874,879,3,118,59,0,875,876,5,210,0,0,876,878,3,118,59,
+        0,877,875,1,0,0,0,878,881,1,0,0,0,879,877,1,0,0,0,879,880,1,0,0,
+        0,880,93,1,0,0,0,881,879,1,0,0,0,882,883,6,47,-1,0,883,892,3,98,
+        49,0,884,892,3,96,48,0,885,886,5,220,0,0,886,887,3,2,1,0,887,888,
+        5,236,0,0,888,892,1,0,0,0,889,892,3,82,41,0,890,892,3,122,61,0,891,
+        882,1,0,0,0,891,884,1,0,0,0,891,885,1,0,0,0,891,889,1,0,0,0,891,
+        890,1,0,0,0,892,901,1,0,0,0,893,897,10,3,0,0,894,898,3,116,58,0,
+        895,896,5,10,0,0,896,898,3,118,59,0,897,894,1,0,0,0,897,895,1,0,
+        0,0,898,900,1,0,0,0,899,893,1,0,0,0,900,903,1,0,0,0,901,899,1,0,
+        0,0,901,902,1,0,0,0,902,95,1,0,0,0,903,901,1,0,0,0,904,905,3,118,
+        59,0,905,907,5,220,0,0,906,908,3,100,50,0,907,906,1,0,0,0,907,908,
+        1,0,0,0,908,909,1,0,0,0,909,910,5,236,0,0,910,97,1,0,0,0,911,912,
+        3,102,51,0,912,913,5,210,0,0,913,915,1,0,0,0,914,911,1,0,0,0,914,
+        915,1,0,0,0,915,916,1,0,0,0,916,917,3,118,59,0,917,99,1,0,0,0,918,
+        923,3,74,37,0,919,920,5,206,0,0,920,922,3,74,37,0,921,919,1,0,0,
+        0,922,925,1,0,0,0,923,921,1,0,0,0,923,924,1,0,0,0,924,101,1,0,0,
+        0,925,923,1,0,0,0,926,927,3,118,59,0,927,103,1,0,0,0,928,937,5,196,
+        0,0,929,930,5,210,0,0,930,937,7,11,0,0,931,932,5,198,0,0,932,934,
+        5,210,0,0,933,935,7,11,0,0,934,933,1,0,0,0,934,935,1,0,0,0,935,937,
+        1,0,0,0,936,928,1,0,0,0,936,929,1,0,0,0,936,931,1,0,0,0,937,105,
+        1,0,0,0,938,940,7,12,0,0,939,938,1,0,0,0,939,940,1,0,0,0,940,947,
+        1,0,0,0,941,948,3,104,52,0,942,948,5,197,0,0,943,948,5,198,0,0,944,
+        948,5,199,0,0,945,948,5,82,0,0,946,948,5,113,0,0,947,941,1,0,0,0,
+        947,942,1,0,0,0,947,943,1,0,0,0,947,944,1,0,0,0,947,945,1,0,0,0,
+        947,946,1,0,0,0,948,107,1,0,0,0,949,953,3,106,53,0,950,953,5,200,
+        0,0,951,953,5,116,0,0,952,949,1,0,0,0,952,950,1,0,0,0,952,951,1,
+        0,0,0,953,109,1,0,0,0,954,955,7,13,0,0,955,111,1,0,0,0,956,957,7,
+        14,0,0,957,113,1,0,0,0,958,959,7,15,0,0,959,115,1,0,0,0,960,963,
+        5,195,0,0,961,963,3,114,57,0,962,960,1,0,0,0,962,961,1,0,0,0,963,
+        117,1,0,0,0,964,968,5,195,0,0,965,968,3,110,55,0,966,968,3,112,56,
+        0,967,964,1,0,0,0,967,965,1,0,0,0,967,966,1,0,0,0,968,119,1,0,0,
+        0,969,970,5,200,0,0,970,971,5,212,0,0,971,972,3,106,53,0,972,121,
+        1,0,0,0,973,974,5,218,0,0,974,975,3,118,59,0,975,976,5,234,0,0,976,
+        123,1,0,0,0,120,127,137,145,148,152,155,159,162,165,168,171,175,
+        179,182,185,188,192,195,204,210,231,248,265,271,277,288,290,301,
+        304,310,318,324,326,330,335,338,341,345,349,352,354,357,361,365,
+        368,370,372,377,388,394,401,406,410,414,420,422,429,437,440,443,
+        462,476,492,504,516,524,528,535,541,550,554,585,602,614,624,627,
+        631,634,647,664,668,674,681,693,697,700,709,723,750,759,761,763,
+        771,776,784,794,797,807,818,823,830,843,850,863,869,872,879,891,
+        897,901,907,914,923,934,936,939,947,952,962,967
     ]
 
 class HogQLParser ( Parser ):
@@ -5956,63 +5963,157 @@ def __init__(self, parser, parent:ParserRuleContext=None, invokingState:int=-1):
             super().__init__(parent, invokingState)
             self.parser = parser
 
+
+        def getRuleIndex(self):
+            return HogQLParser.RULE_hogqlxTagElement
+
+     
+        def copyFrom(self, ctx:ParserRuleContext):
+            super().copyFrom(ctx)
+
+
+
+    class HogqlxTagElementClosedContext(HogqlxTagElementContext):
+
+        def __init__(self, parser, ctx:ParserRuleContext): # actually a HogQLParser.HogqlxTagElementContext
+            super().__init__(parser)
+            self.copyFrom(ctx)
+
         def LT(self):
             return self.getToken(HogQLParser.LT, 0)
-
         def identifier(self):
             return self.getTypedRuleContext(HogQLParser.IdentifierContext,0)
 
-
         def SLASH(self):
             return self.getToken(HogQLParser.SLASH, 0)
-
         def GT(self):
             return self.getToken(HogQLParser.GT, 0)
+        def hogqlxTagAttribute(self, i:int=None):
+            if i is None:
+                return self.getTypedRuleContexts(HogQLParser.HogqlxTagAttributeContext)
+            else:
+                return self.getTypedRuleContext(HogQLParser.HogqlxTagAttributeContext,i)
+
+
+        def accept(self, visitor:ParseTreeVisitor):
+            if hasattr( visitor, "visitHogqlxTagElementClosed" ):
+                return visitor.visitHogqlxTagElementClosed(self)
+            else:
+                return visitor.visitChildren(self)
+
+
+    class HogqlxTagElementNestedContext(HogqlxTagElementContext):
+
+        def __init__(self, parser, ctx:ParserRuleContext): # actually a HogQLParser.HogqlxTagElementContext
+            super().__init__(parser)
+            self.copyFrom(ctx)
+
+        def LT(self, i:int=None):
+            if i is None:
+                return self.getTokens(HogQLParser.LT)
+            else:
+                return self.getToken(HogQLParser.LT, i)
+        def identifier(self, i:int=None):
+            if i is None:
+                return self.getTypedRuleContexts(HogQLParser.IdentifierContext)
+            else:
+                return self.getTypedRuleContext(HogQLParser.IdentifierContext,i)
 
+        def GT(self, i:int=None):
+            if i is None:
+                return self.getTokens(HogQLParser.GT)
+            else:
+                return self.getToken(HogQLParser.GT, i)
+        def SLASH(self):
+            return self.getToken(HogQLParser.SLASH, 0)
         def hogqlxTagAttribute(self, i:int=None):
             if i is None:
                 return self.getTypedRuleContexts(HogQLParser.HogqlxTagAttributeContext)
             else:
                 return self.getTypedRuleContext(HogQLParser.HogqlxTagAttributeContext,i)
 
+        def hogqlxTagElement(self):
+            return self.getTypedRuleContext(HogQLParser.HogqlxTagElementContext,0)
 
-        def getRuleIndex(self):
-            return HogQLParser.RULE_hogqlxTagElement
 
         def accept(self, visitor:ParseTreeVisitor):
-            if hasattr( visitor, "visitHogqlxTagElement" ):
-                return visitor.visitHogqlxTagElement(self)
+            if hasattr( visitor, "visitHogqlxTagElementNested" ):
+                return visitor.visitHogqlxTagElementNested(self)
             else:
                 return visitor.visitChildren(self)
 
 
 
-
     def hogqlxTagElement(self):
 
         localctx = HogQLParser.HogqlxTagElementContext(self, self._ctx, self.state)
         self.enterRule(localctx, 82, self.RULE_hogqlxTagElement)
         self._la = 0 # Token type
         try:
-            self.enterOuterAlt(localctx, 1)
-            self.state = 802
-            self.match(HogQLParser.LT)
-            self.state = 803
-            self.identifier()
-            self.state = 807
+            self.state = 830
             self._errHandler.sync(self)
-            _la = self._input.LA(1)
-            while (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -5066549581053953) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or _la==192 or _la==195:
-                self.state = 804
-                self.hogqlxTagAttribute()
-                self.state = 809
+            la_ = self._interp.adaptivePredict(self._input,100,self._ctx)
+            if la_ == 1:
+                localctx = HogQLParser.HogqlxTagElementClosedContext(self, localctx)
+                self.enterOuterAlt(localctx, 1)
+                self.state = 802
+                self.match(HogQLParser.LT)
+                self.state = 803
+                self.identifier()
+                self.state = 807
+                self._errHandler.sync(self)
+                _la = self._input.LA(1)
+                while (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -5066549581053953) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or _la==192 or _la==195:
+                    self.state = 804
+                    self.hogqlxTagAttribute()
+                    self.state = 809
+                    self._errHandler.sync(self)
+                    _la = self._input.LA(1)
+
+                self.state = 810
+                self.match(HogQLParser.SLASH)
+                self.state = 811
+                self.match(HogQLParser.GT)
+                pass
+
+            elif la_ == 2:
+                localctx = HogQLParser.HogqlxTagElementNestedContext(self, localctx)
+                self.enterOuterAlt(localctx, 2)
+                self.state = 813
+                self.match(HogQLParser.LT)
+                self.state = 814
+                self.identifier()
+                self.state = 818
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
+                while (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -5066549581053953) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or _la==192 or _la==195:
+                    self.state = 815
+                    self.hogqlxTagAttribute()
+                    self.state = 820
+                    self._errHandler.sync(self)
+                    _la = self._input.LA(1)
+
+                self.state = 821
+                self.match(HogQLParser.GT)
+                self.state = 823
+                self._errHandler.sync(self)
+                la_ = self._interp.adaptivePredict(self._input,99,self._ctx)
+                if la_ == 1:
+                    self.state = 822
+                    self.hogqlxTagElement()
+
+
+                self.state = 825
+                self.match(HogQLParser.LT)
+                self.state = 826
+                self.match(HogQLParser.SLASH)
+                self.state = 827
+                self.identifier()
+                self.state = 828
+                self.match(HogQLParser.GT)
+                pass
+
 
-            self.state = 810
-            self.match(HogQLParser.SLASH)
-            self.state = 811
-            self.match(HogQLParser.GT)
         except RecognitionException as re:
             localctx.exception = re
             self._errHandler.reportError(self, re)
@@ -6066,36 +6167,36 @@ def hogqlxTagAttribute(self):
         localctx = HogQLParser.HogqlxTagAttributeContext(self, self._ctx, self.state)
         self.enterRule(localctx, 84, self.RULE_hogqlxTagAttribute)
         try:
-            self.state = 824
+            self.state = 843
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,98,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,101,self._ctx)
             if la_ == 1:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 813
+                self.state = 832
                 self.identifier()
-                self.state = 814
+                self.state = 833
                 self.match(HogQLParser.EQ_SINGLE)
-                self.state = 815
+                self.state = 834
                 self.match(HogQLParser.STRING_LITERAL)
                 pass
 
             elif la_ == 2:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 817
+                self.state = 836
                 self.identifier()
-                self.state = 818
+                self.state = 837
                 self.match(HogQLParser.EQ_SINGLE)
-                self.state = 819
+                self.state = 838
                 self.match(HogQLParser.LBRACE)
-                self.state = 820
+                self.state = 839
                 self.columnExpr(0)
-                self.state = 821
+                self.state = 840
                 self.match(HogQLParser.RBRACE)
                 pass
 
             elif la_ == 3:
                 self.enterOuterAlt(localctx, 3)
-                self.state = 823
+                self.state = 842
                 self.identifier()
                 pass
 
@@ -6148,17 +6249,17 @@ def withExprList(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 826
+            self.state = 845
             self.withExpr()
-            self.state = 831
+            self.state = 850
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             while _la==206:
-                self.state = 827
+                self.state = 846
                 self.match(HogQLParser.COMMA)
-                self.state = 828
+                self.state = 847
                 self.withExpr()
-                self.state = 833
+                self.state = 852
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
 
@@ -6242,32 +6343,32 @@ def withExpr(self):
         localctx = HogQLParser.WithExprContext(self, self._ctx, self.state)
         self.enterRule(localctx, 88, self.RULE_withExpr)
         try:
-            self.state = 844
+            self.state = 863
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,100,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,103,self._ctx)
             if la_ == 1:
                 localctx = HogQLParser.WithExprSubqueryContext(self, localctx)
                 self.enterOuterAlt(localctx, 1)
-                self.state = 834
+                self.state = 853
                 self.identifier()
-                self.state = 835
+                self.state = 854
                 self.match(HogQLParser.AS)
-                self.state = 836
+                self.state = 855
                 self.match(HogQLParser.LPAREN)
-                self.state = 837
+                self.state = 856
                 self.selectUnionStmt()
-                self.state = 838
+                self.state = 857
                 self.match(HogQLParser.RPAREN)
                 pass
 
             elif la_ == 2:
                 localctx = HogQLParser.WithExprColumnContext(self, localctx)
                 self.enterOuterAlt(localctx, 2)
-                self.state = 840
+                self.state = 859
                 self.columnExpr(0)
-                self.state = 841
+                self.state = 860
                 self.match(HogQLParser.AS)
-                self.state = 842
+                self.state = 861
                 self.identifier()
                 pass
 
@@ -6320,27 +6421,27 @@ def columnIdentifier(self):
         localctx = HogQLParser.ColumnIdentifierContext(self, self._ctx, self.state)
         self.enterRule(localctx, 90, self.RULE_columnIdentifier)
         try:
-            self.state = 853
+            self.state = 872
             self._errHandler.sync(self)
             token = self._input.LA(1)
             if token in [218]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 846
+                self.state = 865
                 self.placeholder()
                 pass
             elif token in [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 114, 115, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 195]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 850
+                self.state = 869
                 self._errHandler.sync(self)
-                la_ = self._interp.adaptivePredict(self._input,101,self._ctx)
+                la_ = self._interp.adaptivePredict(self._input,104,self._ctx)
                 if la_ == 1:
-                    self.state = 847
+                    self.state = 866
                     self.tableIdentifier()
-                    self.state = 848
+                    self.state = 867
                     self.match(HogQLParser.DOT)
 
 
-                self.state = 852
+                self.state = 871
                 self.nestedIdentifier()
                 pass
             else:
@@ -6393,20 +6494,20 @@ def nestedIdentifier(self):
         self.enterRule(localctx, 92, self.RULE_nestedIdentifier)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 855
+            self.state = 874
             self.identifier()
-            self.state = 860
+            self.state = 879
             self._errHandler.sync(self)
-            _alt = self._interp.adaptivePredict(self._input,103,self._ctx)
+            _alt = self._interp.adaptivePredict(self._input,106,self._ctx)
             while _alt!=2 and _alt!=ATN.INVALID_ALT_NUMBER:
                 if _alt==1:
-                    self.state = 856
+                    self.state = 875
                     self.match(HogQLParser.DOT)
-                    self.state = 857
+                    self.state = 876
                     self.identifier() 
-                self.state = 862
+                self.state = 881
                 self._errHandler.sync(self)
-                _alt = self._interp.adaptivePredict(self._input,103,self._ctx)
+                _alt = self._interp.adaptivePredict(self._input,106,self._ctx)
 
         except RecognitionException as re:
             localctx.exception = re
@@ -6557,15 +6658,15 @@ def tableExpr(self, _p:int=0):
         self.enterRecursionRule(localctx, 94, self.RULE_tableExpr, _p)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 872
+            self.state = 891
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,104,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,107,self._ctx)
             if la_ == 1:
                 localctx = HogQLParser.TableExprIdentifierContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
 
-                self.state = 864
+                self.state = 883
                 self.tableIdentifier()
                 pass
 
@@ -6573,7 +6674,7 @@ def tableExpr(self, _p:int=0):
                 localctx = HogQLParser.TableExprFunctionContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 865
+                self.state = 884
                 self.tableFunctionExpr()
                 pass
 
@@ -6581,11 +6682,11 @@ def tableExpr(self, _p:int=0):
                 localctx = HogQLParser.TableExprSubqueryContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 866
+                self.state = 885
                 self.match(HogQLParser.LPAREN)
-                self.state = 867
+                self.state = 886
                 self.selectUnionStmt()
-                self.state = 868
+                self.state = 887
                 self.match(HogQLParser.RPAREN)
                 pass
 
@@ -6593,7 +6694,7 @@ def tableExpr(self, _p:int=0):
                 localctx = HogQLParser.TableExprTagContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 870
+                self.state = 889
                 self.hogqlxTagElement()
                 pass
 
@@ -6601,15 +6702,15 @@ def tableExpr(self, _p:int=0):
                 localctx = HogQLParser.TableExprPlaceholderContext(self, localctx)
                 self._ctx = localctx
                 _prevctx = localctx
-                self.state = 871
+                self.state = 890
                 self.placeholder()
                 pass
 
 
             self._ctx.stop = self._input.LT(-1)
-            self.state = 882
+            self.state = 901
             self._errHandler.sync(self)
-            _alt = self._interp.adaptivePredict(self._input,106,self._ctx)
+            _alt = self._interp.adaptivePredict(self._input,109,self._ctx)
             while _alt!=2 and _alt!=ATN.INVALID_ALT_NUMBER:
                 if _alt==1:
                     if self._parseListeners is not None:
@@ -6617,29 +6718,29 @@ def tableExpr(self, _p:int=0):
                     _prevctx = localctx
                     localctx = HogQLParser.TableExprAliasContext(self, HogQLParser.TableExprContext(self, _parentctx, _parentState))
                     self.pushNewRecursionContext(localctx, _startState, self.RULE_tableExpr)
-                    self.state = 874
+                    self.state = 893
                     if not self.precpred(self._ctx, 3):
                         from antlr4.error.Errors import FailedPredicateException
                         raise FailedPredicateException(self, "self.precpred(self._ctx, 3)")
-                    self.state = 878
+                    self.state = 897
                     self._errHandler.sync(self)
                     token = self._input.LA(1)
                     if token in [36, 62, 77, 91, 195]:
-                        self.state = 875
+                        self.state = 894
                         self.alias()
                         pass
                     elif token in [10]:
-                        self.state = 876
+                        self.state = 895
                         self.match(HogQLParser.AS)
-                        self.state = 877
+                        self.state = 896
                         self.identifier()
                         pass
                     else:
                         raise NoViableAltException(self)
              
-                self.state = 884
+                self.state = 903
                 self._errHandler.sync(self)
-                _alt = self._interp.adaptivePredict(self._input,106,self._ctx)
+                _alt = self._interp.adaptivePredict(self._input,109,self._ctx)
 
         except RecognitionException as re:
             localctx.exception = re
@@ -6690,19 +6791,19 @@ def tableFunctionExpr(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 885
+            self.state = 904
             self.identifier()
-            self.state = 886
+            self.state = 905
             self.match(HogQLParser.LPAREN)
-            self.state = 888
+            self.state = 907
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if (((_la) & ~0x3f) == 0 and ((1 << _la) & -33554436) != 0) or ((((_la - 64)) & ~0x3f) == 0 and ((1 << (_la - 64)) & -1) != 0) or ((((_la - 128)) & ~0x3f) == 0 and ((1 << (_la - 128)) & -9) != 0) or ((((_la - 192)) & ~0x3f) == 0 and ((1 << (_la - 192)) & 70263309817) != 0):
-                self.state = 887
+                self.state = 906
                 self.tableArgList()
 
 
-            self.state = 890
+            self.state = 909
             self.match(HogQLParser.RPAREN)
         except RecognitionException as re:
             localctx.exception = re
@@ -6749,17 +6850,17 @@ def tableIdentifier(self):
         self.enterRule(localctx, 98, self.RULE_tableIdentifier)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 895
+            self.state = 914
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,108,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,111,self._ctx)
             if la_ == 1:
-                self.state = 892
+                self.state = 911
                 self.databaseIdentifier()
-                self.state = 893
+                self.state = 912
                 self.match(HogQLParser.DOT)
 
 
-            self.state = 897
+            self.state = 916
             self.identifier()
         except RecognitionException as re:
             localctx.exception = re
@@ -6809,17 +6910,17 @@ def tableArgList(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 899
+            self.state = 918
             self.columnExpr(0)
-            self.state = 904
+            self.state = 923
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             while _la==206:
-                self.state = 900
+                self.state = 919
                 self.match(HogQLParser.COMMA)
-                self.state = 901
+                self.state = 920
                 self.columnExpr(0)
-                self.state = 906
+                self.state = 925
                 self._errHandler.sync(self)
                 _la = self._input.LA(1)
 
@@ -6861,7 +6962,7 @@ def databaseIdentifier(self):
         self.enterRule(localctx, 102, self.RULE_databaseIdentifier)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 907
+            self.state = 926
             self.identifier()
         except RecognitionException as re:
             localctx.exception = re
@@ -6912,19 +7013,19 @@ def floatingLiteral(self):
         self.enterRule(localctx, 104, self.RULE_floatingLiteral)
         self._la = 0 # Token type
         try:
-            self.state = 917
+            self.state = 936
             self._errHandler.sync(self)
             token = self._input.LA(1)
             if token in [196]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 909
+                self.state = 928
                 self.match(HogQLParser.FLOATING_LITERAL)
                 pass
             elif token in [210]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 910
+                self.state = 929
                 self.match(HogQLParser.DOT)
-                self.state = 911
+                self.state = 930
                 _la = self._input.LA(1)
                 if not(_la==197 or _la==198):
                     self._errHandler.recoverInline(self)
@@ -6934,15 +7035,15 @@ def floatingLiteral(self):
                 pass
             elif token in [198]:
                 self.enterOuterAlt(localctx, 3)
-                self.state = 912
+                self.state = 931
                 self.match(HogQLParser.DECIMAL_LITERAL)
-                self.state = 913
+                self.state = 932
                 self.match(HogQLParser.DOT)
-                self.state = 915
+                self.state = 934
                 self._errHandler.sync(self)
-                la_ = self._interp.adaptivePredict(self._input,110,self._ctx)
+                la_ = self._interp.adaptivePredict(self._input,113,self._ctx)
                 if la_ == 1:
-                    self.state = 914
+                    self.state = 933
                     _la = self._input.LA(1)
                     if not(_la==197 or _la==198):
                         self._errHandler.recoverInline(self)
@@ -7015,11 +7116,11 @@ def numberLiteral(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 920
+            self.state = 939
             self._errHandler.sync(self)
             _la = self._input.LA(1)
             if _la==208 or _la==228:
-                self.state = 919
+                self.state = 938
                 _la = self._input.LA(1)
                 if not(_la==208 or _la==228):
                     self._errHandler.recoverInline(self)
@@ -7028,36 +7129,36 @@ def numberLiteral(self):
                     self.consume()
 
 
-            self.state = 928
+            self.state = 947
             self._errHandler.sync(self)
-            la_ = self._interp.adaptivePredict(self._input,113,self._ctx)
+            la_ = self._interp.adaptivePredict(self._input,116,self._ctx)
             if la_ == 1:
-                self.state = 922
+                self.state = 941
                 self.floatingLiteral()
                 pass
 
             elif la_ == 2:
-                self.state = 923
+                self.state = 942
                 self.match(HogQLParser.OCTAL_LITERAL)
                 pass
 
             elif la_ == 3:
-                self.state = 924
+                self.state = 943
                 self.match(HogQLParser.DECIMAL_LITERAL)
                 pass
 
             elif la_ == 4:
-                self.state = 925
+                self.state = 944
                 self.match(HogQLParser.HEXADECIMAL_LITERAL)
                 pass
 
             elif la_ == 5:
-                self.state = 926
+                self.state = 945
                 self.match(HogQLParser.INF)
                 pass
 
             elif la_ == 6:
-                self.state = 927
+                self.state = 946
                 self.match(HogQLParser.NAN_SQL)
                 pass
 
@@ -7105,22 +7206,22 @@ def literal(self):
         localctx = HogQLParser.LiteralContext(self, self._ctx, self.state)
         self.enterRule(localctx, 108, self.RULE_literal)
         try:
-            self.state = 933
+            self.state = 952
             self._errHandler.sync(self)
             token = self._input.LA(1)
             if token in [82, 113, 196, 197, 198, 199, 208, 210, 228]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 930
+                self.state = 949
                 self.numberLiteral()
                 pass
             elif token in [200]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 931
+                self.state = 950
                 self.match(HogQLParser.STRING_LITERAL)
                 pass
             elif token in [116]:
                 self.enterOuterAlt(localctx, 3)
-                self.state = 932
+                self.state = 951
                 self.match(HogQLParser.NULL_SQL)
                 pass
             else:
@@ -7185,7 +7286,7 @@ def interval(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 935
+            self.state = 954
             _la = self._input.LA(1)
             if not(_la==37 or ((((_la - 76)) & ~0x3f) == 0 and ((1 << (_la - 76)) & 72057615512764417) != 0) or ((((_la - 145)) & ~0x3f) == 0 and ((1 << (_la - 145)) & 36283883716609) != 0)):
                 self._errHandler.recoverInline(self)
@@ -7761,7 +7862,7 @@ def keyword(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 937
+            self.state = 956
             _la = self._input.LA(1)
             if not(((((_la - 2)) & ~0x3f) == 0 and ((1 << (_la - 2)) & -34368126977) != 0) or ((((_la - 66)) & ~0x3f) == 0 and ((1 << (_la - 66)) & -1288627627820033) != 0) or ((((_la - 130)) & ~0x3f) == 0 and ((1 << (_la - 130)) & 8034421735228932089) != 0)):
                 self._errHandler.recoverInline(self)
@@ -7815,7 +7916,7 @@ def keywordForAlias(self):
         self._la = 0 # Token type
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 939
+            self.state = 958
             _la = self._input.LA(1)
             if not(((((_la - 36)) & ~0x3f) == 0 and ((1 << (_la - 36)) & 36030996109328385) != 0)):
                 self._errHandler.recoverInline(self)
@@ -7862,17 +7963,17 @@ def alias(self):
         localctx = HogQLParser.AliasContext(self, self._ctx, self.state)
         self.enterRule(localctx, 116, self.RULE_alias)
         try:
-            self.state = 943
+            self.state = 962
             self._errHandler.sync(self)
             token = self._input.LA(1)
             if token in [195]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 941
+                self.state = 960
                 self.match(HogQLParser.IDENTIFIER)
                 pass
             elif token in [36, 62, 77, 91]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 942
+                self.state = 961
                 self.keywordForAlias()
                 pass
             else:
@@ -7922,22 +8023,22 @@ def identifier(self):
         localctx = HogQLParser.IdentifierContext(self, self._ctx, self.state)
         self.enterRule(localctx, 118, self.RULE_identifier)
         try:
-            self.state = 948
+            self.state = 967
             self._errHandler.sync(self)
             token = self._input.LA(1)
             if token in [195]:
                 self.enterOuterAlt(localctx, 1)
-                self.state = 945
+                self.state = 964
                 self.match(HogQLParser.IDENTIFIER)
                 pass
             elif token in [37, 76, 108, 110, 132, 145, 185, 190]:
                 self.enterOuterAlt(localctx, 2)
-                self.state = 946
+                self.state = 965
                 self.interval()
                 pass
             elif token in [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 77, 78, 79, 80, 81, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 109, 111, 112, 114, 115, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 186, 187, 188, 189, 191, 192]:
                 self.enterOuterAlt(localctx, 3)
-                self.state = 947
+                self.state = 966
                 self.keyword()
                 pass
             else:
@@ -7987,11 +8088,11 @@ def enumValue(self):
         self.enterRule(localctx, 120, self.RULE_enumValue)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 950
+            self.state = 969
             self.match(HogQLParser.STRING_LITERAL)
-            self.state = 951
+            self.state = 970
             self.match(HogQLParser.EQ_SINGLE)
-            self.state = 952
+            self.state = 971
             self.numberLiteral()
         except RecognitionException as re:
             localctx.exception = re
@@ -8037,11 +8138,11 @@ def placeholder(self):
         self.enterRule(localctx, 122, self.RULE_placeholder)
         try:
             self.enterOuterAlt(localctx, 1)
-            self.state = 954
+            self.state = 973
             self.match(HogQLParser.LBRACE)
-            self.state = 955
+            self.state = 974
             self.identifier()
-            self.state = 956
+            self.state = 975
             self.match(HogQLParser.RBRACE)
         except RecognitionException as re:
             localctx.exception = re
diff --git a/posthog/hogql/grammar/HogQLParserVisitor.py b/posthog/hogql/grammar/HogQLParserVisitor.py
index 2da4cc9721d89..389da7e99385c 100644
--- a/posthog/hogql/grammar/HogQLParserVisitor.py
+++ b/posthog/hogql/grammar/HogQLParserVisitor.py
@@ -429,8 +429,13 @@ def visitColumnLambdaExpr(self, ctx:HogQLParser.ColumnLambdaExprContext):
         return self.visitChildren(ctx)
 
 
-    # Visit a parse tree produced by HogQLParser#hogqlxTagElement.
-    def visitHogqlxTagElement(self, ctx:HogQLParser.HogqlxTagElementContext):
+    # Visit a parse tree produced by HogQLParser#HogqlxTagElementClosed.
+    def visitHogqlxTagElementClosed(self, ctx:HogQLParser.HogqlxTagElementClosedContext):
+        return self.visitChildren(ctx)
+
+
+    # Visit a parse tree produced by HogQLParser#HogqlxTagElementNested.
+    def visitHogqlxTagElementNested(self, ctx:HogQLParser.HogqlxTagElementNestedContext):
         return self.visitChildren(ctx)
 
 
diff --git a/posthog/hogql/parser.py b/posthog/hogql/parser.py
index bdb405bde1bef..fb662c2082536 100644
--- a/posthog/hogql/parser.py
+++ b/posthog/hogql/parser.py
@@ -890,11 +890,26 @@ def visitColumnExprNullish(self, ctx: HogQLParser.ColumnExprNullishContext):
             args=[self.visit(ctx.columnExpr(0)), self.visit(ctx.columnExpr(1))],
         )
 
-    def visitHogqlxTagElement(self, ctx: HogQLParser.HogqlxTagElementContext):
+    def visitHogqlxTagElementClosed(self, ctx: HogQLParser.HogqlxTagElementClosedContext):
         kind = self.visit(ctx.identifier())
         attributes = [self.visit(a) for a in ctx.hogqlxTagAttribute()] if ctx.hogqlxTagAttribute() else []
         return ast.HogQLXTag(kind=kind, attributes=attributes)
 
+    def visitHogqlxTagElementNested(self, ctx: HogQLParser.HogqlxTagElementNestedContext):
+        opening = self.visit(ctx.identifier(0))
+        closing = self.visit(ctx.identifier(1))
+        if opening != closing:
+            raise SyntaxException(f"Opening and closing HogQLX tags must match. Got {opening} and {closing}")
+
+        attributes = [self.visit(a) for a in ctx.hogqlxTagAttribute()] if ctx.hogqlxTagAttribute() else []
+        if ctx.hogqlxTagElement():
+            source = self.visit(ctx.hogqlxTagElement())
+            for a in attributes:
+                if a.name == "source":
+                    raise SyntaxException(f"Nested HogQLX tags cannot have a source attribute")
+            attributes.append(ast.HogQLXAttribute(name="source", value=source))
+        return ast.HogQLXTag(kind=opening, attributes=attributes)
+
     def visitHogqlxTagAttribute(self, ctx: HogQLParser.HogqlxTagAttributeContext):
         name = self.visit(ctx.identifier())
         if ctx.columnExpr():
diff --git a/posthog/hogql/test/_test_parser.py b/posthog/hogql/test/_test_parser.py
index bf66375fac1b5..16d4654397088 100644
--- a/posthog/hogql/test/_test_parser.py
+++ b/posthog/hogql/test/_test_parser.py
@@ -1484,6 +1484,67 @@ def test_visit_hogqlx_tag(self):
             node2 = self._select("select event from (<HogQLQuery query='select event from events' />)")
             assert node2 == node
 
+        def test_visit_hogqlx_tag_nested(self):
+            # Basic case
+            node = self._select(
+                "select event from <OuterQuery><HogQLQuery query='select event from events' /></OuterQuery>"
+            )
+            table_node = cast(ast.SelectQuery, node).select_from.table
+            assert table_node == ast.HogQLXTag(
+                kind="OuterQuery",
+                attributes=[
+                    ast.HogQLXAttribute(
+                        name="source",
+                        value=ast.HogQLXTag(
+                            kind="HogQLQuery",
+                            attributes=[
+                                ast.HogQLXAttribute(name="query", value=ast.Constant(value="select event from events"))
+                            ],
+                        ),
+                    )
+                ],
+            )
+
+            # Empty tag
+            node = self._select("select event from <OuterQuery></OuterQuery>")
+            table_node = cast(ast.SelectQuery, node).select_from.table
+            assert table_node == ast.HogQLXTag(kind="OuterQuery", attributes=[])
+
+            # With attribute
+            node = self._select(
+                "select event from <OuterQuery q='b'><HogQLQuery query='select event from events' /></OuterQuery>"
+            )
+            table_node = cast(ast.SelectQuery, node).select_from.table
+            assert table_node == ast.HogQLXTag(
+                kind="OuterQuery",
+                attributes=[
+                    ast.HogQLXAttribute(name="q", value=ast.Constant(value="b")),
+                    ast.HogQLXAttribute(
+                        name="source",
+                        value=ast.HogQLXTag(
+                            kind="HogQLQuery",
+                            attributes=[
+                                ast.HogQLXAttribute(name="query", value=ast.Constant(value="select event from events"))
+                            ],
+                        ),
+                    ),
+                ],
+            )
+
+            # With mismatched closing tag
+            with self.assertRaises(HogQLException) as e:
+                self._select(
+                    "select event from <OuterQuery q='b'><HogQLQuery query='select event from events' /></HogQLQuery>"
+                )
+            assert str(e.exception) == "Opening and closing HogQLX tags must match. Got OuterQuery and HogQLQuery"
+
+            # With mismatched closing tag
+            with self.assertRaises(HogQLException) as e:
+                self._select(
+                    "select event from <OuterQuery source='b'><HogQLQuery query='select event from events' /></OuterQuery>"
+                )
+            assert str(e.exception) == "Nested HogQLX tags cannot have a source attribute"
+
         def test_visit_hogqlx_tag_alias(self):
             node = self._select("select event from <HogQLQuery query='select event from events' /> as a")
             table_node = cast(ast.SelectQuery, node).select_from.table
diff --git a/requirements.in b/requirements.in
index 9cedeeaa6ca95..2f9b4837eac09 100644
--- a/requirements.in
+++ b/requirements.in
@@ -88,4 +88,4 @@ django-two-factor-auth==1.14.0
 phonenumberslite==8.13.6
 openai==0.27.8
 nh3==0.2.14
-hogql-parser==0.1.11
+hogql-parser==0.1.12
diff --git a/requirements.txt b/requirements.txt
index 67293519e1b3f..6885fe1e51d9e 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -251,7 +251,7 @@ gunicorn==20.1.0
     # via -r requirements.in
 h11==0.13.0
     # via wsproto
-hogql-parser==0.1.11
+hogql-parser==0.1.12
     # via -r requirements.in
 idna==2.8
     # via

From 79b5e90f57d76a809e8210e5859a2900ed064234 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Thomas=20Oberm=C3=BCller?= <thomas.obermueller@gmail.com>
Date: Fri, 27 Oct 2023 09:12:49 +0200
Subject: [PATCH 118/133] chore(kea): upgrade logics to v3 format with codemod
 (closes #18230, #18229) (#18232)

---
 .../src/layout/navigation/navigationLogic.ts  |  62 ++---
 .../ActivityLog/activityLogLogic.tsx          |  43 +--
 .../addToDashboardModalLogic.ts               |  39 ++-
 .../ChartFilter/chartFilterLogic.ts           |  31 +--
 .../CommandPalette/commandPaletteLogic.tsx    | 144 +++++-----
 .../CompareFilter/compareFilterLogic.ts       |  31 +--
 .../definitionPopoverLogic.ts                 |  63 ++---
 .../lib/components/HelpButton/HelpButton.tsx  |  34 +--
 .../IntervalFilter/intervalFilterLogic.ts     |  28 +-
 .../PersonalAPIKeys/personalAPIKeysLogic.ts   |  22 +-
 .../taxonomicPropertyFilterLogic.ts           |  37 ++-
 .../TaxonomicFilter/infiniteListLogic.ts      | 179 ++++++-------
 .../TaxonomicFilter/taxonomicFilterLogic.tsx  |  36 ++-
 .../visibilitySensorLogic.tsx                 |  65 +++--
 .../lib/introductions/groupsAccessLogic.ts    |  16 +-
 frontend/src/lib/logic/featureFlagLogic.ts    |  22 +-
 frontend/src/lib/utils/eventUsageLogic.ts     |  20 +-
 frontend/src/models/actionsModel.ts           |  28 +-
 frontend/src/models/cohortsModel.ts           |  42 ++-
 frontend/src/models/dashboardsModel.tsx       |  54 ++--
 frontend/src/models/funnelsModel.ts           |  35 +--
 frontend/src/models/groupPropertiesModel.ts   |  25 +-
 frontend/src/models/index.ts                  |  10 +-
 frontend/src/models/insightsModel.tsx         |  18 +-
 frontend/src/scenes/App.tsx                   |  26 +-
 frontend/src/scenes/actions/actionLogic.ts    |  58 ++---
 .../batch_exports/batchExportLogsLogic.ts     |  66 +++--
 .../dashboard/dashboardCollaboratorsLogic.ts  |  47 ++--
 .../DataManagementPageTabs.tsx                |  33 +--
 .../data-warehouse/DataWarehousePageTabs.tsx  |  25 +-
 .../scenes/feature-flags/featureFlagsLogic.ts | 123 ++++-----
 frontend/src/scenes/groups/groupsListLogic.ts |  41 +--
 .../src/scenes/groups/relatedGroupsLogic.ts   |  37 +--
 .../views/Histogram/histogramLogic.ts         |  16 +-
 .../views/InsightsTable/insightsTableLogic.ts |  30 ++-
 .../views/LineGraph/lineGraphLogic.ts         |  12 +-
 .../instance/SystemStatus/staffUsersLogic.ts  |  43 +--
 .../SystemStatus/systemStatusLogic.ts         |  53 ++--
 .../src/scenes/onboarding/onboardingLogic.tsx |  40 +--
 .../src/scenes/onboarding/sdks/sdksLogic.tsx  |  33 ++-
 .../scenes/organization/Settings/index.tsx    |  25 +-
 .../organization/Settings/inviteLogic.ts      | 117 ++++-----
 .../organization/Settings/invitesLogic.tsx    |  21 +-
 .../organization/Settings/membersLogic.tsx    |  38 +--
 .../scenes/persons/mergeSplitPersonLogic.ts   |  65 ++---
 frontend/src/scenes/persons/personsLogic.tsx  | 245 +++++++++---------
 .../scenes/plugins/plugin/pluginLogsLogic.ts  |  63 +++--
 .../src/scenes/products/productsLogic.tsx     |  16 +-
 .../Settings/groupAnalyticsConfigLogic.ts     |  28 +-
 .../Settings/webhookIntegrationLogic.ts       |  27 +-
 .../retention/retentionLineGraphLogic.ts      |  21 +-
 .../src/scenes/retention/retentionLogic.ts    |  20 +-
 .../scenes/retention/retentionModalLogic.ts   |  32 +--
 .../scenes/retention/retentionPeopleLogic.ts  |  39 +--
 .../scenes/retention/retentionTableLogic.ts   |  20 +-
 .../saved-insights/savedInsightsLogic.ts      |  43 +--
 frontend/src/scenes/sceneLogic.ts             |  98 +++----
 .../player/sessionRecordingPlayerLogic.ts     |   2 +-
 frontend/src/scenes/trends/mathsLogic.tsx     |  16 +-
 frontend/src/toolbar/actions/actionsLogic.ts  |  36 +--
 .../src/toolbar/button/toolbarButtonLogic.ts  |  41 ++-
 .../src/toolbar/elements/elementsLogic.ts     | 143 +++++-----
 .../src/toolbar/flags/featureFlagsLogic.ts    |  95 +++----
 .../src/toolbar/stats/currentPageLogic.ts     |  22 +-
 64 files changed, 1502 insertions(+), 1538 deletions(-)

diff --git a/frontend/src/layout/navigation/navigationLogic.ts b/frontend/src/layout/navigation/navigationLogic.ts
index 6042b54565561..5fa4fa296b86e 100644
--- a/frontend/src/layout/navigation/navigationLogic.ts
+++ b/frontend/src/layout/navigation/navigationLogic.ts
@@ -1,4 +1,6 @@
-import { kea } from 'kea'
+import { windowValues } from 'kea-window-values'
+import { loaders } from 'kea-loaders'
+import { kea, path, connect, actions, reducers, selectors, listeners } from 'kea'
 import api from 'lib/api'
 import { organizationLogic } from 'scenes/organizationLogic'
 import { preflightLogic } from 'scenes/PreflightCheck/preflightLogic'
@@ -17,13 +19,13 @@ export type ProjectNoticeVariant =
     | 'unverified_email'
     | 'is_impersonated'
 
-export const navigationLogic = kea<navigationLogicType>({
-    path: ['layout', 'navigation', 'navigationLogic'],
-    connect: {
+export const navigationLogic = kea<navigationLogicType>([
+    path(['layout', 'navigation', 'navigationLogic']),
+    connect({
         values: [sceneLogic, ['sceneConfig', 'activeScene'], membersLogic, ['members', 'membersLoading']],
         actions: [eventUsageLogic, ['reportProjectNoticeDismissed']],
-    },
-    actions: {
+    }),
+    actions({
         toggleSideBarBase: (override?: boolean) => ({ override }), // Only use the override for testing
         toggleSideBarMobile: (override?: boolean) => ({ override }), // Only use the override for testing
         toggleActivationSideBar: true,
@@ -43,8 +45,25 @@ export const navigationLogic = kea<navigationLogicType>({
         closeAppSourceEditor: true,
         setOpenAppMenu: (id: number | null) => ({ id }),
         closeProjectNotice: (projectNoticeVariant: ProjectNoticeVariant) => ({ projectNoticeVariant }),
-    },
-    reducers: {
+    }),
+    loaders({
+        navigationStatus: [
+            { system_status_ok: true, async_migrations_ok: true } as {
+                system_status_ok: boolean
+                async_migrations_ok: boolean
+            },
+            {
+                loadNavigationStatus: async () => {
+                    return await api.get('api/instance_settings')
+                },
+            },
+        ],
+    }),
+    windowValues(() => ({
+        fullscreen: (window: Window) => !!window.document.fullscreenElement,
+        mobileLayout: (window: Window) => window.innerWidth < 992, // Sync width threshold with Sass variable $lg!
+    })),
+    reducers({
         // Non-mobile base
         isSideBarShownBase: [
             true,
@@ -112,12 +131,8 @@ export const navigationLogic = kea<navigationLogicType>({
                 closeProjectNotice: (state, { projectNoticeVariant }) => ({ ...state, [projectNoticeVariant]: true }),
             },
         ],
-    },
-    windowValues: () => ({
-        fullscreen: (window) => !!window.document.fullscreenElement,
-        mobileLayout: (window) => window.innerWidth < 992, // Sync width threshold with Sass variable $lg!
     }),
-    selectors: {
+    selectors({
         /** `noSidebar` whether the current scene should display a sidebar at all */
         noSidebar: [
             (s) => [s.fullscreen, s.sceneConfig],
@@ -201,21 +216,8 @@ export const navigationLogic = kea<navigationLogicType>({
                 return null
             },
         ],
-    },
-    loaders: {
-        navigationStatus: [
-            { system_status_ok: true, async_migrations_ok: true } as {
-                system_status_ok: boolean
-                async_migrations_ok: boolean
-            },
-            {
-                loadNavigationStatus: async () => {
-                    return await api.get('api/instance_settings')
-                },
-            },
-        ],
-    },
-    listeners: ({ actions, values }) => ({
+    }),
+    listeners(({ actions, values }) => ({
         closeProjectNotice: ({ projectNoticeVariant }) => {
             actions.reportProjectNoticeDismissed(projectNoticeVariant)
         },
@@ -226,5 +228,5 @@ export const navigationLogic = kea<navigationLogicType>({
                 actions.showActivationSideBar()
             }
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/lib/components/ActivityLog/activityLogLogic.tsx b/frontend/src/lib/components/ActivityLog/activityLogLogic.tsx
index a011dd6f6ad6c..2287859a196f4 100644
--- a/frontend/src/lib/components/ActivityLog/activityLogLogic.tsx
+++ b/frontend/src/lib/components/ActivityLog/activityLogLogic.tsx
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, props, key, path, actions, reducers, selectors, listeners, events } from 'kea'
 import api, { ACTIVITY_PAGE_SIZE, ActivityLogPaginatedResponse } from 'lib/api'
 import {
     ActivityLogItem,
@@ -11,7 +12,7 @@ import {
 import type { activityLogLogicType } from './activityLogLogicType'
 import { PaginationManual } from 'lib/lemon-ui/PaginationControl'
 import { urls } from 'scenes/urls'
-import { router } from 'kea-router'
+import { router, urlToAction } from 'kea-router'
 import { flagActivityDescriber } from 'scenes/feature-flags/activityDescriptions'
 import { pluginActivityDescriber } from 'scenes/plugins/pluginActivityDescriptions'
 import { insightActivityDescriber } from 'scenes/saved-insights/activityDescriptions'
@@ -51,30 +52,30 @@ export type ActivityLogLogicProps = {
     id?: number | string
 }
 
-export const activityLogLogic = kea<activityLogLogicType>({
-    path: (key) => ['lib', 'components', 'ActivityLog', 'activitylog', 'logic', key],
-    props: {} as ActivityLogLogicProps,
-    key: ({ scope, id }) => `activity/${scope}/${id || 'all'}`,
-    actions: {
+export const activityLogLogic = kea<activityLogLogicType>([
+    props({} as ActivityLogLogicProps),
+    key(({ scope, id }) => `activity/${scope}/${id || 'all'}`),
+    path((key) => ['lib', 'components', 'ActivityLog', 'activitylog', 'logic', key]),
+    actions({
         setPage: (page: number) => ({ page }),
-    },
-    loaders: ({ values, props }) => ({
+    }),
+    loaders(({ values, props }) => ({
         activity: [
             { results: [], total_count: 0 } as ActivityLogPaginatedResponse<ActivityLogItem>,
             {
                 fetchActivity: async () => await api.activity.list(props, values.page),
             },
         ],
-    }),
-    reducers: () => ({
+    })),
+    reducers(() => ({
         page: [
             1,
             {
                 setPage: (_, { page }) => page,
             },
         ],
-    }),
-    selectors: ({ actions }) => ({
+    })),
+    selectors(({ actions }) => ({
         pagination: [
             (s) => [s.page, s.totalCount],
             (page, totalCount): PaginationManual => {
@@ -100,14 +101,14 @@ export const activityLogLogic = kea<activityLogLogicType>({
                 return activity.total_count ?? null
             },
         ],
-    }),
-    listeners: ({ actions }) => ({
+    })),
+    listeners(({ actions }) => ({
         setPage: async (_, breakpoint) => {
             await breakpoint()
             actions.fetchActivity()
         },
-    }),
-    urlToAction: ({ values, actions, props }) => {
+    })),
+    urlToAction(({ values, actions, props }) => {
         const onPageChange = (
             searchParams: Record<string, any>,
             hashParams: Record<string, any>,
@@ -153,10 +154,10 @@ export const activityLogLogic = kea<activityLogLogicType>({
             [urls.appHistory(':pluginConfigId')]: (_, searchParams, hashParams) =>
                 onPageChange(searchParams, hashParams, ActivityScope.PLUGIN, true),
         }
-    },
-    events: ({ actions }) => ({
+    }),
+    events(({ actions }) => ({
         afterMount: () => {
             actions.fetchActivity()
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/lib/components/AddToDashboard/addToDashboardModalLogic.ts b/frontend/src/lib/components/AddToDashboard/addToDashboardModalLogic.ts
index 014f6cb8c8cae..c6e363e9fa415 100644
--- a/frontend/src/lib/components/AddToDashboard/addToDashboardModalLogic.ts
+++ b/frontend/src/lib/components/AddToDashboard/addToDashboardModalLogic.ts
@@ -1,4 +1,4 @@
-import { kea } from 'kea'
+import { kea, props, key, path, connect, actions, reducers, selectors, listeners } from 'kea'
 import { dashboardsModel } from '~/models/dashboardsModel'
 import { eventUsageLogic } from 'lib/utils/eventUsageLogic'
 import { newDashboardLogic } from 'scenes/dashboard/newDashboardLogic'
@@ -17,19 +17,19 @@ export interface AddToDashboardModalLogicProps {
 }
 
 // Helping kea-typegen navigate the exported default class for Fuse
-// eslint-disable-next-line @typescript-eslint/no-empty-interface
+
 export interface Fuse extends FuseClass<any> {}
 
-export const addToDashboardModalLogic = kea<addToDashboardModalLogicType>({
-    path: ['lib', 'components', 'AddToDashboard', 'saveToDashboardModalLogic'],
-    props: {} as AddToDashboardModalLogicProps,
-    key: ({ insight }) => {
+export const addToDashboardModalLogic = kea<addToDashboardModalLogicType>([
+    props({} as AddToDashboardModalLogicProps),
+    key(({ insight }) => {
         if (!insight.short_id) {
             throw Error('must provide an insight with a short id')
         }
         return insight.short_id
-    },
-    connect: (props: AddToDashboardModalLogicProps) => ({
+    }),
+    path(['lib', 'components', 'AddToDashboard', 'saveToDashboardModalLogic']),
+    connect((props: AddToDashboardModalLogicProps) => ({
         actions: [
             insightLogic({ dashboardItemId: props.insight.short_id, cachedInsight: props.insight }),
             ['updateInsight', 'updateInsightSuccess', 'updateInsightFailure'],
@@ -38,8 +38,8 @@ export const addToDashboardModalLogic = kea<addToDashboardModalLogicType>({
             newDashboardLogic,
             ['showNewDashboardModal'],
         ],
-    }),
-    actions: {
+    })),
+    actions({
         addNewDashboard: true,
         setDashboardId: (id: number) => ({ id }),
         setSearchQuery: (query: string) => ({ query }),
@@ -47,9 +47,8 @@ export const addToDashboardModalLogic = kea<addToDashboardModalLogicType>({
         setScrollIndex: (index: number) => ({ index }),
         addToDashboard: (insight: Partial<InsightModel>, dashboardId: number) => ({ insight, dashboardId }),
         removeFromDashboard: (insight: Partial<InsightModel>, dashboardId: number) => ({ insight, dashboardId }),
-    },
-
-    reducers: {
+    }),
+    reducers({
         _dashboardId: [null as null | number, { setDashboardId: (_, { id }) => id }],
         searchQuery: ['', { setSearchQuery: (_, { query }) => query }],
         scrollIndex: [-1 as number, { setScrollIndex: (_, { index }) => index }],
@@ -62,9 +61,8 @@ export const addToDashboardModalLogic = kea<addToDashboardModalLogicType>({
                 updateInsightFailure: () => null,
             },
         ],
-    },
-
-    selectors: {
+    }),
+    selectors({
         dashboardId: [
             (s) => [
                 s._dashboardId,
@@ -108,9 +106,8 @@ export const addToDashboardModalLogic = kea<addToDashboardModalLogicType>({
                 ...availableDashboards,
             ],
         ],
-    },
-
-    listeners: ({ actions, values, props }) => ({
+    }),
+    listeners(({ actions, values, props }) => ({
         setDashboardId: ({ id }) => {
             dashboardsModel.actions.setLastDashboardId(id)
         },
@@ -153,5 +150,5 @@ export const addToDashboardModalLogic = kea<addToDashboardModalLogicType>({
                 }
             )
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/lib/components/ChartFilter/chartFilterLogic.ts b/frontend/src/lib/components/ChartFilter/chartFilterLogic.ts
index a94e57dcc76cd..67a756a544362 100644
--- a/frontend/src/lib/components/ChartFilter/chartFilterLogic.ts
+++ b/frontend/src/lib/components/ChartFilter/chartFilterLogic.ts
@@ -1,27 +1,24 @@
-import { kea } from 'kea'
+import { kea, props, key, path, connect, actions, selectors, listeners } from 'kea'
 import type { chartFilterLogicType } from './chartFilterLogicType'
 import { ChartDisplayType, InsightLogicProps } from '~/types'
 import { keyForInsightLogicProps } from 'scenes/insights/sharedUtils'
 import { insightVizDataLogic } from 'scenes/insights/insightVizDataLogic'
 
-export const chartFilterLogic = kea<chartFilterLogicType>({
-    props: {} as InsightLogicProps,
-    key: keyForInsightLogicProps('new'),
-    path: (key) => ['lib', 'components', 'ChartFilter', 'chartFilterLogic', key],
-    connect: (props: InsightLogicProps) => ({
+export const chartFilterLogic = kea<chartFilterLogicType>([
+    props({} as InsightLogicProps),
+    key(keyForInsightLogicProps('new')),
+    path((key) => ['lib', 'components', 'ChartFilter', 'chartFilterLogic', key]),
+    connect((props: InsightLogicProps) => ({
         actions: [insightVizDataLogic(props), ['updateInsightFilter', 'updateBreakdown']],
         values: [insightVizDataLogic(props), ['isTrends', 'isStickiness', 'display', 'series']],
-    }),
-
-    actions: () => ({
+    })),
+    actions(() => ({
         setChartFilter: (chartFilter: ChartDisplayType) => ({ chartFilter }),
-    }),
-
-    selectors: {
+    })),
+    selectors({
         chartFilter: [(s) => [s.display], (display): ChartDisplayType | null | undefined => display],
-    },
-
-    listeners: ({ actions, values }) => ({
+    }),
+    listeners(({ actions, values }) => ({
         setChartFilter: ({ chartFilter }) => {
             const { isTrends, isStickiness, display, series } = values
             const newDisplay = chartFilter as ChartDisplayType
@@ -42,5 +39,5 @@ export const chartFilterLogic = kea<chartFilterLogicType>({
                 }
             }
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/lib/components/CommandPalette/commandPaletteLogic.tsx b/frontend/src/lib/components/CommandPalette/commandPaletteLogic.tsx
index f96e27254dcd0..a29dca16342ae 100644
--- a/frontend/src/lib/components/CommandPalette/commandPaletteLogic.tsx
+++ b/frontend/src/lib/components/CommandPalette/commandPaletteLogic.tsx
@@ -1,4 +1,4 @@
-import { kea } from 'kea'
+import { kea, path, connect, actions, reducers, selectors, listeners, events } from 'kea'
 import { router } from 'kea-router'
 import type { commandPaletteLogicType } from './commandPaletteLogicType'
 import Fuse from 'fuse.js'
@@ -112,14 +112,14 @@ function resolveCommand(source: Command | CommandFlow, argument?: string, prefix
     return resultsWithCommand
 }
 
-export const commandPaletteLogic = kea<commandPaletteLogicType>({
-    path: ['lib', 'components', 'CommandPalette', 'commandPaletteLogic'],
-    connect: {
+export const commandPaletteLogic = kea<commandPaletteLogicType>([
+    path(['lib', 'components', 'CommandPalette', 'commandPaletteLogic']),
+    connect({
         actions: [personalAPIKeysLogic, ['createKey'], router, ['push']],
         values: [teamLogic, ['currentTeam'], userLogic, ['user']],
         logic: [preflightLogic],
-    },
-    actions: {
+    }),
+    actions({
         hidePalette: true,
         showPalette: true,
         togglePalette: true,
@@ -135,8 +135,8 @@ export const commandPaletteLogic = kea<commandPaletteLogicType>({
         deregisterCommand: (commandKey: string) => ({ commandKey }),
         setCustomCommand: (commandKey: string) => ({ commandKey }),
         deregisterScope: (scope: string) => ({ scope }),
-    },
-    reducers: {
+    }),
+    reducers({
         isPaletteShown: [
             false,
             {
@@ -196,67 +196,8 @@ export const commandPaletteLogic = kea<commandPaletteLogicType>({
                 },
             },
         ],
-    },
-
-    listeners: ({ actions, values }) => ({
-        showPalette: () => {
-            posthog.capture('palette shown', { isMobile: isMobile() })
-        },
-        togglePalette: () => {
-            if (values.isPaletteShown) {
-                posthog.capture('palette shown', { isMobile: isMobile() })
-            }
-        },
-        executeResult: ({ result }: { result: CommandResult }) => {
-            if (result.executor === true) {
-                actions.activateFlow(null)
-                actions.hidePalette()
-            } else {
-                const possibleFlow = result.executor?.() || null
-                actions.activateFlow(possibleFlow)
-                if (!possibleFlow) {
-                    actions.hidePalette()
-                }
-            }
-            // Capture command execution, without useless data
-            const { icon, index, ...cleanedResult }: Record<string, any> = result
-            const { resolver, ...cleanedCommand } = cleanedResult.source
-            cleanedResult.source = cleanedCommand
-            cleanedResult.isMobile = isMobile()
-            posthog.capture('palette command executed', cleanedResult)
-        },
-        deregisterScope: ({ scope }) => {
-            for (const command of Object.values(values.commandRegistrations)) {
-                if (command.scope === scope) {
-                    actions.deregisterCommand(command.key)
-                }
-            }
-        },
-        setInput: async ({ input }, breakpoint) => {
-            await breakpoint(300)
-            if (input.length > 8) {
-                const response = await api.persons.list({ search: input })
-                const person = response.results[0]
-                if (person) {
-                    actions.registerCommand({
-                        key: `person-${person.distinct_ids[0]}`,
-                        resolver: [
-                            {
-                                icon: IconPersonFilled,
-                                display: `View person ${input}`,
-                                executor: () => {
-                                    const { push } = router.actions
-                                    push(urls.personByDistinctId(person.distinct_ids[0]))
-                                },
-                            },
-                        ],
-                        scope: GLOBAL_COMMAND_SCOPE,
-                    })
-                }
-            }
-        },
     }),
-    selectors: {
+    selectors({
         isSqueak: [
             (selectors) => [selectors.input],
             (input: string) => {
@@ -390,9 +331,66 @@ export const commandPaletteLogic = kea<commandPaletteLogicType>({
                 return resultsGroupedInOrder
             },
         ],
-    },
-
-    events: ({ actions, values }) => ({
+    }),
+    listeners(({ actions, values }) => ({
+        showPalette: () => {
+            posthog.capture('palette shown', { isMobile: isMobile() })
+        },
+        togglePalette: () => {
+            if (values.isPaletteShown) {
+                posthog.capture('palette shown', { isMobile: isMobile() })
+            }
+        },
+        executeResult: ({ result }: { result: CommandResult }) => {
+            if (result.executor === true) {
+                actions.activateFlow(null)
+                actions.hidePalette()
+            } else {
+                const possibleFlow = result.executor?.() || null
+                actions.activateFlow(possibleFlow)
+                if (!possibleFlow) {
+                    actions.hidePalette()
+                }
+            }
+            // Capture command execution, without useless data
+            const { icon, index, ...cleanedResult }: Record<string, any> = result
+            const { resolver, ...cleanedCommand } = cleanedResult.source
+            cleanedResult.source = cleanedCommand
+            cleanedResult.isMobile = isMobile()
+            posthog.capture('palette command executed', cleanedResult)
+        },
+        deregisterScope: ({ scope }) => {
+            for (const command of Object.values(values.commandRegistrations)) {
+                if (command.scope === scope) {
+                    actions.deregisterCommand(command.key)
+                }
+            }
+        },
+        setInput: async ({ input }, breakpoint) => {
+            await breakpoint(300)
+            if (input.length > 8) {
+                const response = await api.persons.list({ search: input })
+                const person = response.results[0]
+                if (person) {
+                    actions.registerCommand({
+                        key: `person-${person.distinct_ids[0]}`,
+                        resolver: [
+                            {
+                                icon: IconPersonFilled,
+                                display: `View person ${input}`,
+                                executor: () => {
+                                    const { push } = router.actions
+                                    push(urls.personByDistinctId(person.distinct_ids[0]))
+                                },
+                            },
+                        ],
+                        scope: GLOBAL_COMMAND_SCOPE,
+                    })
+                }
+            }
+        },
+    })),
+    events(({ actions, values }) => ({
         afterMount: () => {
             const { push } = actions
 
@@ -761,5 +759,5 @@ export const commandPaletteLogic = kea<commandPaletteLogicType>({
             actions.deregisterCommand('share-feedback')
             actions.deregisterCommand('debug-copy-session-recording-url')
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/lib/components/CompareFilter/compareFilterLogic.ts b/frontend/src/lib/components/CompareFilter/compareFilterLogic.ts
index c3e2d1b65dcbe..899d545987442 100644
--- a/frontend/src/lib/components/CompareFilter/compareFilterLogic.ts
+++ b/frontend/src/lib/components/CompareFilter/compareFilterLogic.ts
@@ -1,15 +1,15 @@
-import { kea } from 'kea'
+import { kea, props, key, path, connect, actions, selectors, listeners } from 'kea'
 import { ChartDisplayType, InsightLogicProps } from '~/types'
 import type { compareFilterLogicType } from './compareFilterLogicType'
 import { keyForInsightLogicProps } from 'scenes/insights/sharedUtils'
 import { insightLogic } from 'scenes/insights/insightLogic'
 import { insightVizDataLogic } from 'scenes/insights/insightVizDataLogic'
 
-export const compareFilterLogic = kea<compareFilterLogicType>({
-    props: {} as InsightLogicProps,
-    key: keyForInsightLogicProps('new'),
-    path: (key) => ['lib', 'components', 'CompareFilter', 'compareFilterLogic', key],
-    connect: (props: InsightLogicProps) => ({
+export const compareFilterLogic = kea<compareFilterLogicType>([
+    props({} as InsightLogicProps),
+    key(keyForInsightLogicProps('new')),
+    path((key) => ['lib', 'components', 'CompareFilter', 'compareFilterLogic', key]),
+    connect((props: InsightLogicProps) => ({
         values: [
             insightLogic(props),
             ['canEditInsight'],
@@ -17,14 +17,12 @@ export const compareFilterLogic = kea<compareFilterLogicType>({
             ['compare', 'display', 'insightFilter', 'isLifecycle', 'dateRange'],
         ],
         actions: [insightVizDataLogic(props), ['updateInsightFilter']],
-    }),
-
-    actions: () => ({
+    })),
+    actions(() => ({
         setCompare: (compare: boolean) => ({ compare }),
         toggleCompare: true,
-    }),
-
-    selectors: {
+    })),
+    selectors({
         disabled: [
             (s) => [s.canEditInsight, s.isLifecycle, s.display, s.dateRange],
             (canEditInsight, isLifecycle, display, dateRange) =>
@@ -33,14 +31,13 @@ export const compareFilterLogic = kea<compareFilterLogicType>({
                 display === ChartDisplayType.WorldMap ||
                 dateRange?.date_from === 'all',
         ],
-    },
-
-    listeners: ({ values, actions }) => ({
+    }),
+    listeners(({ values, actions }) => ({
         setCompare: ({ compare }) => {
             actions.updateInsightFilter({ compare })
         },
         toggleCompare: () => {
             actions.setCompare(!values.compare)
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/lib/components/DefinitionPopover/definitionPopoverLogic.ts b/frontend/src/lib/components/DefinitionPopover/definitionPopoverLogic.ts
index 89f78c9702f4a..931d1b00114d6 100644
--- a/frontend/src/lib/components/DefinitionPopover/definitionPopoverLogic.ts
+++ b/frontend/src/lib/components/DefinitionPopover/definitionPopoverLogic.ts
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, props, path, connect, actions, reducers, selectors, listeners, events } from 'kea'
 import type { definitionPopoverLogicType } from './definitionPopoverLogicType'
 import { TaxonomicDefinitionTypes, TaxonomicFilterGroupType } from 'lib/components/TaxonomicFilter/types'
 import { capitalizeFirstLetter } from 'lib/utils'
@@ -33,35 +34,20 @@ export interface DefinitionPopoverLogicProps {
     openDetailInNewTab?: boolean
 }
 
-export const definitionPopoverLogic = kea<definitionPopoverLogicType>({
-    props: {} as DefinitionPopoverLogicProps,
-    connect: {
+export const definitionPopoverLogic = kea<definitionPopoverLogicType>([
+    props({} as DefinitionPopoverLogicProps),
+    path(['lib', 'components', 'DefinitionPanel', 'definitionPopoverLogic']),
+    connect({
         values: [userLogic, ['hasAvailableFeature']],
-    },
-    path: ['lib', 'components', 'DefinitionPanel', 'definitionPopoverLogic'],
-    actions: {
+    }),
+    actions({
         setDefinition: (item: Partial<TaxonomicDefinitionTypes>) => ({ item }),
         setLocalDefinition: (item: Partial<TaxonomicDefinitionTypes>) => ({ item }),
         setPopoverState: (state: DefinitionPopoverState) => ({ state }),
         handleCancel: true,
         recordHoverActivity: true,
-    },
-    reducers: {
-        state: [
-            DefinitionPopoverState.View as DefinitionPopoverState,
-            {
-                setPopoverState: (_, { state }) => state,
-            },
-        ],
-        localDefinition: [
-            {} as Partial<TaxonomicDefinitionTypes>,
-            {
-                setDefinition: (_, { item }) => item,
-                setLocalDefinition: (state, { item }) => ({ ...state, ...item } as Partial<TaxonomicDefinitionTypes>),
-            },
-        ],
-    },
-    loaders: ({ values, props, cache }) => ({
+    }),
+    loaders(({ values, props, cache }) => ({
         definition: [
             {} as Partial<TaxonomicDefinitionTypes>,
             {
@@ -121,8 +107,23 @@ export const definitionPopoverLogic = kea<definitionPopoverLogicType>({
                 },
             },
         ],
+    })),
+    reducers({
+        state: [
+            DefinitionPopoverState.View as DefinitionPopoverState,
+            {
+                setPopoverState: (_, { state }) => state,
+            },
+        ],
+        localDefinition: [
+            {} as Partial<TaxonomicDefinitionTypes>,
+            {
+                setDefinition: (_, { item }) => item,
+                setLocalDefinition: (state, { item }) => ({ ...state, ...item } as Partial<TaxonomicDefinitionTypes>),
+            },
+        ],
     }),
-    selectors: {
+    selectors({
         type: [() => [(_, props) => props.type], (type) => type],
         hideView: [() => [(_, props) => props.hideView], (hideView) => hideView ?? false],
         hideEdit: [() => [(_, props) => props.hideEdit], (hideEdit) => hideEdit ?? false],
@@ -198,8 +199,8 @@ export const definitionPopoverLogic = kea<definitionPopoverLogicType>({
                 return undefined
             },
         ],
-    },
-    listeners: ({ actions, selectors, values, props, cache }) => ({
+    }),
+    listeners(({ actions, selectors, values, props, cache }) => ({
         setDefinition: (_, __, ___, previousState) => {
             // Reset definition popover to view mode if context is switched
             if (
@@ -247,10 +248,10 @@ export const definitionPopoverLogic = kea<definitionPopoverLogicType>({
             await breakpoint(IS_TEST_MODE ? 1 : 1000) // Tests will wait for all breakpoints to finish
             eventUsageLogic.findMounted()?.actions?.reportDataManagementDefinitionHovered(values.type)
         },
-    }),
-    events: ({ actions }) => ({
+    })),
+    events(({ actions }) => ({
         afterMount: () => {
             actions.recordHoverActivity()
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/lib/components/HelpButton/HelpButton.tsx b/frontend/src/lib/components/HelpButton/HelpButton.tsx
index c9d55ae9e5c81..c831d51f21f09 100644
--- a/frontend/src/lib/components/HelpButton/HelpButton.tsx
+++ b/frontend/src/lib/components/HelpButton/HelpButton.tsx
@@ -1,5 +1,5 @@
 import './HelpButton.scss'
-import { kea, useActions, useValues } from 'kea'
+import { kea, useActions, useValues, props, key, path, connect, actions, reducers, listeners } from 'kea'
 import { eventUsageLogic } from 'lib/utils/eventUsageLogic'
 import { HelpType } from '~/types'
 import type { helpButtonLogicType } from './HelpButtonType'
@@ -27,21 +27,23 @@ import { preflightLogic } from 'scenes/PreflightCheck/preflightLogic'
 
 const HELP_UTM_TAGS = '?utm_medium=in-product&utm_campaign=help-button-top'
 
-export const helpButtonLogic = kea<helpButtonLogicType>({
-    props: {} as {
-        key?: string
-    },
-    key: (props: { key?: string }) => props.key || 'global',
-    path: (key) => ['lib', 'components', 'HelpButton', key],
-    connect: {
+export const helpButtonLogic = kea<helpButtonLogicType>([
+    props(
+        {} as {
+            key?: string
+        }
+    ),
+    key((props: { key?: string }) => props.key || 'global'),
+    path((key) => ['lib', 'components', 'HelpButton', key]),
+    connect({
         actions: [eventUsageLogic, ['reportHelpButtonViewed']],
-    },
-    actions: {
+    }),
+    actions({
         toggleHelp: true,
         showHelp: true,
         hideHelp: true,
-    },
-    reducers: {
+    }),
+    reducers({
         isHelpVisible: [
             false,
             {
@@ -50,8 +52,8 @@ export const helpButtonLogic = kea<helpButtonLogicType>({
                 hideHelp: () => false,
             },
         ],
-    },
-    listeners: ({ actions, values }) => ({
+    }),
+    listeners(({ actions, values }) => ({
         showHelp: () => {
             actions.reportHelpButtonViewed()
         },
@@ -60,8 +62,8 @@ export const helpButtonLogic = kea<helpButtonLogicType>({
                 actions.reportHelpButtonViewed()
             }
         },
-    }),
-})
+    })),
+])
 
 export interface HelpButtonProps {
     placement?: Placement
diff --git a/frontend/src/lib/components/IntervalFilter/intervalFilterLogic.ts b/frontend/src/lib/components/IntervalFilter/intervalFilterLogic.ts
index a2ee9404353d3..d2136d8d8a682 100644
--- a/frontend/src/lib/components/IntervalFilter/intervalFilterLogic.ts
+++ b/frontend/src/lib/components/IntervalFilter/intervalFilterLogic.ts
@@ -1,4 +1,4 @@
-import { kea } from 'kea'
+import { kea, props, key, path, connect, actions, reducers, listeners } from 'kea'
 import { objectsEqual, dateMapping } from 'lib/utils'
 import type { intervalFilterLogicType } from './intervalFilterLogicType'
 import { IntervalKeyType, Intervals, intervals } from 'lib/components/IntervalFilter/intervals'
@@ -10,27 +10,27 @@ import { lemonToast } from 'lib/lemon-ui/lemonToast'
 import { BASE_MATH_DEFINITIONS } from 'scenes/trends/mathsLogic'
 import { insightVizDataLogic } from 'scenes/insights/insightVizDataLogic'
 
-export const intervalFilterLogic = kea<intervalFilterLogicType>({
-    props: {} as InsightLogicProps,
-    key: keyForInsightLogicProps('new'),
-    path: (key) => ['lib', 'components', 'IntervalFilter', 'intervalFilterLogic', key],
-    connect: (props: InsightLogicProps) => ({
+export const intervalFilterLogic = kea<intervalFilterLogicType>([
+    props({} as InsightLogicProps),
+    key(keyForInsightLogicProps('new')),
+    path((key) => ['lib', 'components', 'IntervalFilter', 'intervalFilterLogic', key]),
+    connect((props: InsightLogicProps) => ({
         actions: [insightVizDataLogic(props), ['updateQuerySource']],
         values: [insightVizDataLogic(props), ['interval', 'querySource']],
-    }),
-    actions: () => ({
+    })),
+    actions(() => ({
         setInterval: (interval: IntervalKeyType) => ({ interval }),
         setEnabledIntervals: (enabledIntervals: Intervals) => ({ enabledIntervals }),
-    }),
-    reducers: () => ({
+    })),
+    reducers(() => ({
         enabledIntervals: [
             { ...intervals } as Intervals,
             {
                 setEnabledIntervals: (_, { enabledIntervals }) => enabledIntervals,
             },
         ],
-    }),
-    listeners: ({ values, actions, selectors }) => ({
+    })),
+    listeners(({ values, actions, selectors }) => ({
         setInterval: ({ interval }) => {
             if (values.interval !== interval) {
                 actions.updateQuerySource({ interval } as Partial<InsightQueryNode>)
@@ -140,5 +140,5 @@ export const intervalFilterLogic = kea<intervalFilterLogicType>({
             }
             actions.updateQuerySource({ interval } as Partial<InsightQueryNode>)
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/lib/components/PersonalAPIKeys/personalAPIKeysLogic.ts b/frontend/src/lib/components/PersonalAPIKeys/personalAPIKeysLogic.ts
index 94e852aea865d..ec44ba725b377 100644
--- a/frontend/src/lib/components/PersonalAPIKeys/personalAPIKeysLogic.ts
+++ b/frontend/src/lib/components/PersonalAPIKeys/personalAPIKeysLogic.ts
@@ -1,13 +1,14 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, path, listeners, events } from 'kea'
 import api from 'lib/api'
 import { PersonalAPIKeyType } from '~/types'
 import type { personalAPIKeysLogicType } from './personalAPIKeysLogicType'
 import { copyToClipboard } from 'lib/utils'
 import { lemonToast } from 'lib/lemon-ui/lemonToast'
 
-export const personalAPIKeysLogic = kea<personalAPIKeysLogicType>({
-    path: ['lib', 'components', 'PersonalAPIKeys', 'personalAPIKeysLogic'],
-    loaders: ({ values }) => ({
+export const personalAPIKeysLogic = kea<personalAPIKeysLogicType>([
+    path(['lib', 'components', 'PersonalAPIKeys', 'personalAPIKeysLogic']),
+    loaders(({ values }) => ({
         keys: [
             [] as PersonalAPIKeyType[],
             {
@@ -27,17 +28,16 @@ export const personalAPIKeysLogic = kea<personalAPIKeysLogicType>({
                 },
             },
         ],
-    }),
-    listeners: () => ({
+    })),
+    listeners(() => ({
         createKeySuccess: async ({ keys }: { keys: PersonalAPIKeyType[] }) => {
             keys[0]?.value && (await copyToClipboard(keys[0].value, 'personal API key value'))
         },
         deleteKeySuccess: () => {
             lemonToast.success(`Personal API key deleted`)
         },
-    }),
-
-    events: ({ actions }) => ({
+    })),
+    events(({ actions }) => ({
         afterMount: [actions.loadKeys],
-    }),
-})
+    })),
+])
diff --git a/frontend/src/lib/components/PropertyFilters/components/taxonomicPropertyFilterLogic.ts b/frontend/src/lib/components/PropertyFilters/components/taxonomicPropertyFilterLogic.ts
index 3820a5824c895..7933cc25fef43 100644
--- a/frontend/src/lib/components/PropertyFilters/components/taxonomicPropertyFilterLogic.ts
+++ b/frontend/src/lib/components/PropertyFilters/components/taxonomicPropertyFilterLogic.ts
@@ -1,4 +1,4 @@
-import { kea } from 'kea'
+import { kea, props, key, path, connect, actions, reducers, selectors, listeners } from 'kea'
 import { TaxonomicPropertyFilterLogicProps } from 'lib/components/PropertyFilters/types'
 import {
     AnyPropertyFilter,
@@ -23,12 +23,11 @@ import {
 import { taxonomicFilterLogic } from 'lib/components/TaxonomicFilter/taxonomicFilterLogic'
 import { propertyDefinitionsModel } from '~/models/propertyDefinitionsModel'
 
-export const taxonomicPropertyFilterLogic = kea<taxonomicPropertyFilterLogicType>({
-    path: (key) => ['lib', 'components', 'PropertyFilters', 'components', 'taxonomicPropertyFilterLogic', key],
-    props: {} as TaxonomicPropertyFilterLogicProps,
-    key: (props) => `${props.pageKey}-${props.filterIndex}`,
-
-    connect: (props: TaxonomicPropertyFilterLogicProps) => ({
+export const taxonomicPropertyFilterLogic = kea<taxonomicPropertyFilterLogicType>([
+    props({} as TaxonomicPropertyFilterLogicProps),
+    key((props) => `${props.pageKey}-${props.filterIndex}`),
+    path((key) => ['lib', 'components', 'PropertyFilters', 'components', 'taxonomicPropertyFilterLogic', key]),
+    connect((props: TaxonomicPropertyFilterLogicProps) => ({
         values: [
             props.propertyFilterLogic,
             ['filters'],
@@ -42,18 +41,16 @@ export const taxonomicPropertyFilterLogic = kea<taxonomicPropertyFilterLogicType
             propertyDefinitionsModel,
             ['describeProperty'],
         ],
-    }),
-
-    actions: {
+    })),
+    actions({
         selectItem: (taxonomicGroup: TaxonomicFilterGroup, propertyKey?: TaxonomicFilterValue) => ({
             taxonomicGroup,
             propertyKey,
         }),
         openDropdown: true,
         closeDropdown: true,
-    },
-
-    reducers: {
+    }),
+    reducers({
         dropdownOpen: [
             false,
             {
@@ -61,9 +58,8 @@ export const taxonomicPropertyFilterLogic = kea<taxonomicPropertyFilterLogicType
                 closeDropdown: () => false,
             },
         ],
-    },
-
-    selectors: {
+    }),
+    selectors({
         filter: [
             (s, p) => [s.filters, p.filterIndex],
             (filters, filterIndex): AnyPropertyFilter | null =>
@@ -82,9 +78,8 @@ export const taxonomicPropertyFilterLogic = kea<taxonomicPropertyFilterLogicType
                 }
             },
         ],
-    },
-
-    listeners: ({ actions, values, props }) => ({
+    }),
+    listeners(({ actions, values, props }) => ({
         selectItem: ({ taxonomicGroup, propertyKey }) => {
             const propertyType = taxonomicFilterTypeToPropertyFilterType(taxonomicGroup.type)
             if (propertyKey && propertyType) {
@@ -134,5 +129,5 @@ export const taxonomicPropertyFilterLogic = kea<taxonomicPropertyFilterLogicType
                 actions.closeDropdown()
             }
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/lib/components/TaxonomicFilter/infiniteListLogic.ts b/frontend/src/lib/components/TaxonomicFilter/infiniteListLogic.ts
index a790d2da861b4..dce040968e50d 100644
--- a/frontend/src/lib/components/TaxonomicFilter/infiniteListLogic.ts
+++ b/frontend/src/lib/components/TaxonomicFilter/infiniteListLogic.ts
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, props, key, path, connect, actions, reducers, selectors, listeners, events } from 'kea'
 import { combineUrl } from 'kea-router'
 import api from 'lib/api'
 import { RenderedRows } from 'react-virtualized/dist/es/List'
@@ -65,13 +66,11 @@ async function fetchCachedListResponse(path: string, searchParams: Record<string
     return response
 }
 
-export const infiniteListLogic = kea<infiniteListLogicType>({
-    path: (key) => ['lib', 'components', 'TaxonomicFilter', 'infiniteListLogic', key],
-    props: {} as InfiniteListLogicProps,
-
-    key: (props) => `${props.taxonomicFilterLogicKey}-${props.listGroupType}`,
-
-    connect: (props: InfiniteListLogicProps) => ({
+export const infiniteListLogic = kea<infiniteListLogicType>([
+    props({} as InfiniteListLogicProps),
+    key((props) => `${props.taxonomicFilterLogicKey}-${props.listGroupType}`),
+    path((key) => ['lib', 'components', 'TaxonomicFilter', 'infiniteListLogic', key]),
+    connect((props: InfiniteListLogicProps) => ({
         values: [
             taxonomicFilterLogic(props),
             ['searchQuery', 'value', 'groupType', 'taxonomicGroups'],
@@ -79,9 +78,8 @@ export const infiniteListLogic = kea<infiniteListLogicType>({
             ['featureFlags'],
         ],
         actions: [taxonomicFilterLogic(props), ['setSearchQuery', 'selectItem', 'infiniteListResultsReceived']],
-    }),
-
-    actions: {
+    })),
+    actions({
         selectSelected: true,
         moveUp: true,
         moveDown: true,
@@ -92,29 +90,8 @@ export const infiniteListLogic = kea<infiniteListLogicType>({
         updateRemoteItem: (item: TaxonomicDefinitionTypes) => ({ item }),
         expand: true,
         abortAnyRunningQuery: true,
-    },
-
-    reducers: ({ props }) => ({
-        index: [
-            (props.selectFirstItem === false ? NO_ITEM_SELECTED : 0) as number,
-            {
-                setIndex: (_, { index }) => index,
-                loadRemoteItemsSuccess: (state, { remoteItems }) => (remoteItems.queryChanged ? 0 : state),
-            },
-        ],
-        showPopover: [props.popoverEnabled !== false, {}],
-        limit: [
-            100,
-            {
-                setLimit: (_, { limit }) => limit,
-            },
-        ],
-        startIndex: [0, { onRowsRendered: (_, { rowInfo: { startIndex } }) => startIndex }],
-        stopIndex: [0, { onRowsRendered: (_, { rowInfo: { stopIndex } }) => stopIndex }],
-        isExpanded: [false, { expand: () => true }],
     }),
-
-    loaders: ({ actions, values, cache }) => ({
+    loaders(({ actions, values, cache }) => ({
         remoteItems: [
             createEmptyListStorage('', true),
             {
@@ -208,61 +185,27 @@ export const infiniteListLogic = kea<infiniteListLogicType>({
                 },
             },
         ],
-    }),
-
-    listeners: ({ values, actions, props, cache }) => ({
-        onRowsRendered: ({ rowInfo: { startIndex, stopIndex, overscanStopIndex } }) => {
-            if (values.hasRemoteDataSource) {
-                let loadFrom: number | null = null
-                for (let i = startIndex; i < (stopIndex + overscanStopIndex) / 2; i++) {
-                    if (!values.results[i]) {
-                        loadFrom = i
-                        break
-                    }
-                }
-                if (loadFrom !== null) {
-                    const offset = (loadFrom || startIndex) - values.localItems.count
-                    actions.loadRemoteItems({ offset, limit: values.limit })
-                }
-            }
-        },
-        setSearchQuery: () => {
-            if (values.hasRemoteDataSource) {
-                actions.loadRemoteItems({ offset: 0, limit: values.limit })
-            } else {
-                actions.setIndex(0)
-            }
-        },
-        moveUp: () => {
-            const { index, totalListCount } = values
-            actions.setIndex((index - 1 + totalListCount) % totalListCount)
-        },
-        moveDown: () => {
-            const { index, totalListCount } = values
-            actions.setIndex((index + 1) % totalListCount)
-        },
-        selectSelected: () => {
-            if (values.isExpandableButtonSelected) {
-                actions.expand()
-            } else {
-                actions.selectItem(values.group, values.selectedItemValue, values.selectedItem)
-            }
-        },
-        loadRemoteItemsSuccess: ({ remoteItems }) => {
-            actions.infiniteListResultsReceived(props.listGroupType, remoteItems)
-        },
-        expand: () => {
-            actions.loadRemoteItems({ offset: values.index, limit: values.limit })
-        },
-        abortAnyRunningQuery: () => {
-            if (cache.abortController) {
-                cache.abortController.abort()
-            }
-            cache.abortController = new AbortController()
-        },
-    }),
-
-    selectors: {
+    })),
+    reducers(({ props }) => ({
+        index: [
+            (props.selectFirstItem === false ? NO_ITEM_SELECTED : 0) as number,
+            {
+                setIndex: (_, { index }) => index,
+                loadRemoteItemsSuccess: (state, { remoteItems }) => (remoteItems.queryChanged ? 0 : state),
+            },
+        ],
+        showPopover: [props.popoverEnabled !== false, {}],
+        limit: [
+            100,
+            {
+                setLimit: (_, { limit }) => limit,
+            },
+        ],
+        startIndex: [0, { onRowsRendered: (_, { rowInfo: { startIndex } }) => startIndex }],
+        stopIndex: [0, { onRowsRendered: (_, { rowInfo: { stopIndex } }) => stopIndex }],
+        isExpanded: [false, { expand: () => true }],
+    })),
+    selectors({
         listGroupType: [() => [(_, props) => props.listGroupType], (listGroupType) => listGroupType],
         isLoading: [(s) => [s.remoteItemsLoading], (remoteItemsLoading) => remoteItemsLoading],
         group: [
@@ -391,9 +334,59 @@ export const infiniteListLogic = kea<infiniteListLogicType>({
             (s) => [s.index, s.startIndex, s.stopIndex],
             (index, startIndex, stopIndex) => typeof index === 'number' && index >= startIndex && index <= stopIndex,
         ],
-    },
-
-    events: ({ actions, values, props }) => ({
+    }),
+    listeners(({ values, actions, props, cache }) => ({
+        onRowsRendered: ({ rowInfo: { startIndex, stopIndex, overscanStopIndex } }) => {
+            if (values.hasRemoteDataSource) {
+                let loadFrom: number | null = null
+                for (let i = startIndex; i < (stopIndex + overscanStopIndex) / 2; i++) {
+                    if (!values.results[i]) {
+                        loadFrom = i
+                        break
+                    }
+                }
+                if (loadFrom !== null) {
+                    const offset = (loadFrom || startIndex) - values.localItems.count
+                    actions.loadRemoteItems({ offset, limit: values.limit })
+                }
+            }
+        },
+        setSearchQuery: () => {
+            if (values.hasRemoteDataSource) {
+                actions.loadRemoteItems({ offset: 0, limit: values.limit })
+            } else {
+                actions.setIndex(0)
+            }
+        },
+        moveUp: () => {
+            const { index, totalListCount } = values
+            actions.setIndex((index - 1 + totalListCount) % totalListCount)
+        },
+        moveDown: () => {
+            const { index, totalListCount } = values
+            actions.setIndex((index + 1) % totalListCount)
+        },
+        selectSelected: () => {
+            if (values.isExpandableButtonSelected) {
+                actions.expand()
+            } else {
+                actions.selectItem(values.group, values.selectedItemValue, values.selectedItem)
+            }
+        },
+        loadRemoteItemsSuccess: ({ remoteItems }) => {
+            actions.infiniteListResultsReceived(props.listGroupType, remoteItems)
+        },
+        expand: () => {
+            actions.loadRemoteItems({ offset: values.index, limit: values.limit })
+        },
+        abortAnyRunningQuery: () => {
+            if (cache.abortController) {
+                cache.abortController.abort()
+            }
+            cache.abortController = new AbortController()
+        },
+    })),
+    events(({ actions, values, props }) => ({
         afterMount: () => {
             if (values.hasRemoteDataSource) {
                 actions.loadRemoteItems({ offset: 0, limit: values.limit })
@@ -402,5 +395,5 @@ export const infiniteListLogic = kea<infiniteListLogicType>({
                 actions.setIndex(results.findIndex((r) => group?.getValue?.(r) === value))
             }
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/lib/components/TaxonomicFilter/taxonomicFilterLogic.tsx b/frontend/src/lib/components/TaxonomicFilter/taxonomicFilterLogic.tsx
index f15d9b8778d3c..cbb65b827a890 100644
--- a/frontend/src/lib/components/TaxonomicFilter/taxonomicFilterLogic.tsx
+++ b/frontend/src/lib/components/TaxonomicFilter/taxonomicFilterLogic.tsx
@@ -1,4 +1,4 @@
-import { BuiltLogic, kea } from 'kea'
+import { BuiltLogic, kea, props, key, path, connect, actions, reducers, selectors, listeners } from 'kea'
 import type { taxonomicFilterLogicType } from './taxonomicFilterLogicType'
 import {
     ListStorage,
@@ -66,11 +66,11 @@ export const propertyTaxonomicGroupProps = (
     getIcon: getPropertyDefinitionIcon,
 })
 
-export const taxonomicFilterLogic = kea<taxonomicFilterLogicType>({
-    path: ['lib', 'components', 'TaxonomicFilter', 'taxonomicFilterLogic'],
-    props: {} as TaxonomicFilterLogicProps,
-    key: (props) => `${props.taxonomicFilterLogicKey}`,
-    connect: {
+export const taxonomicFilterLogic = kea<taxonomicFilterLogicType>([
+    props({} as TaxonomicFilterLogicProps),
+    key((props) => `${props.taxonomicFilterLogicKey}`),
+    path(['lib', 'components', 'TaxonomicFilter', 'taxonomicFilterLogic']),
+    connect({
         values: [
             teamLogic,
             ['currentTeamId'],
@@ -79,8 +79,8 @@ export const taxonomicFilterLogic = kea<taxonomicFilterLogicType>({
             groupPropertiesModel,
             ['allGroupProperties'],
         ],
-    },
-    actions: () => ({
+    }),
+    actions(() => ({
         moveUp: true,
         moveDown: true,
         selectSelected: (onComplete?: () => void) => ({ onComplete }),
@@ -98,9 +98,8 @@ export const taxonomicFilterLogic = kea<taxonomicFilterLogicType>({
             groupType,
             results,
         }),
-    }),
-
-    reducers: ({ selectors }) => ({
+    })),
+    reducers(({ selectors }) => ({
         searchQuery: [
             '',
             {
@@ -126,11 +125,8 @@ export const taxonomicFilterLogic = kea<taxonomicFilterLogicType>({
                 enableMouseInteractions: () => true,
             },
         ],
-    }),
-
-    // NB, don't change to the async "selectors: (logic) => {}", as this causes a white screen when infiniteListLogic-s
-    // connect to taxonomicFilterLogic to select their initial values. They won't be built yet and will be unknown.
-    selectors: {
+    })),
+    selectors({
         taxonomicFilterLogicKey: [
             (_, p) => [p.taxonomicFilterLogicKey],
             (taxonomicFilterLogicKey) => taxonomicFilterLogicKey,
@@ -546,8 +542,8 @@ export const taxonomicFilterLogic = kea<taxonomicFilterLogicType>({
                     .join('')
             },
         ],
-    },
-    listeners: ({ actions, values, props }) => ({
+    }),
+    listeners(({ actions, values, props }) => ({
         selectItem: ({ group, value, item }) => {
             if (item) {
                 props.onChange?.(group, value, item)
@@ -648,5 +644,5 @@ export const taxonomicFilterLogic = kea<taxonomicFilterLogicType>({
                 updatePropertyDefinitions(newPropertyDefinitions)
             }
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/lib/components/VisibilitySensor/visibilitySensorLogic.tsx b/frontend/src/lib/components/VisibilitySensor/visibilitySensorLogic.tsx
index 6300bdad6ad2c..ce0bdf419953d 100644
--- a/frontend/src/lib/components/VisibilitySensor/visibilitySensorLogic.tsx
+++ b/frontend/src/lib/components/VisibilitySensor/visibilitySensorLogic.tsx
@@ -1,46 +1,32 @@
-import { kea } from 'kea'
+import { windowValues } from 'kea-window-values'
+import { kea, props, key, path, actions, reducers, selectors, listeners } from 'kea'
 
 import type { visibilitySensorLogicType } from './visibilitySensorLogicType'
-export const visibilitySensorLogic = kea<visibilitySensorLogicType>({
-    path: (key) => ['lib', 'components', 'VisibilitySensor', 'visibilitySensorLogic', key],
-    props: {} as {
-        id: string
-        offset?: number
-    },
-
-    key: (props) => props.id || 'undefined',
-
-    actions: () => ({
+export const visibilitySensorLogic = kea<visibilitySensorLogicType>([
+    props(
+        {} as {
+            id: string
+            offset?: number
+        }
+    ),
+    key((props) => props.id || 'undefined'),
+    path((key) => ['lib', 'components', 'VisibilitySensor', 'visibilitySensorLogic', key]),
+    actions(() => ({
         setVisible: (visible: boolean) => ({ visible }),
         scrolling: (element: HTMLElement) => ({ element }),
+    })),
+    windowValues({
+        innerHeight: (window: Window) => window.innerHeight,
     }),
-
-    reducers: () => ({
+    reducers(() => ({
         visible: [
             false,
             {
                 setVisible: (_, { visible }) => visible,
             },
         ],
-    }),
-
-    windowValues: {
-        innerHeight: (window) => window.innerHeight,
-    },
-
-    listeners: ({ actions, values }) => ({
-        scrolling: async ({ element }, breakpoint) => {
-            await breakpoint(500)
-
-            if (values.checkIsVisible(element) && !values.visible) {
-                actions.setVisible(true)
-            } else if (!values.checkIsVisible(element) && values.visible) {
-                actions.setVisible(false)
-            }
-        },
-    }),
-
-    selectors: () => ({
+    })),
+    selectors(() => ({
         checkIsVisible: [
             (selectors) => [selectors.innerHeight, (_, props) => props.offset || 0],
             (windowHeight, offset) => (element: HTMLElement) => {
@@ -55,5 +41,16 @@ export const visibilitySensorLogic = kea<visibilitySensorLogicType>({
                 return top + offset >= 0 && top + offset <= windowHeight
             },
         ],
-    }),
-})
+    })),
+    listeners(({ actions, values }) => ({
+        scrolling: async ({ element }, breakpoint) => {
+            await breakpoint(500)
+
+            if (values.checkIsVisible(element) && !values.visible) {
+                actions.setVisible(true)
+            } else if (!values.checkIsVisible(element) && values.visible) {
+                actions.setVisible(false)
+            }
+        },
+    })),
+])
diff --git a/frontend/src/lib/introductions/groupsAccessLogic.ts b/frontend/src/lib/introductions/groupsAccessLogic.ts
index 703524f3df15a..7e6b45edf201f 100644
--- a/frontend/src/lib/introductions/groupsAccessLogic.ts
+++ b/frontend/src/lib/introductions/groupsAccessLogic.ts
@@ -1,4 +1,4 @@
-import { kea } from 'kea'
+import { kea, path, connect, selectors } from 'kea'
 import { AvailableFeature } from '~/types'
 import { teamLogic } from 'scenes/teamLogic'
 import { preflightLogic } from 'scenes/PreflightCheck/preflightLogic'
@@ -13,12 +13,12 @@ export enum GroupsAccessStatus {
     Hidden,
 }
 
-export const groupsAccessLogic = kea<groupsAccessLogicType>({
-    path: ['lib', 'introductions', 'groupsAccessLogic'],
-    connect: {
+export const groupsAccessLogic = kea<groupsAccessLogicType>([
+    path(['lib', 'introductions', 'groupsAccessLogic']),
+    connect({
         values: [teamLogic, ['currentTeam'], preflightLogic, ['preflight'], userLogic, ['hasAvailableFeature']],
-    },
-    selectors: {
+    }),
+    selectors({
         groupsEnabled: [
             (s) => [s.hasAvailableFeature],
             (hasAvailableFeature) => hasAvailableFeature(AvailableFeature.GROUP_ANALYTICS),
@@ -50,5 +50,5 @@ export const groupsAccessLogic = kea<groupsAccessLogicType>({
             (s) => [s.groupsAccessStatus],
             (groupsAccessStatus) => groupsAccessStatus === GroupsAccessStatus.HasAccess,
         ],
-    },
-})
+    }),
+])
diff --git a/frontend/src/lib/logic/featureFlagLogic.ts b/frontend/src/lib/logic/featureFlagLogic.ts
index 61ef991820447..7b2869d12cc0a 100644
--- a/frontend/src/lib/logic/featureFlagLogic.ts
+++ b/frontend/src/lib/logic/featureFlagLogic.ts
@@ -1,4 +1,4 @@
-import { kea } from 'kea'
+import { kea, path, actions, reducers, events } from 'kea'
 import type { featureFlagLogicType } from './featureFlagLogicType'
 import posthog from 'posthog-js'
 import { getAppContext } from 'lib/utils/getAppContext'
@@ -64,13 +64,12 @@ function spyOnFeatureFlags(featureFlags: FeatureFlagsSet): FeatureFlagsSet {
     }
 }
 
-export const featureFlagLogic = kea<featureFlagLogicType>({
-    path: ['lib', 'logic', 'featureFlagLogic'],
-    actions: {
+export const featureFlagLogic = kea<featureFlagLogicType>([
+    path(['lib', 'logic', 'featureFlagLogic']),
+    actions({
         setFeatureFlags: (flags: string[], variants: Record<string, string | boolean>) => ({ flags, variants }),
-    },
-
-    reducers: {
+    }),
+    reducers({
         featureFlags: [
             getPersistedFeatureFlags(),
             { persist: true },
@@ -84,11 +83,10 @@ export const featureFlagLogic = kea<featureFlagLogicType>({
                 setFeatureFlags: () => true,
             },
         ],
-    },
-
-    events: ({ actions }) => ({
+    }),
+    events(({ actions }) => ({
         afterMount: () => {
             posthog.onFeatureFlags(actions.setFeatureFlags)
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/lib/utils/eventUsageLogic.ts b/frontend/src/lib/utils/eventUsageLogic.ts
index a4f41659fe2d6..95e26683e52e0 100644
--- a/frontend/src/lib/utils/eventUsageLogic.ts
+++ b/frontend/src/lib/utils/eventUsageLogic.ts
@@ -1,4 +1,4 @@
-import { kea } from 'kea'
+import { kea, path, connect, actions, listeners } from 'kea'
 import { isPostHogProp, keyMappingKeys } from 'lib/taxonomy'
 import posthog from 'posthog-js'
 import { userLogic } from 'scenes/userLogic'
@@ -208,12 +208,12 @@ function sanitizeFilterParams(filters: AnyPartialFilterType): Record<string, any
     }
 }
 
-export const eventUsageLogic = kea<eventUsageLogicType>({
-    path: ['lib', 'utils', 'eventUsageLogic'],
-    connect: () => ({
+export const eventUsageLogic = kea<eventUsageLogicType>([
+    path(['lib', 'utils', 'eventUsageLogic']),
+    connect(() => ({
         values: [preflightLogic, ['realm'], userLogic, ['user']],
-    }),
-    actions: {
+    })),
+    actions({
         // persons related
         reportPersonDetailViewed: (person: PersonType) => ({ person }),
         reportPersonsModalViewed: (params: any) => ({
@@ -505,8 +505,8 @@ export const eventUsageLogic = kea<eventUsageLogicType>({
         reportOnboardingProductSelected: (productKey: string) => ({ productKey }),
         reportOnboardingCompleted: (productKey: string) => ({ productKey }),
         reportSubscribedDuringOnboarding: (productKey: string) => ({ productKey }),
-    },
-    listeners: ({ values }) => ({
+    }),
+    listeners(({ values }) => ({
         reportAxisUnitsChanged: (properties) => {
             posthog.capture('axis units changed', properties)
         },
@@ -1264,5 +1264,5 @@ export const eventUsageLogic = kea<eventUsageLogicType>({
                 product_key: productKey,
             })
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/models/actionsModel.ts b/frontend/src/models/actionsModel.ts
index e2c7c91cbed05..28644a1f07f15 100644
--- a/frontend/src/models/actionsModel.ts
+++ b/frontend/src/models/actionsModel.ts
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, props, path, connect, selectors, events } from 'kea'
 import api from 'lib/api'
 import { ActionType } from '~/types'
 import type { actionsModelType } from './actionsModelType'
@@ -12,13 +13,13 @@ export function findActionName(id: number): string | null {
     return actionsModel.findMounted()?.values.actions.find((a) => a.id === id)?.name || null
 }
 
-export const actionsModel = kea<actionsModelType>({
-    path: ['models', 'actionsModel'],
-    props: {} as ActionsModelProps,
-    connect: {
+export const actionsModel = kea<actionsModelType>([
+    props({} as ActionsModelProps),
+    path(['models', 'actionsModel']),
+    connect({
         values: [teamLogic, ['currentTeam']],
-    },
-    loaders: ({ props, values }) => ({
+    }),
+    loaders(({ props, values }) => ({
         actions: {
             __default: [] as ActionType[],
             loadActions: async () => {
@@ -27,8 +28,8 @@ export const actionsModel = kea<actionsModelType>({
             },
             updateAction: (action: ActionType) => (values.actions || []).map((a) => (action.id === a.id ? action : a)),
         },
-    }),
-    selectors: ({ selectors }) => ({
+    })),
+    selectors(({ selectors }) => ({
         actionsGrouped: [
             () => [selectors.actions],
             (actions: ActionType[]) => {
@@ -47,14 +48,13 @@ export const actionsModel = kea<actionsModelType>({
             (actions): Partial<Record<string | number, ActionType>> =>
                 Object.fromEntries(actions.map((action) => [action.id, action])),
         ],
-    }),
-
-    events: ({ values, actions }) => ({
+    })),
+    events(({ values, actions }) => ({
         afterMount: () => {
             if (isAuthenticatedTeam(values.currentTeam)) {
                 // Don't load on shared insights/dashboards
                 actions.loadActions()
             }
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/models/cohortsModel.ts b/frontend/src/models/cohortsModel.ts
index 6d0ca78e3b38d..841bcad73f1a4 100644
--- a/frontend/src/models/cohortsModel.ts
+++ b/frontend/src/models/cohortsModel.ts
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, path, connect, actions, reducers, selectors, listeners, events } from 'kea'
 import api from 'lib/api'
 import type { cohortsModelType } from './cohortsModelType'
 import { CohortType, ExporterFormat } from '~/types'
@@ -9,20 +10,19 @@ import { isAuthenticatedTeam, teamLogic } from 'scenes/teamLogic'
 
 const POLL_TIMEOUT = 5000
 
-export const cohortsModel = kea<cohortsModelType>({
-    path: ['models', 'cohortsModel'],
-    connect: {
+export const cohortsModel = kea<cohortsModelType>([
+    path(['models', 'cohortsModel']),
+    connect({
         values: [teamLogic, ['currentTeam']],
-    },
-    actions: () => ({
+    }),
+    actions(() => ({
         setPollTimeout: (pollTimeout: number | null) => ({ pollTimeout }),
         updateCohort: (cohort: CohortType) => ({ cohort }),
         deleteCohort: (cohort: Partial<CohortType>) => ({ cohort }),
         cohortCreated: (cohort: CohortType) => ({ cohort }),
         exportCohortPersons: (id: CohortType['id'], columns?: string[]) => ({ id, columns }),
-    }),
-
-    loaders: () => ({
+    })),
+    loaders(() => ({
         cohorts: {
             __default: [] as CohortType[],
             loadCohorts: async () => {
@@ -32,9 +32,8 @@ export const cohortsModel = kea<cohortsModelType>({
                 return response?.results?.map((cohort) => processCohort(cohort)) || []
             },
         },
-    }),
-
-    reducers: {
+    })),
+    reducers({
         pollTimeout: [
             null as number | null,
             {
@@ -61,18 +60,16 @@ export const cohortsModel = kea<cohortsModelType>({
                 return [...state].filter((c) => c.id !== cohort.id)
             },
         },
-    },
-
-    selectors: {
+    }),
+    selectors({
         cohortsWithAllUsers: [(s) => [s.cohorts], (cohorts) => [{ id: 'all', name: 'All Users*' }, ...cohorts]],
         cohortsById: [
             (s) => [s.cohorts],
             (cohorts): Partial<Record<string | number, CohortType>> =>
                 Object.fromEntries(cohorts.map((cohort) => [cohort.id, cohort])),
         ],
-    },
-
-    listeners: ({ actions }) => ({
+    }),
+    listeners(({ actions }) => ({
         loadCohortsSuccess: async ({ cohorts }: { cohorts: CohortType[] }) => {
             const is_calculating = cohorts.filter((cohort) => cohort.is_calculating).length > 0
             if (!is_calculating) {
@@ -99,9 +96,8 @@ export const cohortsModel = kea<cohortsModelType>({
                 callback: actions.loadCohorts,
             })
         },
-    }),
-
-    events: ({ actions, values }) => ({
+    })),
+    events(({ actions, values }) => ({
         afterMount: () => {
             if (isAuthenticatedTeam(values.currentTeam)) {
                 // Don't load on shared insights/dashboards
@@ -111,5 +107,5 @@ export const cohortsModel = kea<cohortsModelType>({
         beforeUnmount: () => {
             clearTimeout(values.pollTimeout || undefined)
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/models/dashboardsModel.tsx b/frontend/src/models/dashboardsModel.tsx
index 5f5f9d213fb40..6abe045e1cc0a 100644
--- a/frontend/src/models/dashboardsModel.tsx
+++ b/frontend/src/models/dashboardsModel.tsx
@@ -1,5 +1,6 @@
-import { kea } from 'kea'
-import { router } from 'kea-router'
+import { loaders } from 'kea-loaders'
+import { kea, path, connect, actions, reducers, selectors, listeners, events } from 'kea'
+import { router, urlToAction } from 'kea-router'
 import api, { PaginatedResponse } from 'lib/api'
 import { idToKey, isUserLoggedIn } from 'lib/utils'
 import { DashboardEventSource, eventUsageLogic } from 'lib/utils/eventUsageLogic'
@@ -11,12 +12,12 @@ import { lemonToast } from 'lib/lemon-ui/lemonToast'
 import { tagsModel } from '~/models/tagsModel'
 import { GENERATED_DASHBOARD_PREFIX } from 'lib/constants'
 
-export const dashboardsModel = kea<dashboardsModelType>({
-    path: ['models', 'dashboardsModel'],
-    connect: {
+export const dashboardsModel = kea<dashboardsModelType>([
+    path(['models', 'dashboardsModel']),
+    connect({
         actions: [tagsModel, ['loadTags']],
-    },
-    actions: () => ({
+    }),
+    actions(() => ({
         // we page through the dashboards and need to manually track when that is finished
         dashboardsFullyLoaded: true,
         delayedDeleteDashboard: (id: number) => ({ id }),
@@ -77,8 +78,8 @@ export const dashboardsModel = kea<dashboardsModelType>({
             dashboardId,
         }),
         tileAddedToDashboard: (dashboardId: number) => ({ dashboardId }),
-    }),
-    loaders: ({ values, actions }) => ({
+    })),
+    loaders(({ values, actions }) => ({
         pagedDashboards: [
             null as PaginatedResponse<DashboardBasicType> | null,
             {
@@ -176,9 +177,8 @@ export const dashboardsModel = kea<dashboardsModelType>({
                 return result
             },
         },
-    }),
-
-    reducers: {
+    })),
+    reducers({
         pagingDashboardsCompleted: [
             false,
             {
@@ -232,9 +232,8 @@ export const dashboardsModel = kea<dashboardsModelType>({
                 setLastDashboardId: (_, { id }) => id,
             },
         ],
-    },
-
-    selectors: ({ selectors }) => ({
+    }),
+    selectors(({ selectors }) => ({
         nameSortedDashboards: [
             () => [selectors.rawDashboards],
             (rawDashboards) => {
@@ -260,15 +259,8 @@ export const dashboardsModel = kea<dashboardsModelType>({
             () => [selectors.nameSortedDashboards],
             (nameSortedDashboards) => nameSortedDashboards.filter((d) => d.pinned),
         ],
-    }),
-
-    events: ({ actions }) => ({
-        afterMount: () => {
-            actions.loadDashboards()
-        },
-    }),
-
-    listeners: ({ actions, values }) => ({
+    })),
+    listeners(({ actions, values }) => ({
         loadDashboardsSuccess: ({ pagedDashboards }) => {
             if (pagedDashboards?.next) {
                 actions.loadDashboards(pagedDashboards.next)
@@ -321,16 +313,20 @@ export const dashboardsModel = kea<dashboardsModelType>({
                 </>
             )
         },
-    }),
-
-    urlToAction: ({ actions }) => ({
+    })),
+    urlToAction(({ actions }) => ({
         '/dashboard/:id': ({ id }) => {
             if (id) {
                 actions.setLastDashboardId(parseInt(id))
             }
         },
-    }),
-})
+    })),
+    events(({ actions }) => ({
+        afterMount: () => {
+            actions.loadDashboards()
+        },
+    })),
+])
 
 export function nameCompareFunction(a: DashboardBasicType, b: DashboardBasicType): number {
     // No matter where we're comparing dashboards, we want to sort generated dashboards last
diff --git a/frontend/src/models/funnelsModel.ts b/frontend/src/models/funnelsModel.ts
index fbd28dddda5bc..63aa6ec71f4d6 100644
--- a/frontend/src/models/funnelsModel.ts
+++ b/frontend/src/models/funnelsModel.ts
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, path, actions, reducers, listeners, events } from 'kea'
 import api from 'lib/api'
 import { toParams } from 'lib/utils'
 import { SavedFunnel, InsightType } from '~/types'
@@ -17,9 +18,14 @@ const parseSavedFunnel = (result: Record<string, any>): SavedFunnel => {
     }
 }
 
-export const funnelsModel = kea<funnelsModelType>({
-    path: ['models', 'funnelsModel'],
-    loaders: ({ values, actions }) => ({
+export const funnelsModel = kea<funnelsModelType>([
+    path(['models', 'funnelsModel']),
+    actions(() => ({
+        setNext: (next) => ({ next }),
+        loadNext: true,
+        appendFunnels: (funnels) => ({ funnels }),
+    })),
+    loaders(({ values, actions }) => ({
         funnels: {
             __default: [] as SavedFunnel[],
             loadFunnels: async () => {
@@ -40,8 +46,8 @@ export const funnelsModel = kea<funnelsModelType>({
                 return values.funnels.filter((funnel) => funnel.id !== funnelId)
             },
         },
-    }),
-    reducers: () => ({
+    })),
+    reducers(() => ({
         next: [
             null as null | string,
             {
@@ -58,13 +64,8 @@ export const funnelsModel = kea<funnelsModelType>({
                 setNext: () => false,
             },
         ],
-    }),
-    actions: () => ({
-        setNext: (next) => ({ next }),
-        loadNext: true,
-        appendFunnels: (funnels) => ({ funnels }),
-    }),
-    listeners: ({ values, actions }) => ({
+    })),
+    listeners(({ values, actions }) => ({
         loadNext: async () => {
             if (!values.next) {
                 throw new Error('URL of next page of funnels is not known.')
@@ -74,8 +75,8 @@ export const funnelsModel = kea<funnelsModelType>({
             actions.setNext(response.next)
             actions.appendFunnels(results)
         },
-    }),
-    events: ({ actions }) => ({
+    })),
+    events(({ actions }) => ({
         afterMount: actions.loadFunnels,
-    }),
-})
+    })),
+])
diff --git a/frontend/src/models/groupPropertiesModel.ts b/frontend/src/models/groupPropertiesModel.ts
index 1692752fef6f5..067ff5ff8beba 100644
--- a/frontend/src/models/groupPropertiesModel.ts
+++ b/frontend/src/models/groupPropertiesModel.ts
@@ -1,16 +1,17 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, path, connect, selectors, events } from 'kea'
 import type { groupPropertiesModelType } from './groupPropertiesModelType'
 import api from 'lib/api'
 import { GroupTypeProperties, PersonProperty } from '~/types'
 import { teamLogic } from 'scenes/teamLogic'
 import { groupsAccessLogic } from 'lib/introductions/groupsAccessLogic'
 
-export const groupPropertiesModel = kea<groupPropertiesModelType>({
-    path: ['models', 'groupPropertiesModel'],
-    connect: {
+export const groupPropertiesModel = kea<groupPropertiesModelType>([
+    path(['models', 'groupPropertiesModel']),
+    connect({
         values: [teamLogic, ['currentTeamId'], groupsAccessLogic, ['groupsEnabled']],
-    },
-    loaders: ({ values }) => ({
+    }),
+    loaders(({ values }) => ({
         allGroupProperties: [
             {} as GroupTypeProperties,
             {
@@ -22,8 +23,8 @@ export const groupPropertiesModel = kea<groupPropertiesModelType>({
                 },
             },
         ],
-    }),
-    selectors: {
+    })),
+    selectors({
         groupProperties: [
             (s) => [s.allGroupProperties],
             (groupProperties: GroupTypeProperties) =>
@@ -35,8 +36,8 @@ export const groupPropertiesModel = kea<groupPropertiesModelType>({
         groupProperties_2: [(s) => [s.allGroupProperties], (groupProperties) => groupProperties['2']],
         groupProperties_3: [(s) => [s.allGroupProperties], (groupProperties) => groupProperties['3']],
         groupProperties_4: [(s) => [s.allGroupProperties], (groupProperties) => groupProperties['4']],
-    },
-    events: ({ actions }) => ({
-        afterMount: actions.loadAllGroupProperties,
     }),
-})
+    events(({ actions }) => ({
+        afterMount: actions.loadAllGroupProperties,
+    })),
+])
diff --git a/frontend/src/models/index.ts b/frontend/src/models/index.ts
index 2ab535addeb98..31a15fb580275 100644
--- a/frontend/src/models/index.ts
+++ b/frontend/src/models/index.ts
@@ -1,4 +1,4 @@
-import { kea } from 'kea'
+import { kea, path, connect } from 'kea'
 import { actionsModel } from './actionsModel'
 import { annotationsModel } from './annotationsModel'
 import { cohortsModel } from './cohortsModel'
@@ -7,7 +7,7 @@ import { propertyDefinitionsModel } from './propertyDefinitionsModel'
 import type { modelsType } from './indexType'
 
 /** "Models" are logics that are persistently mounted (start with app) */
-export const models = kea<modelsType>({
-    path: ['models', 'index'],
-    connect: [actionsModel, annotationsModel, cohortsModel, dashboardsModel, propertyDefinitionsModel],
-})
+export const models = kea<modelsType>([
+    path(['models', 'index']),
+    connect([actionsModel, annotationsModel, cohortsModel, dashboardsModel, propertyDefinitionsModel]),
+])
diff --git a/frontend/src/models/insightsModel.tsx b/frontend/src/models/insightsModel.tsx
index 077b063721c54..3be3e93faa231 100644
--- a/frontend/src/models/insightsModel.tsx
+++ b/frontend/src/models/insightsModel.tsx
@@ -1,4 +1,4 @@
-import { kea } from 'kea'
+import { kea, path, connect, actions, listeners } from 'kea'
 import api from 'lib/api'
 import { promptLogic } from 'lib/logic/promptLogic'
 import { InsightModel } from '~/types'
@@ -6,10 +6,10 @@ import { teamLogic } from 'scenes/teamLogic'
 import type { insightsModelType } from './insightsModelType'
 import { lemonToast } from 'lib/lemon-ui/lemonToast'
 
-export const insightsModel = kea<insightsModelType>({
-    path: ['models', 'insightsModel'],
-    connect: [promptLogic({ key: 'rename-insight' }), teamLogic],
-    actions: () => ({
+export const insightsModel = kea<insightsModelType>([
+    path(['models', 'insightsModel']),
+    connect([promptLogic({ key: 'rename-insight' }), teamLogic]),
+    actions(() => ({
         renameInsight: (item: InsightModel) => ({ item }),
         renameInsightSuccess: (item: InsightModel) => ({ item }),
         //TODO this duplicates the insight but not the dashboard tile (e.g. if duplicated from dashboard you lose tile color
@@ -22,8 +22,8 @@ export const insightsModel = kea<insightsModelType>({
             dashboardId,
             insightIds,
         }),
-    }),
-    listeners: ({ actions }) => ({
+    })),
+    listeners(({ actions }) => ({
         renameInsight: async ({ item }) => {
             promptLogic({ key: 'rename-insight' }).actions.prompt({
                 title: 'Rename insight',
@@ -58,5 +58,5 @@ export const insightsModel = kea<insightsModelType>({
             actions.duplicateInsightSuccess(addedItem)
             lemonToast.success('Insight duplicated')
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/App.tsx b/frontend/src/scenes/App.tsx
index 1c3cea6bed946..deecc672d59ec 100644
--- a/frontend/src/scenes/App.tsx
+++ b/frontend/src/scenes/App.tsx
@@ -1,4 +1,4 @@
-import { kea, useMountedLogic, useValues, BindLogic } from 'kea'
+import { kea, useMountedLogic, useValues, BindLogic, path, connect, actions, reducers, selectors, events } from 'kea'
 import { ToastContainer, Slide } from 'react-toastify'
 import { preflightLogic } from './PreflightCheck/preflightLogic'
 import { userLogic } from 'scenes/userLogic'
@@ -28,18 +28,18 @@ import { useEffect } from 'react'
 import { themeLogic } from '~/layout/navigation-3000/themeLogic'
 import { FeaturePreviewsModal } from '~/layout/FeaturePreviews'
 
-export const appLogic = kea<appLogicType>({
-    path: ['scenes', 'App'],
-    connect: [teamLogic, organizationLogic, frontendAppsLogic, inAppPromptLogic],
-    actions: {
+export const appLogic = kea<appLogicType>([
+    path(['scenes', 'App']),
+    connect([teamLogic, organizationLogic, frontendAppsLogic, inAppPromptLogic]),
+    actions({
         enableDelayedSpinner: true,
         ignoreFeatureFlags: true,
-    },
-    reducers: {
+    }),
+    reducers({
         showingDelayedSpinner: [false, { enableDelayedSpinner: () => true }],
         featureFlagsTimedOut: [false, { ignoreFeatureFlags: () => true }],
-    },
-    selectors: {
+    }),
+    selectors({
         showApp: [
             (s) => [
                 userLogic.selectors.userLoading,
@@ -57,8 +57,8 @@ export const appLogic = kea<appLogicType>({
                 )
             },
         ],
-    },
-    events: ({ actions, cache }) => ({
+    }),
+    events(({ actions, cache }) => ({
         afterMount: () => {
             cache.spinnerTimeout = window.setTimeout(() => actions.enableDelayedSpinner(), 1000)
             cache.featureFlagTimeout = window.setTimeout(() => actions.ignoreFeatureFlags(), 3000)
@@ -67,8 +67,8 @@ export const appLogic = kea<appLogicType>({
             window.clearTimeout(cache.spinnerTimeout)
             window.clearTimeout(cache.featureFlagTimeout)
         },
-    }),
-})
+    })),
+])
 
 export function App(): JSX.Element | null {
     const { showApp, showingDelayedSpinner } = useValues(appLogic)
diff --git a/frontend/src/scenes/actions/actionLogic.ts b/frontend/src/scenes/actions/actionLogic.ts
index a416e9aa17e5c..e3781d37902f0 100644
--- a/frontend/src/scenes/actions/actionLogic.ts
+++ b/frontend/src/scenes/actions/actionLogic.ts
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, props, key, path, actions, reducers, selectors, listeners, events } from 'kea'
 import api from 'lib/api'
 import type { actionLogicType } from './actionLogicType'
 import { ActionType, Breadcrumb } from '~/types'
@@ -8,17 +9,29 @@ export interface ActionLogicProps {
     id?: ActionType['id']
 }
 
-export const actionLogic = kea<actionLogicType>({
-    props: {} as ActionLogicProps,
-    key: (props) => props.id || 'new',
-    path: (key) => ['scenes', 'actions', 'actionLogic', key],
-
-    actions: () => ({
+export const actionLogic = kea<actionLogicType>([
+    props({} as ActionLogicProps),
+    key((props) => props.id || 'new'),
+    path((key) => ['scenes', 'actions', 'actionLogic', key]),
+    actions(() => ({
         checkIsFinished: (action) => ({ action }),
         setPollTimeout: (pollTimeout) => ({ pollTimeout }),
         setIsComplete: (isComplete) => ({ isComplete }),
-    }),
-    reducers: () => ({
+    })),
+    loaders(({ actions, props }) => ({
+        action: {
+            loadAction: async () => {
+                actions.setIsComplete(false)
+                if (!props.id) {
+                    throw new Error('Cannot fetch an unsaved action from the API.')
+                }
+                const action = await api.actions.get(props.id)
+                actions.checkIsFinished(action)
+                return action
+            },
+        },
+    })),
+    reducers(() => ({
         pollTimeout: [
             null as number | null,
             {
@@ -31,8 +44,8 @@ export const actionLogic = kea<actionLogicType>({
                 setIsComplete: (_, { isComplete }) => isComplete,
             },
         ],
-    }),
-    selectors: {
+    })),
+    selectors({
         breadcrumbs: [
             (s) => [s.action],
             (action): Breadcrumb[] => [
@@ -50,21 +63,8 @@ export const actionLogic = kea<actionLogicType>({
                 },
             ],
         ],
-    },
-    loaders: ({ actions, props }) => ({
-        action: {
-            loadAction: async () => {
-                actions.setIsComplete(false)
-                if (!props.id) {
-                    throw new Error('Cannot fetch an unsaved action from the API.')
-                }
-                const action = await api.actions.get(props.id)
-                actions.checkIsFinished(action)
-                return action
-            },
-        },
     }),
-    listeners: ({ actions, values }) => ({
+    listeners(({ actions, values }) => ({
         checkIsFinished: ({ action }) => {
             if (action.is_calculating) {
                 actions.setPollTimeout(setTimeout(() => actions.loadAction(), 1000))
@@ -73,13 +73,13 @@ export const actionLogic = kea<actionLogicType>({
                 values.pollTimeout && clearTimeout(values.pollTimeout)
             }
         },
-    }),
-    events: ({ values, actions, props }) => ({
+    })),
+    events(({ values, actions, props }) => ({
         afterMount: () => {
             props.id && actions.loadAction()
         },
         beforeUnmount: () => {
             values.pollTimeout && clearTimeout(values.pollTimeout)
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/batch_exports/batchExportLogsLogic.ts b/frontend/src/scenes/batch_exports/batchExportLogsLogic.ts
index 5323175d4c6e3..b63e4f50abf20 100644
--- a/frontend/src/scenes/batch_exports/batchExportLogsLogic.ts
+++ b/frontend/src/scenes/batch_exports/batchExportLogsLogic.ts
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, props, key, path, connect, actions, reducers, selectors, listeners, events } from 'kea'
 import api from '~/lib/api'
 import { BatchExportLogEntryLevel, BatchExportLogEntry } from '~/types'
 import { CheckboxValueType } from 'antd/lib/checkbox/Group'
@@ -12,25 +13,22 @@ export interface BatchExportLogsProps {
 
 export const LOGS_PORTION_LIMIT = 50
 
-export const batchExportLogsLogic = kea<batchExportLogsLogicType>({
-    path: (batchExportId) => ['scenes', 'batch_exports', 'batchExportLogsLogic', batchExportId],
-    props: {} as BatchExportLogsProps,
-    key: ({ batchExportId }: BatchExportLogsProps) => batchExportId,
-
-    connect: {
+export const batchExportLogsLogic = kea<batchExportLogsLogicType>([
+    props({} as BatchExportLogsProps),
+    key(({ batchExportId }: BatchExportLogsProps) => batchExportId),
+    path((batchExportId) => ['scenes', 'batch_exports', 'batchExportLogsLogic', batchExportId]),
+    connect({
         values: [teamLogic, ['currentTeamId']],
-    },
-
-    actions: {
+    }),
+    actions({
         clearBatchExportLogsBackground: true,
         markLogsEnd: true,
         setBatchExportLogsTypes: (typeFilters: CheckboxValueType[]) => ({
             typeFilters,
         }),
         setSearchTerm: (searchTerm: string) => ({ searchTerm }),
-    },
-
-    loaders: ({ props: { batchExportId }, values, actions, cache }) => ({
+    }),
+    loaders(({ props: { batchExportId }, values, actions, cache }) => ({
         batchExportLogs: {
             __default: [] as BatchExportLogEntry[],
             loadBatchExportLogs: async () => {
@@ -86,21 +84,8 @@ export const batchExportLogsLogic = kea<batchExportLogsLogicType>({
                 return [...results, ...values.batchExportLogsBackground]
             },
         },
-    }),
-
-    listeners: ({ actions }) => ({
-        setBatchExportLogsTypes: () => {
-            actions.loadBatchExportLogs()
-        },
-        setSearchTerm: async ({ searchTerm }, breakpoint) => {
-            if (searchTerm) {
-                await breakpoint(1000)
-            }
-            actions.loadBatchExportLogs()
-        },
-    }),
-
-    reducers: {
+    })),
+    reducers({
         batchExportLogsTypes: [
             Object.values(BatchExportLogEntryLevel).filter((type) => type !== 'DEBUG'),
             {
@@ -133,9 +118,8 @@ export const batchExportLogsLogic = kea<batchExportLogsLogicType>({
                 markLogsEnd: () => false,
             },
         ],
-    },
-
-    selectors: ({ selectors }) => ({
+    }),
+    selectors(({ selectors }) => ({
         leadingEntry: [
             () => [selectors.batchExportLogs, selectors.batchExportLogsBackground],
             (
@@ -166,14 +150,24 @@ export const batchExportLogsLogic = kea<batchExportLogsLogicType>({
                 return null
             },
         ],
-    }),
-
-    events: ({ actions, cache }) => ({
+    })),
+    listeners(({ actions }) => ({
+        setBatchExportLogsTypes: () => {
+            actions.loadBatchExportLogs()
+        },
+        setSearchTerm: async ({ searchTerm }, breakpoint) => {
+            if (searchTerm) {
+                await breakpoint(1000)
+            }
+            actions.loadBatchExportLogs()
+        },
+    })),
+    events(({ actions, cache }) => ({
         afterMount: () => {
             actions.loadBatchExportLogs()
         },
         beforeUnmount: () => {
             clearInterval(cache.pollingInterval)
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/dashboard/dashboardCollaboratorsLogic.ts b/frontend/src/scenes/dashboard/dashboardCollaboratorsLogic.ts
index 53dfa4c947b46..cc932e0138c12 100644
--- a/frontend/src/scenes/dashboard/dashboardCollaboratorsLogic.ts
+++ b/frontend/src/scenes/dashboard/dashboardCollaboratorsLogic.ts
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, props, key, path, connect, actions, reducers, selectors, events } from 'kea'
 import api from 'lib/api'
 import { DashboardPrivilegeLevel, DashboardRestrictionLevel } from 'lib/constants'
 import { teamMembersLogic } from 'scenes/project/Settings/teamMembersLogic'
@@ -16,32 +17,24 @@ export interface DashboardCollaboratorsLogicProps {
     dashboardId: DashboardType['id']
 }
 
-export const dashboardCollaboratorsLogic = kea<dashboardCollaboratorsLogicType>({
-    path: (key) => ['scenes', 'dashboard', 'dashboardCollaboratorsLogic', key],
-    props: {} as DashboardCollaboratorsLogicProps,
-    key: (props) => props.dashboardId,
-    connect: (props: DashboardCollaboratorsLogicProps) => ({
+export const dashboardCollaboratorsLogic = kea<dashboardCollaboratorsLogicType>([
+    props({} as DashboardCollaboratorsLogicProps),
+    key((props) => props.dashboardId),
+    path((key) => ['scenes', 'dashboard', 'dashboardCollaboratorsLogic', key]),
+    connect((props: DashboardCollaboratorsLogicProps) => ({
         values: [
             teamMembersLogic,
             ['admins', 'plainMembers', 'allMembers', 'allMembersLoading'],
             dashboardLogic({ id: props.dashboardId }),
             ['dashboard'],
         ],
-    }),
-    actions: {
+    })),
+    actions({
         deleteExplicitCollaborator: (userUuid: UserType['uuid']) => ({ userUuid }),
         setExplicitCollaboratorsToBeAdded: (userUuids: string[]) => ({ userUuids }),
         addExplicitCollaborators: true,
-    },
-    reducers: {
-        explicitCollaboratorsToBeAdded: [
-            [] as string[],
-            {
-                setExplicitCollaboratorsToBeAdded: (_, { userUuids }) => userUuids,
-            },
-        ],
-    },
-    loaders: ({ values, props, actions }) => ({
+    }),
+    loaders(({ values, props, actions }) => ({
         explicitCollaborators: [
             [] as DashboardCollaboratorType[],
             {
@@ -74,8 +67,16 @@ export const dashboardCollaboratorsLogic = kea<dashboardCollaboratorsLogicType>(
                 },
             },
         ],
+    })),
+    reducers({
+        explicitCollaboratorsToBeAdded: [
+            [] as string[],
+            {
+                setExplicitCollaboratorsToBeAdded: (_, { userUuids }) => userUuids,
+            },
+        ],
     }),
-    selectors: {
+    selectors({
         allCollaborators: [
             (s) => [s.explicitCollaborators, s.admins, s.allMembers, s.dashboard],
             (explicitCollaborators, admins, allMembers, dashboard): FusedDashboardCollaboratorType[] => {
@@ -134,10 +135,10 @@ export const dashboardCollaboratorsLogic = kea<dashboardCollaboratorsLogicType>(
             (explicitCollaboratorsLoading, allMembersLoading): boolean =>
                 explicitCollaboratorsLoading || allMembersLoading,
         ],
-    },
-    events: ({ actions }) => ({
+    }),
+    events(({ actions }) => ({
         afterMount: () => {
             actions.loadExplicitCollaborators()
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/data-management/DataManagementPageTabs.tsx b/frontend/src/scenes/data-management/DataManagementPageTabs.tsx
index 887d9bcce254d..f78c851a7f43b 100644
--- a/frontend/src/scenes/data-management/DataManagementPageTabs.tsx
+++ b/frontend/src/scenes/data-management/DataManagementPageTabs.tsx
@@ -1,4 +1,5 @@
-import { kea, useActions, useValues } from 'kea'
+import { actionToUrl, urlToAction } from 'kea-router'
+import { kea, useActions, useValues, path, connect, actions, reducers, selectors } from 'kea'
 import { urls } from 'scenes/urls'
 import type { eventsTabsLogicType } from './DataManagementPageTabsType'
 import { Tooltip } from 'lib/lemon-ui/Tooltip'
@@ -27,32 +28,32 @@ const tabUrls = {
     [DataManagementTab.Database]: urls.database(),
 }
 
-const eventsTabsLogic = kea<eventsTabsLogicType>({
-    path: ['scenes', 'events', 'eventsTabsLogic'],
-    connect: {
+const eventsTabsLogic = kea<eventsTabsLogicType>([
+    path(['scenes', 'events', 'eventsTabsLogic']),
+    connect({
         values: [featureFlagLogic, ['featureFlags']],
-    },
-    actions: {
+    }),
+    actions({
         setTab: (tab: DataManagementTab) => ({ tab }),
-    },
-    reducers: {
+    }),
+    reducers({
         tab: [
             DataManagementTab.EventDefinitions as DataManagementTab,
             {
                 setTab: (_, { tab }) => tab,
             },
         ],
-    },
-    selectors: {
+    }),
+    selectors({
         showWarningsTab: [
             (s) => [s.featureFlags],
             (featureFlags): boolean => !!featureFlags[FEATURE_FLAGS.INGESTION_WARNINGS_ENABLED],
         ],
-    },
-    actionToUrl: () => ({
-        setTab: ({ tab }) => tabUrls[tab as DataManagementTab] || urls.events(),
     }),
-    urlToAction: ({ actions, values }) => {
+    actionToUrl(() => ({
+        setTab: ({ tab }) => tabUrls[tab as DataManagementTab] || urls.events(),
+    })),
+    urlToAction(({ actions, values }) => {
         return Object.fromEntries(
             Object.entries(tabUrls).map(([key, url]) => [
                 url,
@@ -63,8 +64,8 @@ const eventsTabsLogic = kea<eventsTabsLogicType>({
                 },
             ])
         )
-    },
-})
+    }),
+])
 
 export function DataManagementPageTabs({ tab }: { tab: DataManagementTab }): JSX.Element {
     const { showWarningsTab } = useValues(eventsTabsLogic)
diff --git a/frontend/src/scenes/data-warehouse/DataWarehousePageTabs.tsx b/frontend/src/scenes/data-warehouse/DataWarehousePageTabs.tsx
index 821746f7f59e6..06aaec8915831 100644
--- a/frontend/src/scenes/data-warehouse/DataWarehousePageTabs.tsx
+++ b/frontend/src/scenes/data-warehouse/DataWarehousePageTabs.tsx
@@ -1,4 +1,5 @@
-import { kea, useActions, useValues } from 'kea'
+import { actionToUrl, urlToAction } from 'kea-router'
+import { kea, useActions, useValues, path, actions, reducers } from 'kea'
 import { urls } from 'scenes/urls'
 import { LemonTabs } from 'lib/lemon-ui/LemonTabs'
 
@@ -18,23 +19,23 @@ const tabUrls = {
     [DataWarehouseTab.Views]: urls.dataWarehouseSavedQueries(),
 }
 
-const dataWarehouseTabsLogic = kea<dataWarehouseTabsLogicType>({
-    path: ['scenes', 'warehouse', 'dataWarehouseTabsLogic'],
-    actions: {
+const dataWarehouseTabsLogic = kea<dataWarehouseTabsLogicType>([
+    path(['scenes', 'warehouse', 'dataWarehouseTabsLogic']),
+    actions({
         setTab: (tab: DataWarehouseTab) => ({ tab }),
-    },
-    reducers: {
+    }),
+    reducers({
         tab: [
             DataWarehouseTab.External as DataWarehouseTab,
             {
                 setTab: (_, { tab }) => tab,
             },
         ],
-    },
-    actionToUrl: () => ({
-        setTab: ({ tab }) => tabUrls[tab as DataWarehouseTab] || urls.dataWarehousePosthog(),
     }),
-    urlToAction: ({ actions, values }) => {
+    actionToUrl(() => ({
+        setTab: ({ tab }) => tabUrls[tab as DataWarehouseTab] || urls.dataWarehousePosthog(),
+    })),
+    urlToAction(({ actions, values }) => {
         return Object.fromEntries(
             Object.entries(tabUrls).map(([key, url]) => [
                 url,
@@ -45,8 +46,8 @@ const dataWarehouseTabsLogic = kea<dataWarehouseTabsLogicType>({
                 },
             ])
         )
-    },
-})
+    }),
+])
 
 export function DataWarehousePageTabs({ tab }: { tab: DataWarehouseTab }): JSX.Element {
     const { setTab } = useActions(dataWarehouseTabsLogic)
diff --git a/frontend/src/scenes/feature-flags/featureFlagsLogic.ts b/frontend/src/scenes/feature-flags/featureFlagsLogic.ts
index dad83547a4ec2..3023d747a13c6 100644
--- a/frontend/src/scenes/feature-flags/featureFlagsLogic.ts
+++ b/frontend/src/scenes/feature-flags/featureFlagsLogic.ts
@@ -1,11 +1,12 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, props, path, connect, actions, reducers, selectors, listeners, events } from 'kea'
 import api from 'lib/api'
 import Fuse from 'fuse.js'
 import type { featureFlagsLogicType } from './featureFlagsLogicType'
 import { Breadcrumb, FeatureFlagType } from '~/types'
 import { teamLogic } from '../teamLogic'
 import { urls } from 'scenes/urls'
-import { router } from 'kea-router'
+import { router, actionToUrl, urlToAction } from 'kea-router'
 import { LemonSelectOption } from 'lib/lemon-ui/LemonSelect'
 
 export enum FeatureFlagsTab {
@@ -31,21 +32,21 @@ export interface FlagLogicProps {
     flagPrefix?: string // used to filter flags by prefix e.g. for the user interview flags
 }
 
-export const featureFlagsLogic = kea<featureFlagsLogicType>({
-    props: {} as FlagLogicProps,
-    path: ['scenes', 'feature-flags', 'featureFlagsLogic'],
-    connect: {
+export const featureFlagsLogic = kea<featureFlagsLogicType>([
+    props({} as FlagLogicProps),
+    path(['scenes', 'feature-flags', 'featureFlagsLogic']),
+    connect({
         values: [teamLogic, ['currentTeamId']],
-    },
-    actions: {
+    }),
+    actions({
         updateFlag: (flag: FeatureFlagType) => ({ flag }),
         deleteFlag: (id: number) => ({ id }),
         setSearchTerm: (searchTerm: string) => ({ searchTerm }),
         setActiveTab: (tabKey: FeatureFlagsTab) => ({ tabKey }),
         setFeatureFlagsFilters: (filters: Partial<FeatureFlagsFilters>, replace?: boolean) => ({ filters, replace }),
         closeEnrichAnalyticsNotice: true,
-    },
-    loaders: ({ values }) => ({
+    }),
+    loaders(({ values }) => ({
         featureFlags: {
             __default: [] as FeatureFlagType[],
             loadFeatureFlags: async () => {
@@ -57,8 +58,48 @@ export const featureFlagsLogic = kea<featureFlagsLogicType>({
                 return [...values.featureFlags].map((flag) => (flag.id === response.id ? response : flag))
             },
         },
+    })),
+    reducers({
+        searchTerm: {
+            setSearchTerm: (_, { searchTerm }) => searchTerm,
+        },
+        featureFlags: {
+            updateFlag: (state, { flag }) => {
+                if (state.find(({ id }) => id === flag.id)) {
+                    return state.map((stateFlag) => (stateFlag.id === flag.id ? flag : stateFlag))
+                } else {
+                    return [flag, ...state]
+                }
+            },
+            deleteFlag: (state, { id }) => state.filter((flag) => flag.id !== id),
+        },
+        activeTab: [
+            FeatureFlagsTab.OVERVIEW as FeatureFlagsTab,
+            {
+                setActiveTab: (state, { tabKey }) =>
+                    Object.values<string>(FeatureFlagsTab).includes(tabKey) ? tabKey : state,
+            },
+        ],
+        filters: [
+            {} as Partial<FeatureFlagsFilters>,
+            {
+                setFeatureFlagsFilters: (state, { filters, replace }) => {
+                    if (replace) {
+                        return { ...filters }
+                    }
+                    return { ...state, ...filters }
+                },
+            },
+        ],
+        enrichAnalyticsNoticeAcknowledged: [
+            false,
+            { persist: true },
+            {
+                closeEnrichAnalyticsNotice: () => true,
+            },
+        ],
     }),
-    selectors: {
+    selectors({
         searchedFeatureFlags: [
             (selectors) => [
                 selectors.featureFlags,
@@ -141,53 +182,13 @@ export const featureFlagsLogic = kea<featureFlagsLogicType>({
                 return !featureFlagsLoading && featureFlags.length <= 0
             },
         ],
-    },
-    reducers: {
-        searchTerm: {
-            setSearchTerm: (_, { searchTerm }) => searchTerm,
-        },
-        featureFlags: {
-            updateFlag: (state, { flag }) => {
-                if (state.find(({ id }) => id === flag.id)) {
-                    return state.map((stateFlag) => (stateFlag.id === flag.id ? flag : stateFlag))
-                } else {
-                    return [flag, ...state]
-                }
-            },
-            deleteFlag: (state, { id }) => state.filter((flag) => flag.id !== id),
-        },
-        activeTab: [
-            FeatureFlagsTab.OVERVIEW as FeatureFlagsTab,
-            {
-                setActiveTab: (state, { tabKey }) =>
-                    Object.values<string>(FeatureFlagsTab).includes(tabKey) ? tabKey : state,
-            },
-        ],
-        filters: [
-            {} as Partial<FeatureFlagsFilters>,
-            {
-                setFeatureFlagsFilters: (state, { filters, replace }) => {
-                    if (replace) {
-                        return { ...filters }
-                    }
-                    return { ...state, ...filters }
-                },
-            },
-        ],
-        enrichAnalyticsNoticeAcknowledged: [
-            false,
-            { persist: true },
-            {
-                closeEnrichAnalyticsNotice: () => true,
-            },
-        ],
-    },
-    listeners: ({ actions }) => ({
+    }),
+    listeners(({ actions }) => ({
         setFeatureFlagsFilters: () => {
             actions.loadFeatureFlags()
         },
-    }),
-    actionToUrl: ({ values }) => ({
+    })),
+    actionToUrl(({ values }) => ({
         setActiveTab: () => {
             const searchParams = {
                 ...router.values.searchParams,
@@ -202,8 +203,8 @@ export const featureFlagsLogic = kea<featureFlagsLogicType>({
 
             return [router.values.location.pathname, searchParams, router.values.hashParams, { replace }]
         },
-    }),
-    urlToAction: ({ actions, values }) => ({
+    })),
+    urlToAction(({ actions, values }) => ({
         [urls.featureFlags()]: async (_, searchParams) => {
             const tabInURL = searchParams['tab']
 
@@ -215,10 +216,10 @@ export const featureFlagsLogic = kea<featureFlagsLogicType>({
                 actions.setActiveTab(tabInURL)
             }
         },
-    }),
-    events: ({ actions }) => ({
+    })),
+    events(({ actions }) => ({
         afterMount: () => {
             actions.loadFeatureFlags()
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/groups/groupsListLogic.ts b/frontend/src/scenes/groups/groupsListLogic.ts
index d57520f9c0966..07a7d0c4b77b9 100644
--- a/frontend/src/scenes/groups/groupsListLogic.ts
+++ b/frontend/src/scenes/groups/groupsListLogic.ts
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, props, key, path, connect, actions, reducers, selectors, listeners, events } from 'kea'
 import api from 'lib/api'
 import { groupsAccessLogic } from 'lib/introductions/groupsAccessLogic'
 import { teamLogic } from 'scenes/teamLogic'
@@ -18,11 +19,11 @@ export interface GroupsListLogicProps {
     groupTypeIndex: number
 }
 
-export const groupsListLogic = kea<groupsListLogicType>({
-    props: {} as GroupsListLogicProps,
-    key: (props: GroupsListLogicProps) => props.groupTypeIndex,
-    path: ['groups', 'groupsListLogic'],
-    connect: {
+export const groupsListLogic = kea<groupsListLogicType>([
+    props({} as GroupsListLogicProps),
+    key((props: GroupsListLogicProps) => props.groupTypeIndex),
+    path(['groups', 'groupsListLogic']),
+    connect({
         values: [
             teamLogic,
             ['currentTeamId'],
@@ -31,12 +32,12 @@ export const groupsListLogic = kea<groupsListLogicType>({
             groupsAccessLogic,
             ['groupsEnabled'],
         ],
-    },
-    actions: () => ({
+    }),
+    actions(() => ({
         loadGroups: (url?: string | null) => ({ url }),
         setSearch: (search: string, debounce: boolean = true) => ({ search, debounce }),
-    }),
-    loaders: ({ props, values }) => ({
+    })),
+    loaders(({ props, values }) => ({
         groups: [
             { next: null, previous: null, results: [] } as GroupsPaginatedResponse,
             {
@@ -53,16 +54,16 @@ export const groupsListLogic = kea<groupsListLogicType>({
                 },
             },
         ],
-    }),
-    reducers: {
+    })),
+    reducers({
         search: [
             '',
             {
                 setSearch: (_, { search }) => search,
             },
         ],
-    },
-    selectors: {
+    }),
+    selectors({
         groupTypeName: [
             (s, p) => [p.groupTypeIndex, s.aggregationLabel],
             (groupTypeIndex, aggregationLabel): Noun =>
@@ -77,18 +78,18 @@ export const groupsListLogic = kea<groupsListLogicType>({
                 },
             ],
         ],
-    },
-    listeners: ({ actions }) => ({
+    }),
+    listeners(({ actions }) => ({
         setSearch: async ({ debounce }, breakpoint) => {
             if (debounce) {
                 await breakpoint(300)
             }
             actions.loadGroups()
         },
-    }),
-    events: ({ actions }) => ({
+    })),
+    events(({ actions }) => ({
         afterMount: () => {
             actions.loadGroups()
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/groups/relatedGroupsLogic.ts b/frontend/src/scenes/groups/relatedGroupsLogic.ts
index bdee5dc859e41..60c9d224d80be 100644
--- a/frontend/src/scenes/groups/relatedGroupsLogic.ts
+++ b/frontend/src/scenes/groups/relatedGroupsLogic.ts
@@ -1,24 +1,25 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, props, key, path, connect, actions, events } from 'kea'
 import api from 'lib/api'
 import { toParams } from 'lib/utils'
 import { teamLogic } from 'scenes/teamLogic'
 import { ActorType } from '~/types'
 import type { relatedGroupsLogicType } from './relatedGroupsLogicType'
 
-export const relatedGroupsLogic = kea<relatedGroupsLogicType>({
-    path: ['scenes', 'groups', 'relatedGroupsLogic'],
-    connect: { values: [teamLogic, ['currentTeamId']] },
-
-    props: {} as {
-        groupTypeIndex: number | null
-        id: string
-    },
-    key: (props) => `${props.groupTypeIndex ?? 'person'}-${props.id}`,
-
-    actions: () => ({
+export const relatedGroupsLogic = kea<relatedGroupsLogicType>([
+    props(
+        {} as {
+            groupTypeIndex: number | null
+            id: string
+        }
+    ),
+    key((props) => `${props.groupTypeIndex ?? 'person'}-${props.id}`),
+    path(['scenes', 'groups', 'relatedGroupsLogic']),
+    connect({ values: [teamLogic, ['currentTeamId']] }),
+    actions(() => ({
         loadRelatedActors: true,
-    }),
-    loaders: ({ values, props }) => ({
+    })),
+    loaders(({ values, props }) => ({
         relatedActors: [
             [] as ActorType[],
             {
@@ -32,8 +33,8 @@ export const relatedGroupsLogic = kea<relatedGroupsLogicType>({
                 setGroup: () => [],
             },
         ],
-    }),
-    events: ({ actions }) => ({
+    })),
+    events(({ actions }) => ({
         afterMount: actions.loadRelatedActors,
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/insights/views/Histogram/histogramLogic.ts b/frontend/src/scenes/insights/views/Histogram/histogramLogic.ts
index 45fb7b27e393e..a3bcd68aeaca9 100644
--- a/frontend/src/scenes/insights/views/Histogram/histogramLogic.ts
+++ b/frontend/src/scenes/insights/views/Histogram/histogramLogic.ts
@@ -1,19 +1,19 @@
-import { kea } from 'kea'
+import { kea, path, actions, reducers } from 'kea'
 import { getConfig, HistogramConfig } from 'scenes/insights/views/Histogram/histogramUtils'
 import type { histogramLogicType } from './histogramLogicType'
 import { FunnelLayout } from 'lib/constants'
 
-export const histogramLogic = kea<histogramLogicType>({
-    path: ['scenes', 'insights', 'Histogram', 'histogramLogic'],
-    actions: {
+export const histogramLogic = kea<histogramLogicType>([
+    path(['scenes', 'insights', 'Histogram', 'histogramLogic']),
+    actions({
         setConfig: (config: HistogramConfig) => ({ config }),
-    },
-    reducers: {
+    }),
+    reducers({
         config: [
             getConfig(FunnelLayout.vertical),
             {
                 setConfig: (state, { config }) => ({ ...state, ...config }),
             },
         ],
-    },
-})
+    }),
+])
diff --git a/frontend/src/scenes/insights/views/InsightsTable/insightsTableLogic.ts b/frontend/src/scenes/insights/views/InsightsTable/insightsTableLogic.ts
index af44a9361055b..a4c1c8962a0f3 100644
--- a/frontend/src/scenes/insights/views/InsightsTable/insightsTableLogic.ts
+++ b/frontend/src/scenes/insights/views/InsightsTable/insightsTableLogic.ts
@@ -1,28 +1,30 @@
-import { kea } from 'kea'
+import { kea, props, path, actions, reducers, selectors } from 'kea'
 import { ChartDisplayType, FilterType } from '~/types'
 import type { insightsTableLogicType } from './insightsTableLogicType'
 import { isTrendsFilter } from 'scenes/insights/sharedUtils'
 
 export type CalcColumnState = 'total' | 'average' | 'median'
 
-export const insightsTableLogic = kea<insightsTableLogicType>({
-    path: ['scenes', 'insights', 'InsightsTable', 'insightsTableLogic'],
-    props: {} as {
-        hasMathUniqueFilter: boolean
-        filters: Partial<FilterType>
-    },
-    actions: {
+export const insightsTableLogic = kea<insightsTableLogicType>([
+    props(
+        {} as {
+            hasMathUniqueFilter: boolean
+            filters: Partial<FilterType>
+        }
+    ),
+    path(['scenes', 'insights', 'InsightsTable', 'insightsTableLogic']),
+    actions({
         setCalcColumnState: (state: CalcColumnState) => ({ state }),
-    },
-    reducers: ({ props }) => ({
+    }),
+    reducers(({ props }) => ({
         calcColumnState: [
             (props.hasMathUniqueFilter ? 'average' : 'total') as CalcColumnState,
             {
                 setCalcColumnState: (_, { state }) => state,
             },
         ],
-    }),
-    selectors: () => ({
+    })),
+    selectors(() => ({
         // Only allow table aggregation options when the math is total volume otherwise double counting will happen when the math is set to uniques
         // Except when view type is Table
         showTotalCount: [
@@ -39,5 +41,5 @@ export const insightsTableLogic = kea<insightsTableLogicType>({
                 )
             },
         ],
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/insights/views/LineGraph/lineGraphLogic.ts b/frontend/src/scenes/insights/views/LineGraph/lineGraphLogic.ts
index 5dcb83d958fb1..e7473601a28b7 100644
--- a/frontend/src/scenes/insights/views/LineGraph/lineGraphLogic.ts
+++ b/frontend/src/scenes/insights/views/LineGraph/lineGraphLogic.ts
@@ -1,13 +1,13 @@
-import { kea } from 'kea'
+import { kea, path, selectors } from 'kea'
 import { TooltipItem } from 'chart.js'
 import { GraphDataset } from '~/types'
 import { SeriesDatum } from 'scenes/insights/InsightTooltip/insightTooltipUtils'
 import type { lineGraphLogicType } from './lineGraphLogicType'
 
 // TODO: Eventually we should move all state from LineGraph into this logic
-export const lineGraphLogic = kea<lineGraphLogicType>({
-    path: ['scenes', 'insights', 'LineGraph', 'lineGraphLogic'],
-    selectors: {
+export const lineGraphLogic = kea<lineGraphLogicType>([
+    path(['scenes', 'insights', 'LineGraph', 'lineGraphLogic']),
+    selectors({
         createTooltipData: [
             () => [],
             () =>
@@ -51,5 +51,5 @@ export const lineGraphLogic = kea<lineGraphLogicType>({
                         }))
                 },
         ],
-    },
-})
+    }),
+])
diff --git a/frontend/src/scenes/instance/SystemStatus/staffUsersLogic.ts b/frontend/src/scenes/instance/SystemStatus/staffUsersLogic.ts
index 84f601661871b..1f59748f42345 100644
--- a/frontend/src/scenes/instance/SystemStatus/staffUsersLogic.ts
+++ b/frontend/src/scenes/instance/SystemStatus/staffUsersLogic.ts
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, path, connect, actions, reducers, selectors, events } from 'kea'
 import { router } from 'kea-router'
 import api from 'lib/api'
 import { urls } from 'scenes/urls'
@@ -6,26 +7,18 @@ import { userLogic } from 'scenes/userLogic'
 import { UserType } from '~/types'
 import type { staffUsersLogicType } from './staffUsersLogicType'
 
-export const staffUsersLogic = kea<staffUsersLogicType>({
-    path: ['scenes', 'instance', 'SystemStatus', 'staffUsersLogic'],
-    connect: {
+export const staffUsersLogic = kea<staffUsersLogicType>([
+    path(['scenes', 'instance', 'SystemStatus', 'staffUsersLogic']),
+    connect({
         values: [userLogic, ['user']],
         actions: [userLogic, ['loadUser']],
-    },
-    actions: {
+    }),
+    actions({
         setStaffUsersToBeAdded: (userUuids: string[]) => ({ userUuids }),
         addStaffUsers: true,
         deleteStaffUser: (userUuid: string) => ({ userUuid }),
-    },
-    reducers: {
-        staffUsersToBeAdded: [
-            [] as string[],
-            {
-                setStaffUsersToBeAdded: (_, { userUuids }) => userUuids,
-            },
-        ],
-    },
-    loaders: ({ actions, values }) => ({
+    }),
+    loaders(({ actions, values }) => ({
         allUsers: [
             [] as UserType[],
             {
@@ -64,12 +57,20 @@ export const staffUsersLogic = kea<staffUsersLogicType>({
                 },
             },
         ],
+    })),
+    reducers({
+        staffUsersToBeAdded: [
+            [] as string[],
+            {
+                setStaffUsersToBeAdded: (_, { userUuids }) => userUuids,
+            },
+        ],
     }),
-    selectors: {
+    selectors({
         staffUsers: [(s) => [s.allUsers], (allUsers): UserType[] => allUsers.filter((user) => user.is_staff)],
         nonStaffUsers: [(s) => [s.allUsers], (allUsers): UserType[] => allUsers.filter((user) => !user.is_staff)],
-    },
-    events: ({ actions }) => ({
-        afterMount: [actions.loadAllUsers],
     }),
-})
+    events(({ actions }) => ({
+        afterMount: [actions.loadAllUsers],
+    })),
+])
diff --git a/frontend/src/scenes/instance/SystemStatus/systemStatusLogic.ts b/frontend/src/scenes/instance/SystemStatus/systemStatusLogic.ts
index b4a6ccc2f365d..e17cb621a35cb 100644
--- a/frontend/src/scenes/instance/SystemStatus/systemStatusLogic.ts
+++ b/frontend/src/scenes/instance/SystemStatus/systemStatusLogic.ts
@@ -1,5 +1,7 @@
+import { actionToUrl, urlToAction } from 'kea-router'
+import { loaders } from 'kea-loaders'
 import api from 'lib/api'
-import { kea } from 'kea'
+import { kea, path, actions, reducers, selectors, listeners, events } from 'kea'
 import type { systemStatusLogicType } from './systemStatusLogicType'
 import { userLogic } from 'scenes/userLogic'
 import { SystemStatus, SystemStatusRow, SystemStatusQueriesResult, InstanceSetting } from '~/types'
@@ -49,9 +51,9 @@ const EDITABLE_INSTANCE_SETTINGS = [
 ]
 
 // Note: This logic does some heavy calculations - avoid connecting it outside of system status pages!
-export const systemStatusLogic = kea<systemStatusLogicType>({
-    path: ['scenes', 'instance', 'SystemStatus', 'systemStatusLogic'],
-    actions: {
+export const systemStatusLogic = kea<systemStatusLogicType>([
+    path(['scenes', 'instance', 'SystemStatus', 'systemStatusLogic']),
+    actions({
         setTab: (tab: InstanceStatusTabName) => ({ tab }),
         setOpenSections: (sections: string[]) => ({ sections }),
         setInstanceConfigMode: (mode: ConfigMode) => ({ mode }),
@@ -60,8 +62,8 @@ export const systemStatusLogic = kea<systemStatusLogicType>({
         saveInstanceConfig: true,
         setUpdatedInstanceConfigCount: (count: number | null) => ({ count }),
         increaseUpdatedInstanceConfigCount: true,
-    },
-    loaders: () => ({
+    }),
+    loaders(() => ({
         systemStatus: [
             null as SystemStatus | null,
             {
@@ -93,8 +95,8 @@ export const systemStatusLogic = kea<systemStatusLogicType>({
                 loadQueries: async () => (await api.get('api/instance_status/queries')).results,
             },
         ],
-    }),
-    reducers: {
+    })),
+    reducers({
         tab: [
             'overview' as InstanceStatusTabName,
             {
@@ -143,9 +145,8 @@ export const systemStatusLogic = kea<systemStatusLogicType>({
                 increaseUpdatedInstanceConfigCount: (state) => (state ?? 0) + 1,
             },
         ],
-    },
-
-    selectors: () => ({
+    }),
+    selectors(() => ({
         overview: [
             (s) => [s.systemStatus],
             (status: SystemStatus | null): SystemStatusRow[] => (status ? status.overview : []),
@@ -155,9 +156,8 @@ export const systemStatusLogic = kea<systemStatusLogicType>({
             (instanceSettings): InstanceSetting[] =>
                 instanceSettings.filter((item) => item.editable && EDITABLE_INSTANCE_SETTINGS.includes(item.key)),
         ],
-    }),
-
-    listeners: ({ actions, values }) => ({
+    })),
+    listeners(({ actions, values }) => ({
         setTab: ({ tab }: { tab: InstanceStatusTabName }) => {
             if (tab === 'metrics') {
                 actions.loadQueries()
@@ -193,19 +193,11 @@ export const systemStatusLogic = kea<systemStatusLogicType>({
                 lemonToast.success('Instance settings updated')
             }
         },
-    }),
-
-    events: ({ actions }) => ({
-        afterMount: () => {
-            actions.loadSystemStatus()
-        },
-    }),
-
-    actionToUrl: ({ values }) => ({
+    })),
+    actionToUrl(({ values }) => ({
         setTab: () => '/instance/' + (values.tab === 'overview' ? 'status' : values.tab),
-    }),
-
-    urlToAction: ({ actions, values }) => ({
+    })),
+    urlToAction(({ actions, values }) => ({
         '/instance(/:tab)': ({ tab }: { tab?: InstanceStatusTabName }) => {
             const currentTab =
                 tab && ['metrics', 'settings', 'staff_users', 'kafka_inspector'].includes(tab) ? tab : 'overview'
@@ -213,5 +205,10 @@ export const systemStatusLogic = kea<systemStatusLogicType>({
                 actions.setTab(currentTab)
             }
         },
-    }),
-})
+    })),
+    events(({ actions }) => ({
+        afterMount: () => {
+            actions.loadSystemStatus()
+        },
+    })),
+])
diff --git a/frontend/src/scenes/onboarding/onboardingLogic.tsx b/frontend/src/scenes/onboarding/onboardingLogic.tsx
index dfaff04773bf8..c484105b60e7a 100644
--- a/frontend/src/scenes/onboarding/onboardingLogic.tsx
+++ b/frontend/src/scenes/onboarding/onboardingLogic.tsx
@@ -1,10 +1,10 @@
-import { kea } from 'kea'
+import { kea, props, path, connect, actions, reducers, selectors, listeners } from 'kea'
 import { BillingProductV2Type, ProductKey } from '~/types'
 import { urls } from 'scenes/urls'
 
 import { billingLogic } from 'scenes/billing/billingLogic'
 import { teamLogic } from 'scenes/teamLogic'
-import { combineUrl, router } from 'kea-router'
+import { combineUrl, router, actionToUrl, urlToAction } from 'kea-router'
 import { eventUsageLogic } from 'lib/utils/eventUsageLogic'
 
 import type { onboardingLogicType } from './onboardingLogicType'
@@ -40,14 +40,14 @@ export const getProductUri = (productKey: ProductKey): string => {
     }
 }
 
-export const onboardingLogic = kea<onboardingLogicType>({
-    props: {} as OnboardingLogicProps,
-    path: ['scenes', 'onboarding', 'onboardingLogic'],
-    connect: {
+export const onboardingLogic = kea<onboardingLogicType>([
+    props({} as OnboardingLogicProps),
+    path(['scenes', 'onboarding', 'onboardingLogic']),
+    connect({
         values: [billingLogic, ['billing'], teamLogic, ['currentTeam']],
         actions: [billingLogic, ['loadBillingSuccess'], teamLogic, ['updateCurrentTeamSuccess']],
-    },
-    actions: {
+    }),
+    actions({
         setProduct: (product: BillingProductV2Type | null) => ({ product }),
         setProductKey: (productKey: string | null) => ({ productKey }),
         completeOnboarding: (nextProductKey?: string) => ({ nextProductKey }),
@@ -57,8 +57,8 @@ export const onboardingLogic = kea<onboardingLogicType>({
         goToNextStep: true,
         goToPreviousStep: true,
         resetStepKey: true,
-    },
-    reducers: () => ({
+    }),
+    reducers(() => ({
         productKey: [
             null as string | null,
             {
@@ -97,8 +97,8 @@ export const onboardingLogic = kea<onboardingLogicType>({
                 setSubscribedDuringOnboarding: (_, { subscribedDuringOnboarding }) => subscribedDuringOnboarding,
             },
         ],
-    }),
-    selectors: {
+    })),
+    selectors({
         totalOnboardingSteps: [
             (s) => [s.allOnboardingSteps],
             (allOnboardingSteps: AllOnboardingSteps) => allOnboardingSteps.length,
@@ -150,8 +150,8 @@ export const onboardingLogic = kea<onboardingLogicType>({
                 (stepKey && allOnboardingSteps.length > 0 && !currentOnboardingStep) ||
                 (!stepKey && allOnboardingSteps.length > 0),
         ],
-    },
-    listeners: ({ actions, values }) => ({
+    }),
+    listeners(({ actions, values }) => ({
         loadBillingSuccess: () => {
             actions.setProduct(values.billing?.products.find((p) => p.type === values.productKey) || null)
         },
@@ -207,8 +207,8 @@ export const onboardingLogic = kea<onboardingLogicType>({
         resetStepKey: () => {
             actions.setStepKey(values.allOnboardingSteps[0].props.stepKey)
         },
-    }),
-    actionToUrl: ({ values }) => ({
+    })),
+    actionToUrl(({ values }) => ({
         setStepKey: ({ stepKey }) => {
             if (stepKey) {
                 return [`/onboarding/${values.productKey}`, { step: stepKey }]
@@ -243,8 +243,8 @@ export const onboardingLogic = kea<onboardingLogicType>({
                 return [values.onCompleteOnboardingRedirectUrl]
             }
         },
-    }),
-    urlToAction: ({ actions, values }) => ({
+    })),
+    urlToAction(({ actions, values }) => ({
         '/onboarding/:productKey': ({ productKey }, { success, upgraded, step }) => {
             if (!productKey) {
                 window.location.href = urls.default()
@@ -262,5 +262,5 @@ export const onboardingLogic = kea<onboardingLogicType>({
                 actions.resetStepKey()
             }
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/onboarding/sdks/sdksLogic.tsx b/frontend/src/scenes/onboarding/sdks/sdksLogic.tsx
index 80cc121d8bd7d..83203a1ef7bc4 100644
--- a/frontend/src/scenes/onboarding/sdks/sdksLogic.tsx
+++ b/frontend/src/scenes/onboarding/sdks/sdksLogic.tsx
@@ -1,4 +1,4 @@
-import { kea } from 'kea'
+import { kea, path, connect, actions, reducers, selectors, listeners, events } from 'kea'
 
 import type { sdksLogicType } from './sdksLogicType'
 import { SDK, SDKInstructionsMap } from '~/types'
@@ -27,12 +27,12 @@ const getSourceOptions = (availableSDKInstructionsMap: SDKInstructionsMap): Lemo
     return selectOptions
 }
 
-export const sdksLogic = kea<sdksLogicType>({
-    path: ['scenes', 'onboarding', 'sdks', 'sdksLogic'],
-    connect: {
+export const sdksLogic = kea<sdksLogicType>([
+    path(['scenes', 'onboarding', 'sdks', 'sdksLogic']),
+    connect({
         values: [onboardingLogic, ['productKey']],
-    },
-    actions: {
+    }),
+    actions({
         setSourceFilter: (sourceFilter: string | null) => ({ sourceFilter }),
         filterSDKs: true,
         setSDKs: (sdks: SDK[]) => ({ sdks }),
@@ -40,9 +40,8 @@ export const sdksLogic = kea<sdksLogicType>({
         setSourceOptions: (sourceOptions: LemonSelectOptions<string>) => ({ sourceOptions }),
         resetSDKs: true,
         setAvailableSDKInstructionsMap: (sdkInstructionMap: SDKInstructionsMap) => ({ sdkInstructionMap }),
-    },
-
-    reducers: {
+    }),
+    reducers({
         sourceFilter: [
             null as string | null,
             {
@@ -73,8 +72,8 @@ export const sdksLogic = kea<sdksLogicType>({
                 setAvailableSDKInstructionsMap: (_, { sdkInstructionMap }) => sdkInstructionMap,
             },
         ],
-    },
-    selectors: {
+    }),
+    selectors({
         showSourceOptionsSelect: [
             (selectors) => [selectors.sourceOptions, selectors.availableSDKInstructionsMap],
             (sourceOptions: LemonSelectOptions<string>, availableSDKInstructionsMap: SDKInstructionsMap): boolean => {
@@ -83,8 +82,8 @@ export const sdksLogic = kea<sdksLogicType>({
                 return Object.keys(availableSDKInstructionsMap).length > 5 && sourceOptions.length > 2
             },
         ],
-    },
-    listeners: ({ actions, values }) => ({
+    }),
+    listeners(({ actions, values }) => ({
         filterSDKs: () => {
             const filteredSDks: SDK[] = allSDKs
                 .filter((sdk) => {
@@ -119,10 +118,10 @@ export const sdksLogic = kea<sdksLogicType>({
             actions.setSourceFilter(null)
             actions.setSourceOptions(getSourceOptions(values.availableSDKInstructionsMap))
         },
-    }),
-    events: ({ actions }) => ({
+    })),
+    events(({ actions }) => ({
         afterMount: () => {
             actions.filterSDKs()
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/organization/Settings/index.tsx b/frontend/src/scenes/organization/Settings/index.tsx
index 80b8d81a1f5b7..f37152a173da0 100644
--- a/frontend/src/scenes/organization/Settings/index.tsx
+++ b/frontend/src/scenes/organization/Settings/index.tsx
@@ -1,9 +1,10 @@
+import { actionToUrl, urlToAction } from 'kea-router'
 import { useState } from 'react'
 import { PageHeader } from 'lib/components/PageHeader'
 import { Invites } from './Invites'
 import { Members } from './Members'
 import { organizationLogic } from '../../organizationLogic'
-import { kea, useActions, useValues } from 'kea'
+import { kea, useActions, useValues, path, actions, reducers } from 'kea'
 import { DangerZone } from './DangerZone'
 import { RestrictedArea, RestrictedComponentProps } from 'lib/components/RestrictedArea'
 import { FEATURE_FLAGS, OrganizationMembershipLevel } from 'lib/constants'
@@ -82,30 +83,30 @@ function EmailPreferences({ isRestricted }: RestrictedComponentProps): JSX.Eleme
     )
 }
 
-const organizationSettingsTabsLogic = kea<organizationSettingsTabsLogicType>({
-    path: ['scenes', 'organization', 'Settings', 'index'],
-    actions: {
+const organizationSettingsTabsLogic = kea<organizationSettingsTabsLogicType>([
+    path(['scenes', 'organization', 'Settings', 'index']),
+    actions({
         setTab: (tab: OrganizationSettingsTabs) => ({ tab }),
-    },
-    reducers: {
+    }),
+    reducers({
         tab: [
             OrganizationSettingsTabs.GENERAL as OrganizationSettingsTabs,
             {
                 setTab: (_, { tab }) => tab,
             },
         ],
-    },
-    actionToUrl: () => ({
-        setTab: ({ tab }) => `${urls.organizationSettings()}?tab=${tab}`,
     }),
-    urlToAction: ({ values, actions }) => ({
+    actionToUrl(() => ({
+        setTab: ({ tab }) => `${urls.organizationSettings()}?tab=${tab}`,
+    })),
+    urlToAction(({ values, actions }) => ({
         [urls.organizationSettings()]: (_, searchParams) => {
             if (searchParams['tab'] && values.tab !== searchParams['tab']) {
                 actions.setTab(searchParams['tab'])
             }
         },
-    }),
-})
+    })),
+])
 
 export function OrganizationSettings(): JSX.Element {
     const { user } = useValues(userLogic)
diff --git a/frontend/src/scenes/organization/Settings/inviteLogic.ts b/frontend/src/scenes/organization/Settings/inviteLogic.ts
index cfb7811a457e6..8ebc6a1a72ef3 100644
--- a/frontend/src/scenes/organization/Settings/inviteLogic.ts
+++ b/frontend/src/scenes/organization/Settings/inviteLogic.ts
@@ -1,11 +1,12 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, path, connect, actions, reducers, selectors, listeners, events } from 'kea'
 import { OrganizationInviteType } from '~/types'
 import api from 'lib/api'
 import { organizationLogic } from 'scenes/organizationLogic'
 import { eventUsageLogic } from 'lib/utils/eventUsageLogic'
 import type { inviteLogicType } from './inviteLogicType'
 import { preflightLogic } from 'scenes/PreflightCheck/preflightLogic'
-import { router } from 'kea-router'
+import { router, urlToAction } from 'kea-router'
 import { lemonToast } from 'lib/lemon-ui/lemonToast'
 
 /** State of a single invite row (with input data) in bulk invite creation. */
@@ -18,9 +19,13 @@ export interface InviteRowState {
 
 const EMPTY_INVITE: InviteRowState = { target_email: '', first_name: '', isValid: true }
 
-export const inviteLogic = kea<inviteLogicType>({
-    path: ['scenes', 'organization', 'Settings', 'inviteLogic'],
-    actions: {
+export const inviteLogic = kea<inviteLogicType>([
+    path(['scenes', 'organization', 'Settings', 'inviteLogic']),
+    connect({
+        values: [preflightLogic, ['preflight']],
+        actions: [router, ['locationChanged']],
+    }),
+    actions({
         showInviteModal: true,
         hideInviteModal: true,
         updateInviteAtIndex: (payload, index: number) => ({ payload, index }),
@@ -28,12 +33,45 @@ export const inviteLogic = kea<inviteLogicType>({
         updateMessage: (message: string) => ({ message }),
         appendInviteRow: true,
         resetInviteRows: true,
-    },
-    connect: {
-        values: [preflightLogic, ['preflight']],
-        actions: [router, ['locationChanged']],
-    },
-    reducers: () => ({
+    }),
+    loaders(({ values }) => ({
+        invitedTeamMembersInternal: [
+            [] as OrganizationInviteType[],
+            {
+                inviteTeamMembers: async () => {
+                    if (!values.canSubmit) {
+                        return { invites: [] }
+                    }
+
+                    const payload: Pick<OrganizationInviteType, 'target_email' | 'first_name' | 'message'>[] =
+                        values.invitesToSend.filter((invite) => invite.target_email)
+                    eventUsageLogic.actions.reportBulkInviteAttempted(
+                        payload.length,
+                        payload.filter((invite) => !!invite.first_name).length
+                    )
+                    if (values.message) {
+                        payload.forEach((payload) => (payload.message = values.message))
+                    }
+                    return await api.create('api/organizations/@current/invites/bulk/', payload)
+                },
+            },
+        ],
+        invites: [
+            [] as OrganizationInviteType[],
+            {
+                loadInvites: async () => {
+                    return (await api.get('api/organizations/@current/invites/')).results
+                },
+                deleteInvite: async (invite: OrganizationInviteType) => {
+                    await api.delete(`api/organizations/@current/invites/${invite.id}/`)
+                    preflightLogic.actions.loadPreflight() // Make sure licensed_users_available is updated
+                    lemonToast.success(`Invite for ${invite.target_email} has been canceled`)
+                    return values.invites.filter((thisInvite) => thisInvite.id !== invite.id)
+                },
+            },
+        ],
+    })),
+    reducers(() => ({
         isInviteModalShown: [
             false,
             {
@@ -66,53 +104,16 @@ export const inviteLogic = kea<inviteLogicType>({
                 updateMessage: (_, { message }) => message,
             },
         ],
-    }),
-    selectors: {
+    })),
+    selectors({
         canSubmit: [
             (selectors) => [selectors.invitesToSend],
             (invites: InviteRowState[]) =>
                 invites.filter(({ target_email }) => !!target_email).length > 0 &&
                 invites.filter(({ isValid }) => !isValid).length == 0,
         ],
-    },
-    loaders: ({ values }) => ({
-        invitedTeamMembersInternal: [
-            [] as OrganizationInviteType[],
-            {
-                inviteTeamMembers: async () => {
-                    if (!values.canSubmit) {
-                        return { invites: [] }
-                    }
-
-                    const payload: Pick<OrganizationInviteType, 'target_email' | 'first_name' | 'message'>[] =
-                        values.invitesToSend.filter((invite) => invite.target_email)
-                    eventUsageLogic.actions.reportBulkInviteAttempted(
-                        payload.length,
-                        payload.filter((invite) => !!invite.first_name).length
-                    )
-                    if (values.message) {
-                        payload.forEach((payload) => (payload.message = values.message))
-                    }
-                    return await api.create('api/organizations/@current/invites/bulk/', payload)
-                },
-            },
-        ],
-        invites: [
-            [] as OrganizationInviteType[],
-            {
-                loadInvites: async () => {
-                    return (await api.get('api/organizations/@current/invites/')).results
-                },
-                deleteInvite: async (invite: OrganizationInviteType) => {
-                    await api.delete(`api/organizations/@current/invites/${invite.id}/`)
-                    preflightLogic.actions.loadPreflight() // Make sure licensed_users_available is updated
-                    lemonToast.success(`Invite for ${invite.target_email} has been canceled`)
-                    return values.invites.filter((thisInvite) => thisInvite.id !== invite.id)
-                },
-            },
-        ],
     }),
-    listeners: ({ values, actions }) => ({
+    listeners(({ values, actions }) => ({
         inviteTeamMembersSuccess: (): void => {
             const inviteCount = values.invitedTeamMembersInternal.length
             if (values.preflight?.email_service_available) {
@@ -128,15 +129,15 @@ export const inviteLogic = kea<inviteLogicType>({
                 actions.hideInviteModal()
             }
         },
-    }),
-    events: ({ actions }) => ({
-        afterMount: [actions.loadInvites],
-    }),
-    urlToAction: ({ actions }) => ({
+    })),
+    urlToAction(({ actions }) => ({
         '*': (_, searchParams) => {
             if (searchParams.invite_modal) {
                 actions.showInviteModal()
             }
         },
-    }),
-})
+    })),
+    events(({ actions }) => ({
+        afterMount: [actions.loadInvites],
+    })),
+])
diff --git a/frontend/src/scenes/organization/Settings/invitesLogic.tsx b/frontend/src/scenes/organization/Settings/invitesLogic.tsx
index f935bb9c68164..1b119f9a52da9 100644
--- a/frontend/src/scenes/organization/Settings/invitesLogic.tsx
+++ b/frontend/src/scenes/organization/Settings/invitesLogic.tsx
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, path, listeners, events } from 'kea'
 import api from 'lib/api'
 import { OrganizationInviteType } from '~/types'
 import type { invitesLogicType } from './invitesLogicType'
@@ -6,9 +7,9 @@ import { eventUsageLogic } from 'lib/utils/eventUsageLogic'
 import { preflightLogic } from 'scenes/PreflightCheck/preflightLogic'
 import { lemonToast } from 'lib/lemon-ui/lemonToast'
 
-export const invitesLogic = kea<invitesLogicType>({
-    path: ['scenes', 'organization', 'Settings', 'invitesLogic'],
-    loaders: ({ values }) => ({
+export const invitesLogic = kea<invitesLogicType>([
+    path(['scenes', 'organization', 'Settings', 'invitesLogic']),
+    loaders(({ values }) => ({
         invites: {
             __default: [] as OrganizationInviteType[],
             loadInvites: async () => {
@@ -41,8 +42,8 @@ export const invitesLogic = kea<invitesLogicType>({
                 return values.invites.filter((thisInvite) => thisInvite.id !== invite.id)
             },
         },
-    }),
-    listeners: {
+    })),
+    listeners({
         createInviteSuccess: async () => {
             const nameProvided = false // TODO: Change when adding support for names on invites
             eventUsageLogic.actions.reportInviteAttempted(
@@ -50,8 +51,8 @@ export const invitesLogic = kea<invitesLogicType>({
                 !!preflightLogic.values.preflight?.email_service_available
             )
         },
-    },
-    events: ({ actions }) => ({
-        afterMount: actions.loadInvites,
     }),
-})
+    events(({ actions }) => ({
+        afterMount: actions.loadInvites,
+    })),
+])
diff --git a/frontend/src/scenes/organization/Settings/membersLogic.tsx b/frontend/src/scenes/organization/Settings/membersLogic.tsx
index eb82867e3d3d8..ebf874aaa5063 100644
--- a/frontend/src/scenes/organization/Settings/membersLogic.tsx
+++ b/frontend/src/scenes/organization/Settings/membersLogic.tsx
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, path, connect, actions, reducers, selectors, listeners, events } from 'kea'
 import api from 'lib/api'
 import type { membersLogicType } from './membersLogicType'
 import { OrganizationMembershipLevel } from 'lib/constants'
@@ -9,26 +10,22 @@ import { membershipLevelToName } from 'lib/utils/permissioning'
 import { lemonToast } from 'lib/lemon-ui/lemonToast'
 import Fuse from 'fuse.js'
 
-// eslint-disable-next-line @typescript-eslint/no-empty-interface
 export interface MembersFuse extends Fuse<OrganizationMemberType> {}
 
-export const membersLogic = kea<membersLogicType>({
-    path: ['scenes', 'organization', 'Settings', 'membersLogic'],
-    connect: {
+export const membersLogic = kea<membersLogicType>([
+    path(['scenes', 'organization', 'Settings', 'membersLogic']),
+    connect({
         values: [userLogic, ['user']],
-    },
-    actions: {
+    }),
+    actions({
         setSearch: (search) => ({ search }),
         changeMemberAccessLevel: (member: OrganizationMemberType, level: OrganizationMembershipLevel) => ({
             member,
             level,
         }),
         postRemoveMember: (userUuid: string) => ({ userUuid }),
-    },
-    reducers: {
-        search: ['', { setSearch: (_, { search }) => search }],
-    },
-    loaders: ({ values, actions }) => ({
+    }),
+    loaders(({ values, actions }) => ({
         members: {
             __default: [] as OrganizationMemberType[],
             loadMembers: async () => {
@@ -45,8 +42,11 @@ export const membersLogic = kea<membersLogicType>({
                 return values.members.filter((thisMember) => thisMember.user.id !== member.user.id)
             },
         },
+    })),
+    reducers({
+        search: ['', { setSearch: (_, { search }) => search }],
     }),
-    selectors: {
+    selectors({
         meFirstMembers: [
             (s) => [s.members, s.user],
             (members, user) => {
@@ -73,8 +73,8 @@ export const membersLogic = kea<membersLogicType>({
             (members, membersFuse, search) =>
                 search ? membersFuse.search(search).map((result) => result.item) : members,
         ],
-    },
-    listeners: ({ actions }) => ({
+    }),
+    listeners(({ actions }) => ({
         changeMemberAccessLevel: async ({ member, level }) => {
             await api.update(`api/organizations/@current/members/${member.user.uuid}/`, { level })
             lemonToast.success(
@@ -93,8 +93,8 @@ export const membersLogic = kea<membersLogicType>({
                 location.reload()
             }
         },
-    }),
-    events: ({ actions }) => ({
+    })),
+    events(({ actions }) => ({
         afterMount: actions.loadMembers,
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/persons/mergeSplitPersonLogic.ts b/frontend/src/scenes/persons/mergeSplitPersonLogic.ts
index b695f4f36112c..3e5c4dae2417f 100644
--- a/frontend/src/scenes/persons/mergeSplitPersonLogic.ts
+++ b/frontend/src/scenes/persons/mergeSplitPersonLogic.ts
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, props, key, path, connect, actions, reducers, listeners, events } from 'kea'
 import { router } from 'kea-router'
 import api from 'lib/api'
 import { lemonToast } from 'lib/lemon-ui/lemonToast'
@@ -13,41 +14,22 @@ export interface SplitPersonLogicProps {
 
 export type PersonUuids = NonNullable<PersonType['uuid']>[]
 
-export const mergeSplitPersonLogic = kea<mergeSplitPersonLogicType>({
-    props: {} as SplitPersonLogicProps,
-    key: (props) => props.person.id ?? 'new',
-    path: (key) => ['scenes', 'persons', 'mergeSplitPersonLogic', key],
-    connect: () => ({
+export const mergeSplitPersonLogic = kea<mergeSplitPersonLogicType>([
+    props({} as SplitPersonLogicProps),
+    key((props) => props.person.id ?? 'new'),
+    path((key) => ['scenes', 'persons', 'mergeSplitPersonLogic', key]),
+    connect(() => ({
         actions: [
             personsLogic({ syncWithUrl: true }),
             ['setListFilters', 'loadPersons', 'setPerson', 'setSplitMergeModalShown'],
         ],
         values: [personsLogic({ syncWithUrl: true }), ['persons']],
-    }),
-    actions: {
+    })),
+    actions({
         setSelectedPersonToAssignSplit: (id: string) => ({ id }),
         cancel: true,
-    },
-    reducers: ({ props }) => ({
-        person: [props.person, {}],
-        selectedPersonsToAssignSplit: [
-            null as null | string,
-            {
-                setSelectedPersonToAssignSplit: (_, { id }) => id,
-            },
-        ],
-    }),
-    listeners: ({ actions, values }) => ({
-        setListFilters: () => {
-            actions.loadPersons()
-        },
-        cancel: () => {
-            if (!values.executedLoading) {
-                actions.setSplitMergeModalShown(false)
-            }
-        },
     }),
-    loaders: ({ values, actions }) => ({
+    loaders(({ values, actions }) => ({
         executed: [
             false,
             {
@@ -70,8 +52,27 @@ export const mergeSplitPersonLogic = kea<mergeSplitPersonLogicType>({
                 },
             },
         ],
-    }),
-    events: ({ actions }) => ({
+    })),
+    reducers(({ props }) => ({
+        person: [props.person, {}],
+        selectedPersonsToAssignSplit: [
+            null as null | string,
+            {
+                setSelectedPersonToAssignSplit: (_, { id }) => id,
+            },
+        ],
+    })),
+    listeners(({ actions, values }) => ({
+        setListFilters: () => {
+            actions.loadPersons()
+        },
+        cancel: () => {
+            if (!values.executedLoading) {
+                actions.setSplitMergeModalShown(false)
+            }
+        },
+    })),
+    events(({ actions }) => ({
         afterMount: [actions.loadPersons],
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/persons/personsLogic.tsx b/frontend/src/scenes/persons/personsLogic.tsx
index eb1c15fd49a11..136d69f317baf 100644
--- a/frontend/src/scenes/persons/personsLogic.tsx
+++ b/frontend/src/scenes/persons/personsLogic.tsx
@@ -1,5 +1,6 @@
-import { kea } from 'kea'
-import { decodeParams, router } from 'kea-router'
+import { loaders } from 'kea-loaders'
+import { kea, props, key, path, connect, actions, reducers, selectors, listeners, events } from 'kea'
+import { decodeParams, router, actionToUrl, urlToAction } from 'kea-router'
 import api, { CountedPaginatedResponse } from 'lib/api'
 import type { personsLogicType } from './personsLogicType'
 import {
@@ -31,21 +32,21 @@ export interface PersonsLogicProps {
     fixedProperties?: PersonPropertyFilter[]
 }
 
-export const personsLogic = kea<personsLogicType>({
-    props: {} as PersonsLogicProps,
-    key: (props) => {
+export const personsLogic = kea<personsLogicType>([
+    props({} as PersonsLogicProps),
+    key((props) => {
         if (props.fixedProperties) {
             return JSON.stringify(props.fixedProperties)
         }
 
         return props.cohort ? `cohort_${props.cohort}` : 'scene'
-    },
-    path: (key) => ['scenes', 'persons', 'personsLogic', key],
-    connect: () => ({
+    }),
+    path((key) => ['scenes', 'persons', 'personsLogic', key]),
+    connect(() => ({
         actions: [eventUsageLogic, ['reportPersonDetailViewed']],
         values: [teamLogic, ['currentTeam'], featureFlagLogic, ['featureFlags']],
-    }),
-    actions: {
+    })),
+    actions({
         setPerson: (person: PersonType | null) => ({ person }),
         setPersons: (persons: PersonType[]) => ({ persons }),
         loadPerson: (id: string) => ({ id }),
@@ -60,8 +61,106 @@ export const personsLogic = kea<personsLogicType>({
         setActiveTab: (tab: PersonsTabType) => ({ tab }),
         setSplitMergeModalShown: (shown: boolean) => ({ shown }),
         setDistinctId: (distinctId: string) => ({ distinctId }),
-    },
-    reducers: () => ({
+    }),
+    loaders(({ values, actions, props }) => ({
+        persons: [
+            { next: null, previous: null, count: 0, results: [], offset: 0 } as CountedPaginatedResponse<PersonType> & {
+                offset: number
+            },
+            {
+                loadPersons: async ({ url }) => {
+                    let result: CountedPaginatedResponse<PersonType> & { offset: number }
+                    if (!url) {
+                        const newFilters: PersonListParams = { ...values.listFilters }
+                        newFilters.properties = [
+                            ...(values.listFilters.properties || []),
+                            ...values.hiddenListProperties,
+                        ]
+                        if (values.featureFlags[FEATURE_FLAGS.POSTHOG_3000]) {
+                            newFilters.include_total = true // The total count is slow, but needed for infinite loading
+                        }
+                        if (props.cohort) {
+                            result = {
+                                ...(await api.get(`api/cohort/${props.cohort}/persons/?${toParams(newFilters)}`)),
+                                offset: 0,
+                            }
+                        } else {
+                            result = { ...(await api.persons.list(newFilters)), offset: 0 }
+                        }
+                    } else {
+                        result = { ...(await api.get(url)), offset: parseInt(decodeParams(url).offset) }
+                    }
+                    return result
+                },
+            },
+        ],
+        person: [
+            null as PersonType | null,
+            {
+                loadPerson: async ({ id }): Promise<PersonType | null> => {
+                    if (values.featureFlags[FEATURE_FLAGS.PERSONS_HOGQL_QUERY]) {
+                        const response = await hogqlQuery(
+                            'select id, groupArray(pdi.distinct_id) as distinct_ids, properties, is_identified, created_at from persons where pdi.distinct_id={distinct_id} group by id, properties, is_identified, created_at',
+                            { distinct_id: id }
+                        )
+                        const row = response?.results?.[0]
+                        if (row) {
+                            const person: PersonType = {
+                                id: row[0],
+                                uuid: row[0],
+                                distinct_ids: row[1],
+                                properties: JSON.parse(row[2] || '{}'),
+                                is_identified: !!row[3],
+                                created_at: row[4],
+                            }
+                            actions.reportPersonDetailViewed(person)
+                            return person
+                        }
+                    }
+
+                    const response = await api.persons.list({ distinct_id: id })
+                    const person = response.results[0]
+                    if (person) {
+                        actions.reportPersonDetailViewed(person)
+                    }
+                    return person
+                },
+                loadPersonUUID: async ({ uuid }): Promise<PersonType | null> => {
+                    const response = await hogqlQuery(
+                        'select id, groupArray(pdi.distinct_id) as distinct_ids, properties, is_identified, created_at from persons where id={id} group by id, properties, is_identified, created_at',
+                        { id: uuid }
+                    )
+                    const row = response?.results?.[0]
+                    if (row) {
+                        const person: PersonType = {
+                            id: row[0],
+                            uuid: row[0],
+                            distinct_ids: row[1],
+                            properties: JSON.parse(row[2] || '{}'),
+                            is_identified: !!row[3],
+                            created_at: row[4],
+                        }
+                        actions.reportPersonDetailViewed(person)
+                        return person
+                    }
+                    return null
+                },
+            },
+        ],
+        cohorts: [
+            null as CohortType[] | null,
+            {
+                loadCohorts: async (): Promise<CohortType[] | null> => {
+                    if (!values.person?.id) {
+                        return null
+                    }
+                    const response = await api.get(`api/person/cohorts/?person_id=${values.person?.id}`)
+                    return response.results
+                },
+            },
+        ],
+    })),
+    reducers(() => ({
         listFilters: [
             {} as PersonListParams,
             {
@@ -126,8 +225,8 @@ export const personsLogic = kea<personsLogicType>({
                 setDistinctId: (_, { distinctId }) => distinctId,
             },
         ],
-    }),
-    selectors: () => ({
+    })),
+    selectors(() => ({
         apiDocsURL: [
             () => [(_, props) => props.cohort],
             (cohort: PersonsLogicProps['cohort']) =>
@@ -179,8 +278,8 @@ export const personsLogic = kea<personsLogicType>({
             (featureFlags) => featureFlags[FEATURE_FLAGS.CS_DASHBOARDS],
         ],
         feedEnabled: [(s) => [s.featureFlags], (featureFlags) => !!featureFlags[FEATURE_FLAGS.PERSON_FEED_CANVAS]],
-    }),
-    listeners: ({ actions, values }) => ({
+    })),
+    listeners(({ actions, values }) => ({
         editProperty: async ({ key, newValue }) => {
             const person = values.person
 
@@ -245,106 +344,8 @@ export const personsLogic = kea<personsLogicType>({
         navigateToCohort: ({ cohort }) => {
             router.actions.push(urls.cohort(cohort.id))
         },
-    }),
-    loaders: ({ values, actions, props }) => ({
-        persons: [
-            { next: null, previous: null, count: 0, results: [], offset: 0 } as CountedPaginatedResponse<PersonType> & {
-                offset: number
-            },
-            {
-                loadPersons: async ({ url }) => {
-                    let result: CountedPaginatedResponse<PersonType> & { offset: number }
-                    if (!url) {
-                        const newFilters: PersonListParams = { ...values.listFilters }
-                        newFilters.properties = [
-                            ...(values.listFilters.properties || []),
-                            ...values.hiddenListProperties,
-                        ]
-                        if (values.featureFlags[FEATURE_FLAGS.POSTHOG_3000]) {
-                            newFilters.include_total = true // The total count is slow, but needed for infinite loading
-                        }
-                        if (props.cohort) {
-                            result = {
-                                ...(await api.get(`api/cohort/${props.cohort}/persons/?${toParams(newFilters)}`)),
-                                offset: 0,
-                            }
-                        } else {
-                            result = { ...(await api.persons.list(newFilters)), offset: 0 }
-                        }
-                    } else {
-                        result = { ...(await api.get(url)), offset: parseInt(decodeParams(url).offset) }
-                    }
-                    return result
-                },
-            },
-        ],
-        person: [
-            null as PersonType | null,
-            {
-                loadPerson: async ({ id }): Promise<PersonType | null> => {
-                    if (values.featureFlags[FEATURE_FLAGS.PERSONS_HOGQL_QUERY]) {
-                        const response = await hogqlQuery(
-                            'select id, groupArray(pdi.distinct_id) as distinct_ids, properties, is_identified, created_at from persons where pdi.distinct_id={distinct_id} group by id, properties, is_identified, created_at',
-                            { distinct_id: id }
-                        )
-                        const row = response?.results?.[0]
-                        if (row) {
-                            const person: PersonType = {
-                                id: row[0],
-                                uuid: row[0],
-                                distinct_ids: row[1],
-                                properties: JSON.parse(row[2] || '{}'),
-                                is_identified: !!row[3],
-                                created_at: row[4],
-                            }
-                            actions.reportPersonDetailViewed(person)
-                            return person
-                        }
-                    }
-
-                    const response = await api.persons.list({ distinct_id: id })
-                    const person = response.results[0]
-                    if (person) {
-                        actions.reportPersonDetailViewed(person)
-                    }
-                    return person
-                },
-                loadPersonUUID: async ({ uuid }): Promise<PersonType | null> => {
-                    const response = await hogqlQuery(
-                        'select id, groupArray(pdi.distinct_id) as distinct_ids, properties, is_identified, created_at from persons where id={id} group by id, properties, is_identified, created_at',
-                        { id: uuid }
-                    )
-                    const row = response?.results?.[0]
-                    if (row) {
-                        const person: PersonType = {
-                            id: row[0],
-                            uuid: row[0],
-                            distinct_ids: row[1],
-                            properties: JSON.parse(row[2] || '{}'),
-                            is_identified: !!row[3],
-                            created_at: row[4],
-                        }
-                        actions.reportPersonDetailViewed(person)
-                        return person
-                    }
-                    return null
-                },
-            },
-        ],
-        cohorts: [
-            null as CohortType[] | null,
-            {
-                loadCohorts: async (): Promise<CohortType[] | null> => {
-                    if (!values.person?.id) {
-                        return null
-                    }
-                    const response = await api.get(`api/person/cohorts/?person_id=${values.person?.id}`)
-                    return response.results
-                },
-            },
-        ],
-    }),
-    actionToUrl: ({ values, props }) => ({
+    })),
+    actionToUrl(({ values, props }) => ({
         setListFilters: () => {
             if (props.syncWithUrl && router.values.location.pathname.indexOf('/persons') > -1) {
                 return ['/persons', values.listFilters, undefined, { replace: true }]
@@ -364,8 +365,8 @@ export const personsLogic = kea<personsLogicType>({
                 ]
             }
         },
-    }),
-    urlToAction: ({ actions, values, props }) => ({
+    })),
+    urlToAction(({ actions, values, props }) => ({
         '/person/*': ({ _: rawPersonDistinctId }, { sessionRecordingId }, { activeTab }) => {
             if (props.syncWithUrl) {
                 if (sessionRecordingId && values.activeTab !== PersonsTabType.SESSION_RECORDINGS) {
@@ -408,8 +409,8 @@ export const personsLogic = kea<personsLogicType>({
                 }
             }
         },
-    }),
-    events: ({ props, actions }) => ({
+    })),
+    events(({ props, actions }) => ({
         afterMount: () => {
             if (props.cohort && typeof props.cohort === 'number') {
                 actions.setListFilters({ cohort: props.cohort })
@@ -421,5 +422,5 @@ export const personsLogic = kea<personsLogicType>({
                 actions.loadPersons()
             }
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/plugins/plugin/pluginLogsLogic.ts b/frontend/src/scenes/plugins/plugin/pluginLogsLogic.ts
index f9d3d13550bdf..437393efcb4cf 100644
--- a/frontend/src/scenes/plugins/plugin/pluginLogsLogic.ts
+++ b/frontend/src/scenes/plugins/plugin/pluginLogsLogic.ts
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, props, key, path, connect, actions, reducers, selectors, listeners, events } from 'kea'
 import api from '~/lib/api'
 import { PluginLogEntry, PluginLogEntryType } from '~/types'
 import { teamLogic } from '../../teamLogic'
@@ -11,24 +12,22 @@ export interface PluginLogsProps {
 
 export const LOGS_PORTION_LIMIT = 50
 
-export const pluginLogsLogic = kea<pluginLogsLogicType>({
-    props: {} as PluginLogsProps,
-    key: ({ pluginConfigId }: PluginLogsProps) => pluginConfigId,
-    path: (key) => ['scenes', 'plugins', 'plugin', 'pluginLogsLogic', key],
-    connect: {
+export const pluginLogsLogic = kea<pluginLogsLogicType>([
+    props({} as PluginLogsProps),
+    key(({ pluginConfigId }: PluginLogsProps) => pluginConfigId),
+    path((key) => ['scenes', 'plugins', 'plugin', 'pluginLogsLogic', key]),
+    connect({
         values: [teamLogic, ['currentTeamId']],
-    },
-
-    actions: {
+    }),
+    actions({
         clearPluginLogsBackground: true,
         markLogsEnd: true,
         setPluginLogsTypes: (typeFilters: CheckboxValueType[]) => ({
             typeFilters,
         }),
         setSearchTerm: (searchTerm: string) => ({ searchTerm }),
-    },
-
-    loaders: ({ props: { pluginConfigId }, values, actions, cache }) => ({
+    }),
+    loaders(({ props: { pluginConfigId }, values, actions, cache }) => ({
         pluginLogs: {
             __default: [] as PluginLogEntry[],
             loadPluginLogs: async () => {
@@ -83,19 +82,8 @@ export const pluginLogsLogic = kea<pluginLogsLogicType>({
                 return [...results, ...values.pluginLogsBackground]
             },
         },
-    }),
-    listeners: ({ actions }) => ({
-        setPluginLogsTypes: () => {
-            actions.loadPluginLogs()
-        },
-        setSearchTerm: async ({ searchTerm }, breakpoint) => {
-            if (searchTerm) {
-                await breakpoint(1000)
-            }
-            actions.loadPluginLogs()
-        },
-    }),
-    reducers: {
+    })),
+    reducers({
         pluginLogsTypes: [
             Object.values(PluginLogEntryType).filter((type) => type !== 'DEBUG'),
             {
@@ -127,9 +115,8 @@ export const pluginLogsLogic = kea<pluginLogsLogicType>({
                 markLogsEnd: () => false,
             },
         ],
-    },
-
-    selectors: ({ selectors }) => ({
+    }),
+    selectors(({ selectors }) => ({
         leadingEntry: [
             () => [selectors.pluginLogs, selectors.pluginLogsBackground],
             (pluginLogs: PluginLogEntry[], pluginLogsBackground: PluginLogEntry[]): PluginLogEntry | null => {
@@ -154,14 +141,24 @@ export const pluginLogsLogic = kea<pluginLogsLogicType>({
                 return null
             },
         ],
-    }),
-
-    events: ({ actions, cache }) => ({
+    })),
+    listeners(({ actions }) => ({
+        setPluginLogsTypes: () => {
+            actions.loadPluginLogs()
+        },
+        setSearchTerm: async ({ searchTerm }, breakpoint) => {
+            if (searchTerm) {
+                await breakpoint(1000)
+            }
+            actions.loadPluginLogs()
+        },
+    })),
+    events(({ actions, cache }) => ({
         afterMount: () => {
             actions.loadPluginLogs()
         },
         beforeUnmount: () => {
             clearInterval(cache.pollingInterval)
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/products/productsLogic.tsx b/frontend/src/scenes/products/productsLogic.tsx
index 5c199fd3f3fc1..48a17171bdc8a 100644
--- a/frontend/src/scenes/products/productsLogic.tsx
+++ b/frontend/src/scenes/products/productsLogic.tsx
@@ -1,16 +1,16 @@
-import { kea } from 'kea'
+import { kea, path, actions, listeners } from 'kea'
 import { teamLogic } from 'scenes/teamLogic'
 import { ProductKey } from '~/types'
 
 import type { productsLogicType } from './productsLogicType'
 import { eventUsageLogic } from 'lib/utils/eventUsageLogic'
 
-export const productsLogic = kea<productsLogicType>({
-    path: () => ['scenes', 'products', 'productsLogic'],
-    actions: () => ({
+export const productsLogic = kea<productsLogicType>([
+    path(() => ['scenes', 'products', 'productsLogic']),
+    actions(() => ({
         onSelectProduct: (product: ProductKey) => ({ product }),
-    }),
-    listeners: () => ({
+    })),
+    listeners(() => ({
         onSelectProduct: ({ product }) => {
             eventUsageLogic.actions.reportOnboardingProductSelected(product)
 
@@ -30,5 +30,5 @@ export const productsLogic = kea<productsLogicType>({
                     return
             }
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/project/Settings/groupAnalyticsConfigLogic.ts b/frontend/src/scenes/project/Settings/groupAnalyticsConfigLogic.ts
index 22c9aed1ffafc..a4b41133b80ee 100644
--- a/frontend/src/scenes/project/Settings/groupAnalyticsConfigLogic.ts
+++ b/frontend/src/scenes/project/Settings/groupAnalyticsConfigLogic.ts
@@ -1,20 +1,20 @@
-import { kea } from 'kea'
+import { kea, path, connect, actions, reducers, selectors, listeners } from 'kea'
 import { groupsModel } from '~/models/groupsModel'
 import type { groupAnalyticsConfigLogicType } from './groupAnalyticsConfigLogicType'
 
-export const groupAnalyticsConfigLogic = kea<groupAnalyticsConfigLogicType>({
-    path: ['scenes', 'project', 'Settings', 'groupAnalyticsConfigLogic'],
-    connect: {
+export const groupAnalyticsConfigLogic = kea<groupAnalyticsConfigLogicType>([
+    path(['scenes', 'project', 'Settings', 'groupAnalyticsConfigLogic']),
+    connect({
         values: [groupsModel, ['groupTypes', 'groupTypesLoading']],
         actions: [groupsModel, ['updateGroupTypesMetadata']],
-    },
-    actions: {
+    }),
+    actions({
         setSingular: (groupTypeIndex: number, value: string) => ({ groupTypeIndex, value }),
         setPlural: (groupTypeIndex: number, value: string) => ({ groupTypeIndex, value }),
         reset: true,
         save: true,
-    },
-    reducers: {
+    }),
+    reducers({
         singularChanges: [
             {} as Record<number, string | undefined>,
             {
@@ -31,15 +31,15 @@ export const groupAnalyticsConfigLogic = kea<groupAnalyticsConfigLogicType>({
                 updateGroupTypesMetadataSuccess: () => ({}),
             },
         ],
-    },
-    selectors: {
+    }),
+    selectors({
         hasChanges: [
             (s) => [s.singularChanges, s.pluralChanges],
             (singularChanges, pluralChanges) =>
                 Object.keys(singularChanges).length > 0 || Object.keys(pluralChanges).length > 0,
         ],
-    },
-    listeners: ({ values, actions }) => ({
+    }),
+    listeners(({ values, actions }) => ({
         save: async () => {
             const { groupTypes, singularChanges, pluralChanges } = values
             const payload = groupTypes.map((groupType) => {
@@ -55,5 +55,5 @@ export const groupAnalyticsConfigLogic = kea<groupAnalyticsConfigLogicType>({
 
             actions.updateGroupTypesMetadata(payload)
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/project/Settings/webhookIntegrationLogic.ts b/frontend/src/scenes/project/Settings/webhookIntegrationLogic.ts
index c08d74ca651bf..77cf7e1a69180 100644
--- a/frontend/src/scenes/project/Settings/webhookIntegrationLogic.ts
+++ b/frontend/src/scenes/project/Settings/webhookIntegrationLogic.ts
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, path, selectors, listeners } from 'kea'
 import api from 'lib/api'
 import { lemonToast } from 'lib/lemon-ui/lemonToast'
 import { capitalizeFirstLetter } from 'lib/utils'
@@ -10,9 +11,9 @@ function adjustDiscordWebhook(webhookUrl: string): string {
     return webhookUrl.replace(/\/*(?:posthog|slack)?\/?$/, '/slack')
 }
 
-export const webhookIntegrationLogic = kea<webhookIntegrationLogicType>({
-    path: ['scenes', 'project', 'Settings', 'webhookIntegrationLogic'],
-    loaders: ({ actions }) => ({
+export const webhookIntegrationLogic = kea<webhookIntegrationLogicType>([
+    path(['scenes', 'project', 'Settings', 'webhookIntegrationLogic']),
+    loaders(({ actions }) => ({
         testedWebhook: [
             null as string | null,
             {
@@ -46,8 +47,14 @@ export const webhookIntegrationLogic = kea<webhookIntegrationLogicType>({
                 },
             },
         ],
+    })),
+    selectors({
+        loading: [
+            (s) => [s.testedWebhookLoading, teamLogic.selectors.currentTeamLoading],
+            (testedWebhookLoading: boolean, currentTeamLoading: boolean) => testedWebhookLoading || currentTeamLoading,
+        ],
     }),
-    listeners: () => ({
+    listeners(() => ({
         testWebhookSuccess: async ({ testedWebhook }) => {
             if (testedWebhook) {
                 teamLogic.actions.updateCurrentTeam({ slack_incoming_webhook: testedWebhook })
@@ -56,11 +63,5 @@ export const webhookIntegrationLogic = kea<webhookIntegrationLogicType>({
         testWebhookFailure: ({ error }) => {
             lemonToast.error(capitalizeFirstLetter(error))
         },
-    }),
-    selectors: {
-        loading: [
-            (s) => [s.testedWebhookLoading, teamLogic.selectors.currentTeamLoading],
-            (testedWebhookLoading: boolean, currentTeamLoading: boolean) => testedWebhookLoading || currentTeamLoading,
-        ],
-    },
-})
+    })),
+])
diff --git a/frontend/src/scenes/retention/retentionLineGraphLogic.ts b/frontend/src/scenes/retention/retentionLineGraphLogic.ts
index 2926ada9e6255..127ff04440385 100644
--- a/frontend/src/scenes/retention/retentionLineGraphLogic.ts
+++ b/frontend/src/scenes/retention/retentionLineGraphLogic.ts
@@ -1,5 +1,5 @@
 import { dayjs, QUnitType } from 'lib/dayjs'
-import { kea } from 'kea'
+import { kea, props, key, path, connect, selectors } from 'kea'
 import { keyForInsightLogicProps } from 'scenes/insights/sharedUtils'
 import { RetentionTrendPayload } from 'scenes/retention/types'
 import { InsightLogicProps, RetentionPeriod } from '~/types'
@@ -12,20 +12,19 @@ import type { retentionLineGraphLogicType } from './retentionLineGraphLogicType'
 
 const DEFAULT_RETENTION_LOGIC_KEY = 'default_retention_key'
 
-export const retentionLineGraphLogic = kea<retentionLineGraphLogicType>({
-    props: {} as InsightLogicProps,
-    key: keyForInsightLogicProps(DEFAULT_RETENTION_LOGIC_KEY),
-    path: (key) => ['scenes', 'retention', 'retentionLineGraphLogic', key],
-    connect: (props: InsightLogicProps) => ({
+export const retentionLineGraphLogic = kea<retentionLineGraphLogicType>([
+    props({} as InsightLogicProps),
+    key(keyForInsightLogicProps(DEFAULT_RETENTION_LOGIC_KEY)),
+    path((key) => ['scenes', 'retention', 'retentionLineGraphLogic', key]),
+    connect((props: InsightLogicProps) => ({
         values: [
             insightVizDataLogic(props),
             ['querySource', 'dateRange', 'retentionFilter'],
             retentionLogic(props),
             ['results'],
         ],
-    }),
-
-    selectors: {
+    })),
+    selectors({
         trendSeries: [
             (s) => [s.results, s.retentionFilter],
             (results, retentionFilter): RetentionTrendPayload[] => {
@@ -121,5 +120,5 @@ export const retentionLineGraphLogic = kea<retentionLineGraphLogicType>({
                 return querySource?.aggregation_group_type_index ?? 'people'
             },
         ],
-    },
-})
+    }),
+])
diff --git a/frontend/src/scenes/retention/retentionLogic.ts b/frontend/src/scenes/retention/retentionLogic.ts
index 75fd4ff8f389c..bf97e36dfdbb6 100644
--- a/frontend/src/scenes/retention/retentionLogic.ts
+++ b/frontend/src/scenes/retention/retentionLogic.ts
@@ -1,4 +1,4 @@
-import { kea } from 'kea'
+import { kea, props, key, path, connect, selectors } from 'kea'
 import { insightVizDataLogic } from 'scenes/insights/insightVizDataLogic'
 import { keyForInsightLogicProps } from 'scenes/insights/sharedUtils'
 import { RetentionTablePayload } from 'scenes/retention/types'
@@ -9,19 +9,19 @@ import type { retentionLogicType } from './retentionLogicType'
 
 const DEFAULT_RETENTION_LOGIC_KEY = 'default_retention_key'
 
-export const retentionLogic = kea<retentionLogicType>({
-    props: {} as InsightLogicProps,
-    key: keyForInsightLogicProps(DEFAULT_RETENTION_LOGIC_KEY),
-    path: (key) => ['scenes', 'retention', 'retentionLogic', key],
-    connect: (props: InsightLogicProps) => ({
+export const retentionLogic = kea<retentionLogicType>([
+    props({} as InsightLogicProps),
+    key(keyForInsightLogicProps(DEFAULT_RETENTION_LOGIC_KEY)),
+    path((key) => ['scenes', 'retention', 'retentionLogic', key]),
+    connect((props: InsightLogicProps) => ({
         values: [insightVizDataLogic(props), ['insightQuery', 'insightData', 'querySource']],
-    }),
-    selectors: {
+    })),
+    selectors({
         results: [
             (s) => [s.insightQuery, s.insightData],
             (insightQuery, insightData): RetentionTablePayload[] => {
                 return isRetentionQuery(insightQuery) ? insightData?.result ?? [] : []
             },
         ],
-    },
-})
+    }),
+])
diff --git a/frontend/src/scenes/retention/retentionModalLogic.ts b/frontend/src/scenes/retention/retentionModalLogic.ts
index 5301b0e52e965..ebd464a94f4b0 100644
--- a/frontend/src/scenes/retention/retentionModalLogic.ts
+++ b/frontend/src/scenes/retention/retentionModalLogic.ts
@@ -1,4 +1,4 @@
-import { kea } from 'kea'
+import { kea, props, key, path, connect, actions, reducers, selectors, listeners } from 'kea'
 import { keyForInsightLogicProps } from 'scenes/insights/sharedUtils'
 import { Noun, groupsModel } from '~/models/groupsModel'
 import { InsightLogicProps } from '~/types'
@@ -10,19 +10,19 @@ import type { retentionModalLogicType } from './retentionModalLogicType'
 
 const DEFAULT_RETENTION_LOGIC_KEY = 'default_retention_key'
 
-export const retentionModalLogic = kea<retentionModalLogicType>({
-    props: {} as InsightLogicProps,
-    key: keyForInsightLogicProps(DEFAULT_RETENTION_LOGIC_KEY),
-    path: (key) => ['scenes', 'retention', 'retentionModalLogic', key],
-    connect: (props: InsightLogicProps) => ({
+export const retentionModalLogic = kea<retentionModalLogicType>([
+    props({} as InsightLogicProps),
+    key(keyForInsightLogicProps(DEFAULT_RETENTION_LOGIC_KEY)),
+    path((key) => ['scenes', 'retention', 'retentionModalLogic', key]),
+    connect((props: InsightLogicProps) => ({
         values: [insightVizDataLogic(props), ['querySource'], groupsModel, ['aggregationLabel']],
         actions: [retentionPeopleLogic(props), ['loadPeople']],
-    }),
-    actions: () => ({
+    })),
+    actions(() => ({
         openModal: (rowIndex: number) => ({ rowIndex }),
         closeModal: true,
-    }),
-    reducers: {
+    })),
+    reducers({
         selectedRow: [
             null as number | null,
             {
@@ -30,8 +30,8 @@ export const retentionModalLogic = kea<retentionModalLogicType>({
                 closeModal: () => null,
             },
         ],
-    },
-    selectors: {
+    }),
+    selectors({
         aggregationTargetLabel: [
             (s) => [s.querySource, s.aggregationLabel],
             (querySource, aggregationLabel): Noun => {
@@ -39,10 +39,10 @@ export const retentionModalLogic = kea<retentionModalLogicType>({
                 return aggregationLabel(aggregation_group_type_index)
             },
         ],
-    },
-    listeners: ({ actions }) => ({
+    }),
+    listeners(({ actions }) => ({
         openModal: ({ rowIndex }) => {
             actions.loadPeople(rowIndex)
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/retention/retentionPeopleLogic.ts b/frontend/src/scenes/retention/retentionPeopleLogic.ts
index 886795974a813..3268a44c228fd 100644
--- a/frontend/src/scenes/retention/retentionPeopleLogic.ts
+++ b/frontend/src/scenes/retention/retentionPeopleLogic.ts
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, props, key, path, connect, actions, reducers, selectors, listeners } from 'kea'
 import api from 'lib/api'
 import { toParams } from 'lib/utils'
 import { keyForInsightLogicProps } from 'scenes/insights/sharedUtils'
@@ -12,23 +13,20 @@ import type { retentionPeopleLogicType } from './retentionPeopleLogicType'
 
 const DEFAULT_RETENTION_LOGIC_KEY = 'default_retention_key'
 
-export const retentionPeopleLogic = kea<retentionPeopleLogicType>({
-    props: {} as InsightLogicProps,
-    key: keyForInsightLogicProps(DEFAULT_RETENTION_LOGIC_KEY),
-    path: (key) => ['scenes', 'retention', 'retentionPeopleLogic', key],
-    connect: (props: InsightLogicProps) => ({
+export const retentionPeopleLogic = kea<retentionPeopleLogicType>([
+    props({} as InsightLogicProps),
+    key(keyForInsightLogicProps(DEFAULT_RETENTION_LOGIC_KEY)),
+    path((key) => ['scenes', 'retention', 'retentionPeopleLogic', key]),
+    connect((props: InsightLogicProps) => ({
         values: [insightVizDataLogic(props), ['querySource']],
         actions: [insightVizDataLogic(props), ['loadDataSuccess']],
-    }),
-    actions: () => ({
+    })),
+    actions(() => ({
         clearPeople: true,
         loadMorePeople: true,
         loadMorePeopleSuccess: (payload: RetentionTablePeoplePayload) => ({ payload }),
-    }),
-    selectors: () => ({
-        apiFilters: [(s) => [s.querySource], (querySource) => (querySource ? queryNodeToFilter(querySource) : {})],
-    }),
-    loaders: ({ values }) => ({
+    })),
+    loaders(({ values }) => ({
         people: {
             __default: {} as RetentionTablePeoplePayload,
             loadPeople: async (rowIndex: number) => {
@@ -36,8 +34,8 @@ export const retentionPeopleLogic = kea<retentionPeopleLogicType>({
                 return (await api.get(`api/person/retention/?${urlParams}`)) as RetentionTablePeoplePayload
             },
         },
-    }),
-    reducers: {
+    })),
+    reducers({
         people: {
             clearPeople: () => ({}),
             loadPeople: () => ({}),
@@ -50,8 +48,11 @@ export const retentionPeopleLogic = kea<retentionPeopleLogicType>({
                 loadMorePeopleSuccess: () => false,
             },
         ],
-    },
-    listeners: ({ actions, values }) => ({
+    }),
+    selectors(() => ({
+        apiFilters: [(s) => [s.querySource], (querySource) => (querySource ? queryNodeToFilter(querySource) : {})],
+    })),
+    listeners(({ actions, values }) => ({
         loadDataSuccess: () => {
             // clear people when changing the insight filters
             actions.clearPeople()
@@ -67,5 +68,5 @@ export const retentionPeopleLogic = kea<retentionPeopleLogicType>({
                 actions.loadMorePeopleSuccess(newPayload)
             }
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/retention/retentionTableLogic.ts b/frontend/src/scenes/retention/retentionTableLogic.ts
index 13d512f34183f..52e442b0d125e 100644
--- a/frontend/src/scenes/retention/retentionTableLogic.ts
+++ b/frontend/src/scenes/retention/retentionTableLogic.ts
@@ -1,5 +1,5 @@
 import { dayjs } from 'lib/dayjs'
-import { kea } from 'kea'
+import { kea, props, key, path, connect, selectors } from 'kea'
 import { range } from 'lib/utils'
 import { keyForInsightLogicProps } from 'scenes/insights/sharedUtils'
 import { InsightLogicProps } from '~/types'
@@ -29,19 +29,19 @@ const periodIsLatest = (date_to: string | null, period: string | null): boolean
     }
 }
 
-export const retentionTableLogic = kea<retentionTableLogicType>({
-    props: {} as InsightLogicProps,
-    key: keyForInsightLogicProps(DEFAULT_RETENTION_LOGIC_KEY),
-    path: (key) => ['scenes', 'retention', 'retentionTableLogic', key],
-    connect: (props: InsightLogicProps) => ({
+export const retentionTableLogic = kea<retentionTableLogicType>([
+    props({} as InsightLogicProps),
+    key(keyForInsightLogicProps(DEFAULT_RETENTION_LOGIC_KEY)),
+    path((key) => ['scenes', 'retention', 'retentionTableLogic', key]),
+    connect((props: InsightLogicProps) => ({
         values: [
             insightVizDataLogic(props),
             ['dateRange', 'retentionFilter', 'breakdown'],
             retentionLogic(props),
             ['results'],
         ],
-    }),
-    selectors: {
+    })),
+    selectors({
         isLatestPeriod: [
             (s) => [s.dateRange, s.retentionFilter],
             (dateRange, retentionFilter) => periodIsLatest(dateRange?.date_to || null, retentionFilter?.period || null),
@@ -91,5 +91,5 @@ export const retentionTableLogic = kea<retentionTableLogicType>({
                 ])
             },
         ],
-    },
-})
+    }),
+])
diff --git a/frontend/src/scenes/saved-insights/savedInsightsLogic.ts b/frontend/src/scenes/saved-insights/savedInsightsLogic.ts
index 4f2bf792c7f9c..c1bb0bfdb91a5 100644
--- a/frontend/src/scenes/saved-insights/savedInsightsLogic.ts
+++ b/frontend/src/scenes/saved-insights/savedInsightsLogic.ts
@@ -1,5 +1,6 @@
-import { kea } from 'kea'
-import { router } from 'kea-router'
+import { loaders } from 'kea-loaders'
+import { kea, path, connect, actions, reducers, selectors, listeners } from 'kea'
+import { router, actionToUrl, urlToAction } from 'kea-router'
 import api from 'lib/api'
 import { objectDiffShallow, objectsEqual, toParams } from 'lib/utils'
 import { InsightModel, LayoutView, SavedInsightsTabs } from '~/types'
@@ -58,13 +59,13 @@ function cleanFilters(values: Partial<SavedInsightFilters>): SavedInsightFilters
     }
 }
 
-export const savedInsightsLogic = kea<savedInsightsLogicType>({
-    path: ['scenes', 'saved-insights', 'savedInsightsLogic'],
-    connect: {
+export const savedInsightsLogic = kea<savedInsightsLogicType>([
+    path(['scenes', 'saved-insights', 'savedInsightsLogic']),
+    connect({
         values: [teamLogic, ['currentTeamId'], featureFlagLogic, ['featureFlags']],
         logic: [eventUsageLogic],
-    },
-    actions: {
+    }),
+    actions({
         setSavedInsightsFilters: (
             filters: Partial<SavedInsightFilters>,
             merge: boolean = true,
@@ -79,8 +80,8 @@ export const savedInsightsLogic = kea<savedInsightsLogicType>({
         loadInsights: (debounce: boolean = true) => ({ debounce }),
         setInsight: (insight: InsightModel) => ({ insight }),
         addInsight: (insight: InsightModel) => ({ insight }),
-    },
-    loaders: ({ values }) => ({
+    }),
+    loaders(({ values }) => ({
         insights: {
             __default: { results: [], count: 0, filters: null, offset: 0 } as InsightsResult,
             loadInsights: async ({ debounce }, breakpoint) => {
@@ -139,8 +140,8 @@ export const savedInsightsLogic = kea<savedInsightsLogicType>({
                 return { ...values.insights, results: updatedInsights }
             },
         },
-    }),
-    reducers: {
+    })),
+    reducers({
         insights: {
             setInsight: (state, { insight }) => ({
                 ...state,
@@ -164,8 +165,8 @@ export const savedInsightsLogic = kea<savedInsightsLogicType>({
                     }),
             },
         ],
-    },
-    selectors: ({ actions }) => ({
+    }),
+    selectors(({ actions }) => ({
         filters: [(s) => [s.rawFilters], (rawFilters): SavedInsightFilters => cleanFilters(rawFilters || {})],
         count: [(s) => [s.insights], (insights) => insights.count],
         usingFilters: [
@@ -236,8 +237,8 @@ export const savedInsightsLogic = kea<savedInsightsLogicType>({
                 }
             },
         ],
-    }),
-    listeners: ({ actions, asyncActions, values, selectors }) => ({
+    })),
+    listeners(({ actions, asyncActions, values, selectors }) => ({
         setSavedInsightsFilters: async ({ merge, debounce }, breakpoint, __, previousState) => {
             const oldFilters = selectors.filters(previousState)
             const firstLoad = selectors.rawFilters(previousState) === null
@@ -307,8 +308,8 @@ export const savedInsightsLogic = kea<savedInsightsLogicType>({
                 actions.loadInsights()
             }
         },
-    }),
-    actionToUrl: ({ values }) => {
+    })),
+    actionToUrl(({ values }) => {
         const changeUrl = ():
             | [
                   string,
@@ -336,8 +337,8 @@ export const savedInsightsLogic = kea<savedInsightsLogicType>({
             loadInsights: changeUrl,
             setLayoutView: changeUrl,
         }
-    },
-    urlToAction: ({ actions, values }) => ({
+    }),
+    urlToAction(({ actions, values }) => ({
         [urls.savedInsights()]: async (_, searchParams, hashParams) => {
             if (hashParams.fromItem && String(hashParams.fromItem).match(/^[0-9]+$/)) {
                 // `fromItem` for legacy /insights url redirect support
@@ -367,5 +368,5 @@ export const savedInsightsLogic = kea<savedInsightsLogicType>({
                 actions.setSavedInsightsFilters(nextFilters, false)
             }
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/scenes/sceneLogic.ts b/frontend/src/scenes/sceneLogic.ts
index 185a733115e73..6663d51bc6ed5 100644
--- a/frontend/src/scenes/sceneLogic.ts
+++ b/frontend/src/scenes/sceneLogic.ts
@@ -1,5 +1,5 @@
-import { BuiltLogic, kea } from 'kea'
-import { router } from 'kea-router'
+import { BuiltLogic, kea, props, path, connect, actions, reducers, selectors, listeners } from 'kea'
+import { router, urlToAction } from 'kea-router'
 import posthog from 'posthog-js'
 import type { sceneLogicType } from './sceneLogicType'
 import { eventUsageLogic } from 'lib/utils/eventUsageLogic'
@@ -44,18 +44,20 @@ const sceneNavAlias: Partial<Record<Scene, Scene>> = {
     [Scene.ReplayPlaylist]: Scene.ReplayPlaylist,
 }
 
-export const sceneLogic = kea<sceneLogicType>({
-    props: {} as {
-        scenes?: Record<Scene, () => any>
-    },
-    connect: () => ({
+export const sceneLogic = kea<sceneLogicType>([
+    props(
+        {} as {
+            scenes?: Record<Scene, () => any>
+        }
+    ),
+    path(['scenes', 'sceneLogic']),
+    connect(() => ({
         logic: [router, userLogic, preflightLogic, appContextLogic],
         actions: [router, ['locationChanged']],
-    }),
-    path: ['scenes', 'sceneLogic'],
-    actions: {
+    })),
+    actions({
         /* 1. Prepares to open the scene, as the listener may override and do something
-            else (e.g. redirecting if unauthenticated), then calls (2) `loadScene`*/
+        else (e.g. redirecting if unauthenticated), then calls (2) `loadScene`*/
         openScene: (scene: Scene, params: SceneParams, method: string) => ({ scene, params, method }),
         // 2. Start loading the scene's Javascript and mount any logic, then calls (3) `setScene`
         loadScene: (scene: Scene, params: SceneParams, method: string) => ({ scene, params, method }),
@@ -83,8 +85,8 @@ export const sceneLogic = kea<sceneLogicType>({
         ) => ({ featureKey, featureName, featureCaption, featureAvailableCallback, guardOn, currentUsage }),
         hideUpgradeModal: true,
         reloadBrowserDueToImportError: true,
-    },
-    reducers: {
+    }),
+    reducers({
         scene: [
             null as Scene | null,
             {
@@ -128,8 +130,8 @@ export const sceneLogic = kea<sceneLogicType>({
                 reloadBrowserDueToImportError: () => new Date().valueOf(),
             },
         ],
-    },
-    selectors: {
+    }),
+    selectors({
         sceneConfig: [
             (s) => [s.scene],
             (scene: Scene): SceneConfig | null => {
@@ -167,38 +169,8 @@ export const sceneLogic = kea<sceneLogicType>({
         params: [(s) => [s.sceneParams], (sceneParams): Record<string, string> => sceneParams.params || {}],
         searchParams: [(s) => [s.sceneParams], (sceneParams): Record<string, any> => sceneParams.searchParams || {}],
         hashParams: [(s) => [s.sceneParams], (sceneParams): Record<string, any> => sceneParams.hashParams || {}],
-    },
-    urlToAction: ({ actions }) => {
-        const mapping: Record<
-            string,
-            (
-                params: Params,
-                searchParams: Params,
-                hashParams: Params,
-                payload: {
-                    method: string
-                }
-            ) => any
-        > = {}
-
-        for (const path of Object.keys(redirects)) {
-            mapping[path] = (params, searchParams, hashParams) => {
-                const redirect = redirects[path]
-                router.actions.replace(
-                    typeof redirect === 'function' ? redirect(params, searchParams, hashParams) : redirect
-                )
-            }
-        }
-        for (const [path, scene] of Object.entries(routes)) {
-            mapping[path] = (params, searchParams, hashParams, { method }) =>
-                actions.openScene(scene, { params, searchParams, hashParams }, method)
-        }
-
-        mapping['/*'] = (_, __, { method }) => actions.loadScene(Scene.Error404, emptySceneParams, method)
-
-        return mapping
-    },
-    listeners: ({ values, actions, props, selectors }) => ({
+    }),
+    listeners(({ values, actions, props, selectors }) => ({
         showUpgradeModal: ({ featureName }) => {
             eventUsageLogic.actions.reportUpgradeModalShown(featureName)
         },
@@ -410,5 +382,35 @@ export const sceneLogic = kea<sceneLogicType>({
                 router.actions.replace(pathname.replace(/(\/+)$/, ''), search, hash)
             }
         },
+    })),
+    urlToAction(({ actions }) => {
+        const mapping: Record<
+            string,
+            (
+                params: Params,
+                searchParams: Params,
+                hashParams: Params,
+                payload: {
+                    method: string
+                }
+            ) => any
+        > = {}
+
+        for (const path of Object.keys(redirects)) {
+            mapping[path] = (params, searchParams, hashParams) => {
+                const redirect = redirects[path]
+                router.actions.replace(
+                    typeof redirect === 'function' ? redirect(params, searchParams, hashParams) : redirect
+                )
+            }
+        }
+        for (const [path, scene] of Object.entries(routes)) {
+            mapping[path] = (params, searchParams, hashParams, { method }) =>
+                actions.openScene(scene, { params, searchParams, hashParams }, method)
+        }
+
+        mapping['/*'] = (_, __, { method }) => actions.loadScene(Scene.Error404, emptySceneParams, method)
+
+        return mapping
     }),
-})
+])
diff --git a/frontend/src/scenes/session-recordings/player/sessionRecordingPlayerLogic.ts b/frontend/src/scenes/session-recordings/player/sessionRecordingPlayerLogic.ts
index 15b2b31a5187f..301f1d48e8dfe 100644
--- a/frontend/src/scenes/session-recordings/player/sessionRecordingPlayerLogic.ts
+++ b/frontend/src/scenes/session-recordings/player/sessionRecordingPlayerLogic.ts
@@ -963,7 +963,7 @@ export const sessionRecordingPlayerLogic = kea<sessionRecordingPlayerLogicType>(
         },
     })),
     windowValues({
-        isSmallScreen: (window: any) => window.innerWidth < getBreakpoint('md'),
+        isSmallScreen: (window: Window) => window.innerWidth < getBreakpoint('md'),
     }),
 
     beforeUnmount(({ values, actions, cache, props }) => {
diff --git a/frontend/src/scenes/trends/mathsLogic.tsx b/frontend/src/scenes/trends/mathsLogic.tsx
index e62d0a64b308f..b2eb2979b7f12 100644
--- a/frontend/src/scenes/trends/mathsLogic.tsx
+++ b/frontend/src/scenes/trends/mathsLogic.tsx
@@ -1,4 +1,4 @@
-import { kea } from 'kea'
+import { kea, path, connect, selectors } from 'kea'
 import { groupsModel } from '~/models/groupsModel'
 import type { mathsLogicType } from './mathsLogicType'
 import { BaseMathType, CountPerActorMathType, HogQLMathType, PropertyMathType } from '~/types'
@@ -274,17 +274,17 @@ export function apiValueToMathType(math: string | undefined, groupTypeIndex: num
     return assembledMath
 }
 
-export const mathsLogic = kea<mathsLogicType>({
-    path: ['scenes', 'trends', 'mathsLogic'],
-    connect: {
+export const mathsLogic = kea<mathsLogicType>([
+    path(['scenes', 'trends', 'mathsLogic']),
+    connect({
         values: [
             groupsModel,
             ['groupTypes', 'aggregationLabel'],
             groupsAccessLogic,
             ['needsUpgradeForGroups', 'canStartUsingGroups'],
         ],
-    },
-    selectors: {
+    }),
+    selectors({
         mathDefinitions: [
             (s) => [s.groupsMathDefinitions],
             (groupsMathDefinitions): Record<string, MathDefinition> => {
@@ -347,5 +347,5 @@ export const mathsLogic = kea<mathsLogicType>({
                     ])
                 ),
         ],
-    },
-})
+    }),
+])
diff --git a/frontend/src/toolbar/actions/actionsLogic.ts b/frontend/src/toolbar/actions/actionsLogic.ts
index 31f19569a9679..63057d6330b29 100644
--- a/frontend/src/toolbar/actions/actionsLogic.ts
+++ b/frontend/src/toolbar/actions/actionsLogic.ts
@@ -1,24 +1,17 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, path, actions, reducers, selectors } from 'kea'
 import { toolbarLogic } from '~/toolbar/toolbarLogic'
 import type { actionsLogicType } from './actionsLogicType'
 import { ActionType } from '~/types'
 import Fuse from 'fuse.js'
 import { toolbarFetch } from '~/toolbar/utils'
 
-export const actionsLogic = kea<actionsLogicType>({
-    path: ['toolbar', 'actions', 'actionsLogic'],
-    actions: {
+export const actionsLogic = kea<actionsLogicType>([
+    path(['toolbar', 'actions', 'actionsLogic']),
+    actions({
         setSearchTerm: (searchTerm: string) => ({ searchTerm }),
-    },
-    reducers: {
-        searchTerm: [
-            '',
-            {
-                setSearchTerm: (_, { searchTerm }) => searchTerm,
-            },
-        ],
-    },
-    loaders: ({ values }) => ({
+    }),
+    loaders(({ values }) => ({
         allActions: [
             [] as ActionType[],
             {
@@ -48,9 +41,16 @@ export const actionsLogic = kea<actionsLogicType>({
                 },
             },
         ],
+    })),
+    reducers({
+        searchTerm: [
+            '',
+            {
+                setSearchTerm: (_, { searchTerm }) => searchTerm,
+            },
+        ],
     }),
-
-    selectors: {
+    selectors({
         sortedActions: [
             (s) => [s.allActions, s.searchTerm],
             (allActions, searchTerm) => {
@@ -68,5 +68,5 @@ export const actionsLogic = kea<actionsLogicType>({
             },
         ],
         actionCount: [(s) => [s.allActions], (allActions) => allActions.length],
-    },
-})
+    }),
+])
diff --git a/frontend/src/toolbar/button/toolbarButtonLogic.ts b/frontend/src/toolbar/button/toolbarButtonLogic.ts
index f3879e78fe40d..f8d34f07ba4aa 100644
--- a/frontend/src/toolbar/button/toolbarButtonLogic.ts
+++ b/frontend/src/toolbar/button/toolbarButtonLogic.ts
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { windowValues } from 'kea-window-values'
+import { kea, path, connect, actions, reducers, selectors, listeners } from 'kea'
 import { inBounds } from '~/toolbar/utils'
 import { heatmapLogic } from '~/toolbar/elements/heatmapLogic'
 import { elementsLogic } from '~/toolbar/elements/elementsLogic'
@@ -7,12 +8,12 @@ import type { toolbarButtonLogicType } from './toolbarButtonLogicType'
 import { posthog } from '~/toolbar/posthog'
 import { HedgehogActor } from 'lib/components/HedgehogBuddy/HedgehogBuddy'
 
-export const toolbarButtonLogic = kea<toolbarButtonLogicType>({
-    path: ['toolbar', 'button', 'toolbarButtonLogic'],
-    connect: () => ({
+export const toolbarButtonLogic = kea<toolbarButtonLogicType>([
+    path(['toolbar', 'button', 'toolbarButtonLogic']),
+    connect(() => ({
         actions: [actionsTabLogic, ['showButtonActions'], elementsLogic, ['enableInspect']],
-    }),
-    actions: () => ({
+    })),
+    actions(() => ({
         showHeatmapInfo: true,
         hideHeatmapInfo: true,
         showActionsInfo: true,
@@ -27,14 +28,12 @@ export const toolbarButtonLogic = kea<toolbarButtonLogicType>({
         saveActionsPosition: (x: number, y: number) => ({ x, y }),
         saveFlagsPosition: (x: number, y: number) => ({ x, y }),
         setHedgehogActor: (actor: HedgehogActor) => ({ actor }),
-    }),
-
-    windowValues: () => ({
-        windowHeight: (window) => window.innerHeight,
-        windowWidth: (window) => Math.min(window.innerWidth, window.document.body.clientWidth),
-    }),
-
-    reducers: () => ({
+    })),
+    windowValues(() => ({
+        windowHeight: (window: Window) => window.innerHeight,
+        windowWidth: (window: Window) => Math.min(window.innerWidth, window.document.body.clientWidth),
+    })),
+    reducers(() => ({
         heatmapInfoVisible: [
             false,
             {
@@ -113,9 +112,8 @@ export const toolbarButtonLogic = kea<toolbarButtonLogicType>({
                 setHedgehogActor: (_, { actor }) => actor,
             },
         ],
-    }),
-
-    selectors: {
+    })),
+    selectors({
         dragPosition: [
             (s) => [s.lastDragPosition, s.windowWidth, s.windowHeight],
             (lastDragPosition, windowWidth, windowHeight) => {
@@ -195,9 +193,8 @@ export const toolbarButtonLogic = kea<toolbarButtonLogicType>({
             (flagsVisible, extensionPercentage) =>
                 flagsVisible ? Math.max(extensionPercentage, 0.53) : extensionPercentage,
         ],
-    },
-
-    listeners: ({ actions, values }) => ({
+    }),
+    listeners(({ actions, values }) => ({
         showFlags: () => {
             posthog.capture('toolbar mode triggered', { mode: 'flags', enabled: true })
             values.hedgehogActor?.setAnimation('flag')
@@ -224,5 +221,5 @@ export const toolbarButtonLogic = kea<toolbarButtonLogicType>({
                 y > windowHeight / 2 ? -(windowHeight - y) : y
             )
         },
-    }),
-})
+    })),
+])
diff --git a/frontend/src/toolbar/elements/elementsLogic.ts b/frontend/src/toolbar/elements/elementsLogic.ts
index b505a90fbaa4f..ede7fd0a99ae2 100644
--- a/frontend/src/toolbar/elements/elementsLogic.ts
+++ b/frontend/src/toolbar/elements/elementsLogic.ts
@@ -1,4 +1,4 @@
-import { kea } from 'kea'
+import { kea, path, connect, actions, reducers, selectors, listeners, events } from 'kea'
 
 import { actionsLogic } from '~/toolbar/actions/actionsLogic'
 import { heatmapLogic } from '~/toolbar/elements/heatmapLogic'
@@ -26,9 +26,13 @@ function debounce<F extends (...args: Parameters<F>) => ReturnType<F>>(
     }
 }
 
-export const elementsLogic = kea<elementsLogicType>({
-    path: ['toolbar', 'elements', 'elementsLogic'],
-    actions: {
+export const elementsLogic = kea<elementsLogicType>([
+    path(['toolbar', 'elements', 'elementsLogic']),
+    connect(() => ({
+        values: [actionsTabLogic, ['actionForm']],
+        actions: [actionsTabLogic, ['selectAction']],
+    })),
+    actions({
         enableInspect: true,
         disableInspect: true,
 
@@ -43,14 +47,8 @@ export const elementsLogic = kea<elementsLogicType>({
         setSelectedElement: (element: HTMLElement | null) => ({ element }),
 
         setRelativePositionCompensation: (compensation: number) => ({ compensation }),
-    },
-
-    connect: () => ({
-        values: [actionsTabLogic, ['actionForm']],
-        actions: [actionsTabLogic, ['selectAction']],
     }),
-
-    reducers: () => ({
+    reducers(() => ({
         inspectEnabledRaw: [
             false,
             {
@@ -109,9 +107,8 @@ export const elementsLogic = kea<elementsLogicType>({
                 setRelativePositionCompensation: (_, { compensation }) => compensation,
             },
         ],
-    }),
-
-    selectors: {
+    })),
+    selectors({
         activeMetaIsSelected: [
             (s) => [s.selectedElementMeta, s.activeMeta],
             (selectedElementMeta, activeMeta) =>
@@ -341,65 +338,8 @@ export const elementsLogic = kea<elementsLogicType>({
                 return selectedElementMeta || hoverElementMeta
             },
         ],
-    },
-
-    events: ({ cache, values, actions }) => ({
-        afterMount: () => {
-            cache.updateRelativePosition = debounce(() => {
-                const relativePositionCompensation =
-                    window.getComputedStyle(document.body).position === 'relative'
-                        ? document.documentElement.getBoundingClientRect().y - document.body.getBoundingClientRect().y
-                        : 0
-                if (relativePositionCompensation !== values.relativePositionCompensation) {
-                    actions.setRelativePositionCompensation(relativePositionCompensation)
-                }
-            }, 100)
-            cache.onClick = () => actions.updateRects()
-            cache.onScrollResize = () => {
-                window.clearTimeout(cache.clickDelayTimeout)
-                actions.updateRects()
-                cache.clickDelayTimeout = window.setTimeout(actions.updateRects, 100)
-                cache.updateRelativePosition()
-            }
-            cache.onKeyDown = (e: KeyboardEvent) => {
-                if (e.keyCode !== 27) {
-                    return
-                }
-                if (values.hoverElement) {
-                    actions.setHoverElement(null)
-                }
-                if (values.selectedElement) {
-                    actions.setSelectedElement(null)
-                    return
-                }
-                if (values.enabledLast === 'heatmap' && values.heatmapEnabled) {
-                    heatmapLogic.actions.disableHeatmap()
-                    return
-                }
-                if (values.inspectEnabled) {
-                    actions.disableInspect()
-                    return
-                }
-                if (values.heatmapEnabled) {
-                    heatmapLogic.actions.disableHeatmap()
-                    return
-                }
-            }
-            window.addEventListener('click', cache.onClick)
-            window.addEventListener('resize', cache.onScrollResize)
-            window.addEventListener('keydown', cache.onKeyDown)
-            window.document.addEventListener('scroll', cache.onScrollResize, true)
-            cache.updateRelativePosition()
-        },
-        beforeUnmount: () => {
-            window.removeEventListener('click', cache.onClick)
-            window.removeEventListener('resize', cache.onScrollResize)
-            window.removeEventListener('keydown', cache.onKeyDown)
-            window.document.removeEventListener('scroll', cache.onScrollResize, true)
-        },
     }),
-
-    listeners: ({ actions, values }) => ({
+    listeners(({ actions, values }) => ({
         enableInspect: () => {
             posthog.capture('toolbar mode triggered', { mode: 'inspect', enabled: true })
             actionsLogic.actions.getActions()
@@ -458,5 +398,60 @@ export const elementsLogic = kea<elementsLogicType>({
             elementsLogic.actions.selectElement(null)
             actionsTabLogic.actions.newAction(element)
         },
-    }),
-})
+    })),
+    events(({ cache, values, actions }) => ({
+        afterMount: () => {
+            cache.updateRelativePosition = debounce(() => {
+                const relativePositionCompensation =
+                    window.getComputedStyle(document.body).position === 'relative'
+                        ? document.documentElement.getBoundingClientRect().y - document.body.getBoundingClientRect().y
+                        : 0
+                if (relativePositionCompensation !== values.relativePositionCompensation) {
+                    actions.setRelativePositionCompensation(relativePositionCompensation)
+                }
+            }, 100)
+            cache.onClick = () => actions.updateRects()
+            cache.onScrollResize = () => {
+                window.clearTimeout(cache.clickDelayTimeout)
+                actions.updateRects()
+                cache.clickDelayTimeout = window.setTimeout(actions.updateRects, 100)
+                cache.updateRelativePosition()
+            }
+            cache.onKeyDown = (e: KeyboardEvent) => {
+                if (e.keyCode !== 27) {
+                    return
+                }
+                if (values.hoverElement) {
+                    actions.setHoverElement(null)
+                }
+                if (values.selectedElement) {
+                    actions.setSelectedElement(null)
+                    return
+                }
+                if (values.enabledLast === 'heatmap' && values.heatmapEnabled) {
+                    heatmapLogic.actions.disableHeatmap()
+                    return
+                }
+                if (values.inspectEnabled) {
+                    actions.disableInspect()
+                    return
+                }
+                if (values.heatmapEnabled) {
+                    heatmapLogic.actions.disableHeatmap()
+                    return
+                }
+            }
+            window.addEventListener('click', cache.onClick)
+            window.addEventListener('resize', cache.onScrollResize)
+            window.addEventListener('keydown', cache.onKeyDown)
+            window.document.addEventListener('scroll', cache.onScrollResize, true)
+            cache.updateRelativePosition()
+        },
+        beforeUnmount: () => {
+            window.removeEventListener('click', cache.onClick)
+            window.removeEventListener('resize', cache.onScrollResize)
+            window.removeEventListener('keydown', cache.onKeyDown)
+            window.document.removeEventListener('scroll', cache.onScrollResize, true)
+        },
+    })),
+])
diff --git a/frontend/src/toolbar/flags/featureFlagsLogic.ts b/frontend/src/toolbar/flags/featureFlagsLogic.ts
index ec634560909d6..c6a31e6b62bc9 100644
--- a/frontend/src/toolbar/flags/featureFlagsLogic.ts
+++ b/frontend/src/toolbar/flags/featureFlagsLogic.ts
@@ -1,4 +1,5 @@
-import { kea } from 'kea'
+import { loaders } from 'kea-loaders'
+import { kea, path, connect, actions, reducers, selectors, listeners, events } from 'kea'
 import { CombinedFeatureFlagAndValueType } from '~/types'
 import type { featureFlagsLogicType } from './featureFlagsLogicType'
 import { toolbarFetch } from '~/toolbar/utils'
@@ -8,51 +9,18 @@ import type { PostHog } from 'posthog-js'
 import { posthog } from '~/toolbar/posthog'
 import { encodeParams } from 'kea-router'
 
-export const featureFlagsLogic = kea<featureFlagsLogicType>({
-    path: ['toolbar', 'flags', 'featureFlagsLogic'],
-    actions: {
+export const featureFlagsLogic = kea<featureFlagsLogicType>([
+    path(['toolbar', 'flags', 'featureFlagsLogic']),
+    connect(() => [toolbarLogic]),
+    actions({
         getUserFlags: true,
         setOverriddenUserFlag: (flagKey: string, overrideValue: string | boolean) => ({ flagKey, overrideValue }),
         deleteOverriddenUserFlag: (flagKey: string) => ({ flagKey }),
         setSearchTerm: (searchTerm: string) => ({ searchTerm }),
         checkLocalOverrides: true,
         storeLocalOverrides: (localOverrides: Record<string, string | boolean>) => ({ localOverrides }),
-    },
-    connect: () => [toolbarLogic],
-    listeners: ({ actions, values }) => ({
-        checkLocalOverrides: () => {
-            const { posthog: clientPostHog } = toolbarLogic.values
-            if (clientPostHog) {
-                const locallyOverrideFeatureFlags = clientPostHog.get_property('$override_feature_flags') || {}
-                actions.storeLocalOverrides(locallyOverrideFeatureFlags)
-            }
-        },
-        setOverriddenUserFlag: ({ flagKey, overrideValue }) => {
-            const { posthog: clientPostHog } = toolbarLogic.values
-            if (clientPostHog) {
-                clientPostHog.featureFlags.override({ ...values.localOverrides, [flagKey]: overrideValue })
-                posthog.capture('toolbar feature flag overridden')
-                actions.checkLocalOverrides()
-                toolbarLogic.values.posthog?.featureFlags.reloadFeatureFlags()
-            }
-        },
-        deleteOverriddenUserFlag: async ({ flagKey }) => {
-            const { posthog: clientPostHog } = toolbarLogic.values
-            if (clientPostHog) {
-                const updatedFlags = { ...values.localOverrides }
-                delete updatedFlags[flagKey]
-                if (Object.keys(updatedFlags).length > 0) {
-                    clientPostHog.featureFlags.override({ ...updatedFlags })
-                } else {
-                    clientPostHog.featureFlags.override(false)
-                }
-                posthog.capture('toolbar feature flag override removed')
-                actions.checkLocalOverrides()
-                toolbarLogic.values.posthog?.featureFlags.reloadFeatureFlags()
-            }
-        },
     }),
-    loaders: () => ({
+    loaders(() => ({
         userFlags: [
             [] as CombinedFeatureFlagAndValueType[],
             {
@@ -77,8 +45,8 @@ export const featureFlagsLogic = kea<featureFlagsLogicType>({
                 },
             },
         ],
-    }),
-    reducers: {
+    })),
+    reducers({
         localOverrides: [
             {} as Record<string, string | boolean>,
             {
@@ -91,8 +59,8 @@ export const featureFlagsLogic = kea<featureFlagsLogicType>({
                 setSearchTerm: (_, { searchTerm }) => searchTerm,
             },
         ],
-    },
-    selectors: {
+    }),
+    selectors({
         userFlagsWithOverrideInfo: [
             (s) => [s.userFlags, s.localOverrides],
             (userFlags, localOverrides) => {
@@ -125,14 +93,47 @@ export const featureFlagsLogic = kea<featureFlagsLogicType>({
             },
         ],
         countFlagsOverridden: [(s) => [s.localOverrides], (localOverrides) => Object.keys(localOverrides).length],
-    },
-    events: ({ actions }) => ({
+    }),
+    listeners(({ actions, values }) => ({
+        checkLocalOverrides: () => {
+            const { posthog: clientPostHog } = toolbarLogic.values
+            if (clientPostHog) {
+                const locallyOverrideFeatureFlags = clientPostHog.get_property('$override_feature_flags') || {}
+                actions.storeLocalOverrides(locallyOverrideFeatureFlags)
+            }
+        },
+        setOverriddenUserFlag: ({ flagKey, overrideValue }) => {
+            const { posthog: clientPostHog } = toolbarLogic.values
+            if (clientPostHog) {
+                clientPostHog.featureFlags.override({ ...values.localOverrides, [flagKey]: overrideValue })
+                posthog.capture('toolbar feature flag overridden')
+                actions.checkLocalOverrides()
+                toolbarLogic.values.posthog?.featureFlags.reloadFeatureFlags()
+            }
+        },
+        deleteOverriddenUserFlag: async ({ flagKey }) => {
+            const { posthog: clientPostHog } = toolbarLogic.values
+            if (clientPostHog) {
+                const updatedFlags = { ...values.localOverrides }
+                delete updatedFlags[flagKey]
+                if (Object.keys(updatedFlags).length > 0) {
+                    clientPostHog.featureFlags.override({ ...updatedFlags })
+                } else {
+                    clientPostHog.featureFlags.override(false)
+                }
+                posthog.capture('toolbar feature flag override removed')
+                actions.checkLocalOverrides()
+                toolbarLogic.values.posthog?.featureFlags.reloadFeatureFlags()
+            }
+        },
+    })),
+    events(({ actions }) => ({
         afterMount: async () => {
             await actions.getUserFlags()
             actions.checkLocalOverrides()
         },
-    }),
-})
+    })),
+])
 
 function getGroups(posthogInstance: PostHog | null): Record<string, any> {
     try {
diff --git a/frontend/src/toolbar/stats/currentPageLogic.ts b/frontend/src/toolbar/stats/currentPageLogic.ts
index 276345a209222..97f372f96f899 100644
--- a/frontend/src/toolbar/stats/currentPageLogic.ts
+++ b/frontend/src/toolbar/stats/currentPageLogic.ts
@@ -1,22 +1,20 @@
-import { kea } from 'kea'
+import { kea, path, actions, reducers, events } from 'kea'
 import type { currentPageLogicType } from './currentPageLogicType'
 
-export const currentPageLogic = kea<currentPageLogicType>({
-    path: ['toolbar', 'stats', 'currentPageLogic'],
-    actions: () => ({
+export const currentPageLogic = kea<currentPageLogicType>([
+    path(['toolbar', 'stats', 'currentPageLogic']),
+    actions(() => ({
         setHref: (href: string) => ({ href }),
         setWildcardHref: (href: string) => ({ href }),
-    }),
-
-    reducers: () => ({
+    })),
+    reducers(() => ({
         href: [window.location.href, { setHref: (_, { href }) => href }],
         wildcardHref: [
             window.location.href,
             { setHref: (_, { href }) => href, setWildcardHref: (_, { href }) => href },
         ],
-    }),
-
-    events: ({ actions, cache, values }) => ({
+    })),
+    events(({ actions, cache, values }) => ({
         afterMount: () => {
             cache.interval = window.setInterval(() => {
                 if (window.location.href !== values.href) {
@@ -34,5 +32,5 @@ export const currentPageLogic = kea<currentPageLogicType>({
             window.clearInterval(cache.interval)
             window.removeEventListener('popstate', cache.location)
         },
-    }),
-})
+    })),
+])

From 8f62e85c9d8b7ecc2a5ce816e2c9bc724f903e20 Mon Sep 17 00:00:00 2001
From: Michael Matloka <dev@twixes.com>
Date: Fri, 27 Oct 2023 13:37:15 +0200
Subject: [PATCH 119/133] chore(hogql): Full error & NULL handling in C++
 parser (1.0.0) (#18240)

* chore(hogql): Be defensive against NULLs in the C++ parser

* Clean up on C++ exceptions

* Add to CONTRIBUTING guide

* Revert `AllowShortFunctionsOnASingleLine` change

* Update HogQLX additions too

* Bump version to 1.0.0

* Use new hogql-parser version

---------

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 hogql_parser/.clang-format   |    1 +
 hogql_parser/CONTRIBUTING.md |   25 +-
 hogql_parser/error.cpp       |    8 +-
 hogql_parser/error.h         |   12 +-
 hogql_parser/parser.cpp      | 1448 +++++++++++++++++++++++++---------
 hogql_parser/setup.py        |    2 +-
 hogql_parser/string.cpp      |   10 +-
 package.json                 |    3 +-
 requirements.in              |    2 +-
 requirements.txt             |    2 +-
 10 files changed, 1110 insertions(+), 403 deletions(-)

diff --git a/hogql_parser/.clang-format b/hogql_parser/.clang-format
index 583a666fe94e5..c75a9c9413318 100644
--- a/hogql_parser/.clang-format
+++ b/hogql_parser/.clang-format
@@ -1,3 +1,4 @@
 BasedOnStyle: Chromium
 ColumnLimit: 120
 AlignAfterOpenBracket: BlockIndent
+AllowShortIfStatementsOnASingleLine: WithoutElse
diff --git a/hogql_parser/CONTRIBUTING.md b/hogql_parser/CONTRIBUTING.md
index a8274e06c4732..c03720aa3aabe 100644
--- a/hogql_parser/CONTRIBUTING.md
+++ b/hogql_parser/CONTRIBUTING.md
@@ -2,17 +2,32 @@
 
 ## Mandatory reading
 
-If you're new to Python C/C++ extensions, there are some things you must have in your mind.
+If you're new to Python C/C++ extensions, there are some things you must have in mind. The [Python/C API Reference Manual](https://docs.python.org/3/c-api/index.html) is worth a read as a whole.
 
-### [Objects, Types and Reference Counts in CPython](https://docs.python.org/3/c-api/intro.html#objects-types-and-reference-counts)
+The three pages below are must-reads though. They're key to writing production-ready code:
+
+### [Objects, Types and Reference Counts](https://docs.python.org/3/c-api/intro.html#objects-types-and-reference-counts)
 
    Key takeaways:
 
-   1. `Py_INCREF()` and `Py_DECREF()` need to be used accurately, or there'll be memory leaks (or, less likely, segfaults).
+   1. `Py_INCREF()` and `Py_DECREF()` need to be used accurately, or there'll be memory leaks (or, less likely, segfaults). This also applies to early exits, such as these caused by an error.
    1. `Py_None`, `Py_True`, and `Py_False` are singletons, but they still need to be incref'd/decref'd - the best way to do create a new reference to them is wrapping them in `Py_NewRef()`.
-   1. Pretty much only `PyList_SET_ITEM()` _steals_ references (i.e. assumes ownership of objects passed into it), if you pass an object into any other function and no longer need it after that - remember to `Py_DECREF` it!
+   1. Pretty much only `PyList_SET_ITEM()` _steals_ references (i.e. assumes ownership of objects passed into it) - if you pass an object into any other function and no longer need it after that, remember to `Py_DECREF` it!
+
+### [Exception Handling](https://docs.python.org/3/c-api/exceptions.html)
+
+   Key takeaways:
+
+   1. If a Python exception has been raised, the module method that was called from Python must stop execution and return `NULL` immediately.
+      > In `HogQLParseTreeConverter`, we are able to use C++ exceptions: throwing `SyntaxException`,
+      > `NotImplementedException`, or `ParsingException` results in the same exception being raised in Python as
+      > expected. Note that if a `visitAsFoo` call throws an exception and there are `PyObject*`s in scope, we have to
+      > remember about cleaning up their refcounts. At such call sites, a `try {} catch (...) {}` block is appropriate.
+   1. For all Python/C API calls returning `PyObject*`, make sure `NULL` wasn't returned - if it was, then something failed and the Python runtime has already set an exception (e.g. a `MemoryError`). The same applies to calls returning `int` - there the error value is `-1`. Exception: in `PyArg_Foo` functions failure is signaled by `0` and success by `1`.
+      > In `HogQLParseTreeConverter`, these internal Python failures are handled simply by throwing
+      > `PyInternalException`.
 
-### [Building Values in CPython](https://docs.python.org/3/c-api/arg.html#building-values)
+### [Building Values](https://docs.python.org/3/c-api/arg.html#building-values)
 
    Key takeaways:
 
diff --git a/hogql_parser/error.cpp b/hogql_parser/error.cpp
index cecbdf43f29ed..44eb8f6a712c5 100644
--- a/hogql_parser/error.cpp
+++ b/hogql_parser/error.cpp
@@ -10,6 +10,8 @@ using namespace std;
 
 EXCEPTION_CLASS_IMPLEMENTATION(HogQLException, runtime_error)
 
-EXCEPTION_CLASS_IMPLEMENTATION(HogQLSyntaxException, HogQLException)
-EXCEPTION_CLASS_IMPLEMENTATION(HogQLNotImplementedException, HogQLException)
-EXCEPTION_CLASS_IMPLEMENTATION(HogQLParsingException, HogQLException)
+EXCEPTION_CLASS_IMPLEMENTATION(SyntaxException, HogQLException)
+EXCEPTION_CLASS_IMPLEMENTATION(NotImplementedException, HogQLException)
+EXCEPTION_CLASS_IMPLEMENTATION(ParsingException, HogQLException)
+
+PyInternalException::PyInternalException() : exception() {}
diff --git a/hogql_parser/error.h b/hogql_parser/error.h
index 1e7be96f0f675..3a0ad74a8b488 100644
--- a/hogql_parser/error.h
+++ b/hogql_parser/error.h
@@ -17,10 +17,16 @@
 EXCEPTION_CLASS_DEFINITION(HogQLException, std::runtime_error)
 
 // The input does not conform to HogQL syntax.
-EXCEPTION_CLASS_DEFINITION(HogQLSyntaxException, HogQLException)
+EXCEPTION_CLASS_DEFINITION(SyntaxException, HogQLException)
 
 // This feature isn't implemented in HogQL (yet).
-EXCEPTION_CLASS_DEFINITION(HogQLNotImplementedException, HogQLException)
+EXCEPTION_CLASS_DEFINITION(NotImplementedException, HogQLException)
 
 // An internal problem in the parser layer.
-EXCEPTION_CLASS_DEFINITION(HogQLParsingException, HogQLException)
+EXCEPTION_CLASS_DEFINITION(ParsingException, HogQLException)
+
+// Python runtime errored out somewhere - this means we must use the error it's already raised.
+class PyInternalException : public std::exception {
+ public:
+  PyInternalException();
+};
diff --git a/hogql_parser/parser.cpp b/hogql_parser/parser.cpp
index 953028ebc64e0..4d004e3d0086d 100644
--- a/hogql_parser/parser.cpp
+++ b/hogql_parser/parser.cpp
@@ -12,43 +12,61 @@
 #include "string.h"
 
 #define VISIT(RULE) any visit##RULE(HogQLParser::RULE##Context* ctx) override
-#define VISIT_UNSUPPORTED(RULE)                                     \
-  VISIT(RULE) {                                                     \
-    throw HogQLNotImplementedException("Unsupported rule: " #RULE); \
-  }
-#define HANDLE_HOGQL_EXCEPTION(TYPE)                                                                             \
-  (const HogQL##TYPE& e) {                                                                                       \
-    PyObject* error_type = PyObject_GetAttrString(state->errors_module, #TYPE);                                  \
-    if (!error_type) {                                                                                           \
-      return NULL;                                                                                               \
-    }                                                                                                            \
-    string err_what = e.what();                                                                                  \
-    PyObject* py_err = PyObject_CallObject(error_type, Py_BuildValue("(s#)", err_what.data(), err_what.size())); \
-    if (!py_err) {                                                                                               \
-      Py_DECREF(error_type);                                                                                     \
-      return NULL;                                                                                               \
-    }                                                                                                            \
-    PyObject* py_start = PyLong_FromSize_t(e.start);                                                             \
-    PyObject* py_end = PyLong_FromSize_t(e.end);                                                                 \
-    PyObject_SetAttrString(py_err, "start", py_start);                                                           \
-    PyObject_SetAttrString(py_err, "end", py_end);                                                               \
-    Py_DECREF(py_start);                                                                                         \
-    Py_DECREF(py_end);                                                                                           \
-    PyErr_SetObject(error_type, py_err);                                                                         \
-    Py_DECREF(error_type);                                                                                       \
-    Py_DECREF(py_err);                                                                                           \
-    return NULL;                                                                                                 \
-  }
+#define VISIT_UNSUPPORTED(RULE)                                \
+  VISIT(RULE) {                                                \
+    throw NotImplementedException("Unsupported rule: " #RULE); \
+  }
+
+#define HANDLE_HOGQL_EXCEPTION(TYPE)                                                                    \
+  (const TYPE& e) {                                                                                     \
+    string err_what = e.what();                                                                         \
+    PyObject *error_type = NULL, *py_err_args = NULL, *py_err = NULL, *py_start = NULL, *py_end = NULL; \
+    int err_indicator = 0;                                                                              \
+    error_type = PyObject_GetAttrString(state->errors_module, #TYPE);                                   \
+    if (!error_type) goto exit##TYPE;                                                                   \
+    py_err_args = Py_BuildValue("(s#)", err_what.data(), err_what.size());                              \
+    if (!py_err_args) goto exit##TYPE;                                                                  \
+    py_err = PyObject_CallObject(error_type, py_err_args);                                              \
+    if (!py_err) goto exit##TYPE;                                                                       \
+    py_start = PyLong_FromSize_t(e.start);                                                              \
+    if (!py_start) goto exit##TYPE;                                                                     \
+    py_end = PyLong_FromSize_t(e.end);                                                                  \
+    if (!py_end) goto exit##TYPE;                                                                       \
+    err_indicator = PyObject_SetAttrString(py_err, "start", py_start);                                  \
+    if (err_indicator == -1) goto exit##TYPE;                                                           \
+    err_indicator = PyObject_SetAttrString(py_err, "end", py_end);                                      \
+    if (err_indicator == -1) goto exit##TYPE;                                                           \
+    PyErr_SetObject(error_type, py_err);                                                                \
+    exit##TYPE:;                                                                                        \
+    Py_XDECREF(py_end);                                                                                 \
+    Py_XDECREF(py_start);                                                                               \
+    Py_XDECREF(py_err);                                                                                 \
+    Py_XDECREF(error_type);                                                                             \
+    return NULL;                                                                                        \
+  }
+
+#define RETURN_NEW_AST_NODE(TYPE_NAME, KWARGS_FORMAT, ...)                                                    \
+  PyObject* ret = build_ast_node(TYPE_NAME, KWARGS_FORMAT, __VA_ARGS__);                                      \
+  /* Fortunately we don't need to care about decrementing Py_BuildValue/Py_VaBuildValue args, */              \
+  /* so just throw is enough: https://github.com/python/cpython/blob/a254120f/Python/modsupport.c#L147-L148*/ \
+  if (!ret) throw PyInternalException();                                                                      \
+  return ret
 
 using namespace std;
 
 // PYTHON UTILS (`X_` stands for "extension")
 
-// Extend `list` with `extension`. In-place.
-void X_PyList_Extend(PyObject* list, PyObject* extension) {
+// Extend `list` with `extension` in-place. Return 0 on success, -1 on error.
+int X_PyList_Extend(PyObject* list, PyObject* extension) {
   Py_ssize_t list_size = PyList_Size(list);
+  if (list_size == -1) {
+    return -1;
+  }
   Py_ssize_t extension_size = PyList_Size(extension);
-  PyList_SetSlice(list, list_size, list_size + extension_size, extension);
+  if (extension_size == -1) {
+    return -1;
+  }
+  return PyList_SetSlice(list, list_size, list_size + extension_size, extension);
 }
 
 // Decref all elements of a vector.
@@ -58,7 +76,7 @@ void X_Py_DECREF_ALL(vector<PyObject*> objects) {
   }
 }
 
-// Construct a Python list from a vector of strings. Return value: New reference.
+// Construct a Python list from a vector of strings. Return value: New reference (or NULL on error).
 PyObject* X_PyList_FromStrings(const vector<string>& items) {
   PyObject* list = PyList_New(items.size());
   if (!list) {
@@ -84,50 +102,53 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
   const vector<string> RESERVED_KEYWORDS = {"true", "false", "null", "team_id"};
 
   // Build an AST node of the specified type. Return value: New reference.
-  template <typename... Args>
-  PyObject* build_ast_node(const char* type_name, const char* kwargs_format, Args... kwargs_items) {
-    PyObject* node_type = PyObject_GetAttrString(state->ast_module, type_name);
-    if (!node_type) {
-      throw HogQLParsingException("AST node type \"" + string(type_name) + "\" does not exist");
-    }
-    PyObject* args = PyTuple_New(0);
-    PyObject* kwargs = Py_BuildValue(kwargs_format, kwargs_items...);
-    PyObject* result = PyObject_Call(node_type, args, kwargs);
-    Py_DECREF(kwargs);
-    Py_DECREF(args);
-    Py_DECREF(node_type);
-    return result;
+  PyObject* build_ast_node(const char* type_name, const char* kwargs_format, ...) {
+    va_list valist;
+    va_start(valist, kwargs_format);
+    PyObject *node_type = NULL, *args = NULL, *kwargs = NULL, *ast_node = NULL;
+    node_type = PyObject_GetAttrString(state->ast_module, type_name);
+    if (!node_type) goto exit;
+    args = PyTuple_New(0);
+    if (!args) goto exit;
+    kwargs = Py_VaBuildValue(kwargs_format, valist);
+    if (!kwargs) goto exit;
+    ast_node = PyObject_Call(node_type, args, kwargs);
+  exit:
+    va_end(valist);
+    Py_XDECREF(kwargs);
+    Py_XDECREF(args);
+    Py_XDECREF(node_type);
+    return ast_node;
   }
 
   // Return the specified member of the specified enum. Return value: New reference.
-  PyObject* get_ast_enum_member(const char* enum_name, const char* enum_member) {
+  PyObject* get_ast_enum_member(const char* enum_name, const char* enum_member_name) {
     PyObject* enum_type = PyObject_GetAttrString(state->ast_module, enum_name);
-    PyObject* result = PyObject_GetAttrString(enum_type, enum_member);
+    if (!enum_type) {
+      return NULL;
+    }
+    PyObject* enum_member = PyObject_GetAttrString(enum_type, enum_member_name);
     Py_DECREF(enum_type);
-    return result;
-  }
-
-  // Return whether the passed object is an instance of the specified AST node type.
-  bool is_ast_node_instance(PyObject* obj, const char* type_name) {
-    PyObject* node_type = PyObject_GetAttrString(state->ast_module, type_name);
-    if (!node_type) {
-      throw HogQLParsingException("AST node type \"" + string(type_name) + "\" does not exist");
+    if (!enum_member) {
+      return NULL;
     }
-    bool result = PyObject_IsInstance(obj, node_type);
-    Py_DECREF(node_type);
-    return result;
+    return enum_member;
   }
 
-  // Return whether the passed object is an instance of _any_ AST node type.
-  bool is_ast_node_instance(PyObject* obj) {
-    PyObject* node_type = PyObject_GetAttrString(state->base_module, "AST");
-    if (!node_type) {
-      throw HogQLParsingException("AST base type \"AST\" does not exist");
-    }
-    bool result = PyObject_IsInstance(obj, node_type);
-    Py_DECREF(node_type);
-    return result;
-  }
+#define IS_AST_NODE_INSTANCE_IMPL(HOGQL_MODULE, TYPE_NAME)                               \
+  PyObject* node_type = PyObject_GetAttrString(state->HOGQL_MODULE##_module, TYPE_NAME); \
+  if (!node_type) return -1;                                                             \
+  int ret = PyObject_IsInstance(obj, node_type);                                         \
+  Py_DECREF(node_type);                                                                  \
+  return ret;
+
+  // Return 1 if the passed object is an instance of the specified AST node type, 0 if not, -1 if an error occurred.
+  int is_ast_node_instance(PyObject* obj, const char* type_name) { IS_AST_NODE_INSTANCE_IMPL(ast, type_name) }
+
+  // Return 1 if the passed object is an instance of _any_ AST node type, 0 if not, -1 if an error occurred.
+  int is_ast_node_instance(PyObject* obj) { IS_AST_NODE_INSTANCE_IMPL(base, "AST") }
+
+#undef IS_AST_NODE_INSTANCE_IMPL
 
  public:
   HogQLParseTreeConverter(parser_state* state) : state(state) {}
@@ -143,7 +164,7 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
     } else {
       auto ctx = dynamic_cast<antlr4::ParserRuleContext*>(tree);
       if (!ctx) {
-        throw HogQLParsingException("Parse tree node is neither a Token nor a ParserRuleContext");
+        throw ParsingException("Parse tree node is neither a Token nor a ParserRuleContext");
       }
       start = ctx->getStart()->getStartIndex();
       stop = ctx->getStop()->getStopIndex();
@@ -152,47 +173,71 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
     any node;
     try {
       node = tree->accept(this);
-    } catch (const HogQLSyntaxException& e) {
+    } catch (const SyntaxException& e) {
       if (e.start == 0 && e.end == 0) {  // If start and end are unset, rethrow with the current start and stop
-        throw HogQLSyntaxException(e.what(), start, stop + 1);
+        throw SyntaxException(e.what(), start, stop + 1);
       }
       throw;
     }
     if (node.has_value() && node.type() == typeid(PyObject*)) {
       PyObject* py_node = any_cast<PyObject*>(node);
-      if (py_node && is_ast_node_instance(py_node)) {
-        PyObject* py_start = PyLong_FromSize_t(start);
-        PyObject* py_end = PyLong_FromSize_t(stop + 1);
-        PyObject_SetAttrString(py_node, "start", py_start);
-        PyObject_SetAttrString(py_node, "end", py_end);
-        Py_DECREF(py_start);
-        Py_DECREF(py_end);
+      if (py_node) {
+        int is_ast = is_ast_node_instance(py_node);
+        if (is_ast == -1) {
+          Py_DECREF(py_node);
+          throw PyInternalException();
+        }
+        if (is_ast) {
+          PyObject *py_start = NULL, *py_end = NULL;
+          int err_indicator = 0;
+          py_start = PyLong_FromSize_t(start);
+          if (!py_start) goto error;
+          py_end = PyLong_FromSize_t(stop + 1);
+          if (!py_end) goto error;
+          err_indicator = PyObject_SetAttrString(py_node, "start", py_start);
+          if (err_indicator == -1) goto error;
+          err_indicator = PyObject_SetAttrString(py_node, "end", py_end);
+          if (err_indicator == -1) goto error;
+          goto success;
+        error:
+          Py_XDECREF(py_start);
+          Py_XDECREF(py_end);
+          Py_DECREF(py_node);
+          throw PyInternalException();
+        success:
+          Py_XDECREF(py_start);
+          Py_XDECREF(py_end);
+        }
       }
     }
     return node;
   }
 
-  // This is the only method that should be called from outside the class.
+  // This is the only method that should actually be called from outside the class.
   // Convert the parse tree to an AST node result. If an error has occurred in conversion, handle it gracefully.
   PyObject* visitAsPyObjectFinal(antlr4::tree::ParseTree* tree) {
     try {
       return visitAsPyObject(tree);
     } catch HANDLE_HOGQL_EXCEPTION(SyntaxException) catch HANDLE_HOGQL_EXCEPTION(NotImplementedException
-    ) catch HANDLE_HOGQL_EXCEPTION(ParsingException) catch (const bad_any_cast& e) {
+    ) catch HANDLE_HOGQL_EXCEPTION(ParsingException) catch (const PyInternalException& e) {
+      return NULL;
+    } catch (const bad_any_cast& e) {
       PyObject* error_type = PyObject_GetAttrString(state->errors_module, "ParsingException");
-      PyErr_SetString(error_type, "Parsing failed due to bad type casting");
+      if (error_type) {
+        PyErr_SetString(error_type, "Parsing failed due to bad type casting");
+      }
       return NULL;
     }
   }
 
   PyObject* visitAsPyObject(antlr4::tree::ParseTree* tree) {
-    PyObject* cast_result = any_cast<PyObject*>(visit(tree));
-    if (!cast_result) {
-      throw HogQLParsingException(
-          "Rule resulted in a null PyObject pointer. A Python exception must be set at this point."
+    PyObject* ret = any_cast<PyObject*>(visit(tree));
+    if (!ret) {
+      throw ParsingException(
+          "Rule resulted in a null PyObject pointer. A PyInternalException should have been raised instead."
       );
     }
-    return cast_result;
+    return ret;
   }
 
   PyObject* visitAsPyObjectOrNone(antlr4::tree::ParseTree* tree) {
@@ -204,7 +249,9 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
 
   PyObject* visitAsPyObjectOrEmptyList(antlr4::tree::ParseTree* tree) {
     if (tree == NULL) {
-      return PyList_New(0);
+      PyObject* list = PyList_New(0);
+      if (!list) throw PyInternalException();
+      return list;
     }
     return visitAsPyObject(tree);
   }
@@ -213,23 +260,31 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
   // to its parent within vectors
   template <typename T>
   PyObject* visitPyListOfObjects(vector<T> tree) {
-    PyObject* result = PyList_New(tree.size());
+    PyObject* ret = PyList_New(tree.size());
+    if (!ret) {
+      throw PyInternalException();
+    }
     for (size_t i = 0; i < tree.size(); i++) {
-      PyList_SET_ITEM(result, i, visitAsPyObject(tree[i]));
+      try {
+        PyList_SET_ITEM(ret, i, visitAsPyObject(tree[i]));
+      } catch (...) {
+        Py_DECREF(ret);
+        throw;
+      }
     }
-    return result;
+    return ret;
   }
 
   string visitAsString(antlr4::tree::ParseTree* tree) { return any_cast<string>(visit(tree)); }
 
   template <typename T>
   vector<string> visitAsVectorOfStrings(vector<T> tree) {
-    vector<string> result;
-    result.reserve(tree.size());
+    vector<string> ret;
+    ret.reserve(tree.size());
     for (auto child : tree) {
-      result.push_back(visitAsString(child));
+      ret.push_back(visitAsString(child));
     }
-    return result;
+    return ret;
   }
 
   VISIT(Select) {
@@ -243,12 +298,7 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
       return visit(select_stmt_ctx);
     }
 
-    auto tag_element_ctx = ctx->hogqlxTagElement();
-    if (tag_element_ctx) {
-      return visit(tag_element_ctx);
-    }
-
-    throw HogQLParsingException("Unexpected Select node. Must have either selectUnionStmt, selectStmt, or hogqlxTagElement set.");
+    return visit(ctx->hogqlxTagElement());
   }
 
   VISIT(SelectStmtWithParens) {
@@ -265,42 +315,94 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
     auto select_stmt_with_parens_ctxs = ctx->selectStmtWithParens();
     select_queries.reserve(select_stmt_with_parens_ctxs.size());
     for (auto select_stmt_with_parens_ctx : select_stmt_with_parens_ctxs) {
-      select_queries.push_back(visitAsPyObject(select_stmt_with_parens_ctx));
+      try {
+        select_queries.push_back(visitAsPyObject(select_stmt_with_parens_ctx));
+      } catch (...) {
+        X_Py_DECREF_ALL(select_queries);
+        throw;
+      }
     }
     PyObject* flattened_queries = PyList_New(0);
+    if (!flattened_queries) {
+      X_Py_DECREF_ALL(select_queries);
+      throw PyInternalException();
+    }
     for (auto query : select_queries) {
+      int is_select_query = is_ast_node_instance(query, "SelectQuery");
+      if (is_select_query == -1) goto select_queries_loop_py_error;
       if (is_ast_node_instance(query, "SelectQuery")) {
-        PyList_Append(flattened_queries, query);
+        int append_code = PyList_Append(flattened_queries, query);
+        if (append_code == -1) goto select_queries_loop_py_error;
       } else if (is_ast_node_instance(query, "SelectUnionQuery")) {
         // Extend flattened_queries with sub_select_queries
         PyObject* sub_select_queries = PyObject_GetAttrString(query, "select_queries");
-        X_PyList_Extend(flattened_queries, sub_select_queries);
+        if (!sub_select_queries) goto select_queries_loop_py_error;
+        int extend_code = X_PyList_Extend(flattened_queries, sub_select_queries);
+        if (extend_code == -1) goto select_queries_loop_py_error;
         Py_DECREF(sub_select_queries);
       } else {
         Py_DECREF(flattened_queries);
         X_Py_DECREF_ALL(select_queries);
-        throw HogQLParsingException("Unexpected query node type: " + string(Py_TYPE(query)->tp_name));
+        throw ParsingException("Unexpected query node type: " + string(Py_TYPE(query)->tp_name));
       }
     }
+    goto select_queries_loop_success;
+  select_queries_loop_py_error:
     X_Py_DECREF_ALL(select_queries);
-    if (PyList_Size(flattened_queries) == 1) {
+    Py_DECREF(flattened_queries);
+    throw PyInternalException();
+  select_queries_loop_success:
+    X_Py_DECREF_ALL(select_queries);
+    Py_ssize_t flattened_queries_size = PyList_Size(flattened_queries);
+    if (flattened_queries_size == -1) {
+      Py_DECREF(flattened_queries);
+      throw PyInternalException();
+    }
+    if (flattened_queries_size == 1) {
       PyObject* query = PyList_GET_ITEM(flattened_queries, 0);
       Py_INCREF(query);
       Py_DECREF(flattened_queries);
       return query;
     }
-    return build_ast_node("SelectUnionQuery", "{s:N}", "select_queries", flattened_queries);
+    RETURN_NEW_AST_NODE("SelectUnionQuery", "{s:N}", "select_queries", flattened_queries);
   }
 
   VISIT(SelectStmt) {
+    // These are stolen by select_query
+    PyObject *ctes = NULL, *select = NULL, *select_from = NULL, *where = NULL, *prewhere = NULL, *having = NULL,
+             *group_by = NULL, *order_by = NULL;
+
+    try {
+      ctes = visitAsPyObjectOrNone(ctx->withClause());
+      select = visitAsPyObjectOrEmptyList(ctx->columnExprList());
+      select_from = visitAsPyObjectOrNone(ctx->fromClause());
+      where = visitAsPyObjectOrNone(ctx->whereClause());
+      prewhere = visitAsPyObjectOrNone(ctx->prewhereClause());
+      having = visitAsPyObjectOrNone(ctx->havingClause());
+      group_by = visitAsPyObjectOrNone(ctx->groupByClause());
+      order_by = visitAsPyObjectOrNone(ctx->orderByClause());
+    } catch (...) {
+      Py_XDECREF(ctes);
+      Py_XDECREF(select);
+      Py_XDECREF(select_from);
+      Py_XDECREF(where);
+      Py_XDECREF(prewhere);
+      Py_XDECREF(having);
+      Py_XDECREF(group_by);
+      Py_XDECREF(order_by);
+      throw;
+    }
+
     PyObject* select_query = build_ast_node(
-        "SelectQuery", "{s:N,s:N,s:N,s:N,s:N,s:N,s:N,s:N,s:N}", "ctes", visitAsPyObjectOrNone(ctx->withClause()),
-        "select", visitAsPyObjectOrEmptyList(ctx->columnExprList()), "distinct",
-        Py_NewRef(ctx->DISTINCT() ? Py_True : Py_None), "select_from", visitAsPyObjectOrNone(ctx->fromClause()),
-        "where", visitAsPyObjectOrNone(ctx->whereClause()), "prewhere", visitAsPyObjectOrNone(ctx->prewhereClause()),
-        "having", visitAsPyObjectOrNone(ctx->havingClause()), "group_by", visitAsPyObjectOrNone(ctx->groupByClause()),
-        "order_by", visitAsPyObjectOrNone(ctx->orderByClause())
+        "SelectQuery", "{s:N,s:N,s:N,s:N,s:N,s:N,s:N,s:N,s:N}", "ctes", ctes, "select", select, "distinct",
+        Py_NewRef(ctx->DISTINCT() ? Py_True : Py_None), "select_from", select_from, "where", where, "prewhere",
+        prewhere, "having", having, "group_by", group_by, "order_by", order_by
     );
+    if (!select_query) {
+      throw PyInternalException();
+    }
+
+    int err_indicator = 0;
 
     auto window_clause_ctx = ctx->windowClause();
     if (window_clause_ctx) {
@@ -308,87 +410,182 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
       auto identifier_ctxs = window_clause_ctx->identifier();
       if (window_expr_ctxs.size() != identifier_ctxs.size()) {
         Py_DECREF(select_query);
-        throw HogQLParsingException("WindowClause must have a matching number of window exprs and identifiers");
+        throw ParsingException("WindowClause must have a matching number of window exprs and identifiers");
       }
       PyObject* window_exprs = PyDict_New();
+      if (!window_exprs) {
+        Py_DECREF(select_query);
+        throw PyInternalException();
+      }
       for (size_t i = 0; i < window_expr_ctxs.size(); i++) {
-        PyObject* window_expr = visitAsPyObject(window_expr_ctxs[i]);
-        PyDict_SetItemString(window_exprs, visitAsString(identifier_ctxs[i]).c_str(), window_expr);
+        string identifier;
+        PyObject* window_expr;
+        try {
+          identifier = visitAsString(identifier_ctxs[i]);
+          window_expr = visitAsPyObject(window_expr_ctxs[i]);
+        } catch (...) {
+          Py_DECREF(window_exprs);
+          Py_DECREF(select_query);
+          throw;
+        }
+        err_indicator = PyDict_SetItemString(window_exprs, identifier.c_str(), window_expr);
         Py_DECREF(window_expr);
+        if (err_indicator == -1) {
+          Py_DECREF(window_exprs);
+          Py_DECREF(select_query);
+          throw PyInternalException();
+        }
       }
-      PyObject_SetAttrString(select_query, "window_exprs", window_exprs);
+      err_indicator = PyObject_SetAttrString(select_query, "window_exprs", window_exprs);
       Py_DECREF(window_exprs);
+      if (err_indicator == -1) {
+        Py_DECREF(select_query);
+        throw PyInternalException();
+      }
     }
 
     auto limit_and_offset_clause_ctx = ctx->limitAndOffsetClause();
     if (limit_and_offset_clause_ctx) {
-      PyObject* limit = visitAsPyObject(limit_and_offset_clause_ctx->columnExpr(0));
-      PyObject_SetAttrString(select_query, "limit", limit);
+      PyObject* limit;
+      try {
+        limit = visitAsPyObject(limit_and_offset_clause_ctx->columnExpr(0));
+      } catch (...) {
+        Py_DECREF(select_query);
+        throw;
+      }
+      err_indicator = PyObject_SetAttrString(select_query, "limit", limit);
       Py_DECREF(limit);
+      if (err_indicator == -1) {
+        Py_DECREF(select_query);
+        throw PyInternalException();
+      }
       auto offset_ctx = limit_and_offset_clause_ctx->columnExpr(1);
       if (offset_ctx) {
-        PyObject* offset = visitAsPyObject(offset_ctx);
-        PyObject_SetAttrString(select_query, "offset", offset);
+        PyObject* offset;
+        try {
+          offset = visitAsPyObject(offset_ctx);
+        } catch (...) {
+          Py_DECREF(select_query);
+          throw;
+        }
+        err_indicator = PyObject_SetAttrString(select_query, "offset", offset);
         Py_DECREF(offset);
+        if (err_indicator == -1) {
+          Py_DECREF(select_query);
+          throw PyInternalException();
+        }
       }
       auto limit_by_exprs_ctx = limit_and_offset_clause_ctx->columnExprList();
       if (limit_by_exprs_ctx) {
-        PyObject* limit_by_exprs = visitAsPyObject(limit_by_exprs_ctx);
-        PyObject_SetAttrString(select_query, "limit_by", limit_by_exprs);
+        PyObject* limit_by_exprs;
+        try {
+          limit_by_exprs = visitAsPyObject(limit_by_exprs_ctx);
+        } catch (...) {
+          Py_DECREF(select_query);
+          throw;
+        }
+        err_indicator = PyObject_SetAttrString(select_query, "limit_by", limit_by_exprs);
         Py_DECREF(limit_by_exprs);
+        if (err_indicator == -1) {
+          Py_DECREF(select_query);
+          throw PyInternalException();
+        }
       }
       if (limit_and_offset_clause_ctx->WITH() && limit_and_offset_clause_ctx->TIES()) {
-        PyObject_SetAttrString(select_query, "limit_with_ties", Py_True);
+        err_indicator = PyObject_SetAttrString(select_query, "limit_with_ties", Py_True);
+        if (err_indicator == -1) {
+          Py_DECREF(select_query);
+          throw PyInternalException();
+        }
       }
     } else {
       auto offset_only_clause_ctx = ctx->offsetOnlyClause();
       if (offset_only_clause_ctx) {
-        PyObject* offset_only_clause = visitAsPyObject(offset_only_clause_ctx->columnExpr());
-        PyObject_SetAttrString(select_query, "offset", offset_only_clause);
+        PyObject* offset_only_clause;
+        try {
+          offset_only_clause = visitAsPyObject(offset_only_clause_ctx->columnExpr());
+        } catch (...) {
+          Py_DECREF(select_query);
+          throw;
+        }
+        err_indicator = PyObject_SetAttrString(select_query, "offset", offset_only_clause);
         Py_DECREF(offset_only_clause);
+        if (err_indicator == -1) {
+          Py_DECREF(select_query);
+          throw PyInternalException();
+        }
       }
     }
 
     auto array_join_clause_ctx = ctx->arrayJoinClause();
     if (array_join_clause_ctx) {
-      if (Py_IsNone(PyObject_GetAttrString(select_query, "select_from"))) {
+      if (Py_IsNone(select_from)) {
         Py_DECREF(select_query);
-        throw HogQLSyntaxException("Using ARRAY JOIN without a FROM clause is not permitted");
+        throw SyntaxException("Using ARRAY JOIN without a FROM clause is not permitted");
       }
       PyObject* join_op = PyUnicode_FromString(
           array_join_clause_ctx->LEFT()    ? "LEFT ARRAY JOIN"
           : array_join_clause_ctx->INNER() ? "INNER ARRAY JOIN"
                                            : "ARRAY JOIN"
       );
-      PyObject_SetAttrString(select_query, "array_join_op", join_op);
+      if (!join_op) {
+        Py_DECREF(select_query);
+        throw PyInternalException();
+      }
+      err_indicator = PyObject_SetAttrString(select_query, "array_join_op", join_op);
       Py_DECREF(join_op);
+      if (err_indicator == -1) {
+        Py_DECREF(select_query);
+        throw PyInternalException();
+      }
 
       auto array_join_arrays_ctx = array_join_clause_ctx->columnExprList();
-      PyObject* array_join_list = visitAsPyObject(array_join_arrays_ctx);
-      for (Py_ssize_t i = 0; i < PyList_Size(array_join_list); i++) {
+      PyObject* array_join_list;
+      try {
+        array_join_list = visitAsPyObject(array_join_arrays_ctx);
+      } catch (...) {
+        Py_DECREF(select_query);
+        throw;
+      }
+      Py_ssize_t array_join_list_size = PyList_Size(array_join_list);
+      if (array_join_list_size == -1) {
+        Py_DECREF(select_query);
+        Py_DECREF(array_join_list);
+        throw PyInternalException();
+      }
+      for (Py_ssize_t i = 0; i < array_join_list_size; i++) {
         PyObject* expr = PyList_GET_ITEM(array_join_list, i);
-        bool is_alias = is_ast_node_instance(expr, "Alias");
+        int is_alias = is_ast_node_instance(expr, "Alias");
+        if (is_alias == -1) {
+          Py_DECREF(array_join_list);
+          Py_DECREF(select_query);
+          throw PyInternalException();
+        }
         if (!is_alias) {
           Py_DECREF(array_join_list);
           Py_DECREF(select_query);
           auto relevant_column_expr_ctx = array_join_arrays_ctx->columnExpr(i);
-          throw HogQLSyntaxException(
+          throw SyntaxException(
               "ARRAY JOIN arrays must have an alias", relevant_column_expr_ctx->getStart()->getStartIndex(),
               relevant_column_expr_ctx->getStop()->getStopIndex() + 1
           );
         }
       }
-      PyObject_SetAttrString(select_query, "array_join_list", array_join_list);
+      err_indicator = PyObject_SetAttrString(select_query, "array_join_list", array_join_list);
       Py_DECREF(array_join_list);
+      if (err_indicator == -1) {
+        Py_DECREF(select_query);
+        throw PyInternalException();
+      }
     }
 
     if (ctx->topClause()) {
       Py_DECREF(select_query);
-      throw HogQLNotImplementedException("Unsupported: SelectStmt.topClause()");
+      throw NotImplementedException("Unsupported: SelectStmt.topClause()");
     }
     if (ctx->settingsClause()) {
       Py_DECREF(select_query);
-      throw HogQLNotImplementedException("Unsupported: SelectStmt.settingsClause()");
+      throw NotImplementedException("Unsupported: SelectStmt.settingsClause()");
     }
 
     return select_query;
@@ -420,74 +617,169 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
 
   VISIT_UNSUPPORTED(SettingsClause)
 
-  VISIT(JoinExprOp) {
-    PyObject* join1 = visitAsPyObject(ctx->joinExpr(0));
-    PyObject* join2 = visitAsPyObject(ctx->joinExpr(1));
+#define RETURN_CHAINED_JOIN_EXPRS()                                                                              \
+  PyObject* last_join = join1;                                                                                   \
+  PyObject* next_join =                                                                                          \
+      PyObject_GetAttrString(last_join, "next_join"); /* 1500 is Python's recursion limit (C_RECURSION_LIMIT) */ \
+  for (size_t i = 0; i < 1500; i++) { /* We can safely decref, because a reference is anyway held by join1 */    \
+    Py_XDECREF(next_join);                                                                                       \
+    if (!next_join) {                                                                                            \
+      Py_DECREF(join1);                                                                                          \
+      Py_DECREF(join2);                                                                                          \
+      throw PyInternalException();                                                                               \
+    }                                                                                                            \
+    int reached_end_of_chain = Py_IsNone(next_join);                                                             \
+    if (reached_end_of_chain == -1) {                                                                            \
+      Py_DECREF(join1);                                                                                          \
+      Py_DECREF(join2);                                                                                          \
+      throw PyInternalException();                                                                               \
+    }                                                                                                            \
+    if (reached_end_of_chain) {                                                                                  \
+      int err_indicator = PyObject_SetAttrString(last_join, "next_join", join2);                                 \
+      if (err_indicator == -1) {                                                                                 \
+        Py_DECREF(join1);                                                                                        \
+        Py_DECREF(join2);                                                                                        \
+        throw PyInternalException();                                                                             \
+      }                                                                                                          \
+      Py_DECREF(join2);                                                                                          \
+      return join1;                                                                                              \
+    }                                                                                                            \
+    last_join = next_join;                                                                                       \
+    next_join = PyObject_GetAttrString(last_join, "next_join");                                                  \
+  }                                                                                                              \
+  Py_DECREF(join1);                                                                                              \
+  Py_DECREF(join2);                                                                                              \
+  PyErr_SetString(PyExc_RecursionError, "maximum recursion depth exceeded during JOIN parsing");                 \
+  throw PyInternalException(); /* This should never be reached, but `while (true)`s are scary, so better to be safe */
 
+  VISIT(JoinExprOp) {
     auto join_op_ctx = ctx->joinOp();
     PyObject* py_join_op;
     if (join_op_ctx) {
-      string join_op = visitAsString(join_op_ctx) + " JOIN";
+      string join_op = visitAsString(join_op_ctx);
+      join_op.append(" JOIN");
       py_join_op = PyUnicode_FromStringAndSize(join_op.data(), join_op.size());
     } else {
       py_join_op = PyUnicode_FromString("JOIN");
     }
-    PyObject_SetAttrString(join2, "join_type", py_join_op);
+    if (!py_join_op) throw PyInternalException();
+
+    int err_indicator = 0;
+
+    PyObject* join2;
+    try {
+      join2 = visitAsPyObject(ctx->joinExpr(1));
+    } catch (...) {
+      Py_DECREF(py_join_op);
+      throw;
+    }
+    err_indicator = PyObject_SetAttrString(join2, "join_type", py_join_op);
     Py_DECREF(py_join_op);
-    PyObject* constraint = visitAsPyObject(ctx->joinConstraintClause());
-    PyObject_SetAttrString(join2, "constraint", constraint);
+    if (err_indicator == -1) {
+      Py_DECREF(join2);
+      throw PyInternalException();
+    }
+    PyObject* constraint;
+    try {
+      constraint = visitAsPyObject(ctx->joinConstraintClause());
+    } catch (...) {
+      Py_DECREF(join2);
+      throw;
+    }
+    err_indicator = PyObject_SetAttrString(join2, "constraint", constraint);
     Py_DECREF(constraint);
+    if (err_indicator == -1) {
+      Py_DECREF(join2);
+      throw PyInternalException();
+    }
 
-    PyObject* last_join = join1;
-    PyObject* next_join = PyObject_GetAttrString(last_join, "next_join");
-    while (!Py_IsNone(next_join)) {
-      last_join = next_join;
-      Py_DECREF(next_join);
-      next_join = PyObject_GetAttrString(last_join, "next_join");
+    PyObject* join1;
+    try {
+      join1 = visitAsPyObject(ctx->joinExpr(0));
+    } catch (...) {
+      Py_DECREF(join2);
+      throw;
     }
-    Py_DECREF(next_join);
-    PyObject_SetAttrString(last_join, "next_join", join2);
-    Py_DECREF(join2);
 
-    return join1;
+    RETURN_CHAINED_JOIN_EXPRS();
   }
 
   VISIT(JoinExprTable) {
-    PyObject* sample = visitAsPyObjectOrNone(ctx->sampleClause());
     PyObject* table = visitAsPyObject(ctx->tableExpr());
+    int is_table_join_expr = is_ast_node_instance(table, "JoinExpr");
+    if (is_table_join_expr == -1) {
+      Py_DECREF(table);
+      throw PyInternalException();
+    }
+    PyObject* sample;
+    try {
+      sample = visitAsPyObjectOrNone(ctx->sampleClause());
+    } catch (...) {
+      Py_DECREF(table);
+      throw;
+    }
     PyObject* table_final = ctx->FINAL() ? Py_True : Py_None;
-    if (is_ast_node_instance(table, "JoinExpr")) {
-      PyObject_SetAttrString(table, "table_final", table_final);
-      PyObject_SetAttrString(table, "sample", sample);
+    if (is_table_join_expr) {
+      int err_indicator = 0;
+      err_indicator = PyObject_SetAttrString(table, "sample", sample);
       Py_DECREF(sample);
+      if (err_indicator == -1) {
+        Py_DECREF(table);
+        throw PyInternalException();
+      }
+      err_indicator = PyObject_SetAttrString(table, "table_final", table_final);
+      if (err_indicator == -1) {
+        Py_DECREF(table);
+        throw PyInternalException();
+      }
       return table;
+    } else {
+      PyObject* ret =
+          build_ast_node("JoinExpr", "{s:N,s:O,s:N}", "table", table, "table_final", table_final, "sample", sample);
+      if (!ret) {
+        Py_DECREF(table);
+        Py_DECREF(sample);
+        throw PyInternalException();
+      }
+      return ret;
     }
-    return build_ast_node("JoinExpr", "{s:N,s:O,s:N}", "table", table, "table_final", table_final, "sample", sample);
   }
 
   VISIT(JoinExprParens) { return visit(ctx->joinExpr()); }
 
   VISIT(JoinExprCrossOp) {
-    PyObject* join1 = visitAsPyObject(ctx->joinExpr(0));
-    PyObject* join2 = visitAsPyObject(ctx->joinExpr(1));
     PyObject* join_type = PyUnicode_FromString("CROSS JOIN");
-    PyObject_SetAttrString(join2, "join_type", join_type);
+    if (!join_type) {
+      throw PyInternalException();
+    }
+
+    PyObject* join2;
+    try {
+      join2 = visitAsPyObject(ctx->joinExpr(1));
+    } catch (...) {
+      Py_DECREF(join_type);
+      throw;
+    }
+    int err_indicator = PyObject_SetAttrString(join2, "join_type", join_type);
+    if (err_indicator == -1) {
+      Py_DECREF(join2);
+      throw PyInternalException();
+    }
     Py_DECREF(join_type);
 
-    PyObject* last_join = join1;
-    PyObject* next_join = PyObject_GetAttrString(last_join, "next_join");
-    while (!Py_IsNone(next_join)) {
-      last_join = next_join;
-      Py_DECREF(next_join);
-      next_join = PyObject_GetAttrString(last_join, "next_join");
+    PyObject* join1;
+    try {
+      join1 = visitAsPyObject(ctx->joinExpr(0));
+    } catch (...) {
+      Py_DECREF(join2);
+      throw;
     }
-    Py_DECREF(next_join);
-    PyObject_SetAttrString(last_join, "next_join", join2);
-    Py_DECREF(join2);
 
-    return join1;
+    RETURN_CHAINED_JOIN_EXPRS();
   }
 
+#undef RETURN_CHAINED_JOIN_EXPRS
+
   VISIT(JoinOpInner) {
     vector<string> tokens;
     if (ctx->ALL()) {
@@ -553,22 +845,33 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
 
   VISIT(JoinConstraintClause) {
     if (ctx->USING()) {
-      throw HogQLNotImplementedException("Unsupported: JOIN ... USING");
+      throw NotImplementedException("Unsupported: JOIN ... USING");
     }
     PyObject* column_expr_list = visitAsPyObject(ctx->columnExprList());
-    if (PyList_Size(column_expr_list) != 1) {
+    Py_ssize_t column_expr_list_size = PyList_Size(column_expr_list);
+    if (column_expr_list_size == -1) {
       Py_DECREF(column_expr_list);
-      throw HogQLNotImplementedException("Unsupported: JOIN ... ON with multiple expressions");
+      throw PyInternalException();
+    }
+    if (column_expr_list_size > 1) {
+      Py_DECREF(column_expr_list);
+      throw NotImplementedException("Unsupported: JOIN ... ON with multiple expressions");
     }
     PyObject* expr = Py_NewRef(PyList_GET_ITEM(column_expr_list, 0));
     Py_DECREF(column_expr_list);
-    return build_ast_node("JoinConstraint", "{s:N}", "expr", expr);
+    RETURN_NEW_AST_NODE("JoinConstraint", "{s:N}", "expr", expr);
   }
 
   VISIT(SampleClause) {
     PyObject* sample_ratio_expr = visitAsPyObject(ctx->ratioExpr(0));
-    PyObject* offset_ratio_expr = ctx->OFFSET() ? visitAsPyObjectOrNone(ctx->ratioExpr(1)) : Py_NewRef(Py_None);
-    return build_ast_node(
+    PyObject* offset_ratio_expr;
+    try {
+      offset_ratio_expr = visitAsPyObjectOrNone(ctx->ratioExpr(1));
+    } catch (...) {
+      Py_DECREF(sample_ratio_expr);
+      throw;
+    }
+    RETURN_NEW_AST_NODE(
         "SampleExpr", "{s:N,s:N}", "sample_value", sample_ratio_expr, "offset_value", offset_ratio_expr
     );
   }
@@ -577,7 +880,7 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
 
   VISIT(OrderExpr) {
     const char* order = ctx->DESC() || ctx->DESCENDING() ? "DESC" : "ASC";
-    return build_ast_node("OrderExpr", "{s:N,s:s}", "expr", visitAsPyObject(ctx->columnExpr()), "order", order);
+    RETURN_NEW_AST_NODE("OrderExpr", "{s:N,s:s}", "expr", visitAsPyObject(ctx->columnExpr()), "order", order);
   }
 
   VISIT(RatioExpr) {
@@ -589,17 +892,24 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
     auto number_literal_ctxs = ctx->numberLiteral();
 
     if (number_literal_ctxs.size() > 2) {
-      throw HogQLParsingException("RatioExpr must have at most two number literals");
+      throw ParsingException("RatioExpr must have at most two number literals");
     } else if (number_literal_ctxs.size() == 0) {
-      throw HogQLParsingException("RatioExpr must have at least one number literal");
+      throw ParsingException("RatioExpr must have at least one number literal");
     }
 
     auto left_ctx = number_literal_ctxs[0];
     auto right_ctx = ctx->SLASH() && number_literal_ctxs.size() > 1 ? number_literal_ctxs[1] : NULL;
 
-    return build_ast_node(
-        "RatioExpr", "{s:N,s:N}", "left", visitAsPyObject(left_ctx), "right", visitAsPyObjectOrNone(right_ctx)
-    );
+    PyObject* left = visitAsPyObject(left_ctx);
+    PyObject* right;
+    try {
+      right = visitAsPyObjectOrNone(right_ctx);
+    } catch (...) {
+      Py_DECREF(left);
+      throw;
+    }
+
+    RETURN_NEW_AST_NODE("RatioExpr", "{s:N,s:N}", "left", left, "right", right);
   }
 
   VISIT_UNSUPPORTED(SettingExprList)
@@ -609,15 +919,55 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
   VISIT(WindowExpr) {
     auto frame_ctx = ctx->winFrameClause();
     PyObject* frame = visitAsPyObjectOrNone(frame_ctx);
-    PyObject* frame_start = Py_NewRef(PyTuple_Check(frame) ? PyTuple_GetItem(frame, 0) : frame);
-    PyObject* frame_end = Py_NewRef(PyTuple_Check(frame) ? PyTuple_GetItem(frame, 1) : Py_None);
+    int is_frame_a_tuple = PyTuple_Check(frame);
+    if (is_frame_a_tuple == -1) {
+      Py_DECREF(frame);
+      throw PyInternalException();
+    }
+    if (is_frame_a_tuple) {
+      Py_ssize_t frame_tuple_size = PyTuple_Size(frame);
+      if (frame_tuple_size == -1) {
+        Py_DECREF(frame);
+        throw PyInternalException();
+      }
+      if (frame_tuple_size != 2) {
+        Py_DECREF(frame);
+        throw ParsingException("WindowExpr frame must be a tuple of size 2");
+      }
+    }
+    PyObject* frame_start = Py_NewRef(is_frame_a_tuple ? PyTuple_GET_ITEM(frame, 0) : frame);
+    PyObject* frame_end = Py_NewRef(is_frame_a_tuple ? PyTuple_GET_ITEM(frame, 1) : Py_None);
     Py_DECREF(frame);
-    PyObject* partition_by = visitAsPyObjectOrNone(ctx->winPartitionByClause());
-    PyObject* order_by = visitAsPyObjectOrNone(ctx->winOrderByClause());
     PyObject* frame_method = frame_ctx && frame_ctx->RANGE()  ? PyUnicode_FromString("RANGE")
                              : frame_ctx && frame_ctx->ROWS() ? PyUnicode_FromString("ROWS")
                                                               : Py_NewRef(Py_None);
-    return build_ast_node(
+    if (!frame_method) {
+      Py_DECREF(frame_start);
+      Py_DECREF(frame_end);
+      throw PyInternalException();
+    }
+    PyObject* partition_by;
+    try {
+      partition_by = visitAsPyObjectOrNone(ctx->winPartitionByClause());
+    } catch (...) {
+      Py_DECREF(frame_start);
+      Py_DECREF(frame_end);
+      Py_DECREF(frame_method);
+      throw;
+    }
+
+    PyObject* order_by;
+    try {
+      order_by = visitAsPyObjectOrNone(ctx->winOrderByClause());
+    } catch (...) {
+      Py_DECREF(frame_start);
+      Py_DECREF(frame_end);
+      Py_DECREF(frame_method);
+      Py_DECREF(partition_by);
+      throw;
+    }
+
+    RETURN_NEW_AST_NODE(
         "WindowExpr", "{s:N,s:N,s:N,s:N,s:N}", "partition_by", partition_by, "order_by", order_by, "frame_method",
         frame_method, "frame_start", frame_start, "frame_end", frame_end
     );
@@ -632,7 +982,15 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
   VISIT(FrameStart) { return visit(ctx->winFrameBound()); }
 
   VISIT(FrameBetween) {
-    return Py_BuildValue("NN", visitAsPyObject(ctx->winFrameBound(0)), visitAsPyObject(ctx->winFrameBound(1)));
+    PyObject* min = visitAsPyObject(ctx->winFrameBound(0));
+    PyObject* max;
+    try {
+      max = visitAsPyObject(ctx->winFrameBound(1));
+    } catch (...) {
+      Py_DECREF(min);
+      throw;
+    }
+    return Py_BuildValue("NN", min, max);
   }
 
   VISIT(WinFrameBound) {
@@ -642,15 +1000,16 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
         PyObject* constant = visitAsPyObject(ctx->numberLiteral());
         number = PyObject_GetAttrString(constant, "value");
         Py_DECREF(constant);
+        if (!number) throw PyInternalException();
       } else {
         number = Py_NewRef(Py_None);
       }
-      return build_ast_node(
+      RETURN_NEW_AST_NODE(
           "WindowFrameExpr", "{s:s,s:N}", "frame_type", ctx->PRECEDING() ? "PRECEDING" : "FOLLOWING", "frame_value",
           number
       );
     } else {
-      return build_ast_node("WindowFrameExpr", "{s:s}", "frame_type", "CURRENT ROW");
+      RETURN_NEW_AST_NODE("WindowFrameExpr", "{s:s}", "frame_type", "CURRENT ROW");
     }
   }
 
@@ -669,10 +1028,23 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
   VISIT(ColumnExprList) { return visitPyListOfObjects(ctx->columnExpr()); }
 
   VISIT(ColumnExprTernaryOp) {
-    return build_ast_node(
-        "Call", "{s:s, s:[NNN]}", "name", "if", "args", visitAsPyObject(ctx->columnExpr(0)),
-        visitAsPyObject(ctx->columnExpr(1)), visitAsPyObject(ctx->columnExpr(2))
-    );
+    PyObject* arg_1 = visitAsPyObject(ctx->columnExpr(0));
+    PyObject* arg_2;
+    try {
+      arg_2 = visitAsPyObject(ctx->columnExpr(1));
+    } catch (...) {
+      Py_DECREF(arg_1);
+      throw;
+    }
+    PyObject* arg_3;
+    try {
+      arg_3 = visitAsPyObject(ctx->columnExpr(2));
+    } catch (...) {
+      Py_DECREF(arg_1);
+      Py_DECREF(arg_2);
+      throw;
+    }
+    RETURN_NEW_AST_NODE("Call", "{s:s, s:[NNN]}", "name", "if", "args", arg_1, arg_2, arg_3);
   }
 
   VISIT(ColumnExprAlias) {
@@ -684,34 +1056,45 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
     } else if (ctx->STRING_LITERAL()) {
       alias = unquote_string_terminal(ctx->STRING_LITERAL());
     } else {
-      throw HogQLParsingException("A ColumnExprAlias must have the alias in some form");
+      throw ParsingException("A ColumnExprAlias must have the alias in some form");
     }
     PyObject* expr = visitAsPyObject(ctx->columnExpr());
 
     if (find(RESERVED_KEYWORDS.begin(), RESERVED_KEYWORDS.end(), boost::algorithm::to_lower_copy(alias)) !=
         RESERVED_KEYWORDS.end()) {
       Py_DECREF(expr);
-      throw HogQLSyntaxException("\"" + alias + "\" cannot be an alias or identifier, as it's a reserved keyword");
+      throw SyntaxException("\"" + alias + "\" cannot be an alias or identifier, as it's a reserved keyword");
     }
 
-    return build_ast_node("Alias", "{s:N,s:s#}", "expr", expr, "alias", alias.data(), alias.size());
+    RETURN_NEW_AST_NODE("Alias", "{s:N,s:s#}", "expr", expr, "alias", alias.data(), alias.size());
   }
 
   VISIT_UNSUPPORTED(ColumnExprExtract)
 
   VISIT(ColumnExprNegate) {
-    return build_ast_node(
-        "ArithmeticOperation", "{s:N,s:N,s:N}", "left", build_ast_node("Constant", "{s:i}", "value", 0), "right",
-        visitAsPyObject(ctx->columnExpr()), "op", get_ast_enum_member("ArithmeticOperationOp", "Sub")
-    );
+    PyObject* left = build_ast_node("Constant", "{s:i}", "value", 0);
+    if (!left) throw PyInternalException();
+    PyObject* op = get_ast_enum_member("ArithmeticOperationOp", "Sub");
+    if (!op) {
+      Py_DECREF(left);
+      throw PyInternalException();
+    }
+    PyObject* right;
+    try {
+      right = visitAsPyObject(ctx->columnExpr());
+    } catch (...) {
+      Py_DECREF(op);
+      Py_DECREF(left);
+      throw;
+    }
+
+    RETURN_NEW_AST_NODE("ArithmeticOperation", "{s:N,s:N,s:N}", "left", left, "right", right, "op", op);
   }
 
   VISIT(ColumnExprSubquery) { return visit(ctx->selectUnionStmt()); }
 
   VISIT(ColumnExprArray) {
-    auto column_expr_list_ctx = ctx->columnExprList();
-    PyObject* exprs = visitAsPyObjectOrEmptyList(column_expr_list_ctx);
-    return build_ast_node("Array", "{s:N}", "exprs", exprs);
+    RETURN_NEW_AST_NODE("Array", "{s:N}", "exprs", visitAsPyObjectOrEmptyList(ctx->columnExprList()));
   }
 
   VISIT_UNSUPPORTED(ColumnExprSubstring)
@@ -727,51 +1110,138 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
     } else if (ctx->PERCENT()) {
       op = get_ast_enum_member("ArithmeticOperationOp", "Mod");
     } else {
-      throw HogQLParsingException("Unsupported value of rule ColumnExprPrecedence1");
+      throw ParsingException("Unsupported value of rule ColumnExprPrecedence1");
     }
-    PyObject* left = visitAsPyObject(ctx->left);
-    PyObject* right = visitAsPyObject(ctx->right);
-    return build_ast_node("ArithmeticOperation", "{s:N,s:N,s:N}", "left", left, "right", right, "op", op);
+    if (!op) throw PyInternalException();
+    PyObject* left;
+    try {
+      left = visitAsPyObject(ctx->columnExpr(0));
+    } catch (...) {
+      Py_DECREF(op);
+      throw;
+    }
+    PyObject* right;
+    try {
+      right = visitAsPyObject(ctx->right);
+    } catch (...) {
+      Py_DECREF(op);
+      Py_DECREF(left);
+      throw;
+    }
+    RETURN_NEW_AST_NODE("ArithmeticOperation", "{s:N,s:N,s:N}", "left", left, "right", right, "op", op);
   }
 
   VISIT(ColumnExprPrecedence2) {
     PyObject* left = visitAsPyObject(ctx->left);
-    PyObject* right = visitAsPyObject(ctx->right);
+    PyObject* right;
+    try {
+      right = visitAsPyObject(ctx->right);
+    } catch (...) {
+      Py_DECREF(left);
+      throw;
+    }
 
     if (ctx->PLUS()) {
-      return build_ast_node(
-          "ArithmeticOperation", "{s:N,s:N,s:N}", "left", left, "right", right, "op",
-          get_ast_enum_member("ArithmeticOperationOp", "Add")
-      );
+      PyObject* op = get_ast_enum_member("ArithmeticOperationOp", "Add");
+      if (!op) {
+        Py_DECREF(left);
+        Py_DECREF(right);
+        throw PyInternalException();
+      }
+      RETURN_NEW_AST_NODE("ArithmeticOperation", "{s:N,s:N,s:N}", "left", left, "right", right, "op", op);
     } else if (ctx->DASH()) {
-      return build_ast_node(
-          "ArithmeticOperation", "{s:N,s:N,s:N}", "left", left, "right", right, "op",
-          get_ast_enum_member("ArithmeticOperationOp", "Sub")
-      );
+      PyObject* op = get_ast_enum_member("ArithmeticOperationOp", "Sub");
+      if (!op) {
+        Py_DECREF(left);
+        Py_DECREF(right);
+        throw PyInternalException();
+      }
+      RETURN_NEW_AST_NODE("ArithmeticOperation", "{s:N,s:N,s:N}", "left", left, "right", right, "op", op);
     } else if (ctx->CONCAT()) {
-      PyObject* args;
-      if (is_ast_node_instance(left, "Call") &&
-          PyObject_RichCompareBool(PyObject_GetAttrString(left, "name"), PyUnicode_FromString("concat"), Py_EQ)) {
-        args = PyObject_GetAttrString(left, "args");
-      } else {
-        args = Py_BuildValue("[O]", left);
+#define IS_NODE_A_CONCAT_CALL(VAR) /* This is complex because of all the error handling, hence a macro */ \
+  int is_##VAR##_a_concat_call = false;                                                                   \
+  int is_##VAR##_a_call = is_ast_node_instance(VAR, "Call");                                              \
+  if (is_##VAR##_a_call == -1) {                                                                          \
+    Py_DECREF(left);                                                                                      \
+    Py_DECREF(right);                                                                                     \
+    throw PyInternalException();                                                                          \
+  }                                                                                                       \
+  if (is_##VAR##_a_call) {                                                                                \
+    PyObject* VAR##_name = PyObject_GetAttrString(VAR, "name");                                           \
+    if (!VAR##_name) {                                                                                    \
+      Py_DECREF(left);                                                                                    \
+      Py_DECREF(right);                                                                                   \
+      Py_DECREF(concat_as_str);                                                                           \
+      throw PyInternalException();                                                                        \
+    }                                                                                                     \
+    PyObject* VAR##_name_lower = PyObject_CallMethod(VAR##_name, "lower", NULL);                          \
+    Py_DECREF(VAR##_name);                                                                                \
+    if (!VAR##_name_lower) {                                                                              \
+      Py_DECREF(left);                                                                                    \
+      Py_DECREF(right);                                                                                   \
+      Py_DECREF(concat_as_str);                                                                           \
+      throw PyInternalException();                                                                        \
+    }                                                                                                     \
+    is_##VAR##_a_concat_call = PyObject_RichCompareBool(VAR##_name_lower, concat_as_str, Py_EQ);          \
+    Py_DECREF(VAR##_name_lower);                                                                          \
+    if (is_##VAR##_a_concat_call == -1) {                                                                 \
+      Py_DECREF(left);                                                                                    \
+      Py_DECREF(right);                                                                                   \
+      Py_DECREF(concat_as_str);                                                                           \
+      throw PyInternalException();                                                                        \
+    }                                                                                                     \
+  }
+
+      PyObject* concat_as_str = PyUnicode_FromString("concat");
+      if (!concat_as_str) {
+        Py_DECREF(left);
+        Py_DECREF(right);
+        throw PyInternalException();
       }
+      IS_NODE_A_CONCAT_CALL(left);
+      IS_NODE_A_CONCAT_CALL(right);
+      Py_DECREF(concat_as_str);
+
+#undef IS_NODE_A_CONCAT_CALL
 
-      if (is_ast_node_instance(right, "Call") &&
-          PyObject_RichCompareBool(PyObject_GetAttrString(right, "name"), PyUnicode_FromString("concat"), Py_EQ)) {
+      PyObject* args = is_left_a_concat_call ? PyObject_GetAttrString(left, "args") : Py_BuildValue("[O]", left);
+      if (!args) {
+        Py_DECREF(left);
+        Py_DECREF(right);
+        throw PyInternalException();
+      }
+      if (is_right_a_concat_call) {
         PyObject* right_args = PyObject_GetAttrString(right, "args");
-        X_PyList_Extend(args, right_args);
+        if (!right_args) {
+          Py_DECREF(args);
+          Py_DECREF(left);
+          Py_DECREF(right);
+          throw PyInternalException();
+        }
+        int err_indicator = X_PyList_Extend(args, right_args);
         Py_DECREF(right_args);
+        if (err_indicator == -1) {
+          Py_DECREF(args);
+          Py_DECREF(left);
+          Py_DECREF(right);
+          throw PyInternalException();
+        }
       } else {
-        PyList_Append(args, right);
+        int err_indicator = PyList_Append(args, right);
+        if (err_indicator == -1) {
+          Py_DECREF(args);
+          Py_DECREF(left);
+          Py_DECREF(right);
+          throw PyInternalException();
+        }
       }
       Py_DECREF(right);
       Py_DECREF(left);
-      return build_ast_node("Call", "{s:s,s:N}", "name", "concat", "args", args);
+      RETURN_NEW_AST_NODE("Call", "{s:s,s:N}", "name", "concat", "args", args);
     } else {
       Py_DECREF(right);
       Py_DECREF(left);
-      throw HogQLParsingException("Unsupported value of rule ColumnExprPrecedence2");
+      throw ParsingException("Unsupported value of rule ColumnExprPrecedence2");
     }
   }
 
@@ -824,13 +1294,27 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
         }
       }
     } else {
-      throw HogQLParsingException("Unsupported value of rule ColumnExprPrecedence3");
+      throw ParsingException("Unsupported value of rule ColumnExprPrecedence3");
     }
+    if (!op) throw PyInternalException();
 
-    PyObject* left = visitAsPyObject(ctx->left);
-    PyObject* right = visitAsPyObject(ctx->right);
+    PyObject* left;
+    try {
+      left = visitAsPyObject(ctx->left);
+    } catch (...) {
+      Py_DECREF(op);
+      throw;
+    }
+    PyObject* right;
+    try {
+      right = visitAsPyObject(ctx->right);
+    } catch (...) {
+      Py_DECREF(op);
+      Py_DECREF(left);
+      throw;
+    }
 
-    return build_ast_node("CompareOperation", "{s:N,s:N,s:N}", "left", left, "right", right, "op", op);
+    RETURN_NEW_AST_NODE("CompareOperation", "{s:N,s:N,s:N}", "left", left, "right", right, "op", op);
   }
 
   VISIT(ColumnExprInterval) {
@@ -853,46 +1337,92 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
     } else if (interval_ctx->YEAR()) {
       name = "toIntervalYear";
     } else {
-      throw HogQLParsingException("Unsupported value of rule ColumnExprInterval");
+      throw ParsingException("Unsupported value of rule ColumnExprInterval");
     }
 
-    PyObject* arg = visitAsPyObject(ctx->columnExpr());
-    return build_ast_node("Call", "{s:s,s:[N]}", "name", name, "args", arg);
+    RETURN_NEW_AST_NODE("Call", "{s:s,s:[N]}", "name", name, "args", visitAsPyObject(ctx->columnExpr()));
   }
 
   VISIT(ColumnExprIsNull) {
-    return build_ast_node(
-        "CompareOperation", "{s:N,s:N,s:N}", "left", visitAsPyObject(ctx->columnExpr()), "right",
-        build_ast_node("Constant", "{s:O}", "value", Py_None), "op",
-        get_ast_enum_member("CompareOperationOp", ctx->NOT() ? "NotEq" : "Eq")
-
-    );
+    PyObject* null_constant = build_ast_node("Constant", "{s:O}", "value", Py_None);
+    if (!null_constant) throw PyInternalException();
+    PyObject* op = get_ast_enum_member("CompareOperationOp", ctx->NOT() ? "NotEq" : "Eq");
+    if (!op) {
+      Py_DECREF(null_constant);
+      throw PyInternalException();
+    }
+    PyObject* left;
+    try {
+      left = visitAsPyObject(ctx->columnExpr());
+    } catch (...) {
+      Py_DECREF(op);
+      Py_DECREF(null_constant);
+      throw;
+    }
+    RETURN_NEW_AST_NODE("CompareOperation", "{s:N,s:N,s:N}", "left", left, "right", null_constant, "op", op);
   }
 
   VISIT_UNSUPPORTED(ColumnExprTrim)
 
   VISIT(ColumnExprTuple) {
-    auto column_expr_list_ctx = ctx->columnExprList();
-    return build_ast_node("Tuple", "{s:N}", "exprs", visitAsPyObjectOrEmptyList(column_expr_list_ctx));
+    RETURN_NEW_AST_NODE("Tuple", "{s:N}", "exprs", visitAsPyObjectOrEmptyList(ctx->columnExprList()));
   }
 
   VISIT(ColumnExprArrayAccess) {
-    PyObject* object = visitAsPyObject(ctx->columnExpr(0));
     PyObject* property = visitAsPyObject(ctx->columnExpr(1));
-    if (is_ast_node_instance(property, "Constant") &&
-        PyObject_RichCompareBool(PyObject_GetAttrString(property, "value"), PyLong_FromLong(0), Py_EQ)) {
+    int is_property_a_constant = is_ast_node_instance(property, "Constant");
+    if (is_property_a_constant == -1) {
+      Py_DECREF(property);
+      throw PyInternalException();
+    }
+    if (is_property_a_constant) {
+      PyObject* property_value = PyObject_GetAttrString(property, "value");
+      if (!property_value) {
+        Py_DECREF(property);
+        throw PyInternalException();
+      }
+      PyObject* zero = PyLong_FromLong(0);
+      if (!zero) {
+        Py_DECREF(property_value);
+        Py_DECREF(property);
+        throw PyInternalException();
+      }
+      int is_property_zero = PyObject_RichCompareBool(property_value, zero, Py_EQ);
+      Py_DECREF(zero);
+      Py_DECREF(property_value);
+      if (is_property_zero == -1) {
+        Py_DECREF(property);
+        throw PyInternalException();
+      }
+      if (is_property_zero) {
+        Py_DECREF(property);
+        throw SyntaxException("SQL indexes start from one, not from zero. E.g: array[1]");
+      }
+    }
+    PyObject* object;
+    try {
+      object = visitAsPyObject(ctx->columnExpr(0));
+    } catch (...) {
       Py_DECREF(property);
-      Py_DECREF(object);
-      throw HogQLSyntaxException("SQL indexes start from one, not from zero. E.g: array[1]");
+      throw;
     }
-    return build_ast_node("ArrayAccess", "{s:N,s:N}", "array", object, "property", property);
+    RETURN_NEW_AST_NODE("ArrayAccess", "{s:N,s:N}", "array", object, "property", property);
   }
 
   VISIT(ColumnExprPropertyAccess) {
-    PyObject* object = visitAsPyObject(ctx->columnExpr());
     string identifier = visitAsString(ctx->identifier());
     PyObject* property = build_ast_node("Constant", "{s:s#}", "value", identifier.data(), identifier.size());
-    return build_ast_node("ArrayAccess", "{s:N,s:N}", "array", object, "property", property);
+    if (!property) {
+      throw PyInternalException();
+    }
+    PyObject* object;
+    try {
+      object = visitAsPyObject(ctx->columnExpr());
+    } catch (...) {
+      Py_DECREF(property);
+      throw;
+    }
+    RETURN_NEW_AST_NODE("ArrayAccess", "{s:N,s:N}", "array", object, "property", property);
   }
 
   VISIT_UNSUPPORTED(ColumnExprBetween)
@@ -903,57 +1433,116 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
 
   VISIT(ColumnExprAnd) {
     PyObject* left = visitAsPyObject(ctx->columnExpr(0));
-    PyObject* right = visitAsPyObject(ctx->columnExpr(1));
-    PyObject* exprs;
-    if (is_ast_node_instance(left, "And")) {
-      exprs = PyObject_GetAttrString(left, "exprs");
-    } else {
-      exprs = Py_BuildValue("[O]", left);
+    PyObject* right;
+    try {
+      right = visitAsPyObject(ctx->columnExpr(1));
+    } catch (...) {
+      Py_DECREF(left);
+      throw;
     }
-    if (is_ast_node_instance(right, "And")) {
+
+    int is_left_an_and = is_ast_node_instance(left, "And");
+    if (is_left_an_and == -1) {
+      Py_DECREF(left);
+      Py_DECREF(right);
+      throw PyInternalException();
+    }
+    PyObject* exprs = is_left_an_and ? PyObject_GetAttrString(left, "exprs") : Py_BuildValue("[O]", left);
+
+    int is_right_an_and = is_ast_node_instance(right, "And");
+    if (is_right_an_and == -1) goto right_check_error;
+    if (is_right_an_and) {
       PyObject* right_exprs = PyObject_GetAttrString(right, "exprs");
-      X_PyList_Extend(exprs, right_exprs);
+      if (!right_exprs) goto right_check_error;
+      int err_indicator = X_PyList_Extend(exprs, right_exprs);
       Py_DECREF(right_exprs);
+      if (err_indicator == -1) goto right_check_error;
     } else {
-      PyList_Append(exprs, right);
+      int err_indicator = PyList_Append(exprs, right);
+      if (err_indicator == -1) goto right_check_error;
     }
+    goto right_check_success;
+  right_check_error:
+    Py_DECREF(exprs);
+    Py_DECREF(left);
+    Py_DECREF(right);
+    throw PyInternalException();
+  right_check_success:
     Py_DECREF(right);
     Py_DECREF(left);
 
-    return build_ast_node("And", "{s:N}", "exprs", exprs);
+    RETURN_NEW_AST_NODE("And", "{s:N}", "exprs", exprs);
   }
 
   VISIT(ColumnExprOr) {
     PyObject* left = visitAsPyObject(ctx->columnExpr(0));
-    PyObject* right = visitAsPyObject(ctx->columnExpr(1));
-    PyObject* exprs;
-    if (is_ast_node_instance(left, "Or")) {
-      exprs = PyObject_GetAttrString(left, "exprs");
-    } else {
-      exprs = Py_BuildValue("[O]", left);
+    PyObject* right;
+    try {
+      right = visitAsPyObject(ctx->columnExpr(1));
+    } catch (...) {
+      Py_DECREF(left);
+      throw;
     }
-    if (is_ast_node_instance(right, "Or")) {
+
+    int is_left_an_or = is_ast_node_instance(left, "Or");
+    if (is_left_an_or == -1) {
+      Py_DECREF(left);
+      Py_DECREF(right);
+      throw PyInternalException();
+    }
+    PyObject* exprs = is_left_an_or ? PyObject_GetAttrString(left, "exprs") : Py_BuildValue("[O]", left);
+
+    int is_right_an_or = is_ast_node_instance(right, "Or");
+    if (is_right_an_or == -1) goto right_check_error;
+    if (is_right_an_or) {
       PyObject* right_exprs = PyObject_GetAttrString(right, "exprs");
-      X_PyList_Extend(exprs, right_exprs);
+      if (!right_exprs) goto right_check_error;
+      int err_indicator = X_PyList_Extend(exprs, right_exprs);
+      if (err_indicator == -1) goto right_check_error;
       Py_DECREF(right_exprs);
     } else {
-      PyList_Append(exprs, right);
+      int err_indicator = PyList_Append(exprs, right);
+      if (err_indicator == -1) goto right_check_error;
     }
+    goto right_check_success;
+  right_check_error:
+    Py_DECREF(exprs);
+    Py_DECREF(left);
+    Py_DECREF(right);
+    throw PyInternalException();
+  right_check_success:
     Py_DECREF(right);
     Py_DECREF(left);
 
-    return build_ast_node("Or", "{s:N}", "exprs", exprs);
+    RETURN_NEW_AST_NODE("Or", "{s:N}", "exprs", exprs);
   }
 
   VISIT(ColumnExprTupleAccess) {
-    PyObject* tuple = visitAsPyObject(ctx->columnExpr());
     PyObject* index = PyLong_FromString(ctx->DECIMAL_LITERAL()->getText().c_str(), NULL, 10);
-    if (PyObject_RichCompareBool(index, PyLong_FromLong(0), Py_EQ)) {
+    if (!index) throw PyInternalException();
+    PyObject* zero = PyLong_FromLong(0);
+    if (!zero) {
+      Py_DECREF(index);
+      throw PyInternalException();
+    }
+    int is_index_zero = PyObject_RichCompareBool(index, zero, Py_EQ);
+    Py_DECREF(zero);
+    if (is_index_zero == -1) {
+      Py_DECREF(index);
+      throw PyInternalException();
+    }
+    if (is_index_zero) {
+      Py_DECREF(index);
+      throw SyntaxException("SQL indexes start from one, not from zero. E.g: array[1]");
+    }
+    PyObject* tuple;
+    try {
+      tuple = visitAsPyObject(ctx->columnExpr());
+    } catch (...) {
       Py_DECREF(index);
-      Py_DECREF(tuple);
-      throw HogQLSyntaxException("SQL indexes start from one, not from zero. E.g: array[1]");
+      throw;
     }
-    return build_ast_node("TupleAccess", "{s:N,s:N}", "tuple", tuple, "index", index);
+    RETURN_NEW_AST_NODE("TupleAccess", "{s:N,s:N}", "tuple", tuple, "index", index);
   }
 
   VISIT(ColumnExprCase) {
@@ -961,37 +1550,57 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
     size_t columns_size = column_expr_ctx.size();
     PyObject* columns = visitPyListOfObjects(column_expr_ctx);
     if (ctx->caseExpr) {
-      PyObject* arg_0 = PyList_GetItem(columns, 0);
-      PyObject* arg_1 = build_ast_node("Array", "{s:[]}", "exprs");
-      PyObject* arg_2 = build_ast_node("Array", "{s:[]}", "exprs");
-      PyObject* arg_3 = PyList_GetItem(columns, columns_size - 1);
-      PyObject* args = Py_BuildValue("[ONNO]", arg_0, arg_1, arg_2, arg_3);
-      PyObject* temp_expr_lists[2] = {PyObject_GetAttrString(arg_1, "exprs"), PyObject_GetAttrString(arg_2, "exprs")};
+      PyObject *arg_0 = NULL, *arg_1 = NULL, *arg_2 = NULL, *arg_3 = NULL, *args = NULL;
+      PyObject* temp_expr_lists[2] = {NULL, NULL};
+      arg_0 = PyList_GET_ITEM(columns, 0);
+      arg_1 = build_ast_node("Array", "{s:[]}", "exprs");
+      if (!arg_1) goto error;
+      arg_2 = build_ast_node("Array", "{s:[]}", "exprs");
+      if (!arg_2) goto error;
+      arg_3 = PyList_GET_ITEM(columns, columns_size - 1);
+      args = Py_BuildValue("[ONNO]", arg_0, arg_1, arg_2, arg_3);
+      if (!args) goto error;
+      temp_expr_lists[0] = PyObject_GetAttrString(arg_1, "exprs");
+      if (!temp_expr_lists[0]) goto error;
+      temp_expr_lists[1] = PyObject_GetAttrString(arg_2, "exprs");
+      if (!temp_expr_lists[1]) goto error;
       for (size_t index = 1; index < columns_size - 1; index++) {
-        PyList_Append(temp_expr_lists[(index - 1) % 2], PyList_GetItem(columns, index));
+        PyObject* item = PyList_GetItem(columns, index);
+        if (!item) goto error;
+        int err_indicator = PyList_Append(temp_expr_lists[(index - 1) % 2], item);
+        if (err_indicator == -1) goto error;
       }
-      Py_DECREF(temp_expr_lists[0]);
       Py_DECREF(temp_expr_lists[1]);
+      Py_DECREF(temp_expr_lists[0]);
       Py_DECREF(columns);
-      return build_ast_node("Call", "{s:s,s:N}", "name", "transform", "args", args);
+      goto success;
+    error:
+      Py_XDECREF(temp_expr_lists[1]);
+      Py_XDECREF(temp_expr_lists[0]);
+      Py_XDECREF(args);
+      Py_XDECREF(arg_2);
+      Py_XDECREF(arg_1);
+      Py_XDECREF(columns);
+      throw PyInternalException();
+    success:
+      RETURN_NEW_AST_NODE("Call", "{s:s,s:N}", "name", "transform", "args", args);
     } else {
-      return build_ast_node("Call", "{s:s,s:N}", "name", columns_size == 3 ? "if" : "multiIf", "args", columns);
+      RETURN_NEW_AST_NODE("Call", "{s:s,s:N}", "name", columns_size == 3 ? "if" : "multiIf", "args", columns);
     }
   }
 
   VISIT_UNSUPPORTED(ColumnExprDate)
 
-  VISIT(ColumnExprNot) { return build_ast_node("Not", "{s:N}", "expr", visitAsPyObject(ctx->columnExpr())); }
+  VISIT(ColumnExprNot) { RETURN_NEW_AST_NODE("Not", "{s:N}", "expr", visitAsPyObject(ctx->columnExpr())); }
 
   VISIT(ColumnExprWinFunctionTarget) {
     auto column_expr_list_ctx = ctx->columnExprList();
     string name = visitAsString(ctx->identifier(0));
     string over_identifier = visitAsString(ctx->identifier(1));
     PyObject* args = visitAsPyObjectOrEmptyList(column_expr_list_ctx);
-    return build_ast_node(
+    RETURN_NEW_AST_NODE(
         "WindowFunction", "{s:s#,s:N,s:s#}", "name", name.data(), name.size(), "args", args, "over_identifier",
         over_identifier.data(), over_identifier.size()
-
     );
   }
 
@@ -999,8 +1608,14 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
     string identifier = visitAsString(ctx->identifier());
     auto column_expr_list_ctx = ctx->columnExprList();
     PyObject* args = visitAsPyObjectOrEmptyList(column_expr_list_ctx);
-    PyObject* over_expr = visitAsPyObjectOrNone(ctx->windowExpr());
-    return build_ast_node(
+    PyObject* over_expr;
+    try {
+      over_expr = visitAsPyObjectOrNone(ctx->windowExpr());
+    } catch (...) {
+      Py_DECREF(args);
+      throw;
+    }
+    RETURN_NEW_AST_NODE(
         "WindowFunction", "{s:s#,s:N,s:N}", "name", identifier.data(), identifier.size(), "args", args, "over_expr",
         over_expr
     );
@@ -1010,10 +1625,17 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
 
   VISIT(ColumnExprFunction) {
     string name = visitAsString(ctx->identifier());
-    return build_ast_node(
-        "Call", "{s:s#,s:N,s:N,s:O}", "name", name.data(), name.size(), "params",
-        visitAsPyObjectOrNone(ctx->columnExprList()), "args", visitAsPyObjectOrEmptyList(ctx->columnArgList()),
-        "distinct", ctx->DISTINCT() ? Py_True : Py_False
+    PyObject* params = visitAsPyObjectOrNone(ctx->columnExprList());
+    PyObject* args;
+    try {
+      args = visitAsPyObjectOrEmptyList(ctx->columnArgList());
+    } catch (...) {
+      Py_DECREF(params);
+      throw;
+    }
+    RETURN_NEW_AST_NODE(
+        "Call", "{s:s#,s:N,s:N,s:O}", "name", name.data(), name.size(), "params", params, "args", args, "distinct",
+        ctx->DISTINCT() ? Py_True : Py_False
     );
   }
 
@@ -1022,9 +1644,9 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
     if (table_identifier_ctx) {
       vector<string> table = any_cast<vector<string>>(visit(table_identifier_ctx));
       table.push_back("*");
-      return build_ast_node("Field", "{s:N}", "chain", X_PyList_FromStrings(table));
+      RETURN_NEW_AST_NODE("Field", "{s:N}", "chain", X_PyList_FromStrings(table));
     }
-    return build_ast_node("Field", "{s:[s]}", "chain", "*");
+    RETURN_NEW_AST_NODE("Field", "{s:[s]}", "chain", "*");
   }
 
   VISIT(ColumnExprTagElement) { return visit(ctx->hogqlxTagElement()); }
@@ -1032,18 +1654,41 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
   VISIT(ColumnArgList) { return visitPyListOfObjects(ctx->columnArgExpr()); }
 
   VISIT(ColumnLambdaExpr) {
-    vector<string> args = visitAsVectorOfStrings(ctx->identifier());
-    return build_ast_node(
-        "Lambda", "{s:N,s:N}", "args", X_PyList_FromStrings(args), "expr", visitAsPyObject(ctx->columnExpr())
-    );
+    PyObject* expr = visitAsPyObject(ctx->columnExpr());
+    PyObject* args;
+    try {
+      args = X_PyList_FromStrings(visitAsVectorOfStrings(ctx->identifier()));
+    } catch (...) {
+      Py_DECREF(expr);
+      throw;
+    }
+    RETURN_NEW_AST_NODE("Lambda", "{s:N,s:N}", "args", args, "expr", expr);
   }
 
   VISIT(WithExprList) {
     PyObject* ctes = PyDict_New();
+    if (!ctes) throw PyInternalException();
     for (auto with_expr_ctx : ctx->withExpr()) {
-      PyObject* cte = visitAsPyObject(with_expr_ctx);
+      PyObject* cte;
+      try {
+        cte = visitAsPyObject(with_expr_ctx);
+      } catch (...) {
+        Py_DECREF(ctes);
+        throw;
+      }
       PyObject* name = PyObject_GetAttrString(cte, "name");
-      PyDict_SetItem(ctes, name, cte);
+      if (!name) {
+        Py_DECREF(cte);
+        Py_DECREF(ctes);
+        throw PyInternalException();
+      }
+      int err_indicator = PyDict_SetItem(ctes, name, cte);
+      if (err_indicator == -1) {
+        Py_DECREF(name);
+        Py_DECREF(cte);
+        Py_DECREF(ctes);
+        throw PyInternalException();
+      }
       Py_DECREF(name);
       Py_DECREF(cte);
     }
@@ -1052,18 +1697,16 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
 
   VISIT(WithExprSubquery) {
     string name = visitAsString(ctx->identifier());
-    return build_ast_node(
+    RETURN_NEW_AST_NODE(
         "CTE", "{s:s#,s:N,s:s}", "name", name.data(), name.size(), "expr", visitAsPyObject(ctx->selectUnionStmt()),
         "cte_type", "subquery"
     );
   }
 
   VISIT(WithExprColumn) {
-    PyObject* expr = visitAsPyObject(ctx->columnExpr());
     string name = visitAsString(ctx->identifier());
-    return build_ast_node(
-        "CTE", "{s:s#,s:N,s:s}", "name", name.data(), name.size(), "expr", expr, "cte_type", "column"
-    );
+    PyObject* expr = visitAsPyObject(ctx->columnExpr());
+    RETURN_NEW_AST_NODE("CTE", "{s:s#,s:N,s:s}", "name", name.data(), name.size(), "expr", expr, "cte_type", "column");
   }
 
   VISIT(ColumnIdentifier) {
@@ -1082,46 +1725,61 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
       string text = ctx->getText();
       boost::algorithm::to_lower(text);
       if (!text.compare("true")) {
-        return build_ast_node("Constant", "{s:O}", "value", Py_True);
+        RETURN_NEW_AST_NODE("Constant", "{s:O}", "value", Py_True);
       }
       if (!text.compare("false")) {
-        return build_ast_node("Constant", "{s:O}", "value", Py_False);
+        RETURN_NEW_AST_NODE("Constant", "{s:O}", "value", Py_False);
       }
-      return build_ast_node("Field", "{s:N}", "chain", X_PyList_FromStrings(nested));
+      RETURN_NEW_AST_NODE("Field", "{s:N}", "chain", X_PyList_FromStrings(nested));
     }
     vector<string> table_plus_nested = table;
     table_plus_nested.insert(table_plus_nested.end(), nested.begin(), nested.end());
-    return build_ast_node("Field", "{s:N}", "chain", X_PyList_FromStrings(table_plus_nested));
+    RETURN_NEW_AST_NODE("Field", "{s:N}", "chain", X_PyList_FromStrings(table_plus_nested));
   }
 
   VISIT(NestedIdentifier) { return visitAsVectorOfStrings(ctx->identifier()); }
 
   VISIT(TableExprIdentifier) {
     vector<string> chain = any_cast<vector<string>>(visit(ctx->tableIdentifier()));
-    return build_ast_node("Field", "{s:N}", "chain", X_PyList_FromStrings(chain));
+    RETURN_NEW_AST_NODE("Field", "{s:N}", "chain", X_PyList_FromStrings(chain));
   }
 
   VISIT(TableExprSubquery) { return visit(ctx->selectUnionStmt()); }
 
-  VISIT(TableExprPlaceholder) {
-    return visitAsPyObject(ctx->placeholder());
-  }
+  VISIT(TableExprPlaceholder) { return visitAsPyObject(ctx->placeholder()); }
 
   VISIT(TableExprAlias) {
     auto alias_ctx = ctx->alias();
     string alias = any_cast<string>(alias_ctx ? visit(alias_ctx) : visit(ctx->identifier()));
     if (find(RESERVED_KEYWORDS.begin(), RESERVED_KEYWORDS.end(), boost::algorithm::to_lower_copy(alias)) !=
         RESERVED_KEYWORDS.end()) {
-      throw HogQLSyntaxException("ALIAS is a reserved keyword");
+      throw SyntaxException("ALIAS is a reserved keyword");
     }
-    PyObject* table = visitAsPyObject(ctx->tableExpr());
     PyObject* py_alias = PyUnicode_FromStringAndSize(alias.data(), alias.size());
-    if (is_ast_node_instance(table, "JoinExpr")) {
-      PyObject_SetAttrString(table, "alias", py_alias);
+    if (!py_alias) throw PyInternalException();
+    PyObject* table;
+    try {
+      table = visitAsPyObject(ctx->tableExpr());
+    } catch (...) {
+      Py_DECREF(py_alias);
+      throw;
+    }
+
+    int is_table_a_join_expr = is_ast_node_instance(table, "JoinExpr");
+    if (is_table_a_join_expr == -1) {
       Py_DECREF(py_alias);
+      throw PyInternalException();
+    }
+    if (is_table_a_join_expr) {
+      int err_indicator = PyObject_SetAttrString(table, "alias", py_alias);
+      Py_DECREF(py_alias);
+      if (err_indicator == -1) {
+        Py_DECREF(table);
+        throw PyInternalException();
+      }
       return table;
     }
-    return build_ast_node("JoinExpr", "{s:N,s:N}", "table", table, "alias", py_alias);
+    RETURN_NEW_AST_NODE("JoinExpr", "{s:N,s:N}", "table", table, "alias", py_alias);
   }
 
   VISIT(TableExprFunction) { return visit(ctx->tableFunctionExpr()); }
@@ -1129,18 +1787,15 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
   VISIT(TableExprTag) { return visit(ctx->hogqlxTagElement()); }
 
   VISIT(TableFunctionExpr) {
-    string name = visitAsString(ctx->identifier());
-    PyObject* table_args;
+    string table_name = visitAsString(ctx->identifier());
     auto table_args_ctx = ctx->tableArgList();
-    if (table_args_ctx) {
-      table_args = visitAsPyObject(table_args_ctx);
-    } else {
-      table_args = Py_NewRef(Py_None);
+    PyObject* table_args = table_args_ctx ? visitAsPyObject(table_args_ctx) : Py_NewRef(Py_None);
+    PyObject* table = build_ast_node("Field", "{s:[s#]}", "chain", table_name.data(), table_name.size());
+    if (!table) {
+      Py_DECREF(table_args);
+      throw PyInternalException();
     }
-    return build_ast_node(
-        "JoinExpr", "{s:N,s:N}", "table", build_ast_node("Field", "{s:[s#]}", "chain", name.data(), name.size()),
-        "table_args", table_args
-    );
+    RETURN_NEW_AST_NODE("JoinExpr", "{s:N,s:N}", "table", table, "table_args", table_args);
   }
 
   VISIT(TableIdentifier) {
@@ -1161,30 +1816,29 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
   VISIT(NumberLiteral) {
     string text = ctx->getText();
     boost::algorithm::to_lower(text);
-    PyObject* value;
-    PyObject* result;
     if (text.find(".") != string::npos || text.find("e") != string::npos || !text.compare("-inf") ||
         !text.compare("inf") || !text.compare("nan")) {
-      PyObject* pyText = PyUnicode_FromStringAndSize(text.data(), text.size());
-      value = PyFloat_FromString(pyText);
-      result = build_ast_node("Constant", "{s:N}", "value", value);
-      Py_DECREF(pyText);
+      PyObject* py_text = PyUnicode_FromStringAndSize(text.data(), text.size());
+      if (!py_text) throw PyInternalException();
+      PyObject* value = PyFloat_FromString(py_text);
+      Py_DECREF(py_text);
+      if (!value) throw PyInternalException();
+      RETURN_NEW_AST_NODE("Constant", "{s:N}", "value", value);
     } else {
-      value = PyLong_FromString(text.c_str(), NULL, 10);
-      result = build_ast_node("Constant", "{s:N}", "value", value);
+      PyObject* value = PyLong_FromString(text.c_str(), NULL, 10);
+      if (!value) throw PyInternalException();
+      RETURN_NEW_AST_NODE("Constant", "{s:N}", "value", value);
     }
-
-    return result;
   }
 
   VISIT(Literal) {
     if (ctx->NULL_SQL()) {
-      return build_ast_node("Constant", "{s:O}", "value", Py_None);
+      RETURN_NEW_AST_NODE("Constant", "{s:O}", "value", Py_None);
     }
     auto string_literal_terminal = ctx->STRING_LITERAL();
     if (string_literal_terminal) {
       string text = unquote_string_terminal(string_literal_terminal);
-      return build_ast_node("Constant", "{s:s#}", "value", text.data(), text.size());
+      RETURN_NEW_AST_NODE("Constant", "{s:s#}", "value", text.data(), text.size());
     }
     return visitChildren(ctx);
   }
@@ -1224,7 +1878,7 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
 
     auto column_expr_ctx = ctx->columnExpr();
     if (column_expr_ctx) {
-      return build_ast_node(
+      RETURN_NEW_AST_NODE(
           "HogQLXAttribute", "{s:s#,s:N}", "name", name.data(), name.size(), "value", visitAsPyObject(column_expr_ctx)
       );
     }
@@ -1233,79 +1887,103 @@ class HogQLParseTreeConverter : public HogQLParserBaseVisitor {
     if (string_literal_ctx) {
       string text = unquote_string_terminal(string_literal_ctx);
       PyObject* value = build_ast_node("Constant", "{s:s#}", "value", text.data(), text.size());
-      return build_ast_node(
-          "HogQLXAttribute", "{s:s#,s:N}", "name", name.data(), name.size(), "value", value
-      );
+      if (!value) throw PyInternalException();
+      RETURN_NEW_AST_NODE("HogQLXAttribute", "{s:s#,s:N}", "name", name.data(), name.size(), "value", value);
     }
 
     PyObject* value = build_ast_node("Constant", "{s:O}", "value", Py_True);
-    return build_ast_node(
-        "HogQLXAttribute", "{s:s#,s:N}", "name", name.data(), name.size(), "value", value
-    );
+    if (!value) throw PyInternalException();
+    RETURN_NEW_AST_NODE("HogQLXAttribute", "{s:s#,s:N}", "name", name.data(), name.size(), "value", value);
   }
 
   VISIT(HogqlxTagElementClosed) {
     string kind = visitAsString(ctx->identifier());
-    PyObject* tag_element = build_ast_node(
-        "HogQLXTag", "{s:s#,s:N}",
-        "kind", kind.data(), kind.size(),
-        "attributes", visitPyListOfObjects(ctx->hogqlxTagAttribute())
+    RETURN_NEW_AST_NODE(
+        "HogQLXTag", "{s:s#,s:N}", "kind", kind.data(), kind.size(), "attributes",
+        visitPyListOfObjects(ctx->hogqlxTagAttribute())
     );
-    return tag_element;
   }
 
   VISIT(HogqlxTagElementNested) {
     string opening = visitAsString(ctx->identifier(0));
     string closing = visitAsString(ctx->identifier(1));
     if (opening != closing) {
-      throw HogQLSyntaxException("Opening and closing HogQLX tags must match. Got " + opening + " and " + closing);
+      throw SyntaxException("Opening and closing HogQLX tags must match. Got " + opening + " and " + closing);
     }
 
     auto tag_element_ctx = ctx->hogqlxTagElement();
     auto tag_attribute_ctx = ctx->hogqlxTagAttribute();
     PyObject* attributes = PyList_New(tag_attribute_ctx.size() + (tag_element_ctx ? 1 : 0));
+    if (!attributes) throw PyInternalException();
     bool found_source = false;
     for (size_t i = 0; i < tag_attribute_ctx.size(); i++) {
-      PyObject* object = visitAsPyObject(tag_attribute_ctx[i]);
+      PyObject* object;
+      try {
+        object = visitAsPyObject(tag_attribute_ctx[i]);
+      } catch (...) {
+        Py_DECREF(attributes);
+        throw;
+      }
       PyList_SET_ITEM(attributes, i, object);
 
       PyObject* name = PyObject_GetAttrString(object, "name");
-      if (PyObject_RichCompareBool(name, PyUnicode_FromString("source"), Py_EQ)) {
-        found_source = true;
+      if (!name) {
+        Py_DECREF(attributes);
+        throw PyInternalException();
+      }
+      PyObject* source_as_str = PyUnicode_FromString("source");
+      if (!source_as_str) {
+        Py_DECREF(name);
+        Py_DECREF(attributes);
+        throw PyInternalException();
       }
+      int tentative_found_source = PyObject_RichCompareBool(name, source_as_str, Py_EQ);
+      Py_DECREF(source_as_str);
       Py_DECREF(name);
+      if (tentative_found_source == -1) {
+        Py_DECREF(attributes);
+        throw PyInternalException();
+      }
+      if (tentative_found_source) {
+        found_source = true;
+      }
     }
 
     if (tag_element_ctx) {
-        if (found_source) {
-            Py_DECREF(attributes);
-            throw HogQLSyntaxException("Nested HogQLX tags cannot have a source attribute");
-        }
-        PyList_SET_ITEM(attributes, tag_attribute_ctx.size(), build_ast_node(
-            "HogQLXAttribute", "{s:s#,s:N}", "name", "source", 6, "value", visitAsPyObject(ctx->hogqlxTagElement())
-        ));
+      if (found_source) {
+        Py_DECREF(attributes);
+        throw SyntaxException("Nested HogQLX tags cannot have a source attribute");
+      }
+      PyObject* source_attribute = build_ast_node(
+          "HogQLXAttribute", "{s:s#,s:N}", "name", "source", 6, "value", visitAsPyObject(ctx->hogqlxTagElement())
+      );
+      if (!source_attribute) {
+        Py_DECREF(attributes);
+        throw PyInternalException();
+      }
+      PyList_SET_ITEM(attributes, tag_attribute_ctx.size(), source_attribute);
     }
 
-    PyObject* tag_element = build_ast_node(
-        "HogQLXTag", "{s:s#,s:N}",
-        "kind", opening.data(), opening.size(),
-        "attributes", attributes
-    );
-    return tag_element;
+    RETURN_NEW_AST_NODE("HogQLXTag", "{s:s#,s:N}", "kind", opening.data(), opening.size(), "attributes", attributes);
   }
 
   VISIT(Placeholder) {
     string name = visitAsString(ctx->identifier());
-    return build_ast_node("Placeholder", "{s:s#}", "field", name.data(), name.size());
+    RETURN_NEW_AST_NODE("Placeholder", "{s:s#}", "field", name.data(), name.size());
   }
 
   VISIT_UNSUPPORTED(EnumValue)
 
   VISIT(ColumnExprNullish) {
-    return build_ast_node(
-        "Call", "{s:s, s:[NN]}", "name", "ifNull", "args", visitAsPyObject(ctx->columnExpr(0)),
-        visitAsPyObject(ctx->columnExpr(1))
-    );
+    PyObject* value = visitAsPyObject(ctx->columnExpr(0));
+    PyObject* fallback;
+    try {
+      fallback = visitAsPyObject(ctx->columnExpr(1));
+    } catch (...) {
+      Py_DECREF(value);
+      throw;
+    }
+    RETURN_NEW_AST_NODE("Call", "{s:s, s:[NN]}", "name", "ifNull", "args", value, fallback);
   }
 };
 
@@ -1327,7 +2005,7 @@ class HogQLErrorListener : public antlr4::BaseErrorListener {
     if (start == string::npos) {
       start = 0;
     }
-    throw HogQLSyntaxException(msg, start, input.size());
+    throw SyntaxException(msg, start, input.size());
   }
 
  private:
@@ -1352,8 +2030,8 @@ parser_state* get_module_state(PyObject* module) {
 
 // MODULE METHODS
 
-#define METHOD_PARSE_NODE(PascalCase, camelCase, snake_case)                    \
-  static PyObject* method_parse_##snake_case(PyObject* self, PyObject* args) {  \
+#define METHOD_PARSE_NODE(PASCAL_CASE, CAMEL_CASE, SNAKE_CASE)                  \
+  static PyObject* method_parse_##SNAKE_CASE(PyObject* self, PyObject* args) {  \
     parser_state* state = get_module_state(self);                               \
     const char* str;                                                            \
     if (!PyArg_ParseTuple(args, "s", &str)) {                                   \
@@ -1366,24 +2044,26 @@ parser_state* get_module_state(PyObject* module) {
     parser->removeErrorListeners();                                             \
     auto error_listener = new HogQLErrorListener(str);                          \
     parser->addErrorListener(error_listener);                                   \
-    HogQLParser::PascalCase##Context* parse_tree;                               \
+    HogQLParser::PASCAL_CASE##Context* parse_tree;                              \
     try {                                                                       \
-      parse_tree = parser->camelCase();                                         \
+      parse_tree = parser->CAMEL_CASE();                                        \
     } catch HANDLE_HOGQL_EXCEPTION(SyntaxException);                            \
     HogQLParseTreeConverter converter = HogQLParseTreeConverter(state);         \
-    PyObject* result = converter.visitAsPyObjectFinal(parse_tree);              \
+    PyObject* result_node = converter.visitAsPyObjectFinal(parse_tree);         \
     delete error_listener;                                                      \
     delete parser;                                                              \
     delete stream;                                                              \
     delete lexer;                                                               \
     delete input_stream;                                                        \
-    return result;                                                              \
+    return result_node;                                                         \
   }
 
 METHOD_PARSE_NODE(Expr, expr, expr)
 METHOD_PARSE_NODE(OrderExpr, orderExpr, order_expr)
 METHOD_PARSE_NODE(Select, select, select)
 
+#undef METHOD_PARSE_NODE
+
 static PyObject* method_unquote_string(PyObject* self, PyObject* args) {
   parser_state* state = get_module_state(self);
   const char* str;
diff --git a/hogql_parser/setup.py b/hogql_parser/setup.py
index 8d884863ed687..8b18e45e24430 100644
--- a/hogql_parser/setup.py
+++ b/hogql_parser/setup.py
@@ -32,7 +32,7 @@
 
 setup(
     name="hogql_parser",
-    version="0.1.12",
+    version="1.0.0",
     url="https://github.com/PostHog/posthog/tree/master/hogql_parser",
     author="PostHog Inc.",
     author_email="hey@posthog.com",
diff --git a/hogql_parser/string.cpp b/hogql_parser/string.cpp
index fb1b9593ed1e3..a5df4f4e89d6e 100644
--- a/hogql_parser/string.cpp
+++ b/hogql_parser/string.cpp
@@ -8,7 +8,7 @@ using namespace std;
 string unquote_string(string text) {
   size_t original_text_size = text.size();
   if (original_text_size == 0) {
-    throw HogQLParsingException("Encountered an unexpected empty string input");
+    throw ParsingException("Encountered an unexpected empty string input");
   }
   const char first_char = text.front();
   const char last_char = text.back();
@@ -29,7 +29,7 @@ string unquote_string(string text) {
     boost::replace_all(text, "{{", "{");
     boost::replace_all(text, "\\{", "{");
   } else {
-    throw HogQLSyntaxException("Invalid string literal, must start and end with the same quote type: " + text);
+    throw SyntaxException("Invalid string literal, must start and end with the same quote type: " + text);
   }
 
   // Copied from clickhouse_driver/util/escape.py
@@ -50,7 +50,9 @@ string unquote_string_terminal(antlr4::tree::TerminalNode* node) {
   string text = node->getText();
   try {
     return unquote_string(text);
-  } catch (HogQLException& e) {
-    throw HogQLSyntaxException(e.what(), node->getSymbol()->getStartIndex(), node->getSymbol()->getStopIndex() + 1);
+  } catch (SyntaxException& e) {
+    throw SyntaxException(e.what(), node->getSymbol()->getStartIndex(), node->getSymbol()->getStopIndex() + 1);
+  } catch (ParsingException& e) {
+    throw ParsingException(e.what(), node->getSymbol()->getStartIndex(), node->getSymbol()->getStopIndex() + 1);
   }
 }
diff --git a/package.json b/package.json
index 0c8c4e50bc0fa..aca245acf5d3a 100644
--- a/package.json
+++ b/package.json
@@ -305,7 +305,8 @@
         "!(posthog/hogql/grammar/*)*.{py,pyi}": [
             "black",
             "ruff"
-        ]
+        ],
+        "!(HogQL*)*.{c,cpp,h,hpp}": "clang-format -i"
     },
     "browserslist": {
         "development": [
diff --git a/requirements.in b/requirements.in
index 2f9b4837eac09..9a39e86e6d683 100644
--- a/requirements.in
+++ b/requirements.in
@@ -88,4 +88,4 @@ django-two-factor-auth==1.14.0
 phonenumberslite==8.13.6
 openai==0.27.8
 nh3==0.2.14
-hogql-parser==0.1.12
+hogql-parser==1.0.0
diff --git a/requirements.txt b/requirements.txt
index 6885fe1e51d9e..190017f8c7d69 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -251,7 +251,7 @@ gunicorn==20.1.0
     # via -r requirements.in
 h11==0.13.0
     # via wsproto
-hogql-parser==0.1.12
+hogql-parser==1.0.0
     # via -r requirements.in
 idna==2.8
     # via

From b9727bb99bf2728b08aca5e8bab44729c1f3dd57 Mon Sep 17 00:00:00 2001
From: Michael Matloka <dev@twixes.com>
Date: Fri, 27 Oct 2023 13:37:43 +0200
Subject: [PATCH 120/133] fix(groups): Fix `groupsMathDefinitions` with deleted
 group types (#18221)

* fix(groups): Fix `groupsMathDefinitions` with deleted group types

* Update UI snapshots for `chromium` (1)

---------

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 .../posthog-3000-sidebar--dashboards.png      | Bin 94464 -> 93895 bytes
 .../sidebars/personsAndGroups.ts              |   8 ++--
 .../TaxonomicFilter/taxonomicFilterLogic.tsx  |   4 +-
 frontend/src/models/groupsModel.ts            |  40 ++++++++--------
 .../cohorts/CohortFilters/cohortFieldLogic.ts |  10 ++--
 .../propertyDefinitionsTableLogic.ts          |   2 +-
 .../src/scenes/experiments/Experiment.tsx     |   5 +-
 .../scenes/experiments/experimentLogic.tsx    |   2 +-
 .../feature-flags/FeatureFlagInstructions.tsx |   4 +-
 .../FeatureFlagReleaseConditions.tsx          |   2 +-
 .../scenes/feature-flags/featureFlagLogic.ts  |   6 +--
 frontend/src/scenes/groups/Group.tsx          |   2 +-
 frontend/src/scenes/groups/GroupsTabs.tsx     |   2 +-
 frontend/src/scenes/groups/groupLogic.ts      |   4 +-
 .../insights/filters/AggregationSelect.tsx    |   2 +-
 .../project/Settings/GroupAnalytics.tsx       |   2 +-
 .../Settings/groupAnalyticsConfigLogic.ts     |   2 +-
 frontend/src/scenes/trends/mathsLogic.tsx     |  44 +++++++++---------
 frontend/src/types.ts                         |   6 ++-
 19 files changed, 78 insertions(+), 69 deletions(-)

diff --git a/frontend/__snapshots__/posthog-3000-sidebar--dashboards.png b/frontend/__snapshots__/posthog-3000-sidebar--dashboards.png
index 692ac2b0b187615186482235d994457697909f0f..e37465625ced20751bc58e126dcf7fe0b4c9fb3a 100644
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diff --git a/frontend/src/layout/navigation-3000/sidebars/personsAndGroups.ts b/frontend/src/layout/navigation-3000/sidebars/personsAndGroups.ts
index 7dcd526374a3c..2cefac31cf5ba 100644
--- a/frontend/src/layout/navigation-3000/sidebars/personsAndGroups.ts
+++ b/frontend/src/layout/navigation-3000/sidebars/personsAndGroups.ts
@@ -90,7 +90,7 @@ export const personsAndGroupsSidebarLogic = kea<personsAndGroupsSidebarLogicType
                             minimumBatchSize: 100,
                         },
                     } as SidebarCategory,
-                    ...groupTypes.map(
+                    ...Array.from(groupTypes.values()).map(
                         (groupType) =>
                             ({
                                 key: `groups-${groupType.group_type_index}`,
@@ -120,7 +120,7 @@ export const personsAndGroupsSidebarLogic = kea<personsAndGroupsSidebarLogicType
                 Array(5)
                     .fill(null)
                     .map((_, groupTypeIndex) => (state) => {
-                        if (s.groupTypes(state).length > groupTypeIndex) {
+                        if (s.groupTypes(state)[groupTypeIndex]) {
                             groupsListLogic({ groupTypeIndex }).mount()
                             return groupsListLogic({ groupTypeIndex }).selectors.groups(state)
                         }
@@ -140,7 +140,7 @@ export const personsAndGroupsSidebarLogic = kea<personsAndGroupsSidebarLogicType
                 Array(5)
                     .fill(null)
                     .map((_, groupTypeIndex) => (state) => {
-                        if (s.groupTypes(state).length > groupTypeIndex) {
+                        if (s.groupTypes(state)[groupTypeIndex]) {
                             groupsListLogic({ groupTypeIndex }).mount()
                             return groupsListLogic({ groupTypeIndex }).selectors.groupsLoading(state)
                         }
@@ -184,7 +184,7 @@ export const personsAndGroupsSidebarLogic = kea<personsAndGroupsSidebarLogicType
         searchTerm: (searchTerm) => {
             actions.setPersonsListFilters({ search: searchTerm })
             actions.loadPersons()
-            for (const { group_type_index: groupTypeIndex } of values.groupTypes) {
+            for (const { group_type_index: groupTypeIndex } of Object.values(values.groupTypes)) {
                 groupsListLogic({ groupTypeIndex }).actions.setSearch(searchTerm, false)
             }
         },
diff --git a/frontend/src/lib/components/TaxonomicFilter/taxonomicFilterLogic.tsx b/frontend/src/lib/components/TaxonomicFilter/taxonomicFilterLogic.tsx
index cbb65b827a890..2ebed11c11ae3 100644
--- a/frontend/src/lib/components/TaxonomicFilter/taxonomicFilterLogic.tsx
+++ b/frontend/src/lib/components/TaxonomicFilter/taxonomicFilterLogic.tsx
@@ -449,7 +449,7 @@ export const taxonomicFilterLogic = kea<taxonomicFilterLogicType>([
         groupAnalyticsTaxonomicGroupNames: [
             (s) => [s.groupTypes, s.currentTeamId, s.aggregationLabel],
             (groupTypes, teamId, aggregationLabel): TaxonomicFilterGroup[] =>
-                groupTypes.map((type) => ({
+                Array.from(groupTypes.values()).map((type) => ({
                     name: `${capitalizeFirstLetter(aggregationLabel(type.group_type_index).plural)}`,
                     searchPlaceholder: `${aggregationLabel(type.group_type_index).plural}`,
                     type: `${TaxonomicFilterGroupType.GroupNamesPrefix}_${type.group_type_index}` as unknown as TaxonomicFilterGroupType,
@@ -466,7 +466,7 @@ export const taxonomicFilterLogic = kea<taxonomicFilterLogicType>([
         groupAnalyticsTaxonomicGroups: [
             (s) => [s.groupTypes, s.currentTeamId, s.aggregationLabel],
             (groupTypes, teamId, aggregationLabel): TaxonomicFilterGroup[] =>
-                groupTypes.map((type) => ({
+                Array.from(groupTypes.values()).map((type) => ({
                     name: `${capitalizeFirstLetter(aggregationLabel(type.group_type_index).singular)} properties`,
                     searchPlaceholder: `${aggregationLabel(type.group_type_index).singular} properties`,
                     type: `${TaxonomicFilterGroupType.GroupsPrefix}_${type.group_type_index}` as unknown as TaxonomicFilterGroupType,
diff --git a/frontend/src/models/groupsModel.ts b/frontend/src/models/groupsModel.ts
index 458f71e70e7c5..9f7cd247a88de 100644
--- a/frontend/src/models/groupsModel.ts
+++ b/frontend/src/models/groupsModel.ts
@@ -1,6 +1,6 @@
 import { kea, path, connect, selectors, events } from 'kea'
 import api from 'lib/api'
-import { GroupType } from '~/types'
+import { GroupType, GroupTypeIndex } from '~/types'
 import { teamLogic } from 'scenes/teamLogic'
 import type { groupsModelType } from './groupsModelType'
 import { TaxonomicFilterGroupType } from 'lib/components/TaxonomicFilter/types'
@@ -40,26 +40,22 @@ export const groupsModel = kea<groupsModelType>([
     selectors({
         groupTypes: [
             (s) => [s.groupTypesRaw],
-            (groupTypesRaw) => {
-                const groupTypes: GroupType[] = new Array(groupTypesRaw.length)
-
-                for (const groupType of groupTypesRaw) {
-                    groupTypes[groupType.group_type_index] = groupType
-                }
-
-                return groupTypes
-            },
+            (groupTypesRaw) =>
+                new Map<GroupTypeIndex, GroupType>(
+                    groupTypesRaw.map((groupType) => [groupType.group_type_index, groupType])
+                ),
         ],
         groupTypesLoading: [(s) => [s.groupTypesRawLoading], (groupTypesRawLoading) => groupTypesRawLoading],
 
         showGroupsOptions: [
             (s) => [s.groupsAccessStatus, s.groupsEnabled, s.groupTypes],
-            (status, enabled, groupTypes) => status !== GroupsAccessStatus.Hidden || (enabled && groupTypes.length > 0),
+            (status, enabled, groupTypes) =>
+                status !== GroupsAccessStatus.Hidden || (enabled && Array.from(groupTypes.values()).length > 0),
         ],
         groupsTaxonomicTypes: [
             (s) => [s.groupTypes],
             (groupTypes): TaxonomicFilterGroupType[] => {
-                return groupTypes.map(
+                return Array.from(groupTypes.values()).map(
                     (groupType: GroupType) =>
                         `${TaxonomicFilterGroupType.GroupsPrefix}_${groupType.group_type_index}` as unknown as TaxonomicFilterGroupType
                 )
@@ -68,7 +64,7 @@ export const groupsModel = kea<groupsModelType>([
         groupNamesTaxonomicTypes: [
             (s) => [s.groupTypes],
             (groupTypes): TaxonomicFilterGroupType[] => {
-                return groupTypes.map(
+                return Array.from(groupTypes.values()).map(
                     (groupType: GroupType) =>
                         `${TaxonomicFilterGroupType.GroupNamesPrefix}_${groupType.group_type_index}` as unknown as TaxonomicFilterGroupType
                 )
@@ -78,12 +74,18 @@ export const groupsModel = kea<groupsModelType>([
             (s) => [s.groupTypes],
             (groupTypes) =>
                 (groupTypeIndex: number | null | undefined, deferToUserWording: boolean = false): Noun => {
-                    if (groupTypeIndex != undefined && groupTypes.length > 0 && groupTypes[groupTypeIndex]) {
-                        const groupType = groupTypes[groupTypeIndex]
-
-                        return {
-                            singular: groupType.name_plural || groupType.group_type,
-                            plural: groupType.name_plural || `${groupType.group_type}(s)`,
+                    if (groupTypeIndex != undefined) {
+                        const groupType = groupTypes.get(groupTypeIndex as GroupTypeIndex)
+                        if (groupType) {
+                            return {
+                                singular: groupType.name_plural || groupType.group_type,
+                                plural: groupType.name_plural || `${groupType.group_type}(s)`,
+                            }
+                        } else {
+                            return {
+                                singular: 'unknown group',
+                                plural: 'unknown groups',
+                            }
                         }
                     }
                     return deferToUserWording
diff --git a/frontend/src/scenes/cohorts/CohortFilters/cohortFieldLogic.ts b/frontend/src/scenes/cohorts/CohortFilters/cohortFieldLogic.ts
index f425e299aca12..7ab38207877e3 100644
--- a/frontend/src/scenes/cohorts/CohortFilters/cohortFieldLogic.ts
+++ b/frontend/src/scenes/cohorts/CohortFilters/cohortFieldLogic.ts
@@ -71,10 +71,12 @@ export const cohortFieldLogic = kea<cohortFieldLogicType>([
                                 label: 'Persons',
                             },
                             ...Object.fromEntries(
-                                groupTypes.map((type) => [
-                                    `${ActorGroupType.GroupPrefix}_${type.group_type_index}`,
-                                    { label: aggregationLabel(type.group_type_index).plural },
-                                ])
+                                Array.from(groupTypes.values())
+                                    .map((type) => [
+                                        `${ActorGroupType.GroupPrefix}_${type.group_type_index}`,
+                                        { label: aggregationLabel(type.group_type_index).plural },
+                                    ])
+                                    .filter(Boolean)
                             ),
                         },
                     },
diff --git a/frontend/src/scenes/data-management/properties/propertyDefinitionsTableLogic.ts b/frontend/src/scenes/data-management/properties/propertyDefinitionsTableLogic.ts
index 7e475bc95a1f9..933c08d6442fc 100644
--- a/frontend/src/scenes/data-management/properties/propertyDefinitionsTableLogic.ts
+++ b/frontend/src/scenes/data-management/properties/propertyDefinitionsTableLogic.ts
@@ -100,7 +100,7 @@ export const propertyDefinitionsTableLogic = kea<propertyDefinitionsTableLogicTy
         propertyTypeOptions: [
             (s) => [s.groupTypes, s.aggregationLabel],
             (groupTypes, aggregationLabel) => {
-                const groupChoices: Array<LemonSelectOption<string>> = groupTypes.map((type) => ({
+                const groupChoices: Array<LemonSelectOption<string>> = Array.from(groupTypes.values()).map((type) => ({
                     label: `${capitalizeFirstLetter(aggregationLabel(type.group_type_index).singular)} properties`,
                     value: `group::${type.group_type_index}`,
                 }))
diff --git a/frontend/src/scenes/experiments/Experiment.tsx b/frontend/src/scenes/experiments/Experiment.tsx
index 2717a1f523750..97a6a198f5363 100644
--- a/frontend/src/scenes/experiments/Experiment.tsx
+++ b/frontend/src/scenes/experiments/Experiment.tsx
@@ -63,6 +63,7 @@ export function Experiment(): JSX.Element {
         flagImplementationWarning,
         props,
         aggregationLabel,
+        showGroupsOptions,
         groupTypes,
         experimentMissing,
     } = useValues(experimentLogic)
@@ -338,7 +339,7 @@ export function Experiment(): JSX.Element {
                                                 </Link>
                                             )}
                                         </div>
-                                        {experimentId === 'new' && groupTypes.length > 0 && (
+                                        {experimentId === 'new' && showGroupsOptions && (
                                             <>
                                                 <div className="mt-4">
                                                     <strong>Default participant type</strong>
@@ -371,7 +372,7 @@ export function Experiment(): JSX.Element {
                                                     }}
                                                     options={[
                                                         { value: -1, label: 'Persons' },
-                                                        ...groupTypes.map((groupType) => ({
+                                                        ...Array.from(groupTypes.values()).map((groupType) => ({
                                                             value: groupType.group_type_index,
                                                             label: capitalizeFirstLetter(
                                                                 aggregationLabel(groupType.group_type_index).plural
diff --git a/frontend/src/scenes/experiments/experimentLogic.tsx b/frontend/src/scenes/experiments/experimentLogic.tsx
index b75e1c68251a0..fdc993be666cd 100644
--- a/frontend/src/scenes/experiments/experimentLogic.tsx
+++ b/frontend/src/scenes/experiments/experimentLogic.tsx
@@ -80,7 +80,7 @@ export const experimentLogic = kea<experimentLogicType>([
     key((props) => props.experimentId || 'new'),
     path((key) => ['scenes', 'experiment', 'experimentLogic', key]),
     connect(() => ({
-        values: [teamLogic, ['currentTeamId'], groupsModel, ['aggregationLabel', 'groupTypes']],
+        values: [teamLogic, ['currentTeamId'], groupsModel, ['aggregationLabel', 'groupTypes', 'showGroupsOptions']],
         actions: [
             experimentsLogic,
             ['updateExperiments', 'addToExperiments'],
diff --git a/frontend/src/scenes/feature-flags/FeatureFlagInstructions.tsx b/frontend/src/scenes/feature-flags/FeatureFlagInstructions.tsx
index 2c32d7f615bf3..eadbc456bf678 100644
--- a/frontend/src/scenes/feature-flags/FeatureFlagInstructions.tsx
+++ b/frontend/src/scenes/feature-flags/FeatureFlagInstructions.tsx
@@ -3,7 +3,7 @@ import { useActions, useValues } from 'kea'
 import { IconInfo, IconOpenInNew } from 'lib/lemon-ui/icons'
 import './FeatureFlagInstructions.scss'
 import { LemonCheckbox, LemonSelect } from '@posthog/lemon-ui'
-import { FeatureFlagType } from '~/types'
+import { FeatureFlagType, GroupTypeIndex } from '~/types'
 import {
     BOOTSTRAPPING_OPTIONS,
     FF_ANCHOR,
@@ -66,7 +66,7 @@ export function CodeInstructions({
     const { groupTypes } = useValues(groupsModel)
     const groupType =
         featureFlag?.filters?.aggregation_group_type_index != null
-            ? groupTypes[featureFlag?.filters?.aggregation_group_type_index]
+            ? groupTypes.get(featureFlag.filters.aggregation_group_type_index as GroupTypeIndex)
             : undefined
 
     const { reportFlagsCodeExampleInteraction, reportFlagsCodeExampleLanguage } = useActions(eventUsageLogic)
diff --git a/frontend/src/scenes/feature-flags/FeatureFlagReleaseConditions.tsx b/frontend/src/scenes/feature-flags/FeatureFlagReleaseConditions.tsx
index 88b7ccf9e728e..d16ffe3c2d065 100644
--- a/frontend/src/scenes/feature-flags/FeatureFlagReleaseConditions.tsx
+++ b/frontend/src/scenes/feature-flags/FeatureFlagReleaseConditions.tsx
@@ -440,7 +440,7 @@ export function FeatureFlagReleaseConditions({
                             <Select.Option key={-1} value={-1}>
                                 Users
                             </Select.Option>
-                            {groupTypes.map((groupType) => (
+                            {Array.from(groupTypes.values()).map((groupType) => (
                                 <Select.Option key={groupType.group_type_index} value={groupType.group_type_index}>
                                     {capitalizeFirstLetter(aggregationLabel(groupType.group_type_index).plural)}
                                 </Select.Option>
diff --git a/frontend/src/scenes/feature-flags/featureFlagLogic.ts b/frontend/src/scenes/feature-flags/featureFlagLogic.ts
index 172ca75db8329..e145ddc23056f 100644
--- a/frontend/src/scenes/feature-flags/featureFlagLogic.ts
+++ b/frontend/src/scenes/feature-flags/featureFlagLogic.ts
@@ -749,9 +749,9 @@ export const featureFlagLogic = kea<featureFlagLogicType>([
                 variantRolloutSum === 100,
         ],
         aggregationTargetName: [
-            (s) => [s.featureFlag, s.groupTypes, s.aggregationLabel],
-            (featureFlag, groupTypes, aggregationLabel): string => {
-                if (featureFlag && featureFlag.filters.aggregation_group_type_index != null && groupTypes.length > 0) {
+            (s) => [s.featureFlag, s.aggregationLabel],
+            (featureFlag, aggregationLabel): string => {
+                if (featureFlag && featureFlag.filters.aggregation_group_type_index != null) {
                     return aggregationLabel(featureFlag.filters.aggregation_group_type_index).plural
                 }
                 return 'users'
diff --git a/frontend/src/scenes/groups/Group.tsx b/frontend/src/scenes/groups/Group.tsx
index f3ed2116c2aed..21c53e74133f4 100644
--- a/frontend/src/scenes/groups/Group.tsx
+++ b/frontend/src/scenes/groups/Group.tsx
@@ -69,7 +69,7 @@ export function Group(): JSX.Element {
     const { groupKey, groupTypeIndex } = logicProps
     const { setGroupEventsQuery } = useActions(groupLogic)
 
-    if (!groupData) {
+    if (!groupData || !groupType) {
         return groupDataLoading ? <SpinnerOverlay sceneLevel /> : <NotFound object="group" />
     }
 
diff --git a/frontend/src/scenes/groups/GroupsTabs.tsx b/frontend/src/scenes/groups/GroupsTabs.tsx
index 82b3d7d297cf0..89900d8054480 100644
--- a/frontend/src/scenes/groups/GroupsTabs.tsx
+++ b/frontend/src/scenes/groups/GroupsTabs.tsx
@@ -32,7 +32,7 @@ export function GroupsTabs({ activeGroupTypeIndex }: { activeGroupTypeIndex: num
                               link: urls.groups(0),
                           },
                       ]
-                    : groupTypes.map(
+                    : Array.from(groupTypes.values()).map(
                           (groupType) =>
                               ({
                                   label: capitalizeFirstLetter(aggregationLabel(groupType.group_type_index).plural),
diff --git a/frontend/src/scenes/groups/groupLogic.ts b/frontend/src/scenes/groups/groupLogic.ts
index 0800a07890f14..dce2cfdc6e04b 100644
--- a/frontend/src/scenes/groups/groupLogic.ts
+++ b/frontend/src/scenes/groups/groupLogic.ts
@@ -3,7 +3,7 @@ import api from 'lib/api'
 import { toParams } from 'lib/utils'
 import { teamLogic } from 'scenes/teamLogic'
 import { groupsModel } from '~/models/groupsModel'
-import { Breadcrumb, Group, PropertyFilterType, PropertyOperator } from '~/types'
+import { Breadcrumb, Group, GroupTypeIndex, PropertyFilterType, PropertyOperator } from '~/types'
 import type { groupLogicType } from './groupLogicType'
 import { urls } from 'scenes/urls'
 import { capitalizeFirstLetter } from 'lib/utils'
@@ -98,7 +98,7 @@ export const groupLogic = kea<groupLogicType>([
         ],
         groupType: [
             (s, p) => [s.groupTypes, p.groupTypeIndex],
-            (groupTypes, index): string => groupTypes[index]?.group_type,
+            (groupTypes, index): string | null => groupTypes.get(index as GroupTypeIndex)?.group_type ?? null,
         ],
         breadcrumbs: [
             (s, p) => [s.groupTypeName, p.groupTypeIndex, p.groupKey, s.groupData],
diff --git a/frontend/src/scenes/insights/filters/AggregationSelect.tsx b/frontend/src/scenes/insights/filters/AggregationSelect.tsx
index a4ef9cc6cfb52..766860da847a8 100644
--- a/frontend/src/scenes/insights/filters/AggregationSelect.tsx
+++ b/frontend/src/scenes/insights/filters/AggregationSelect.tsx
@@ -84,7 +84,7 @@ export function AggregationSelect({
     if (needsUpgradeForGroups || canStartUsingGroups) {
         optionSections[0].footer = <GroupIntroductionFooter needsUpgrade={needsUpgradeForGroups} />
     } else {
-        groupTypes.forEach((groupType) => {
+        Array.from(groupTypes.values()).forEach((groupType) => {
             baseValues.push(`$group_${groupType.group_type_index}`)
             optionSections[0].options.push({
                 value: `$group_${groupType.group_type_index}`,
diff --git a/frontend/src/scenes/project/Settings/GroupAnalytics.tsx b/frontend/src/scenes/project/Settings/GroupAnalytics.tsx
index ae5c1ef2c8f98..4d563af695bdb 100644
--- a/frontend/src/scenes/project/Settings/GroupAnalytics.tsx
+++ b/frontend/src/scenes/project/Settings/GroupAnalytics.tsx
@@ -81,7 +81,7 @@ export function GroupAnalytics(): JSX.Element | null {
                 </LemonBanner>
             )}
 
-            <LemonTable columns={columns} dataSource={groupTypes} loading={groupTypesLoading} />
+            <LemonTable columns={columns} dataSource={Array.from(groupTypes.values())} loading={groupTypesLoading} />
 
             <div className="flex gap-2 mt-4">
                 <LemonButton type="primary" disabled={!hasChanges} onClick={save}>
diff --git a/frontend/src/scenes/project/Settings/groupAnalyticsConfigLogic.ts b/frontend/src/scenes/project/Settings/groupAnalyticsConfigLogic.ts
index a4b41133b80ee..89a3029b4d47e 100644
--- a/frontend/src/scenes/project/Settings/groupAnalyticsConfigLogic.ts
+++ b/frontend/src/scenes/project/Settings/groupAnalyticsConfigLogic.ts
@@ -42,7 +42,7 @@ export const groupAnalyticsConfigLogic = kea<groupAnalyticsConfigLogicType>([
     listeners(({ values, actions }) => ({
         save: async () => {
             const { groupTypes, singularChanges, pluralChanges } = values
-            const payload = groupTypes.map((groupType) => {
+            const payload = Array.from(groupTypes.values()).map((groupType) => {
                 const result = { ...groupType }
                 if (singularChanges[groupType.group_type_index]) {
                     result.name_singular = singularChanges[groupType.group_type_index]
diff --git a/frontend/src/scenes/trends/mathsLogic.tsx b/frontend/src/scenes/trends/mathsLogic.tsx
index b2eb2979b7f12..4d107d9349d90 100644
--- a/frontend/src/scenes/trends/mathsLogic.tsx
+++ b/frontend/src/scenes/trends/mathsLogic.tsx
@@ -324,27 +324,29 @@ export const mathsLogic = kea<mathsLogicType>([
             (s) => [s.groupTypes, s.aggregationLabel],
             (groupTypes, aggregationLabel) =>
                 Object.fromEntries(
-                    groupTypes.map((groupType) => [
-                        apiValueToMathType('unique_group', groupType.group_type_index),
-                        {
-                            name: `Unique ${aggregationLabel(groupType.group_type_index).plural}`,
-                            shortName: `unique ${aggregationLabel(groupType.group_type_index).plural}`,
-                            description: (
-                                <>
-                                    Number of unique {aggregationLabel(groupType.group_type_index).plural} who performed
-                                    the event in the specified period.
-                                    <br />
-                                    <br />
-                                    <i>
-                                        Example: If 7 users in a single $
-                                        {aggregationLabel(groupType.group_type_index).singular} perform an event 9 times
-                                        in the given period, it counts only as 1.
-                                    </i>
-                                </>
-                            ),
-                            category: MathCategory.ActorCount,
-                        } as MathDefinition,
-                    ])
+                    Array.from(groupTypes.values())
+                        .map((groupType) => [
+                            apiValueToMathType('unique_group', groupType.group_type_index),
+                            {
+                                name: `Unique ${aggregationLabel(groupType.group_type_index).plural}`,
+                                shortName: `unique ${aggregationLabel(groupType.group_type_index).plural}`,
+                                description: (
+                                    <>
+                                        Number of unique {aggregationLabel(groupType.group_type_index).plural} who
+                                        performed the event in the specified period.
+                                        <br />
+                                        <br />
+                                        <i>
+                                            Example: If 7 users in a single $
+                                            {aggregationLabel(groupType.group_type_index).singular} perform an event 9
+                                            times in the given period, it counts only as 1.
+                                        </i>
+                                    </>
+                                ),
+                                category: MathCategory.ActorCount,
+                            } as MathDefinition,
+                        ])
+                        .filter(Boolean)
                 ),
         ],
     }),
diff --git a/frontend/src/types.ts b/frontend/src/types.ts
index 292f04183121b..00a73ed0b8cf3 100644
--- a/frontend/src/types.ts
+++ b/frontend/src/types.ts
@@ -2473,9 +2473,11 @@ export interface PersonProperty {
     count: number
 }
 
+export type GroupTypeIndex = 0 | 1 | 2 | 3 | 4
+
 export interface GroupType {
     group_type: string
-    group_type_index: number
+    group_type_index: GroupTypeIndex
     name_singular?: string | null
     name_plural?: string | null
 }
@@ -2483,7 +2485,7 @@ export interface GroupType {
 export type GroupTypeProperties = Record<number, Array<PersonProperty>>
 
 export interface Group {
-    group_type_index: number
+    group_type_index: GroupTypeIndex
     group_key: string
     created_at: string
     group_properties: Record<string, any>

From 4b06e35d3dc128d76b7221e769a8bb930c5a8526 Mon Sep 17 00:00:00 2001
From: Michael Matloka <dev@twixes.com>
Date: Fri, 27 Oct 2023 14:06:31 +0200
Subject: [PATCH 121/133] ci: Don't build HogQL parser if version hasn't
 changed (#18244)

---
 .github/workflows/build-hogql-parser.yml | 27 ++++++++++++++----------
 1 file changed, 16 insertions(+), 11 deletions(-)

diff --git a/.github/workflows/build-hogql-parser.yml b/.github/workflows/build-hogql-parser.yml
index 22ead983fd781..90395eaa52180 100644
--- a/.github/workflows/build-hogql-parser.yml
+++ b/.github/workflows/build-hogql-parser.yml
@@ -22,14 +22,14 @@ jobs:
         if: github.repository == 'PostHog/posthog'
         runs-on: ubuntu-22.04
         outputs:
-            parser_any_changed: ${{ steps.changed-files-yaml.outputs.parser_any_changed }}
+            parser-release-needed: ${{ steps.version.outputs.parser-release-needed }}
         steps:
             - uses: actions/checkout@v4
               with:
                   fetch-depth: 0 # Fetching all for comparison since last push (not just last commit)
 
             - name: Check if hogql_parser/ has changed
-              id: changed-files-yaml
+              id: changed-files
               uses: tj-actions/changed-files@v39
               with:
                   since_last_remote_commit: true
@@ -37,24 +37,29 @@ jobs:
                       parser:
                       - hogql_parser/**
 
-            - name: Notify about release needed
-              if: steps.changed-files-yaml.outputs.parser_any_changed == 'true'
+            - name: Check if version was bumped
               shell: bash
+              id: version
               run: |
-                  published=$(curl -fSsl https://pypi.org/pypi/hogql-parser/json | jq -r '.info.version')
-                  local=$(python hogql_parser/setup.py --version)
-                  # TODO: Only comment if no comment alraedy exists for $local
-                  if [[ "$published" == "$local" ]]; then
-                    message_body="It looks like the code of \`hogql-parser\` has changed since last push, but its version stayed the same at $local. 👀\nMake sure to resolve this in \`hogql_parser/setup.py\` before merging!"
-                    curl -s -u posthog-bot:${{ secrets.POSTHOG_BOT_GITHUB_TOKEN || secrets.GITHUB_TOKEN }} -X POST -d "{ \"body\": \"$message_body\" }" "https://api.github.com/repos/${{ github.repository }}/issues/${{ github.event.pull_request.number }}/comments"
+                  parser_release_needed='false'
+                  if [[ ${{ steps.changed-files.outputs.parser_any_changed }} == 'true' ]]; then
+                    published=$(curl -fSsl https://pypi.org/pypi/hogql-parser/json | jq -r '.info.version')
+                    local=$(python hogql_parser/setup.py --version)
+                    if [[ "$published" != "$local" ]]; then
+                      parser_release_needed='true'
+                    else
+                      message_body="It looks like the code of \`hogql-parser\` has changed since last push, but its version stayed the same at $local. 👀\nMake sure to resolve this in \`hogql_parser/setup.py\` before merging!"
+                      curl -s -u posthog-bot:${{ secrets.POSTHOG_BOT_GITHUB_TOKEN || secrets.GITHUB_TOKEN }} -X POST -d "{ \"body\": \"$message_body\" }" "https://api.github.com/repos/${{ github.repository }}/issues/${{ github.event.pull_request.number }}/comments"
+                    fi
                   fi
+                  echo "::set-output name=parser-release-needed::$parser_release_needed"
 
     build-wheels:
         name: Build wheels on ${{ matrix.os }}
         needs: check-version
         runs-on: ${{ matrix.os }}
         timeout-minutes: 30
-        if: ${{ needs.check-version.outputs.parser_any_changed == 'true' }}
+        if: ${{ needs.check-version.outputs.parser-release-needed == 'true' }}
         strategy:
             matrix:
                 # As of October 2023, GitHub doesn't have ARM Actions runners… and ARM emulation is insanely slow

From b93a7e57e7fa7b930b8cbc3445a098c8d2f9e7a7 Mon Sep 17 00:00:00 2001
From: Juraj Majerik <juro.majerik@gmail.com>
Date: Fri, 27 Oct 2023 15:38:53 +0200
Subject: [PATCH 122/133] fix(projects): reload organization after project
 creation (#18198)

* reload org after project creation

* call loadCurrentOrganization in createTeamSuccess listener
---
 frontend/src/scenes/teamLogic.tsx | 3 +++
 hogql_parser/parser.cpp           | 8 +++++---
 hogql_parser/string.cpp           | 2 +-
 3 files changed, 9 insertions(+), 4 deletions(-)

diff --git a/frontend/src/scenes/teamLogic.tsx b/frontend/src/scenes/teamLogic.tsx
index 17def88cb67ef..be21abb60f6da 100644
--- a/frontend/src/scenes/teamLogic.tsx
+++ b/frontend/src/scenes/teamLogic.tsx
@@ -206,6 +206,9 @@ export const teamLogic = kea<teamLogicType>([
         ],
     })),
     listeners(({ actions }) => ({
+        createTeamSuccess: () => {
+            organizationLogic.actions.loadCurrentOrganization()
+        },
         deleteTeam: async ({ team }) => {
             try {
                 await api.delete(`api/projects/${team.id}`)
diff --git a/hogql_parser/parser.cpp b/hogql_parser/parser.cpp
index 4d004e3d0086d..f2f6254be2192 100644
--- a/hogql_parser/parser.cpp
+++ b/hogql_parser/parser.cpp
@@ -37,7 +37,7 @@
     err_indicator = PyObject_SetAttrString(py_err, "end", py_end);                                      \
     if (err_indicator == -1) goto exit##TYPE;                                                           \
     PyErr_SetObject(error_type, py_err);                                                                \
-    exit##TYPE:;                                                                                        \
+    exit##TYPE :;                                                                                       \
     Py_XDECREF(py_end);                                                                                 \
     Py_XDECREF(py_start);                                                                               \
     Py_XDECREF(py_err);                                                                                 \
@@ -2096,7 +2096,8 @@ static PyMethodDef parser_methods[] = {
      .ml_meth = method_unquote_string,
      .ml_flags = METH_VARARGS,
      .ml_doc = "Unquote the string (an identifier or a string literal))"},
-    {NULL, NULL, 0, NULL}};
+    {NULL, NULL, 0, NULL}
+};
 
 static int parser_modexec(PyObject* module) {
   parser_state* state = get_module_state(module);
@@ -2118,7 +2119,8 @@ static int parser_modexec(PyObject* module) {
 static PyModuleDef_Slot parser_slots[] = {
     {Py_mod_exec, (void*)parser_modexec},  // If Python were written in C++, then Py_mod_exec would be typed better, but
                                            // because it's in C, it expects a void pointer
-    {0, NULL}};
+    {0, NULL}
+};
 
 static int parser_traverse(PyObject* module, visitproc visit, void* arg) {
   parser_state* state = get_module_state(module);
diff --git a/hogql_parser/string.cpp b/hogql_parser/string.cpp
index a5df4f4e89d6e..e5165bfaa37ab 100644
--- a/hogql_parser/string.cpp
+++ b/hogql_parser/string.cpp
@@ -40,7 +40,7 @@ string unquote_string(string text) {
   boost::replace_all(text, "\\r", "\r");
   boost::replace_all(text, "\\t", "\t");
   boost::replace_all(text, "\\v", "\v");
-  boost::replace_all(text, "\\0", ""); // NUL characters are ignored
+  boost::replace_all(text, "\\0", "");  // NUL characters are ignored
   boost::replace_all(text, "\\\\", "\\");
 
   return text;

From 51b0711df73129ab00393bed582ea2741796878c Mon Sep 17 00:00:00 2001
From: David Newell <d.newell1@outlook.com>
Date: Fri, 27 Oct 2023 15:08:53 +0100
Subject: [PATCH 123/133] chore: move to LemonInput (#18242)

---
 .../scenes-app-surveys--survey-view.png       | Bin 58791 -> 47608 bytes
 .../filters/ActionFilter/RenameModal.tsx      |  52 +++++-------------
 2 files changed, 14 insertions(+), 38 deletions(-)

diff --git a/frontend/__snapshots__/scenes-app-surveys--survey-view.png b/frontend/__snapshots__/scenes-app-surveys--survey-view.png
index 569cb11dbac2bd232edb74db5a894b03131d6d33..1fedb0eef095e0a7d792386d3ebb85ce2ac8cf58 100644
GIT binary patch
delta 28494
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diff --git a/frontend/src/scenes/insights/filters/ActionFilter/RenameModal.tsx b/frontend/src/scenes/insights/filters/ActionFilter/RenameModal.tsx
index 21645cd702d64..8e98a5fb83159 100644
--- a/frontend/src/scenes/insights/filters/ActionFilter/RenameModal.tsx
+++ b/frontend/src/scenes/insights/filters/ActionFilter/RenameModal.tsx
@@ -1,11 +1,9 @@
 import { useActions, useValues } from 'kea'
 import { entityFilterLogic } from 'scenes/insights/filters/ActionFilter/entityFilterLogic'
-import { useEffect, useRef } from 'react'
 import { InsightType } from '~/types'
-import { Button, Input, Modal } from 'antd'
 import { getDisplayNameFromEntityFilter } from 'scenes/insights/utils'
 import { renameModalLogic } from 'scenes/insights/filters/ActionFilter/renameModalLogic'
-import { InputFocusOptions } from 'antd/lib/input/Input'
+import { LemonButton, LemonInput, LemonModal } from '@posthog/lemon-ui'
 
 interface RenameModalProps {
     typeKey: string
@@ -20,64 +18,42 @@ export function RenameModal({ typeKey, view }: RenameModalProps): JSX.Element {
     const { name } = useValues(logic)
     const { setName } = useActions(logic)
 
-    const ref = useRef<Input | null>(null)
-    useSelectAllText(ref, { cursor: 'all' }, [modalVisible])
-
     const title = `Rename ${view === InsightType.FUNNELS ? 'funnel step' : 'graph series'}`
 
     return (
-        <Modal
+        <LemonModal
             data-attr="filter-rename-modal"
-            visible={modalVisible}
+            isOpen={modalVisible}
             title={title}
+            width={520}
             footer={
                 <>
-                    <Button type="link" onClick={hideModal}>
+                    <LemonButton type="secondary" onClick={hideModal}>
                         Cancel
-                    </Button>
-                    <Button type="primary" onClick={() => renameFilter(name)}>
+                    </LemonButton>
+                    <LemonButton type="primary" onClick={() => renameFilter(name)}>
                         {title}
-                    </Button>
+                    </LemonButton>
                 </>
             }
-            onCancel={hideModal}
+            onClose={hideModal}
         >
             Query series/steps can be renamed to provide a more{' '}
             <strong>meaningful label for you and your team members</strong>. Custom names are also shown on dashboards.
             <br />
             <div className="l4 mt-2 mb-2">Name</div>
-            <Input
-                ref={ref}
+            <LemonInput
                 value={name}
                 onPressEnter={() => renameFilter(name)}
-                onChange={(e) => setName(e.target.value)}
+                onChange={(value) => setName(value)}
                 suffix={
                     <span className="text-muted-alt">
                         {getDisplayNameFromEntityFilter(selectedFilter, false) ?? ''}
                     </span>
                 }
+                autoFocus
+                onFocus={(e) => e.target.select()}
             />
-        </Modal>
-    )
-}
-
-function useSelectAllText(
-    ref: React.MutableRefObject<Input | null>,
-    options: InputFocusOptions,
-    dependencies: any[] = []
-): void {
-    // Hacky setTimeout is needed to select all text on modal open
-    // https://github.com/ant-design/ant-design/issues/8668#issuecomment-352955313
-    useEffect(
-        () => {
-            const autoFocusTimeout = setTimeout(() => {
-                if (ref.current) {
-                    ref.current?.focus(options)
-                }
-            }, 0)
-            return () => clearTimeout(autoFocusTimeout)
-        },
-
-        dependencies
+        </LemonModal>
     )
 }

From c9a6adb5147e9d9ecb423c6e79d87091876516eb Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tom=C3=A1s=20Far=C3=ADas=20Santana?= <tomas@tomasfarias.dev>
Date: Fri, 27 Oct 2023 16:10:52 +0200
Subject: [PATCH 124/133] feat: Support for migrating bigquery and postgres
 (#18156)

---
 .../commands/create_batch_export_from_app.py  |  49 ++-
 .../test/test_create_batch_export_from_app.py | 301 +++++++++++++-----
 2 files changed, 274 insertions(+), 76 deletions(-)

diff --git a/posthog/management/commands/create_batch_export_from_app.py b/posthog/management/commands/create_batch_export_from_app.py
index 6fa577f582c55..2386d67e0a6f7 100644
--- a/posthog/management/commands/create_batch_export_from_app.py
+++ b/posthog/management/commands/create_batch_export_from_app.py
@@ -2,10 +2,11 @@
 import json
 
 from django.core.management.base import BaseCommand, CommandError
+from psycopg2.extensions import parse_dsn
 
 from posthog.batch_exports.models import BatchExport, BatchExportDestination
 from posthog.batch_exports.service import backfill_export, sync_batch_export
-from posthog.models.plugin import PluginConfig
+from posthog.models.plugin import PluginAttachment, PluginConfig
 from posthog.temporal.client import sync_connect
 
 
@@ -169,6 +170,7 @@ def map_plugin_config_to_destination(plugin_config: PluginConfig) -> tuple[str,
             "exclude_events": plugin_config.config["eventsToIgnore"].split(","),
         }
         export_type = "S3"
+
     elif plugin.name == "Snowflake Export":
         config = {
             "account": plugin_config.config["account"],
@@ -181,6 +183,51 @@ def map_plugin_config_to_destination(plugin_config: PluginConfig) -> tuple[str,
             "role": plugin_config.config.get("role", None),
         }
         export_type = "Snowflake"
+
+    elif plugin.name == "BigQuery Export":
+        config_file_contents = PluginAttachment.objects.get(
+            team=plugin_config.team, plugin_config=plugin_config, key="googleCloudKeyJson"
+        ).contents
+        config_json = json.loads(bytes(config_file_contents))
+
+        config = {
+            "project_id": config_json["project_id"],
+            "private_key": config_json["private_key"],
+            "private_key_id": config_json["private_key_id"],
+            "token_uri": config_json["token_uri"],
+            "client_email": config_json["client_email"],
+            "dataset_id": plugin_config.config["datasetId"],
+            "table_id": plugin_config.config["tableId"],
+            "exclude_events": plugin_config.config.get("exportEventsToIgnore", "").split(",") or None,
+        }
+        export_type = "BigQuery"
+
+    elif plugin.name == "PostgreSQL Export Plugin":
+        if database_url := plugin_config.config.get("databaseUrl", None):
+            raw_config = parse_dsn(database_url)
+        else:
+            raw_config = {
+                "host": plugin_config.config["host"],
+                "port": plugin_config.config.get("port", "5432"),
+                "dbname": plugin_config.config["dbName"],
+                "user": plugin_config.config["dbUsername"],
+                "password": plugin_config.config["dbPassword"],
+            }
+
+        has_self_signed_cert = plugin_config.config.get("hasSelfSignedCert", "No") == "Yes"
+
+        config = {
+            "database": raw_config["dbname"],
+            "user": raw_config["user"],
+            "password": raw_config["password"],
+            "schema": "",
+            "host": raw_config["host"],
+            "port": int(raw_config["port"]),
+            "table_name": plugin_config.config.get("tableName", "posthog_event"),
+            "has_self_signed_cert": has_self_signed_cert,
+            "exclude_events": plugin_config.config.get("eventsToIgnore", "").split(",") or None,
+        }
+        export_type = "Postgres"
     else:
         raise CommandError(
             f"Unsupported Plugin: '{plugin.name}'.  Supported Plugins are: 'Snowflake Export' and 'S3 Export Plugin'"
diff --git a/posthog/management/commands/test/test_create_batch_export_from_app.py b/posthog/management/commands/test/test_create_batch_export_from_app.py
index aabe5ad511c99..b6832221d2d71 100644
--- a/posthog/management/commands/test/test_create_batch_export_from_app.py
+++ b/posthog/management/commands/test/test_create_batch_export_from_app.py
@@ -1,9 +1,11 @@
+import asyncio
+import collections
 import datetime as dt
-import itertools
 import json
 import typing
 
 import pytest
+import temporalio.client
 from asgiref.sync import async_to_sync
 from django.conf import settings
 from django.core.management import call_command
@@ -15,7 +17,7 @@
 from posthog.management.commands.create_batch_export_from_app import (
     map_plugin_config_to_destination,
 )
-from posthog.models import Plugin, PluginConfig
+from posthog.models import Plugin, PluginAttachment, PluginConfig
 from posthog.temporal.client import sync_connect
 from posthog.temporal.codec import EncryptionCodec
 
@@ -58,6 +60,30 @@ def s3_plugin(organization) -> typing.Generator[Plugin, None, None]:
     plugin.delete()
 
 
+@pytest.fixture
+def bigquery_plugin(organization) -> typing.Generator[Plugin, None, None]:
+    plugin = Plugin.objects.create(
+        name="BigQuery Export",
+        url="https://github.com/PostHog/bigquery-plugin",
+        plugin_type="custom",
+        organization=organization,
+    )
+    yield plugin
+    plugin.delete()
+
+
+@pytest.fixture
+def postgres_plugin(organization) -> typing.Generator[Plugin, None, None]:
+    plugin = Plugin.objects.create(
+        name="PostgreSQL Export Plugin",
+        url="https://github.com/PostHog/postgres-plugin",
+        plugin_type="custom",
+        organization=organization,
+    )
+    yield plugin
+    plugin.delete()
+
+
 test_snowflake_config = {
     "account": "snowflake-account",
     "username": "test-user",
@@ -77,68 +103,162 @@ def s3_plugin(organization) -> typing.Generator[Plugin, None, None]:
     "compression": "gzip",
     "eventsToIgnore": "$feature_flag_called",
 }
+test_bigquery_config = {
+    "tableId": "my_table_id",
+    "datasetId": "my_dataset_id",
+    "googleCloudKeyJson": {
+        "type": "service_accout",
+        "project_id": "my_project_id",
+        "private_key_id": "my_private_key_id",
+        "private_key": "-----BEGIN PRIVATE KEY-----Wow much private, such key-----END PRIVATE KEY-----",
+        "client_email": "email@google.com",
+        "client_id": "client_id",
+        "auth_uri": "https://accouts.google.com/o/oauth2/auth",
+        "token_uri": "https://oauth2.googleapis.com/token",
+        "auth_provider_x509_cert_url": "https://www.googleapis.com/oauth2/v1/certs",
+        "client_x509_cert_url": "https://www.googleapis.com/robot/v1/metadata",
+    },
+    "exportEventsToIgnore": "$feature_flag_called,$pageleave,$pageview,$rageclick,$identify",
+}
+test_postgres_config = {
+    "host": "localhost",
+    "port": "5432",
+    "dbName": "dev",
+    "tableName": "posthog_event",
+    "dbPassword": "password",
+    "dbUsername": "username",
+    "databaseUrl": "",
+    "eventsToIgnore": "$feature_flag_called",
+    "hasSelfSignedCert": "Yes",
+}
+test_postgres_config_with_database_url = {
+    "port": "54322",
+    "dbName": "prod",
+    "host": "localhost",
+    "tableName": "posthog_event",
+    "dbPassword": "password_in_url",
+    "dbUsername": "username_in_url",
+    "databaseUrl": "postgres://username_in_url:password_in_url@localhost:54322/prod",
+    "eventsToIgnore": "$feature_flag_called,$pageleave,$pageview,$rageclick,$identify",
+    "hasSelfSignedCert": "Yes",
+}
+
+PluginConfigParams = collections.namedtuple(
+    "PluginConfigParams", ("plugin_type", "disabled", "database_url"), defaults=(False, False)
+)
 
 
 @pytest.fixture
-def config(request):
-    if request.param == "S3":
-        return test_s3_config
-    elif request.param == "Snowflake":
-        return test_snowflake_config
+def config(request) -> dict[str, str]:
+    """Dispatch into one of the configurations for testing according to export/plugin type."""
+    if isinstance(request.param, tuple):
+        params = PluginConfigParams(*request.param)
     else:
-        raise ValueError(f"Unsupported plugin: {request.param}")
+        params = PluginConfigParams(request.param)
+
+    match params.plugin_type:
+        case "S3":
+            return test_s3_config
+        case "Snowflake":
+            return test_snowflake_config
+        case "BigQuery":
+            return test_bigquery_config
+        case "Postgres":
+            if params.database_url is True:
+                return test_postgres_config_with_database_url
+            else:
+                return test_postgres_config
+        case _:
+            raise ValueError(f"Unsupported plugin: {request.param}")
 
 
 @pytest.fixture
-def snowflake_plugin_config(snowflake_plugin, team) -> typing.Generator[PluginConfig, None, None]:
+def plugin_config(
+    request, bigquery_plugin, postgres_plugin, s3_plugin, snowflake_plugin, team
+) -> typing.Generator[PluginConfig, None, None]:
+    """Manage a PluginConfig for testing.
+
+    We dispatch to each supported plugin/export type according to
+    request.param.
+    """
+    if isinstance(request.param, tuple):
+        params = PluginConfigParams(*request.param)
+    else:
+        params = PluginConfigParams(request.param)
+
+    attachment_contents = None
+    attachment_key = None
+
+    match params.plugin_type:
+        case "S3":
+            plugin = s3_plugin
+            config = test_s3_config
+        case "Snowflake":
+            plugin = snowflake_plugin
+            config = test_snowflake_config
+        case "BigQuery":
+            plugin = bigquery_plugin
+            config = test_bigquery_config
+
+            json_attachment = config["googleCloudKeyJson"]
+            attachment_contents = json.dumps(json_attachment).encode("utf-8")
+            attachment_key = "googleCloudKeyJson"
+
+            # Merge these back so that we can assert their prescense later.
+            config = {**config, **json_attachment}
+
+        case "Postgres":
+            plugin = postgres_plugin
+
+            if params.database_url is True:
+                config = test_postgres_config_with_database_url
+            else:
+                config = test_postgres_config
+
+        case _:
+            raise ValueError(f"Unsupported plugin: {params.plugin_type}")
+
     plugin_config = PluginConfig.objects.create(
-        plugin=snowflake_plugin,
+        plugin=plugin,
         order=1,
         team=team,
         enabled=True,
-        config=test_snowflake_config,
+        config=config,
     )
-    yield plugin_config
-    plugin_config.delete()
-
 
-@pytest.fixture
-def s3_plugin_config(s3_plugin, team) -> typing.Generator[PluginConfig, None, None]:
-    plugin_config = PluginConfig.objects.create(
-        plugin=s3_plugin, order=1, team=team, enabled=True, config=test_s3_config
-    )
-    yield plugin_config
-    plugin_config.delete()
+    attachment = None
+    if attachment_contents and attachment_key:
+        attachment = PluginAttachment.objects.create(
+            key=attachment_key,
+            plugin_config=plugin_config,
+            team=team,
+            contents=attachment_contents,
+            file_size=len(attachment_contents),
+            file_name=attachment_key,
+        )
 
+    if params.disabled is True:
+        plugin_config.enabled = False
+        plugin_config.save()
 
-@pytest.fixture
-def plugin_config(request, s3_plugin_config, snowflake_plugin_config) -> PluginConfig:
-    if request.param == "S3":
-        return s3_plugin_config
-    elif request.param == "Snowflake":
-        return snowflake_plugin_config
-    else:
-        raise ValueError(f"Unsupported plugin: {request.param}")
+    yield plugin_config
 
+    plugin_config.delete()
 
-@pytest.fixture
-def disabled_plugin_config(request, s3_plugin_config, snowflake_plugin_config) -> PluginConfig:
-    if request.param == "S3":
-        s3_plugin_config.enabled = False
-        s3_plugin_config.save()
-        return s3_plugin_config
-    elif request.param == "Snowflake":
-        snowflake_plugin_config.enabled = False
-        snowflake_plugin_config.save()
-        return snowflake_plugin_config
-    else:
-        raise ValueError(f"Unsupported plugin: {request.param}")
+    if attachment:
+        attachment.delete()
 
 
 @pytest.mark.django_db
 @pytest.mark.parametrize(
     "plugin_config,config,expected_type",
-    [("S3", "S3", "S3"), ("Snowflake", "Snowflake", "Snowflake")],
+    [
+        ("S3", "S3", "S3"),
+        ("Snowflake", "Snowflake", "Snowflake"),
+        ("BigQuery", "BigQuery", "BigQuery"),
+        ("Postgres", "Postgres", "Postgres"),
+        (("Postgres", False, True), ("Postgres", False, True), "Postgres"),
+    ],
     indirect=["plugin_config", "config"],
 )
 def test_map_plugin_config_to_destination(plugin_config, config, expected_type):
@@ -149,15 +269,33 @@ def test_map_plugin_config_to_destination(plugin_config, config, expected_type):
 
     result_values = list(export_config.values())
     for key, value in config.items():
-        if key == "eventsToIgnore":
-            assert value in export_config["exclude_events"]
+        if key == "eventsToIgnore" or key == "exportEventsToIgnore":
+            assert value.split(",") == export_config["exclude_events"]
+            continue
+
+        if key == "hasSelfSignedCert":
+            assert (value == "Yes") == export_config["has_self_signed_cert"]
+            continue
+
+        if key == "port":
+            value = int(value)
+
+        if key in (
+            "databaseUrl",
+            "googleCloudKeyJson",
+        ):
+            # We don't use these in exports, or we parse them and store them with a different key.
             continue
 
         assert value in result_values
 
 
 @pytest.mark.django_db
-@pytest.mark.parametrize("plugin_config", ["S3", "Snowflake"], indirect=True)
+@pytest.mark.parametrize(
+    "plugin_config",
+    ("S3", "Snowflake", "BigQuery", "Postgres", ("Postgres", False, True)),
+    indirect=True,
+)
 def test_create_batch_export_from_app_fails_with_mismatched_team_id(plugin_config):
     """Test the create_batch_export_from_app command fails if team_id does not match PluginConfig.team_id."""
 
@@ -171,7 +309,11 @@ def test_create_batch_export_from_app_fails_with_mismatched_team_id(plugin_confi
 
 
 @pytest.mark.django_db
-@pytest.mark.parametrize("plugin_config", ["S3", "Snowflake"], indirect=True)
+@pytest.mark.parametrize(
+    "plugin_config",
+    ("S3", "Snowflake", "BigQuery", "Postgres", ("Postgres", False, True)),
+    indirect=True,
+)
 def test_create_batch_export_from_app_dry_run(plugin_config):
     """Test a dry_run of the create_batch_export_from_app command."""
     output = call_command(
@@ -195,11 +337,13 @@ def test_create_batch_export_from_app_dry_run(plugin_config):
 
 
 @pytest.mark.django_db
+@pytest.mark.parametrize("interval", ("hour", "day"))
 @pytest.mark.parametrize(
-    "interval,plugin_config,disable_plugin_config",
-    itertools.product(["hour", "day"], ["S3", "Snowflake"], [True, False]),
-    indirect=["plugin_config"],
+    "plugin_config",
+    (("S3", False), ("Snowflake", False), ("BigQuery", False), ("Postgres", False), ("Postgres", False, True)),
+    indirect=True,
 )
+@pytest.mark.parametrize("disable_plugin_config", (True, False))
 def test_create_batch_export_from_app(
     interval,
     plugin_config,
@@ -252,20 +396,22 @@ def test_create_batch_export_from_app(
 
 
 @pytest.mark.django_db
+@pytest.mark.parametrize("interval", ("hour", "day"))
 @pytest.mark.parametrize(
-    "interval,disabled_plugin_config,migrate_disabled_plugin_config",
-    itertools.product(["hour", "day"], ["S3", "Snowflake"], [True, False]),
-    indirect=["disabled_plugin_config"],
+    "plugin_config",
+    (("S3", True), ("Snowflake", True), ("BigQuery", True), ("Postgres", True), ("Postgres", True, True)),
+    indirect=True,
 )
+@pytest.mark.parametrize("migrate_disabled_plugin_config", (True, False))
 def test_create_batch_export_from_app_with_disabled_plugin(
     interval,
-    disabled_plugin_config,
+    plugin_config,
     migrate_disabled_plugin_config,
 ):
     """Test a live run of the create_batch_export_from_app command."""
     args = [
-        f"--plugin-config-id={disabled_plugin_config.id}",
-        f"--team-id={disabled_plugin_config.team.id}",
+        f"--plugin-config-id={plugin_config.id}",
+        f"--team-id={plugin_config.team.id}",
         f"--interval={interval}",
     ]
     if migrate_disabled_plugin_config:
@@ -273,14 +419,14 @@ def test_create_batch_export_from_app_with_disabled_plugin(
 
     output = call_command("create_batch_export_from_app", *args)
 
-    disabled_plugin_config.refresh_from_db()
-    assert disabled_plugin_config.enabled is False
+    plugin_config.refresh_from_db()
+    assert plugin_config.enabled is False
 
-    export_type, config = map_plugin_config_to_destination(disabled_plugin_config)
+    export_type, config = map_plugin_config_to_destination(plugin_config)
 
     batch_export_data = json.loads(output)
 
-    assert batch_export_data["team_id"] == disabled_plugin_config.team.id
+    assert batch_export_data["team_id"] == plugin_config.team.id
     assert batch_export_data["interval"] == interval
     assert batch_export_data["name"] == f"{export_type} Export"
     assert batch_export_data["destination_data"] == {
@@ -305,7 +451,7 @@ def test_create_batch_export_from_app_with_disabled_plugin(
     args = json.loads(decoded_payload[0].data)
 
     # Common inputs
-    assert args["team_id"] == disabled_plugin_config.team.pk
+    assert args["team_id"] == plugin_config.team.pk
     assert args["batch_export_id"] == str(batch_export_data["id"])
     assert args["interval"] == interval
 
@@ -315,26 +461,31 @@ def test_create_batch_export_from_app_with_disabled_plugin(
 
 
 @async_to_sync
-async def list_workflows(temporal, schedule_id: str):
-    """List Workflows scheduled by given Schedule."""
-    workflows = []
+async def wait_for_workflow_executions(
+    temporal: temporalio.client.Client, query: str, timeout: int = 30, sleep: int = 1
+):
+    """Wait for Workflow Executions matching query."""
+    workflows = [workflow async for workflow in temporal.list_workflows(query=query)]
 
-    while len(workflows) == 0:
-        workflows = [workflow async for workflow in temporal.list_workflows(f'TemporalScheduledById="{schedule_id}"')]
+    total = 0
+    while not workflows:
+        total += sleep
+
+        if total > timeout:
+            raise TimeoutError(f"No backfill Workflow Executions after {timeout} seconds")
+
+        await asyncio.sleep(sleep)
+        workflows = [workflow async for workflow in temporal.list_workflows(query=query)]
 
     return workflows
 
 
 @pytest.mark.django_db(transaction=True)
+@pytest.mark.parametrize("interval", ("hour", "day"))
 @pytest.mark.parametrize(
-    "interval,plugin_config",
-    [
-        ("hour", "S3"),
-        ("day", "S3"),
-        ("hour", "Snowflake"),
-        ("day", "Snowflake"),
-    ],
-    indirect=["plugin_config"],
+    "plugin_config",
+    (("S3", False), ("Snowflake", False), ("BigQuery", False), ("Postgres", False), ("Postgres", False, True)),
+    indirect=True,
 )
 def test_create_batch_export_from_app_with_backfill(interval, plugin_config):
     """Test a live run of the create_batch_export_from_app command with the backfill flag set."""
@@ -352,8 +503,8 @@ def test_create_batch_export_from_app_with_backfill(interval, plugin_config):
         output = call_command("create_batch_export_from_app", *args)
 
         batch_export_data = json.loads(output)
-        # time.sleep(10)
-        workflows = list_workflows(temporal, str(batch_export_data["id"]))
+        batch_export_id = str(batch_export_data["id"])
+        workflows = wait_for_workflow_executions(temporal, query=f'TemporalScheduledById="{batch_export_id}"')
 
         assert len(workflows) == 1
         workflow_execution = workflows[0]

From f54a544a245c248a0c418cec7b84fadb9f46e125 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tom=C3=A1s=20Far=C3=ADas=20Santana?= <tomas@tomasfarias.dev>
Date: Fri, 27 Oct 2023 16:50:39 +0200
Subject: [PATCH 125/133] fix(batch-export-backfills): Cancel ongoing backfills
 on schedule delete (#18136)

---
 posthog/api/test/batch_exports/test_delete.py | 104 ++++++++++++++++++
 posthog/batch_exports/http.py                 |  10 +-
 posthog/batch_exports/models.py               |   7 ++
 posthog/batch_exports/service.py              |  24 +++-
 posthog/models/__init__.py                    |  32 +++---
 5 files changed, 156 insertions(+), 21 deletions(-)

diff --git a/posthog/api/test/batch_exports/test_delete.py b/posthog/api/test/batch_exports/test_delete.py
index 69a1e586f019e..20375cecbb768 100644
--- a/posthog/api/test/batch_exports/test_delete.py
+++ b/posthog/api/test/batch_exports/test_delete.py
@@ -1,10 +1,15 @@
+import asyncio
+
 import pytest
+import temporalio.client
+from asgiref.sync import async_to_sync
 from django.test.client import Client as HttpClient
 from rest_framework import status
 from temporalio.service import RPCError
 
 from posthog.api.test.batch_exports.conftest import start_test_worker
 from posthog.api.test.batch_exports.operations import (
+    backfill_batch_export_ok,
     create_batch_export_ok,
     delete_batch_export,
     delete_batch_export_ok,
@@ -59,6 +64,105 @@ def test_delete_batch_export(client: HttpClient):
         describe_schedule(temporal, batch_export_id)
 
 
+@async_to_sync
+async def wait_for_workflow_executions(
+    temporal: temporalio.client.Client, query: str, timeout: int = 30, sleep: int = 1
+):
+    """Wait for Workflow Executions matching query."""
+    workflows = [workflow async for workflow in temporal.list_workflows(query=query)]
+
+    total = 0
+    while not workflows:
+        total += sleep
+
+        if total > timeout:
+            raise TimeoutError(f"No backfill Workflow Executions after {timeout} seconds")
+
+        await asyncio.sleep(sleep)
+        workflows = [workflow async for workflow in temporal.list_workflows(query=query)]
+
+    return workflows
+
+
+@async_to_sync
+async def wait_for_workflow_in_status(
+    temporal: temporalio.client.Client,
+    workflow_id: str,
+    status: temporalio.client.WorkflowExecutionStatus,
+    sleep: int = 1,
+    timeout: int = 30,
+):
+    """Wait for a Workflow to be in a given status."""
+    handle = temporal.get_workflow_handle(workflow_id)
+    workflow = await handle.describe()
+
+    total = 0
+    while workflow.status != status:
+        total += sleep
+
+        if total > timeout:
+            break
+
+        await asyncio.sleep(sleep)
+        workflow = await handle.describe()
+
+    return workflow
+
+
+@pytest.mark.django_db(transaction=True)
+def test_delete_batch_export_cancels_backfills(client: HttpClient):
+    """Test deleting a BatchExport cancels ongoing BatchExportBackfill."""
+    temporal = sync_connect()
+
+    destination_data = {
+        "type": "S3",
+        "config": {
+            "bucket_name": "my-production-s3-bucket",
+            "region": "us-east-1",
+            "prefix": "posthog-events/",
+            "aws_access_key_id": "abc123",
+            "aws_secret_access_key": "secret",
+        },
+    }
+    batch_export_data = {
+        "name": "my-production-s3-bucket-destination",
+        "destination": destination_data,
+        "interval": "hour",
+    }
+
+    organization = create_organization("Test Org")
+    team = create_team(organization)
+    user = create_user("test@user.com", "Test User", organization)
+    client.force_login(user)
+
+    with start_test_worker(temporal):
+        batch_export = create_batch_export_ok(client, team.pk, batch_export_data)
+        batch_export_id = batch_export["id"]
+
+        start_at = "2023-10-23 00:00:00"
+        end_at = "2023-10-24 00:00:00"
+        batch_export_backfill = backfill_batch_export_ok(client, team.pk, batch_export_id, start_at, end_at)
+
+        # In order for the backfill to be cancelable, it needs to be running and requesting backfills.
+        # We check this by waiting for executions scheduled by our BatchExport id to pop up.
+        _ = wait_for_workflow_executions(temporal, query=f'TemporalScheduledById="{batch_export_id}"')
+
+        delete_batch_export_ok(client, team.pk, batch_export_id)
+
+        response = get_batch_export(client, team.pk, batch_export_id)
+        assert response.status_code == status.HTTP_404_NOT_FOUND
+
+        workflow = wait_for_workflow_in_status(
+            temporal,
+            workflow_id=batch_export_backfill["backfill_id"],
+            status=temporalio.client.WorkflowExecutionStatus.CANCELED,
+        )
+        assert workflow.status == temporalio.client.WorkflowExecutionStatus.CANCELED
+
+    with pytest.raises(RPCError):
+        describe_schedule(temporal, batch_export_id)
+
+
 def test_cannot_delete_export_of_other_organizations(client: HttpClient):
     temporal = sync_connect()
 
diff --git a/posthog/batch_exports/http.py b/posthog/batch_exports/http.py
index aa71cc9060a13..0c906c50b08b6 100644
--- a/posthog/batch_exports/http.py
+++ b/posthog/batch_exports/http.py
@@ -28,6 +28,7 @@
     BatchExportServiceError,
     BatchExportServiceRPCError,
     backfill_export,
+    cancel_running_batch_export_backfill,
     delete_schedule,
     pause_batch_export,
     sync_batch_export,
@@ -35,6 +36,7 @@
 )
 from posthog.models import (
     BatchExport,
+    BatchExportBackfill,
     BatchExportDestination,
     BatchExportRun,
     Team,
@@ -264,9 +266,9 @@ def backfill(self, request: request.Request, *args, **kwargs) -> response.Respon
 
         batch_export = self.get_object()
         temporal = sync_connect()
-        backfill_export(temporal, str(batch_export.pk), team_id, start_at, end_at)
+        backfill_id = backfill_export(temporal, str(batch_export.pk), team_id, start_at, end_at)
 
-        return response.Response()
+        return response.Response({"backfill_id": backfill_id})
 
     @action(methods=["POST"], detail=True)
     def pause(self, request: request.Request, *args, **kwargs) -> response.Response:
@@ -324,6 +326,10 @@ def perform_destroy(self, instance: BatchExport):
         delete_schedule(temporal, str(instance.pk))
         instance.save()
 
+        for backfill in BatchExportBackfill.objects.filter(batch_export=instance):
+            if backfill.status == BatchExportBackfill.Status.RUNNING:
+                cancel_running_batch_export_backfill(temporal, backfill.workflow_id)
+
 
 class BatchExportLogEntrySerializer(DataclassSerializer):
     class Meta:
diff --git a/posthog/batch_exports/models.py b/posthog/batch_exports/models.py
index dc86c2ce7286a..79a7928fd6b3c 100644
--- a/posthog/batch_exports/models.py
+++ b/posthog/batch_exports/models.py
@@ -289,3 +289,10 @@ class Status(models.TextChoices):
         auto_now=True,
         help_text="The timestamp at which this BatchExportBackfill was last updated.",
     )
+
+    @property
+    def workflow_id(self) -> str:
+        """Return the Workflow id that corresponds to this BatchExportBackfill model."""
+        start_at = self.start_at.strftime("%Y-%m-%dT%H:%M:%S")
+        end_at = self.end_at.strftime("%Y-%m-%dT%H:%M:%S")
+        return f"{self.batch_export.id}-Backfill-{start_at}-{end_at}"
diff --git a/posthog/batch_exports/service.py b/posthog/batch_exports/service.py
index 008096d5f50bc..114f9693adec7 100644
--- a/posthog/batch_exports/service.py
+++ b/posthog/batch_exports/service.py
@@ -252,6 +252,18 @@ async def describe_schedule(temporal: Client, schedule_id: str):
     return await handle.describe()
 
 
+@async_to_sync
+async def cancel_running_batch_export_backfill(temporal: Client, workflow_id: str) -> None:
+    """Delete a running BatchExportBackfill.
+
+    A BatchExportBackfill represents a Temporal Workflow. When deleting the Temporal
+    Schedule that we are backfilling, we should also clean-up any Workflows that are
+    still running.
+    """
+    handle = temporal.get_workflow_handle(workflow_id=workflow_id)
+    await handle.cancel()
+
+
 @dataclass
 class BackfillBatchExportInputs:
     """Inputs for the BackfillBatchExport Workflow."""
@@ -270,7 +282,7 @@ def backfill_export(
     team_id: int,
     start_at: dt.datetime,
     end_at: dt.datetime,
-) -> None:
+) -> str:
     """Starts a backfill for given team and batch export covering given date range.
 
     Arguments:
@@ -291,11 +303,12 @@ def backfill_export(
         start_at=start_at.isoformat(),
         end_at=end_at.isoformat(),
     )
-    start_backfill_batch_export_workflow(temporal, inputs=inputs)
+    workflow_id = start_backfill_batch_export_workflow(temporal, inputs=inputs)
+    return workflow_id
 
 
 @async_to_sync
-async def start_backfill_batch_export_workflow(temporal: Client, inputs: BackfillBatchExportInputs) -> None:
+async def start_backfill_batch_export_workflow(temporal: Client, inputs: BackfillBatchExportInputs) -> str:
     """Async call to start a BackfillBatchExportWorkflow."""
     handle = temporal.get_schedule_handle(inputs.batch_export_id)
     description = await handle.describe()
@@ -304,13 +317,16 @@ async def start_backfill_batch_export_workflow(temporal: Client, inputs: Backfil
         # Adjust end_at to account for jitter if present.
         inputs.end_at = (dt.datetime.fromisoformat(inputs.end_at) + description.schedule.spec.jitter).isoformat()
 
+    workflow_id = f"{inputs.batch_export_id}-Backfill-{inputs.start_at}-{inputs.end_at}"
     await temporal.start_workflow(
         "backfill-batch-export",
         inputs,
-        id=f"{inputs.batch_export_id}-Backfill-{inputs.start_at}-{inputs.end_at}",
+        id=workflow_id,
         task_queue=settings.TEMPORAL_TASK_QUEUE,
     )
 
+    return workflow_id
+
 
 def create_batch_export_run(
     batch_export_id: UUID,
diff --git a/posthog/models/__init__.py b/posthog/models/__init__.py
index b5f0586a349bb..053eaf4c5afc5 100644
--- a/posthog/models/__init__.py
+++ b/posthog/models/__init__.py
@@ -1,3 +1,17 @@
+from ..batch_exports.models import (
+    BatchExport,
+    BatchExportBackfill,
+    BatchExportDestination,
+    BatchExportRun,
+)
+from ..session_recordings.models.session_recording import SessionRecording
+from ..session_recordings.models.session_recording_playlist import (
+    SessionRecordingPlaylist,
+)
+from ..session_recordings.models.session_recording_playlist_item import (
+    SessionRecordingPlaylistItem,
+)
+from ..warehouse.models import DataWarehouseTable
 from .action import Action
 from .action_step import ActionStep
 from .activity_logging.activity_log import ActivityLog
@@ -5,12 +19,6 @@
 from .annotation import Annotation
 from .async_deletion import AsyncDeletion, DeletionType
 from .async_migration import AsyncMigration, AsyncMigrationError, MigrationStatus
-from ..batch_exports.models import (
-    BatchExport,
-    BatchExportDestination,
-    BatchExportRun,
-)
-from ..warehouse.models import DataWarehouseTable
 from .cohort import Cohort, CohortPeople
 from .dashboard import Dashboard
 from .dashboard_tile import DashboardTile, Text
@@ -25,6 +33,7 @@
 from .experiment import Experiment
 from .exported_asset import ExportedAsset
 from .feature_flag import FeatureFlag
+from .feedback.survey import Survey
 from .filters import Filter, RetentionFilter
 from .group import Group
 from .group_type_mapping import GroupTypeMapping
@@ -41,28 +50,20 @@
     Plugin,
     PluginAttachment,
     PluginConfig,
-    PluginSourceFile,
     PluginLogEntry,
+    PluginSourceFile,
 )
 from .prompt.prompt import Prompt, PromptSequence, UserPromptState
 from .property import Property
 from .property_definition import PropertyDefinition
 from .sharing_configuration import SharingConfiguration
 from .subscription import Subscription
-from .feedback.survey import Survey
 from .tag import Tag
 from .tagged_item import TaggedItem
 from .team import Team
 from .uploaded_media import UploadedMedia
 from .user import User, UserManager
 from .user_scene_personalisation import UserScenePersonalisation
-from ..session_recordings.models.session_recording import SessionRecording
-from ..session_recordings.models.session_recording_playlist import (
-    SessionRecordingPlaylist,
-)
-from ..session_recordings.models.session_recording_playlist_item import (
-    SessionRecordingPlaylistItem,
-)
 
 __all__ = [
     "Action",
@@ -73,6 +74,7 @@
     "AsyncMigration",
     "AsyncMigrationError",
     "BatchExport",
+    "BatchExportBackfill",
     "BatchExportDestination",
     "BatchExportRun",
     "Cohort",

From c090b307439d7ac4ba5a75edd939521261bfa292 Mon Sep 17 00:00:00 2001
From: Marius Andra <marius.andra@gmail.com>
Date: Fri, 27 Oct 2023 17:42:00 +0200
Subject: [PATCH 126/133] feat(hogql): insights <-> persons connecting piece
 (#18067)

---
 ...nes-app-notebooks--recordings-playlist.png | Bin 84062 -> 82981 bytes
 frontend/src/queries/schema.json              |  29 +++++-
 frontend/src/queries/schema.ts                |  14 ++-
 .../scenes/saved-insights/SavedInsights.tsx   |   6 ++
 .../scenes/trends/viz/ActionsLineGraph.tsx    |  30 ++++++-
 .../insights/insight_persons_query_runner.py  |  59 ++++++++++++
 .../insights/lifecycle_query_runner.py        |  35 ++++++--
 .../test/test_insight_persons_query_runner.py |  85 ++++++++++++++++++
 posthog/hogql_queries/persons_query_runner.py |   9 +-
 posthog/hogql_queries/query_runner.py         |  19 +++-
 .../test/test_persons_query_runner.py         |  10 ++-
 posthog/schema.py                             |  53 ++++++-----
 12 files changed, 309 insertions(+), 40 deletions(-)
 create mode 100644 posthog/hogql_queries/insights/insight_persons_query_runner.py
 create mode 100644 posthog/hogql_queries/insights/test/test_insight_persons_query_runner.py

diff --git a/frontend/__snapshots__/scenes-app-notebooks--recordings-playlist.png b/frontend/__snapshots__/scenes-app-notebooks--recordings-playlist.png
index fc45aca0387a32d8a478460c6992a26bf91b669b..7cc0f8cd4b4201f978f8268c80cf40caa7ebf705 100644
GIT binary patch
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diff --git a/frontend/src/queries/schema.json b/frontend/src/queries/schema.json
index c3d51a73dfabe..9d145a188683e 100644
--- a/frontend/src/queries/schema.json
+++ b/frontend/src/queries/schema.json
@@ -92,6 +92,9 @@
                 {
                     "$ref": "#/definitions/PersonsQuery"
                 },
+                {
+                    "$ref": "#/definitions/InsightPersonsQuery"
+                },
                 {
                     "$ref": "#/definitions/SessionsTimelineQuery"
                 },
@@ -1620,6 +1623,29 @@
             ],
             "type": "string"
         },
+        "InsightPersonsQuery": {
+            "additionalProperties": false,
+            "properties": {
+                "day": {
+                    "type": "string"
+                },
+                "kind": {
+                    "const": "InsightPersonsQuery",
+                    "type": "string"
+                },
+                "response": {
+                    "$ref": "#/definitions/PersonsQueryResponse"
+                },
+                "source": {
+                    "$ref": "#/definitions/InsightQueryNode"
+                },
+                "status": {
+                    "type": "string"
+                }
+            },
+            "required": ["kind", "source"],
+            "type": "object"
+        },
         "InsightQueryNode": {
             "anyOf": [
                 {
@@ -1894,6 +1920,7 @@
                 "PathsQuery",
                 "StickinessQuery",
                 "LifecycleQuery",
+                "InsightPersonsQuery",
                 "WebOverviewQuery",
                 "WebTopClicksQuery",
                 "WebStatsTableQuery",
@@ -2146,7 +2173,7 @@
                 "source": {
                     "anyOf": [
                         {
-                            "$ref": "#/definitions/LifecycleQuery"
+                            "$ref": "#/definitions/InsightPersonsQuery"
                         },
                         {
                             "$ref": "#/definitions/HogQLQuery"
diff --git a/frontend/src/queries/schema.ts b/frontend/src/queries/schema.ts
index 1a13b65fddf4c..be180d72e422d 100644
--- a/frontend/src/queries/schema.ts
+++ b/frontend/src/queries/schema.ts
@@ -59,6 +59,7 @@ export enum NodeKind {
     PathsQuery = 'PathsQuery',
     StickinessQuery = 'StickinessQuery',
     LifecycleQuery = 'LifecycleQuery',
+    InsightPersonsQuery = 'InsightPersonsQuery',
 
     // Web analytics queries
     WebOverviewQuery = 'WebOverviewQuery',
@@ -82,6 +83,7 @@ export type AnyDataNode =
     | TimeToSeeDataSessionsQuery // old API
     | EventsQuery
     | PersonsQuery
+    | InsightPersonsQuery
     | SessionsTimelineQuery
     | HogQLQuery
     | HogQLMetadata
@@ -535,7 +537,7 @@ export interface PersonsQueryResponse {
 
 export interface PersonsQuery extends DataNode {
     kind: NodeKind.PersonsQuery
-    source?: LifecycleQuery | HogQLQuery
+    source?: InsightPersonsQuery | HogQLQuery
     select?: HogQLExpression[]
     search?: string
     properties?: AnyPropertyFilter[]
@@ -653,6 +655,16 @@ export type InsightFilter =
     | StickinessFilter
     | LifecycleFilter
 
+export interface InsightPersonsQuery {
+    kind: NodeKind.InsightPersonsQuery
+    source: InsightQueryNode
+    day?: string
+    status?: string
+    // TODO: add breakdowns
+    // TODO: add fields for other insights (funnels dropdown, compare_previous choice, etc)
+    response?: PersonsQueryResponse
+}
+
 export const dateRangeForFilter = (source: FilterType | undefined): DateRange | undefined => {
     if (!source) {
         return undefined
diff --git a/frontend/src/scenes/saved-insights/SavedInsights.tsx b/frontend/src/scenes/saved-insights/SavedInsights.tsx
index 2f01773ebd0b4..229ebc9b0c613 100644
--- a/frontend/src/scenes/saved-insights/SavedInsights.tsx
+++ b/frontend/src/scenes/saved-insights/SavedInsights.tsx
@@ -188,6 +188,12 @@ export const QUERY_TYPES_METADATA: Record<NodeKind, InsightTypeMetadata> = {
         icon: IconPerson,
         inMenu: false,
     },
+    [NodeKind.InsightPersonsQuery]: {
+        name: 'Persons',
+        description: 'List of persons matching specified conditions, derived from an insight',
+        icon: IconPerson,
+        inMenu: false,
+    },
     [NodeKind.DataTableNode]: {
         name: 'Data table',
         description: 'Slice and dice your data in a table',
diff --git a/frontend/src/scenes/trends/viz/ActionsLineGraph.tsx b/frontend/src/scenes/trends/viz/ActionsLineGraph.tsx
index 4da7d2cbad9c6..bb26ecec52e83 100644
--- a/frontend/src/scenes/trends/viz/ActionsLineGraph.tsx
+++ b/frontend/src/scenes/trends/viz/ActionsLineGraph.tsx
@@ -9,6 +9,11 @@ import { urlsForDatasets } from '../persons-modal/persons-modal-utils'
 import { DateDisplay } from 'lib/components/DateDisplay'
 import { PropertyKeyInfo } from 'lib/components/PropertyKeyInfo'
 import { trendsDataLogic } from '../trendsDataLogic'
+import { insightDataLogic } from 'scenes/insights/insightDataLogic'
+import { isInsightVizNode, isLifecycleQuery } from '~/queries/utils'
+import { DataTableNode, NodeKind } from '~/queries/schema'
+import { combineUrl, router } from 'kea-router'
+import { urls } from 'scenes/urls'
 
 export function ActionsLineGraph({
     inSharedMode = false,
@@ -16,6 +21,7 @@ export function ActionsLineGraph({
     context,
 }: ChartParams): JSX.Element | null {
     const { insightProps, hiddenLegendKeys } = useValues(insightLogic)
+    const { query } = useValues(insightDataLogic(insightProps))
     const {
         indexedResults,
         labelGroupType,
@@ -76,13 +82,31 @@ export function ActionsLineGraph({
                           const day = dataset?.days?.[index] ?? ''
                           const label = dataset?.label ?? dataset?.labels?.[index] ?? ''
 
+                          if (isLifecycle && query && isInsightVizNode(query) && isLifecycleQuery(query.source)) {
+                              const newQuery: DataTableNode = {
+                                  kind: NodeKind.DataTableNode,
+                                  full: true,
+                                  source: {
+                                      kind: NodeKind.PersonsQuery,
+                                      source: {
+                                          kind: NodeKind.InsightPersonsQuery,
+                                          source: query.source,
+                                          day,
+                                          status: dataset.status,
+                                      },
+                                  },
+                              }
+                              router.actions.push(combineUrl(urls.persons(), undefined, { q: newQuery }).url)
+                              return
+                          }
+
                           if (!dataset) {
                               return
                           }
 
-                          const urls = urlsForDatasets(crossDataset, index)
+                          const datasetUrls = urlsForDatasets(crossDataset, index)
 
-                          if (urls?.length) {
+                          if (datasetUrls?.length) {
                               const title = isStickiness ? (
                                   <>
                                       <PropertyKeyInfo value={label || ''} disablePopover /> stickiness on day {day}
@@ -97,7 +121,7 @@ export function ActionsLineGraph({
                               )
 
                               openPersonsModal({
-                                  urls,
+                                  urls: datasetUrls,
                                   urlsIndex: crossDataset?.findIndex((x) => x.id === dataset.id) || 0,
                                   title,
                               })
diff --git a/posthog/hogql_queries/insights/insight_persons_query_runner.py b/posthog/hogql_queries/insights/insight_persons_query_runner.py
new file mode 100644
index 0000000000000..9f03fa061d891
--- /dev/null
+++ b/posthog/hogql_queries/insights/insight_persons_query_runner.py
@@ -0,0 +1,59 @@
+from datetime import timedelta
+from typing import Dict, Optional, Any, cast
+
+from posthog.hogql import ast
+from posthog.hogql.query import execute_hogql_query
+from posthog.hogql.timings import HogQLTimings
+from posthog.hogql_queries.insights.lifecycle_query_runner import LifecycleQueryRunner
+from posthog.hogql_queries.query_runner import QueryRunner, get_query_runner
+from posthog.models import Team
+from posthog.models.filters.mixins.utils import cached_property
+from posthog.schema import InsightPersonsQuery, HogQLQueryResponse
+
+
+class InsightPersonsQueryRunner(QueryRunner):
+    query: InsightPersonsQuery
+    query_type = InsightPersonsQuery
+
+    def __init__(
+        self,
+        query: InsightPersonsQuery | Dict[str, Any],
+        team: Team,
+        timings: Optional[HogQLTimings] = None,
+        in_export_context: Optional[bool] = False,
+    ):
+        super().__init__(query, team, timings, in_export_context)
+        if isinstance(query, InsightPersonsQuery):
+            self.query = query
+        else:
+            self.query = InsightPersonsQuery.model_validate(query)
+
+    @cached_property
+    def source_runner(self) -> QueryRunner:
+        return get_query_runner(self.query.source, self.team, self.timings, self.in_export_context)
+
+    def to_query(self) -> ast.SelectQuery:
+        if isinstance(self.source_runner, LifecycleQueryRunner):
+            lifecycle_runner = cast(LifecycleQueryRunner, self.source_runner)
+            day = self.query.day
+            status = self.query.status
+            return lifecycle_runner.to_persons_query(day=day, status=status)
+
+        raise ValueError(f"Cannot convert source query of type {self.query.source.kind} to persons query")
+
+    def to_persons_query(self) -> ast.SelectQuery:
+        return self.to_query()
+
+    def calculate(self) -> HogQLQueryResponse:
+        return execute_hogql_query(
+            query_type="InsightPersonsQuery",
+            query=self.to_query(),
+            team=self.team,
+            timings=self.timings,
+        )
+
+    def _is_stale(self, cached_result_package):
+        return True
+
+    def _refresh_frequency(self):
+        return timedelta(minutes=1)
diff --git a/posthog/hogql_queries/insights/lifecycle_query_runner.py b/posthog/hogql_queries/insights/lifecycle_query_runner.py
index 87a8a345a8462..49d85e094ed48 100644
--- a/posthog/hogql_queries/insights/lifecycle_query_runner.py
+++ b/posthog/hogql_queries/insights/lifecycle_query_runner.py
@@ -87,17 +87,34 @@ def to_query(self) -> ast.SelectQuery | ast.SelectUnionQuery:
             )
         return lifecycle_query
 
-    def to_persons_query(self) -> ast.SelectQuery | ast.SelectUnionQuery:
-        # TODO: add support for selecting and filtering by breakdowns
+    def to_persons_query(
+        self, day: Optional[str] = None, status: Optional[str] = None
+    ) -> ast.SelectQuery | ast.SelectUnionQuery:
         with self.timings.measure("persons_query"):
+            exprs = []
+            if day is not None:
+                exprs.append(
+                    ast.CompareOperation(
+                        op=ast.CompareOperationOp.Eq,
+                        left=ast.Field(chain=["start_of_period"]),
+                        right=ast.Constant(value=day),
+                    )
+                )
+            if status is not None:
+                exprs.append(
+                    ast.CompareOperation(
+                        op=ast.CompareOperationOp.Eq,
+                        left=ast.Field(chain=["status"]),
+                        right=ast.Constant(value=status),
+                    )
+                )
+
             return parse_select(
-                """
-                SELECT
-                    person_id --, start_of_period as breakdown_1, status as breakdown_2
-                FROM
-                    {events_query}
-                """,
-                placeholders={"events_query": self.events_query},
+                "SELECT person_id FROM {events_query} WHERE {where}",
+                placeholders={
+                    "events_query": self.events_query,
+                    "where": ast.And(exprs=exprs) if len(exprs) > 0 else ast.Constant(value=1),
+                },
             )
 
     def calculate(self):
diff --git a/posthog/hogql_queries/insights/test/test_insight_persons_query_runner.py b/posthog/hogql_queries/insights/test/test_insight_persons_query_runner.py
new file mode 100644
index 0000000000000..51c39bc0008e9
--- /dev/null
+++ b/posthog/hogql_queries/insights/test/test_insight_persons_query_runner.py
@@ -0,0 +1,85 @@
+from typing import Dict, Any
+
+from freezegun import freeze_time
+
+from posthog.hogql import ast
+from posthog.hogql.query import execute_hogql_query
+from posthog.test.base import (
+    APIBaseTest,
+    ClickhouseTestMixin,
+    _create_event,
+    _create_person,
+)
+
+
+class TestInsightPersonsQueryRunner(ClickhouseTestMixin, APIBaseTest):
+    maxDiff = None
+
+    def _create_events(self, data, event="$pageview"):
+        person_result = []
+        for id, timestamps in data:
+            with freeze_time(timestamps[0]):
+                person_result.append(
+                    _create_person(
+                        team_id=self.team.pk,
+                        distinct_ids=[id],
+                        properties={
+                            "name": id,
+                            **({"email": "test@posthog.com"} if id == "p1" else {}),
+                        },
+                    )
+                )
+            for timestamp in timestamps:
+                _create_event(team=self.team, event=event, distinct_id=id, timestamp=timestamp)
+        return person_result
+
+    def _create_test_events(self):
+        self._create_events(
+            data=[
+                (
+                    "p1",
+                    [
+                        "2020-01-11T12:00:00Z",
+                        "2020-01-12T12:00:00Z",
+                        "2020-01-13T12:00:00Z",
+                        "2020-01-15T12:00:00Z",
+                        "2020-01-17T12:00:00Z",
+                        "2020-01-19T12:00:00Z",
+                    ],
+                ),
+                ("p2", ["2020-01-09T12:00:00Z", "2020-01-12T12:00:00Z"]),
+                ("p3", ["2020-01-12T12:00:00Z"]),
+                ("p4", ["2020-01-15T12:00:00Z"]),
+            ]
+        )
+
+    def select(self, query: str, placeholders: Dict[str, Any]):
+        return execute_hogql_query(
+            query=query,
+            team=self.team,
+            placeholders=placeholders,
+        )
+
+    def test_insight_persons_lifecycle_query(self):
+        self._create_test_events()
+
+        date_from = "2020-01-09"
+        date_to = "2020-01-19"
+
+        response = self.select(
+            """
+            select * from (
+                <PersonsQuery select={['properties.name as n']}>
+                    <InsightPersonsQuery day='2020-01-12' status='returning'>
+                        <LifecycleQuery
+                            dateRange={<DateRange date_from={{date_from}} date_to={{date_to}} />}
+                            series={[<EventsNode event='$pageview' math='total' />]}
+                        />
+                    </InsightPersonsQuery>
+                </PersonsQuery>
+            )
+            """,
+            {"date_from": ast.Constant(value=date_from), "date_to": ast.Constant(value=date_to)},
+        )
+
+        self.assertEqual([("p1",)], response.results)
diff --git a/posthog/hogql_queries/persons_query_runner.py b/posthog/hogql_queries/persons_query_runner.py
index d597f4bab1c2a..34c86ee13300b 100644
--- a/posthog/hogql_queries/persons_query_runner.py
+++ b/posthog/hogql_queries/persons_query_runner.py
@@ -192,11 +192,11 @@ def to_query(self) -> ast.SelectQuery:
             elif "count()" in self.input_columns():
                 order_by = [ast.OrderExpr(expr=parse_expr("count()"), order="DESC")]
             elif len(aggregations) > 0:
-                order_by = [ast.OrderExpr(expr=aggregations[0], order="DESC")]
+                order_by = [ast.OrderExpr(expr=self._remove_aliases(aggregations[0]), order="DESC")]
             elif "created_at" in self.input_columns():
                 order_by = [ast.OrderExpr(expr=ast.Field(chain=["created_at"]), order="DESC")]
             elif len(columns) > 0:
-                order_by = [ast.OrderExpr(expr=columns[0], order="ASC")]
+                order_by = [ast.OrderExpr(expr=self._remove_aliases(columns[0]), order="ASC")]
             else:
                 order_by = []
 
@@ -227,3 +227,8 @@ def _is_stale(self, cached_result_package):
 
     def _refresh_frequency(self):
         return timedelta(minutes=1)
+
+    def _remove_aliases(self, node: ast.Expr) -> ast.Expr:
+        if isinstance(node, ast.Alias):
+            return self._remove_aliases(node.expr)
+        return node
diff --git a/posthog/hogql_queries/query_runner.py b/posthog/hogql_queries/query_runner.py
index fe10fdbbba156..8f0656e7922bc 100644
--- a/posthog/hogql_queries/query_runner.py
+++ b/posthog/hogql_queries/query_runner.py
@@ -26,6 +26,7 @@
     EventsQuery,
     WebStatsTableQuery,
     HogQLQuery,
+    InsightPersonsQuery,
     DashboardFilter,
 )
 from posthog.utils import generate_cache_key, get_safe_cache
@@ -70,6 +71,7 @@ class CachedQueryResponse(QueryResponse):
     HogQLQuery,
     TrendsQuery,
     LifecycleQuery,
+    InsightPersonsQuery,
     EventsQuery,
     PersonsQuery,
     SessionsTimelineQuery,
@@ -80,7 +82,7 @@ class CachedQueryResponse(QueryResponse):
 
 
 def get_query_runner(
-    query: Dict[str, Any] | RunnableQueryNode,
+    query: Dict[str, Any] | RunnableQueryNode | BaseModel,
     team: Team,
     timings: Optional[HogQLTimings] = None,
     in_export_context: Optional[bool] = False,
@@ -89,7 +91,9 @@ def get_query_runner(
     if isinstance(query, dict):
         kind = query.get("kind", None)
     elif hasattr(query, "kind"):
-        kind = query.kind
+        kind = query.kind  # type: ignore
+    else:
+        raise ValueError(f"Can't get a runner for an unknown query type: {query}")
 
     if kind == "LifecycleQuery":
         from .insights.lifecycle_query_runner import LifecycleQueryRunner
@@ -127,6 +131,15 @@ def get_query_runner(
             timings=timings,
             in_export_context=in_export_context,
         )
+    if kind == "InsightPersonsQuery":
+        from .insights.insight_persons_query_runner import InsightPersonsQueryRunner
+
+        return InsightPersonsQueryRunner(
+            query=cast(InsightPersonsQuery | Dict[str, Any], query),
+            team=team,
+            timings=timings,
+            in_export_context=in_export_context,
+        )
     if kind == "HogQLQuery":
         from .hogql_query_runner import HogQLQueryRunner
 
@@ -169,7 +182,7 @@ class QueryRunner(ABC):
 
     def __init__(
         self,
-        query: RunnableQueryNode | Dict[str, Any],
+        query: RunnableQueryNode | BaseModel | Dict[str, Any],
         team: Team,
         timings: Optional[HogQLTimings] = None,
         in_export_context: Optional[bool] = False,
diff --git a/posthog/hogql_queries/test/test_persons_query_runner.py b/posthog/hogql_queries/test/test_persons_query_runner.py
index 7460d8cd728b7..a5f09e3c6619f 100644
--- a/posthog/hogql_queries/test/test_persons_query_runner.py
+++ b/posthog/hogql_queries/test/test_persons_query_runner.py
@@ -12,6 +12,7 @@
     DateRange,
     EventsNode,
     IntervalType,
+    InsightPersonsQuery,
 )
 from posthog.test.base import (
     APIBaseTest,
@@ -152,6 +153,13 @@ def test_persons_query_order_by(self):
         results = runner.calculate().results
         self.assertEqual(results[0], [f"jacob9@{self.random_uuid}.posthog.com"])
 
+    def test_persons_query_order_by_with_aliases(self):
+        # We use the first column by default as an order key. It used to cause "error redefining alias" errors.
+        self.random_uuid = self._create_random_persons()
+        runner = self._create_runner(PersonsQuery(select=["properties.email as email"]))
+        results = runner.calculate().results
+        self.assertEqual(results[0], [f"jacob0@{self.random_uuid}.posthog.com"])
+
     def test_persons_query_limit(self):
         self.random_uuid = self._create_random_persons()
         runner = self._create_runner(
@@ -204,7 +212,7 @@ def test_source_lifecycle_query(self):
             query = PersonsQuery(
                 select=["properties.email"],
                 orderBy=["properties.email DESC"],
-                source=source_query,
+                source=InsightPersonsQuery(source=source_query),
             )
             runner = self._create_runner(query)
             response = runner.calculate()
diff --git a/posthog/schema.py b/posthog/schema.py
index 58f4e1dfd5756..c4b33e70eb11a 100644
--- a/posthog/schema.py
+++ b/posthog/schema.py
@@ -338,6 +338,7 @@ class NodeKind(str, Enum):
     PathsQuery = "PathsQuery"
     StickinessQuery = "StickinessQuery"
     LifecycleQuery = "LifecycleQuery"
+    InsightPersonsQuery = "InsightPersonsQuery"
     WebOverviewQuery = "WebOverviewQuery"
     WebTopClicksQuery = "WebTopClicksQuery"
     WebStatsTableQuery = "WebStatsTableQuery"
@@ -1697,6 +1698,36 @@ class PathsQuery(BaseModel):
     samplingFactor: Optional[float] = Field(default=None, description="Sampling rate")
 
 
+class InsightVizNode(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    embedded: Optional[bool] = Field(default=None, description="Query is embedded inside another bordered component")
+    full: Optional[bool] = Field(
+        default=None, description="Show with most visual options enabled. Used in insight scene."
+    )
+    kind: Literal["InsightVizNode"] = "InsightVizNode"
+    showCorrelationTable: Optional[bool] = None
+    showFilters: Optional[bool] = None
+    showHeader: Optional[bool] = None
+    showLastComputation: Optional[bool] = None
+    showLastComputationRefresh: Optional[bool] = None
+    showResults: Optional[bool] = None
+    showTable: Optional[bool] = None
+    source: Union[TrendsQuery, FunnelsQuery, RetentionQuery, PathsQuery, StickinessQuery, LifecycleQuery]
+
+
+class InsightPersonsQuery(BaseModel):
+    model_config = ConfigDict(
+        extra="forbid",
+    )
+    day: Optional[str] = None
+    kind: Literal["InsightPersonsQuery"] = "InsightPersonsQuery"
+    response: Optional[PersonsQueryResponse] = None
+    source: Union[TrendsQuery, FunnelsQuery, RetentionQuery, PathsQuery, StickinessQuery, LifecycleQuery]
+    status: Optional[str] = None
+
+
 class PersonsQuery(BaseModel):
     model_config = ConfigDict(
         extra="forbid",
@@ -1740,7 +1771,7 @@ class PersonsQuery(BaseModel):
     response: Optional[PersonsQueryResponse] = Field(default=None, description="Cached query response")
     search: Optional[str] = None
     select: Optional[List[str]] = None
-    source: Optional[Union[LifecycleQuery, HogQLQuery]] = None
+    source: Optional[Union[InsightPersonsQuery, HogQLQuery]] = None
 
 
 class DataTableNode(BaseModel):
@@ -1799,25 +1830,6 @@ class DataTableNode(BaseModel):
     ] = Field(..., description="Source of the events")
 
 
-class InsightVizNode(BaseModel):
-    model_config = ConfigDict(
-        extra="forbid",
-    )
-    embedded: Optional[bool] = Field(default=None, description="Query is embedded inside another bordered component")
-    full: Optional[bool] = Field(
-        default=None, description="Show with most visual options enabled. Used in insight scene."
-    )
-    kind: Literal["InsightVizNode"] = "InsightVizNode"
-    showCorrelationTable: Optional[bool] = None
-    showFilters: Optional[bool] = None
-    showHeader: Optional[bool] = None
-    showLastComputation: Optional[bool] = None
-    showLastComputationRefresh: Optional[bool] = None
-    showResults: Optional[bool] = None
-    showTable: Optional[bool] = None
-    source: Union[TrendsQuery, FunnelsQuery, RetentionQuery, PathsQuery, StickinessQuery, LifecycleQuery]
-
-
 class QuerySchema(RootModel):
     root: Union[
         DataTableNode,
@@ -1838,6 +1850,7 @@ class QuerySchema(RootModel):
             TimeToSeeDataSessionsQuery,
             EventsQuery,
             PersonsQuery,
+            InsightPersonsQuery,
             SessionsTimelineQuery,
             HogQLQuery,
             HogQLMetadata,

From ac2e49de9abcf6ae5f5c501b067bbbe8ea3864ac Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tom=C3=A1s=20Far=C3=ADas=20Santana?= <tomas@tomasfarias.dev>
Date: Fri, 27 Oct 2023 18:39:23 +0200
Subject: [PATCH 127/133] fix(postgres-batch-exports): The correct sslmode is
 disable (#18252)

---
 posthog/temporal/workflows/postgres_batch_export.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/posthog/temporal/workflows/postgres_batch_export.py b/posthog/temporal/workflows/postgres_batch_export.py
index f47684242df6b..1844742880876 100644
--- a/posthog/temporal/workflows/postgres_batch_export.py
+++ b/posthog/temporal/workflows/postgres_batch_export.py
@@ -36,9 +36,9 @@ def postgres_connection(inputs):
         port=inputs.port,
         # The 'hasSelfSignedCert' parameter in the postgres-plugin was provided mainly
         # for users of Heroku and RDS. It was used to set 'rejectUnauthorized' to false if a self-signed cert was used.
-        # Mapping this to sslmode is not straight-forward, but going by Heroku's recommendation (see below) we should use 'no-verify'.
+        # Mapping this to sslmode is not straight-forward, but going by Heroku's recommendation (see below) we should use 'disable'.
         # Reference: https://devcenter.heroku.com/articles/connecting-heroku-postgres#connecting-in-node-js
-        sslmode="no-verify" if inputs.has_self_signed_cert is True else "prefer",
+        sslmode="disable" if inputs.has_self_signed_cert is True else "prefer",
     )
 
     try:

From 44e49cf06d850c5db4f45ce2b7df80e43f43f55a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tom=C3=A1s=20Far=C3=ADas=20Santana?= <tomas@tomasfarias.dev>
Date: Fri, 27 Oct 2023 19:23:02 +0200
Subject: [PATCH 128/133] fix(postgres-batch-exports): Account for schema being
 empty string (#18254)

---
 posthog/temporal/workflows/postgres_batch_export.py | 10 ++++++++--
 1 file changed, 8 insertions(+), 2 deletions(-)

diff --git a/posthog/temporal/workflows/postgres_batch_export.py b/posthog/temporal/workflows/postgres_batch_export.py
index 1844742880876..3c19c8eae8998 100644
--- a/posthog/temporal/workflows/postgres_batch_export.py
+++ b/posthog/temporal/workflows/postgres_batch_export.py
@@ -57,7 +57,8 @@ def copy_tsv_to_postgres(tsv_file, postgres_connection, schema: str, table_name:
     tsv_file.seek(0)
 
     with postgres_connection.cursor() as cursor:
-        cursor.execute(sql.SQL("SET search_path TO {schema}").format(schema=sql.Identifier(schema)))
+        if schema:
+            cursor.execute(sql.SQL("SET search_path TO {schema}").format(schema=sql.Identifier(schema)))
         cursor.copy_from(
             tsv_file,
             table_name,
@@ -128,6 +129,11 @@ async def insert_into_postgres_activity(inputs: PostgresInsertInputs):
         )
         with postgres_connection(inputs) as connection:
             with connection.cursor() as cursor:
+                if inputs.schema:
+                    table_identifier = sql.Identifier(inputs.schema, inputs.table_name)
+                else:
+                    table_identifier = sql.Identifier(inputs.table_name)
+
                 result = cursor.execute(
                     sql.SQL(
                         """
@@ -145,7 +151,7 @@ async def insert_into_postgres_activity(inputs: PostgresInsertInputs):
                             "timestamp" TIMESTAMP WITH TIME ZONE
                         )
                         """
-                    ).format(sql.Identifier(inputs.schema, inputs.table_name))
+                    ).format(table_identifier)
                 )
 
         schema_columns = [

From 9dd6eee59d1e6a6b64a15eab79249207556eb0be Mon Sep 17 00:00:00 2001
From: eric <eeoneric@gmail.com>
Date: Fri, 27 Oct 2023 13:42:07 -0400
Subject: [PATCH 129/133] rename

---
 frontend/src/lib/api.ts                       | 22 +++++++++----------
 .../data-warehouse/external/SourceModal.tsx   | 15 +++++--------
 .../external/sourceModalLogic.ts              | 16 +++++++-------
 .../settings/dataWarehouseSettingsLogic.ts    |  6 ++---
 posthog/api/__init__.py                       |  8 +++----
 ...resource.py => 0357_externaldatasource.py} |  2 +-
 ...ta_resource.py => external_data_source.py} | 20 ++++++++---------
 .../connection.py                             |  0
 .../destination.py                            |  0
 .../source.py                                 |  0
 posthog/warehouse/models/__init__.py          |  2 +-
 ...ta_resource.py => external_data_source.py} |  2 +-
 posthog/warehouse/sync_resource.py            | 10 ++++-----
 13 files changed, 49 insertions(+), 54 deletions(-)
 rename posthog/migrations/{0357_externaldataresource.py => 0357_externaldatasource.py} (97%)
 rename posthog/warehouse/api/{external_data_resource.py => external_data_source.py} (78%)
 rename posthog/warehouse/{external_data_resource => external_data_source}/connection.py (100%)
 rename posthog/warehouse/{external_data_resource => external_data_source}/destination.py (100%)
 rename posthog/warehouse/{external_data_resource => external_data_source}/source.py (100%)
 rename posthog/warehouse/models/{external_data_resource.py => external_data_source.py} (92%)

diff --git a/frontend/src/lib/api.ts b/frontend/src/lib/api.ts
index 37004fe62c96b..2c2a1abda8ed8 100644
--- a/frontend/src/lib/api.ts
+++ b/frontend/src/lib/api.ts
@@ -50,8 +50,8 @@ import {
     BatchExportRun,
     UserBasicType,
     NotebookNodeResource,
-    ExternalDataStripeResourceCreatePayload,
-    ExternalDataStripeResource,
+    ExternalDataStripeSourceCreatePayload,
+    ExternalDataStripeSource,
 } from '~/types'
 import { getCurrentOrganizationId, getCurrentTeamId } from './utils/logics'
 import { CheckboxValueType } from 'antd/lib/checkbox/Group'
@@ -568,9 +568,9 @@ class ApiRequest {
         return this.batchExportRun(id, runId, teamId).addPathComponent('logs')
     }
 
-    // External Data Resource
-    public externalDataResources(teamId?: TeamType['id']): ApiRequest {
-        return this.projectsDetail(teamId).addPathComponent('external_data_resources')
+    // External Data Source
+    public externalDataSources(teamId?: TeamType['id']): ApiRequest {
+        return this.projectsDetail(teamId).addPathComponent('external_data_sources')
     }
 
     // Request finalization
@@ -1578,14 +1578,14 @@ const api = {
         },
     },
 
-    externalDataResources: {
-        async list(): Promise<PaginatedResponse<ExternalDataStripeResource>> {
-            return await new ApiRequest().externalDataResources().get()
+    externalDataSources: {
+        async list(): Promise<PaginatedResponse<ExternalDataStripeSource>> {
+            return await new ApiRequest().externalDataSources().get()
         },
         async create(
-            data: Partial<ExternalDataStripeResourceCreatePayload>
-        ): Promise<ExternalDataStripeResourceCreatePayload> {
-            return await new ApiRequest().externalDataResources().create({ data })
+            data: Partial<ExternalDataStripeSourceCreatePayload>
+        ): Promise<ExternalDataStripeSourceCreatePayload> {
+            return await new ApiRequest().externalDataSources().create({ data })
         },
     },
 
diff --git a/frontend/src/scenes/data-warehouse/external/SourceModal.tsx b/frontend/src/scenes/data-warehouse/external/SourceModal.tsx
index 8874be6b1e681..9adef58bfb4c0 100644
--- a/frontend/src/scenes/data-warehouse/external/SourceModal.tsx
+++ b/frontend/src/scenes/data-warehouse/external/SourceModal.tsx
@@ -9,9 +9,9 @@ import stripeLogo from 'public/stripe-logo.svg'
 interface SourceModalProps extends LemonModalProps {}
 
 export default function SourceModal(props: SourceModalProps): JSX.Element {
-    const { tableLoading, isExternalDataResourceSubmitting, selectedConnector, isManualLinkFormVisible, connectors } =
+    const { tableLoading, isExternalDataSourceSubmitting, selectedConnector, isManualLinkFormVisible, connectors } =
         useValues(sourceModalLogic)
-    const { selectConnector, toggleManualLinkFormVisible, resetExternalDataResource, resetTable } =
+    const { selectConnector, toggleManualLinkFormVisible, resetExternalDataSource, resetTable } =
         useActions(sourceModalLogic)
 
     const MenuButton = (config: ConnectorConfigType): JSX.Element => {
@@ -29,7 +29,7 @@ export default function SourceModal(props: SourceModalProps): JSX.Element {
     const onClear = (): void => {
         selectConnector(null)
         toggleManualLinkFormVisible(false)
-        resetExternalDataResource()
+        resetExternalDataSource()
         resetTable()
     }
 
@@ -40,12 +40,7 @@ export default function SourceModal(props: SourceModalProps): JSX.Element {
     const formToShow = (): JSX.Element => {
         if (selectedConnector) {
             return (
-                <Form
-                    logic={sourceModalLogic}
-                    formKey={'externalDataResource'}
-                    className="space-y-4"
-                    enableFormOnSubmit
-                >
+                <Form logic={sourceModalLogic} formKey={'externalDataSource'} className="space-y-4" enableFormOnSubmit>
                     <Field name="account_id" label="Account Id">
                         <LemonInput className="ph-ignore-input" autoFocus data-attr="account-id" placeholder="acct_" />
                     </Field>
@@ -67,7 +62,7 @@ export default function SourceModal(props: SourceModalProps): JSX.Element {
                             center
                             htmlType="submit"
                             data-attr="source-link"
-                            loading={isExternalDataResourceSubmitting}
+                            loading={isExternalDataSourceSubmitting}
                         >
                             Link
                         </LemonButton>
diff --git a/frontend/src/scenes/data-warehouse/external/sourceModalLogic.ts b/frontend/src/scenes/data-warehouse/external/sourceModalLogic.ts
index 7e7f412fb2434..a902950180adc 100644
--- a/frontend/src/scenes/data-warehouse/external/sourceModalLogic.ts
+++ b/frontend/src/scenes/data-warehouse/external/sourceModalLogic.ts
@@ -2,7 +2,7 @@ import { actions, connect, kea, path, reducers, selectors, listeners } from 'kea
 
 import type { sourceModalLogicType } from './sourceModalLogicType'
 import { forms } from 'kea-forms'
-import { ExternalDataStripeResourceCreatePayload } from '~/types'
+import { ExternalDataStripeSourceCreatePayload } from '~/types'
 import api from 'lib/api'
 import { lemonToast } from '@posthog/lemon-ui'
 import { dataWarehouseTableLogic } from '../dataWarehouseTableLogic'
@@ -78,29 +78,29 @@ export const sourceModalLogic = kea<sourceModalLogicType>([
         ],
     }),
     forms(() => ({
-        externalDataResource: {
-            defaults: { account_id: '', client_secret: '' } as ExternalDataStripeResourceCreatePayload,
+        externalDataSource: {
+            defaults: { account_id: '', client_secret: '' } as ExternalDataStripeSourceCreatePayload,
             errors: ({ account_id, client_secret }) => {
                 return {
                     account_id: !account_id && 'Please enter an account id.',
                     client_secret: !client_secret && 'Please enter a client secret.',
                 }
             },
-            submit: async (payload: ExternalDataStripeResourceCreatePayload) => {
-                const newResource = await api.externalDataResources.create(payload)
+            submit: async (payload: ExternalDataStripeSourceCreatePayload) => {
+                const newResource = await api.externalDataSources.create(payload)
                 return newResource
             },
         },
     })),
     listeners(({ actions }) => ({
-        submitExternalDataResourceSuccess: () => {
+        submitExternalDataSourceSuccess: () => {
             lemonToast.success('New Data Resource Created')
             actions.toggleSourceModal()
-            actions.resetExternalDataResource()
+            actions.resetExternalDataSource()
             actions.loadSources()
             router.actions.push(urls.dataWarehouseSettings())
         },
-        submitExternalDataResourceFailure: () => {
+        submitExternalDataSourceFailure: () => {
             lemonToast.error('Error creating new Data Resource. Check that provided credentials are valid.')
         },
     })),
diff --git a/frontend/src/scenes/data-warehouse/settings/dataWarehouseSettingsLogic.ts b/frontend/src/scenes/data-warehouse/settings/dataWarehouseSettingsLogic.ts
index 6432f3956dcba..5be2cb17dfbf5 100644
--- a/frontend/src/scenes/data-warehouse/settings/dataWarehouseSettingsLogic.ts
+++ b/frontend/src/scenes/data-warehouse/settings/dataWarehouseSettingsLogic.ts
@@ -3,7 +3,7 @@ import { afterMount, kea, path, selectors } from 'kea'
 import type { dataWarehouseSettingsLogicType } from './dataWarehouseSettingsLogicType'
 import { loaders } from 'kea-loaders'
 import api, { PaginatedResponse } from 'lib/api'
-import { ExternalDataStripeResource, Breadcrumb } from '~/types'
+import { ExternalDataStripeSource, Breadcrumb } from '~/types'
 import { urls } from 'scenes/urls'
 
 export interface DataWarehouseSource {}
@@ -12,10 +12,10 @@ export const dataWarehouseSettingsLogic = kea<dataWarehouseSettingsLogicType>([
     path(['scenes', 'data-warehouse', 'settings', 'dataWarehouseSettingsLogic']),
     loaders({
         dataWarehouseSources: [
-            null as PaginatedResponse<ExternalDataStripeResource> | null,
+            null as PaginatedResponse<ExternalDataStripeSource> | null,
             {
                 loadSources: async () => {
-                    return api.externalDataResources.list()
+                    return api.externalDataSources.list()
                 },
             },
         ],
diff --git a/posthog/api/__init__.py b/posthog/api/__init__.py
index ee7d3449ff1d5..2756855a074f9 100644
--- a/posthog/api/__init__.py
+++ b/posthog/api/__init__.py
@@ -3,7 +3,7 @@
 from posthog.api.routing import DefaultRouterPlusPlus
 from posthog.batch_exports import http as batch_exports
 from posthog.settings import EE_AVAILABLE
-from posthog.warehouse.api import external_data_resource, saved_query, table, view_link
+from posthog.warehouse.api import external_data_source, saved_query, table, view_link
 from ..session_recordings.session_recording_api import SessionRecordingViewSet
 from . import (
     activity_log,
@@ -212,9 +212,9 @@ def api_not_found(request):
 
 # External data resources
 projects_router.register(
-    r"external_data_resources",
-    external_data_resource.ExternalDataReourceViewSet,
-    "project_external_data_resources",
+    r"external_data_sources",
+    external_data_source.ExternalDataSourceViewSet,
+    "project_external_data_sources",
     ["team_id"],
 )
 
diff --git a/posthog/migrations/0357_externaldataresource.py b/posthog/migrations/0357_externaldatasource.py
similarity index 97%
rename from posthog/migrations/0357_externaldataresource.py
rename to posthog/migrations/0357_externaldatasource.py
index bf54c3e6f1921..41c27fbd2d451 100644
--- a/posthog/migrations/0357_externaldataresource.py
+++ b/posthog/migrations/0357_externaldatasource.py
@@ -14,7 +14,7 @@ class Migration(migrations.Migration):
 
     operations = [
         migrations.CreateModel(
-            name="ExternalDataResource",
+            name="ExternalDataSource",
             fields=[
                 ("created_at", models.DateTimeField(auto_now_add=True)),
                 (
diff --git a/posthog/warehouse/api/external_data_resource.py b/posthog/warehouse/api/external_data_source.py
similarity index 78%
rename from posthog/warehouse/api/external_data_resource.py
rename to posthog/warehouse/api/external_data_source.py
index 92a99b3fd3ea2..72fae355c96d5 100644
--- a/posthog/warehouse/api/external_data_resource.py
+++ b/posthog/warehouse/api/external_data_source.py
@@ -5,33 +5,33 @@
 from rest_framework.exceptions import NotAuthenticated
 from rest_framework.permissions import IsAuthenticated
 from rest_framework import filters, serializers, viewsets
-from posthog.warehouse.models import ExternalDataResource
-from posthog.warehouse.external_data_resource.source import StripeSourcePayload, create_stripe_source
-from posthog.warehouse.external_data_resource.connection import create_connection
-from posthog.warehouse.external_data_resource.destination import create_destination
+from posthog.warehouse.models import ExternalDataSource
+from posthog.warehouse.external_data_source.source import StripeSourcePayload, create_stripe_source
+from posthog.warehouse.external_data_source.connection import create_connection
+from posthog.warehouse.external_data_source.destination import create_destination
 from posthog.api.routing import StructuredViewSetMixin
 
 from posthog.models import User
 from typing import Any
 
 
-class ExternalDataReourceSerializers(serializers.ModelSerializer):
+class ExternalDataSourceSerializers(serializers.ModelSerializer):
     account_id = serializers.CharField(write_only=True)
     client_secret = serializers.CharField(write_only=True)
 
     class Meta:
-        model = ExternalDataResource
+        model = ExternalDataSource
         fields = ["id", "source_id", "created_at", "created_by", "status", "client_secret", "account_id", "source_type"]
         read_only_fields = ["id", "source_id", "created_by", "created_at", "status", "source_type"]
 
 
-class ExternalDataReourceViewSet(StructuredViewSetMixin, viewsets.ModelViewSet):
+class ExternalDataSourceViewSet(StructuredViewSetMixin, viewsets.ModelViewSet):
     """
     Create, Read, Update and Delete External data Sources.
     """
 
-    queryset = ExternalDataResource.objects.all()
-    serializer_class = ExternalDataReourceSerializers
+    queryset = ExternalDataSource.objects.all()
+    serializer_class = ExternalDataSourceSerializers
     permission_classes = [IsAuthenticated, OrganizationMemberPermissions]
     filter_backends = [filters.SearchFilter]
     search_fields = ["source_id"]
@@ -58,7 +58,7 @@ def create(self, request: Request, *args: Any, **kwargs: Any) -> Response:
         new_destination = create_destination(self.team_id)
         new_connection = create_connection(new_source.source_id, new_destination.destination_id)
 
-        ExternalDataResource.objects.create(
+        ExternalDataSource.objects.create(
             source_id=new_source.source_id,
             connection_id=new_connection.connection_id,
             team=self.request.user.current_team,
diff --git a/posthog/warehouse/external_data_resource/connection.py b/posthog/warehouse/external_data_source/connection.py
similarity index 100%
rename from posthog/warehouse/external_data_resource/connection.py
rename to posthog/warehouse/external_data_source/connection.py
diff --git a/posthog/warehouse/external_data_resource/destination.py b/posthog/warehouse/external_data_source/destination.py
similarity index 100%
rename from posthog/warehouse/external_data_resource/destination.py
rename to posthog/warehouse/external_data_source/destination.py
diff --git a/posthog/warehouse/external_data_resource/source.py b/posthog/warehouse/external_data_source/source.py
similarity index 100%
rename from posthog/warehouse/external_data_resource/source.py
rename to posthog/warehouse/external_data_source/source.py
diff --git a/posthog/warehouse/models/__init__.py b/posthog/warehouse/models/__init__.py
index 7de3d0769aa88..c3286f1b7f6bb 100644
--- a/posthog/warehouse/models/__init__.py
+++ b/posthog/warehouse/models/__init__.py
@@ -2,4 +2,4 @@
 from .credential import *
 from .datawarehouse_saved_query import *
 from .view_link import *
-from .external_data_resource import *
+from .external_data_source import *
diff --git a/posthog/warehouse/models/external_data_resource.py b/posthog/warehouse/models/external_data_source.py
similarity index 92%
rename from posthog/warehouse/models/external_data_resource.py
rename to posthog/warehouse/models/external_data_source.py
index 203e943e661c7..60171a7035cc2 100644
--- a/posthog/warehouse/models/external_data_resource.py
+++ b/posthog/warehouse/models/external_data_source.py
@@ -3,7 +3,7 @@
 from posthog.models.team import Team
 
 
-class ExternalDataResource(CreatedMetaFields, UUIDModel):
+class ExternalDataSource(CreatedMetaFields, UUIDModel):
     class Type(models.TextChoices):
         STRIPE = "Stripe", "Stripe"
 
diff --git a/posthog/warehouse/sync_resource.py b/posthog/warehouse/sync_resource.py
index 34061722e0286..798ee63448b1f 100644
--- a/posthog/warehouse/sync_resource.py
+++ b/posthog/warehouse/sync_resource.py
@@ -1,6 +1,6 @@
-from posthog.warehouse.models.external_data_resource import ExternalDataResource
+from posthog.warehouse.models.external_data_source import ExternalDataSource
 from posthog.warehouse.models import DataWarehouseCredential, DataWarehouseTable
-from posthog.warehouse.external_data_resource.connection import retrieve_sync
+from posthog.warehouse.external_data_source.connection import retrieve_sync
 from posthog.celery import app
 
 from django.conf import settings
@@ -10,7 +10,7 @@
 
 
 def sync_resources():
-    resources = ExternalDataResource.objects.filter(are_tables_created=False, status="running")
+    resources = ExternalDataSource.objects.filter(are_tables_created=False, status="running")
 
     for resource in resources:
         _sync_resource.delay(resource.pk)
@@ -18,12 +18,12 @@ def sync_resources():
 
 @app.task(ignore_result=True)
 def _sync_resource(resource_id):
-    resource = ExternalDataResource.objects.get(pk=resource_id)
+    resource = ExternalDataSource.objects.get(pk=resource_id)
     job = retrieve_sync(resource.connection_id)
 
     if job["status"] == "succeeded":
 
-        resource = ExternalDataResource.objects.get(pk=resource_id)
+        resource = ExternalDataSource.objects.get(pk=resource_id)
         credential, _ = DataWarehouseCredential.objects.get_or_create(
             team_id=resource.team.pk,
             access_key=settings.AIRBYTE_BUCKET_KEY,

From ea31b483ad485a170b86b542f6eb6c15c521fed2 Mon Sep 17 00:00:00 2001
From: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
Date: Fri, 27 Oct 2023 17:54:10 +0000
Subject: [PATCH 130/133] Update UI snapshots for `chromium` (2)

---
 ...nes-app-notebooks--recordings-playlist.png | Bin 84062 -> 77048 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/frontend/__snapshots__/scenes-app-notebooks--recordings-playlist.png b/frontend/__snapshots__/scenes-app-notebooks--recordings-playlist.png
index fc45aca0387a32d8a478460c6992a26bf91b669b..80c483c32b7ee3a3574d58373e715ad3e193296f 100644
GIT binary patch
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From c21def13fb91b2f71806c99773e55af4c149c168 Mon Sep 17 00:00:00 2001
From: eric <eeoneric@gmail.com>
Date: Fri, 27 Oct 2023 14:00:09 -0400
Subject: [PATCH 131/133] missing file

---
 latest_migrations.manifest | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/latest_migrations.manifest b/latest_migrations.manifest
index 1c53e00812511..55d2bff6613d9 100644
--- a/latest_migrations.manifest
+++ b/latest_migrations.manifest
@@ -5,7 +5,7 @@ contenttypes: 0002_remove_content_type_name
 ee: 0015_add_verified_properties
 otp_static: 0002_throttling
 otp_totp: 0002_auto_20190420_0723
-posthog: 0357_externaldataresource
+posthog: 0357_externaldatasource
 sessions: 0001_initial
 social_django: 0010_uid_db_index
 two_factor: 0007_auto_20201201_1019

From dd83e0fea011a159bf1ba901bf2325f1d36aa243 Mon Sep 17 00:00:00 2001
From: eric <eeoneric@gmail.com>
Date: Fri, 27 Oct 2023 14:19:17 -0400
Subject: [PATCH 132/133] typing

---
 frontend/src/types.ts                         | 4 ++--
 posthog/warehouse/api/external_data_source.py | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/frontend/src/types.ts b/frontend/src/types.ts
index 3be1a7de83c48..7cf59bf6c2524 100644
--- a/frontend/src/types.ts
+++ b/frontend/src/types.ts
@@ -3135,12 +3135,12 @@ export interface DataWarehouseViewLink {
     from_join_key?: string
 }
 
-export interface ExternalDataStripeResourceCreatePayload {
+export interface ExternalDataStripeSourceCreatePayload {
     account_id: string
     client_secret: string
 }
 
-export interface ExternalDataStripeResource {
+export interface ExternalDataStripeSource {
     id: string
     source_id: string
     connection_id: string
diff --git a/posthog/warehouse/api/external_data_source.py b/posthog/warehouse/api/external_data_source.py
index 72fae355c96d5..90da9a221f2a8 100644
--- a/posthog/warehouse/api/external_data_source.py
+++ b/posthog/warehouse/api/external_data_source.py
@@ -61,7 +61,7 @@ def create(self, request: Request, *args: Any, **kwargs: Any) -> Response:
         ExternalDataSource.objects.create(
             source_id=new_source.source_id,
             connection_id=new_connection.connection_id,
-            team=self.request.user.current_team,
+            team=self.team,
             status="running",
             source_type="Stripe",
         )

From a59a315b3cab37c099b390c3c8717e18103fa5ca Mon Sep 17 00:00:00 2001
From: eric <eeoneric@gmail.com>
Date: Fri, 27 Oct 2023 14:51:20 -0400
Subject: [PATCH 133/133] remove unneeded field

---
 frontend/src/scenes/sceneTypes.ts | 1 -
 1 file changed, 1 deletion(-)

diff --git a/frontend/src/scenes/sceneTypes.ts b/frontend/src/scenes/sceneTypes.ts
index 523717aad0ffa..dc17598a8ee81 100644
--- a/frontend/src/scenes/sceneTypes.ts
+++ b/frontend/src/scenes/sceneTypes.ts
@@ -48,7 +48,6 @@ export enum Scene {
     DataWarehousePosthog = 'DataWarehousePosthog',
     DataWarehouseExternal = 'DataWarehouseExternal',
     DataWarehouseSavedQueries = 'DataWarehouseSavedQueries',
-    DataWarehouseTable = 'DataWarehouseTable',
     DataWarehouseSettings = 'DataWarehouseSettings',
     OrganizationSettings = 'OrganizationSettings',
     OrganizationCreateFirst = 'OrganizationCreate',